PARADIGM pathway analysis of mRNASeq expression and copy number data
Lung Squamous Cell Carcinoma (Primary solid tumor)
23 May 2013  |  analyses__2013_05_23
Maintainer Information
Citation Information
Maintained by TCGA GDAC Team (Broad Institute/MD Anderson Cancer Center/Harvard Medical School)
Cite as Broad Institute TCGA Genome Data Analysis Center (2013): PARADIGM pathway analysis of mRNASeq expression and copy number data. Broad Institute of MIT and Harvard. doi:10.7908/C11V5C1W
Overview
Introduction

PAthway Representation and Analysis by Direct Inference on Graphical Models (PARADIGM) predicts the activity of a diverse set of molecular concepts such as genes, complexes, and processes. The predicted activities are called Inferred Pathway Levels (IPLs) and are derived from a probabilistic belief propagation strategy that incorporates multimodal data such as copy number and gene expression estimates with a concept's pathway context.

Summary

There were 29 significant pathways identified in this analysis.

Table 1.  Get Full Table Top 10 out of 131 pathways in order of significance.

Pathway.Name Avg.Num.Perturbations
Angiopoietin receptor Tie2-mediated signaling 103
Signaling events mediated by the Hedgehog family 97
Endothelins 69
Fc-epsilon receptor I signaling in mast cells 44
RXR and RAR heterodimerization with other nuclear receptor 44
Thromboxane A2 receptor signaling 42
amb2 Integrin signaling 41
TCGA08_retinoblastoma 40
IL4-mediated signaling events 39
Aurora B signaling 36
Results
Summary Table

The following list describes the columns found in Table 2.

  • Pathway.Name = Full pathway name of curated PARADIGM pathway

  • Significance.Ratio = (Ave.Num.Perturbations)/ (Cohort Size) where Cohort Size is 347 . Pathway is significant if Significance.Ratio > 0.05 .

  • Avg.Num.Perturbations = Average number of samples with perturbations across the pathway concepts determined by a background permutation model (>2 standard deviations away from the permuted distribution)

  • Total.Perturbations = Total number of perturbed concepts across all samples (>2 standard deviations away from the permuted distribution)

  • Num.Entities = Number of concepts that belong to the pathway

  • Min.Mean.Truth = Minimum IPL for concepts in the pathway among real samples

  • Max.Mean.Truth = Maximum IPL for concepts in the pathway among real samples

  • Min.Mean.Within = Minimum IPL for concepts in the pathway among null samples using "within permutation" (values are permuted across genes)

  • Max.Mean.Within = Maximum IPL for concepts in the pathway among null samples using "within permutation" (values are permuted across genes)

  • Min.Mean.Any = Minimum IPL for concepts in the pathway among null samples using "any permutation" (values are permuted across samples and genes)

  • Max.Mean.Any = Maximum IPL for concepts in the pathway among null samples using "any permutation" (values are permuted across samples and genes).

Table 2.  Get Full Table This summary table provides a report of cancer type specific pathway perturbations. Click on the links in the first column to display more detailed results for each pathway. A pathway is defined as significant (red number in Significance.Ratio column) if the Ave.Num.Perturbationsis > 5% of the cohort size ( 347 ).

Pathway.Name Significance.Ratio Avg.Num.Perturbations Total.Perturbations Num.Entities Min.Mean.Truth Max.Mean.Truth Min.Mean.Within Max.Mean.Within Min.Mean.Any Max.Mean.Within.1
Angiopoietin receptor Tie2-mediated signaling 0.2968 103 9116 88 -0.63 0.061 1000 -1000 -0.063 -1000
Signaling events mediated by the Hedgehog family 0.2795 97 5070 52 -0.47 0.25 1000 -1000 -0.039 -1000
Endothelins 0.1988 69 6641 96 -0.36 0.097 1000 -1000 -0.042 -1000
Fc-epsilon receptor I signaling in mast cells 0.1268 44 4346 97 -0.14 0.024 1000 -1000 -0.061 -1000
RXR and RAR heterodimerization with other nuclear receptor 0.1268 44 2297 52 -0.3 0.048 1000 -1000 -0.037 -1000
Thromboxane A2 receptor signaling 0.1210 42 4445 105 -0.19 0.054 1000 -1000 -0.041 -1000
amb2 Integrin signaling 0.1182 41 3376 82 -0.54 0.043 1000 -1000 -0.042 -1000
TCGA08_retinoblastoma 0.1153 40 325 8 -0.013 0.09 1000 -1000 -0.006 -1000
IL4-mediated signaling events 0.1124 39 3576 91 -0.78 0.46 1000 -1000 -0.13 -1000
Aurora B signaling 0.1037 36 2477 67 -0.3 0.27 1000 -1000 -0.04 -1000
Aurora C signaling 0.1009 35 250 7 -0.003 0.15 1000 -1000 -0.019 -1000
Signaling mediated by p38-alpha and p38-beta 0.1009 35 1577 44 -0.099 0.023 1000 -1000 -0.028 -1000
Signaling events regulated by Ret tyrosine kinase 0.0951 33 2773 82 -0.11 0.064 1000 -1000 -0.057 -1000
Nongenotropic Androgen signaling 0.0807 28 1506 52 -0.15 0.095 1000 -1000 -0.032 -1000
BMP receptor signaling 0.0778 27 2215 81 -0.28 0.16 1000 -1000 -0.053 -1000
Integrins in angiogenesis 0.0720 25 2129 84 -0.35 0.14 1000 -1000 -0.05 -1000
Calcium signaling in the CD4+ TCR pathway 0.0692 24 762 31 -0.17 0.024 1000 -1000 -0.049 -1000
Signaling events mediated by Stem cell factor receptor (c-Kit) 0.0692 24 1909 78 -0.13 0.044 1000 -1000 -0.047 -1000
Arf6 signaling events 0.0663 23 1446 62 -0.14 0.045 1000 -1000 -0.034 -1000
IL6-mediated signaling events 0.0663 23 1725 75 -0.46 0.053 1000 -1000 -0.061 -1000
Canonical Wnt signaling pathway 0.0634 22 1147 51 -0.37 0.15 1000 -1000 -0.051 -1000
FOXA2 and FOXA3 transcription factor networks 0.0605 21 1002 46 -0.71 0.1 1000 -1000 -0.11 -1000
Presenilin action in Notch and Wnt signaling 0.0576 20 1225 61 -0.37 0.15 1000 -1000 -0.04 -1000
Calcineurin-regulated NFAT-dependent transcription in lymphocytes 0.0576 20 1418 68 -0.19 0.03 1000 -1000 -0.086 -1000
LPA4-mediated signaling events 0.0548 19 236 12 -0.11 0.003 1000 -1000 -0.023 -1000
PLK1 signaling events 0.0548 19 1682 85 -0.032 0.15 1000 -1000 -0.029 -1000
Glucocorticoid receptor regulatory network 0.0519 18 2067 114 -0.36 0.057 1000 -1000 -0.058 -1000
Syndecan-3-mediated signaling events 0.0519 18 639 35 -0.25 0.058 1000 -1000 -0.025 -1000
IL23-mediated signaling events 0.0519 18 1114 60 -0.24 0.024 1000 -1000 -0.11 -1000
Coregulation of Androgen receptor activity 0.0490 17 1366 76 -0.35 0.09 1000 -1000 -0.028 -1000
Visual signal transduction: Cones 0.0490 17 653 38 -0.028 0.11 1000 -1000 -0.015 -1000
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0490 17 1499 85 -0.14 0.031 1000 -1000 -0.043 -1000
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0490 17 571 33 -0.18 0.09 1000 -1000 -0.037 -1000
Glypican 2 network 0.0461 16 64 4 0.03 0.055 1000 -1000 0.008 -1000
Signaling events mediated by VEGFR1 and VEGFR2 0.0461 16 2124 125 -0.14 0.052 1000 -1000 -0.057 -1000
ErbB4 signaling events 0.0432 15 1098 69 -0.14 0.17 1000 -1000 -0.051 -1000
Syndecan-1-mediated signaling events 0.0432 15 536 34 -0.076 0.15 1000 -1000 -0.05 -1000
Reelin signaling pathway 0.0432 15 895 56 -0.047 0.06 1000 -1000 -0.05 -1000
Plasma membrane estrogen receptor signaling 0.0432 15 1343 86 -0.11 0.04 1000 -1000 -0.05 -1000
IL12-mediated signaling events 0.0403 14 1227 87 -0.22 0.048 1000 -1000 -0.089 -1000
HIF-1-alpha transcription factor network 0.0403 14 1094 76 -0.13 0.14 1000 -1000 -0.12 -1000
Glypican 1 network 0.0403 14 679 48 -0.15 0.089 1000 -1000 -0.036 -1000
TCR signaling in naïve CD8+ T cells 0.0403 14 1331 93 -0.047 0.034 1000 -1000 -0.058 -1000
Wnt signaling 0.0403 14 102 7 0.004 0.054 1000 -1000 -0.018 -1000
Neurotrophic factor-mediated Trk receptor signaling 0.0403 14 1716 120 -0.17 0.064 1000 -1000 -0.048 -1000
FOXM1 transcription factor network 0.0403 14 719 51 0.023 0.3 1000 -1000 -0.12 -1000
Regulation of Androgen receptor activity 0.0375 13 924 70 -0.38 0.15 1000 -1000 -0.049 -1000
Caspase cascade in apoptosis 0.0346 12 938 74 -0.076 0.086 1000 -1000 -0.048 -1000
Nectin adhesion pathway 0.0346 12 804 63 -0.032 0.12 1000 -1000 -0.035 -1000
FAS signaling pathway (CD95) 0.0346 12 600 47 -0.26 0.06 1000 -1000 -0.041 -1000
TCGA08_p53 0.0317 11 79 7 -0.032 0.023 1000 -1000 -0.005 -1000
EGFR-dependent Endothelin signaling events 0.0317 11 232 21 -0.034 0.044 1000 -1000 -0.044 -1000
Lissencephaly gene (LIS1) in neuronal migration and development 0.0288 10 573 54 -0.047 0.067 1000 -1000 -0.049 -1000
p75(NTR)-mediated signaling 0.0288 10 1336 125 -0.067 0.15 1000 -1000 -0.078 -1000
PDGFR-alpha signaling pathway 0.0288 10 479 44 -0.16 0.048 1000 -1000 -0.04 -1000
S1P1 pathway 0.0288 10 370 36 -0.082 0.023 1000 -1000 -0.043 -1000
Effects of Botulinum toxin 0.0288 10 267 26 -0.035 0.033 1000 -1000 -0.008 -1000
Visual signal transduction: Rods 0.0288 10 570 52 -0.028 0.088 1000 -1000 -0.036 -1000
Ras signaling in the CD4+ TCR pathway 0.0288 10 179 17 -0.029 0.03 1000 -1000 -0.02 -1000
Osteopontin-mediated events 0.0259 9 369 38 -0.069 0.14 1000 -1000 -0.046 -1000
Noncanonical Wnt signaling pathway 0.0259 9 240 26 -0.037 0.054 1000 -1000 -0.049 -1000
Signaling events mediated by PTP1B 0.0259 9 701 76 -0.052 0.061 1000 -1000 -0.04 -1000
Ephrin B reverse signaling 0.0259 9 452 48 -0.056 0.061 1000 -1000 -0.042 -1000
Regulation of nuclear SMAD2/3 signaling 0.0231 8 1109 136 -0.2 0.14 1000 -1000 -0.036 -1000
Aurora A signaling 0.0231 8 493 60 -0.037 0.19 1000 -1000 -0.027 -1000
Stabilization and expansion of the E-cadherin adherens junction 0.0231 8 623 74 -0.14 0.048 1000 -1000 -0.067 -1000
S1P4 pathway 0.0231 8 218 25 -0.031 0.034 1000 -1000 -0.03 -1000
Sphingosine 1-phosphate (S1P) pathway 0.0202 7 206 28 -0.11 0.045 1000 -1000 -0.022 -1000
JNK signaling in the CD4+ TCR pathway 0.0202 7 135 17 -0.022 0.036 1000 -1000 -0.036 -1000
Hedgehog signaling events mediated by Gli proteins 0.0202 7 511 65 -0.54 0.056 1000 -1000 -0.051 -1000
HIF-2-alpha transcription factor network 0.0202 7 332 43 -0.081 0.083 1000 -1000 -0.057 -1000
LPA receptor mediated events 0.0202 7 789 102 -0.069 0.043 1000 -1000 -0.055 -1000
BCR signaling pathway 0.0202 7 782 99 -0.064 0.055 1000 -1000 -0.05 -1000
Syndecan-4-mediated signaling events 0.0202 7 472 67 -0.033 0.089 1000 -1000 -0.045 -1000
ErbB2/ErbB3 signaling events 0.0173 6 433 65 -0.056 0.033 1000 -1000 -0.051 -1000
Syndecan-2-mediated signaling events 0.0173 6 468 69 -0.046 0.089 1000 -1000 -0.041 -1000
Retinoic acid receptors-mediated signaling 0.0173 6 365 58 -0.18 0.047 1000 -1000 -0.038 -1000
IL27-mediated signaling events 0.0173 6 311 51 -0.1 0.033 1000 -1000 -0.064 -1000
Cellular roles of Anthrax toxin 0.0144 5 211 39 -0.061 0.026 1000 -1000 -0.023 -1000
mTOR signaling pathway 0.0144 5 293 53 -0.012 0.089 1000 -1000 -0.036 -1000
IFN-gamma pathway 0.0144 5 342 68 -0.027 0.068 1000 -1000 -0.057 -1000
IL2 signaling events mediated by PI3K 0.0144 5 294 58 -0.021 0.1 1000 -1000 -0.047 -1000
TCGA08_rtk_signaling 0.0144 5 133 26 -0.061 0.082 1000 -1000 -0.009 -1000
IL2 signaling events mediated by STAT5 0.0144 5 131 22 0.009 0.077 1000 -1000 -0.035 -1000
Insulin Pathway 0.0144 5 434 74 -0.096 0.061 1000 -1000 -0.051 -1000
E-cadherin signaling in keratinocytes 0.0144 5 237 43 -0.051 0.063 1000 -1000 -0.036 -1000
Ceramide signaling pathway 0.0115 4 324 76 -0.007 0.06 1000 -1000 -0.035 -1000
Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0115 4 380 83 -0.095 0.041 1000 -1000 -0.042 -1000
HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0115 4 194 45 -0.016 0.053 1000 -1000 -0.055 -1000
Regulation of p38-alpha and p38-beta 0.0115 4 240 54 -0.06 0.055 1000 -1000 -0.054 -1000
E-cadherin signaling in the nascent adherens junction 0.0115 4 330 76 -0.019 0.058 1000 -1000 -0.061 -1000
Class I PI3K signaling events 0.0115 4 299 73 -0.024 0.043 1000 -1000 -0.054 -1000
IGF1 pathway 0.0115 4 246 57 -0.062 0.065 1000 -1000 -0.047 -1000
S1P3 pathway 0.0115 4 195 42 -0.11 0.044 1000 -1000 -0.044 -1000
PDGFR-beta signaling pathway 0.0115 4 483 97 -0.056 0.064 1000 -1000 -0.061 -1000
Signaling events mediated by PRL 0.0115 4 148 34 -0.024 0.065 1000 -1000 -0.044 -1000
Nephrin/Neph1 signaling in the kidney podocyte 0.0086 3 104 34 -0.035 0.056 1000 -1000 -0.039 -1000
Signaling events mediated by HDAC Class II 0.0086 3 228 75 -0.043 0.059 1000 -1000 -0.034 -1000
Ephrin A reverse signaling 0.0086 3 24 7 0 0.031 1000 -1000 -0.011 -1000
Signaling events mediated by HDAC Class III 0.0086 3 123 40 -0.074 0.042 1000 -1000 -0.031 -1000
IL1-mediated signaling events 0.0086 3 199 62 -0.009 0.043 1000 -1000 -0.051 -1000
Signaling events mediated by HDAC Class I 0.0086 3 377 104 -0.043 0.057 1000 -1000 -0.039 -1000
EPHB forward signaling 0.0086 3 280 85 -0.042 0.085 1000 -1000 -0.071 -1000
Canonical NF-kappaB pathway 0.0058 2 78 39 0 0.047 1000 -1000 -0.043 -1000
BARD1 signaling events 0.0058 2 169 57 -0.044 0.089 1000 -1000 -0.045 -1000
EPO signaling pathway 0.0058 2 142 55 0.004 0.064 1000 -1000 -0.046 -1000
Class I PI3K signaling events mediated by Akt 0.0058 2 145 68 -0.037 0.049 1000 -1000 -0.032 -1000
TRAIL signaling pathway 0.0058 2 132 48 -0.018 0.065 1000 -1000 -0.038 -1000
ceramide signaling pathway 0.0058 2 139 49 0 0.039 1000 -1000 -0.038 -1000
FoxO family signaling 0.0058 2 150 64 -0.015 0.074 1000 -1000 -0.064 -1000
Regulation of Telomerase 0.0058 2 293 102 -0.069 0.058 1000 -1000 -0.049 -1000
VEGFR1 specific signals 0.0058 2 152 56 -0.14 0.062 1000 -1000 -0.06 -1000
p38 MAPK signaling pathway 0.0058 2 101 44 -0.004 0.056 1000 -1000 -0.036 -1000
Circadian rhythm pathway 0.0029 1 24 22 -0.006 0.05 1000 -1000 -0.051 -1000
Arf6 downstream pathway 0.0029 1 43 43 -0.047 0.048 1000 -1000 -0.028 -1000
Insulin-mediated glucose transport 0.0029 1 55 32 0 0.044 1000 -1000 -0.034 -1000
Paxillin-independent events mediated by a4b1 and a4b7 0.0029 1 43 37 -0.009 0.056 1000 -1000 -0.037 -1000
S1P5 pathway 0.0029 1 28 17 -0.016 0.03 1000 -1000 -0.011 -1000
Signaling mediated by p38-gamma and p38-delta 0.0029 1 26 15 -0.009 0.023 1000 -1000 -0.033 -1000
Paxillin-dependent events mediated by a4b1 0.0029 1 42 36 -0.045 0.047 1000 -1000 -0.033 -1000
Arf6 trafficking events 0.0029 1 112 71 -0.058 0.042 1000 -1000 -0.031 -1000
Class IB PI3K non-lipid kinase events 0.0029 1 3 3 -0.021 0.021 1000 -1000 -0.011 -1000
Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0000 0 6 23 0.003 0.043 1000 -1000 -0.024 -1000
PLK2 and PLK4 events 0.0000 0 1 3 0.009 0.023 1000 -1000 -0.016 -1000
a4b1 and a4b7 Integrin signaling 0.0000 0 4 5 0.02 0.033 1000 -1000 0.009 -1000
Atypical NF-kappaB pathway 0.0000 0 10 31 0 0.026 1000 -1000 -0.02 -1000
Sumoylation by RanBP2 regulates transcriptional repression 0.0000 0 2 27 -0.007 0.053 1000 -1000 -0.044 -1000
Rapid glucocorticoid signaling 0.0000 0 16 20 -0.008 0.027 1000 -1000 -0.01 -1000
E-cadherin signaling events 0.0000 0 3 5 0.021 0.041 1000 -1000 0.013 -1000
Arf1 pathway 0.0000 0 43 54 -0.002 0.032 1000 -1000 -0.02 -1000
Alternative NF-kappaB pathway 0.0000 0 4 13 0 0.062 1000 -1000 0 -1000
Total NA 1677 110083 7203 -15 9.5 131000 -131000 -5.6 -131000
Angiopoietin receptor Tie2-mediated signaling

Figure S1.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S1.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
AKT1 -0.47 0.5 -10000 0 -0.96 171 171
NCK1/PAK1/Dok-R -0.22 0.21 -10000 0 -0.44 171 171
NCK1/Dok-R -0.54 0.62 -10000 0 -1.1 169 169
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
mol:beta2-estradiol 0.051 0.09 0.24 63 -10000 0 63
RELA 0.024 0.001 -10000 0 -10000 0 0
SHC1 0.021 0.005 -10000 0 -10000 0 0
Rac/GDP 0.017 0.003 -10000 0 -10000 0 0
F2 0.061 0.11 0.28 61 -10000 0 61
TNIP2 0.021 0.007 -10000 0 -10000 0 0
NF kappa B/RelA -0.48 0.56 -10000 0 -1 169 169
FN1 0.014 0.073 -10000 0 -0.59 5 5
PLD2 -0.56 0.63 -10000 0 -1.2 169 169
PTPN11 0.024 0.002 -10000 0 -10000 0 0
GRB14 -0.024 0.16 0.23 1 -0.59 27 28
ELK1 -0.5 0.55 -10000 0 -1 170 170
GRB7 0.025 0.028 0.39 2 -10000 0 2
PAK1 0.024 0.02 0.39 1 -10000 0 1
Tie2/Ang1/alpha5/beta1 Integrin -0.51 0.6 -10000 0 -1.1 169 169
CDKN1A -0.33 0.33 -10000 0 -0.66 171 171
ITGA5 0.023 0.003 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
RasGAP/Dok-R -0.54 0.62 -10000 0 -1.1 170 170
CRK 0.022 0.005 -10000 0 -10000 0 0
mol:NO -0.34 0.35 -10000 0 -0.69 171 171
PLG -0.56 0.63 -10000 0 -1.2 169 169
mol:GDP 0 0 -10000 0 -10000 0 0
chemokinesis -0.44 0.46 -10000 0 -0.9 171 171
GRB2 0.023 0.004 -10000 0 -10000 0 0
PIK3R1 0.02 0.007 -10000 0 -10000 0 0
ANGPT2 -0.28 0.33 -10000 0 -0.74 94 94
BMX -0.63 0.67 -10000 0 -1.3 169 169
ANGPT1 -0.29 0.52 -10000 0 -1.4 64 64
tube development -0.38 0.37 -10000 0 -0.75 170 170
ANGPT4 -0.27 0.3 -10000 0 -0.59 161 161
response to hypoxia -0.033 0.033 -10000 0 -10000 0 0
Tie2/Ang1/GRB14 -0.6 0.66 -10000 0 -1.2 169 169
alpha5/beta1 Integrin 0.033 0.008 -10000 0 -10000 0 0
FGF2 0.005 0.1 -10000 0 -0.59 10 10
STAT5A (dimer) -0.44 0.44 -10000 0 -0.87 170 170
mol:L-citrulline -0.34 0.35 -10000 0 -0.69 171 171
AGTR1 -0.14 0.26 -10000 0 -0.59 88 88
MAPK14 -0.61 0.66 -10000 0 -1.3 171 171
Tie2/SHP2 -0.51 0.59 -10000 0 -1.2 152 152
TEK -0.56 0.66 -10000 0 -1.3 152 152
RPS6KB1 -0.46 0.47 -10000 0 -0.92 171 171
Angiotensin II/AT1 -0.1 0.2 -10000 0 -0.43 88 88
Tie2/Ang1/GRB2 -0.58 0.66 -10000 0 -1.2 169 169
MAPK3 -0.51 0.56 -10000 0 -1.1 169 169
MAPK1 -0.51 0.56 -10000 0 -1.1 169 169
Tie2/Ang1/GRB7 -0.58 0.66 -10000 0 -1.2 169 169
NFKB1 0.022 0.006 -10000 0 -10000 0 0
MAPK8 -0.56 0.63 -10000 0 -1.2 169 169
PI3K -0.56 0.58 -10000 0 -1.1 171 171
FES -0.61 0.65 -10000 0 -1.2 171 171
Crk/Dok-R -0.55 0.62 -10000 0 -1.1 170 170
Tie2/Ang1/ABIN2 -0.58 0.66 -10000 0 -1.2 169 169
blood circulation 0 0 -10000 0 -10000 0 0
negative regulation of caspase activity -0.42 0.43 -10000 0 -0.84 171 171
STAT5A 0.022 0.033 -10000 0 -0.59 1 1
mol:ROS 0 0 -10000 0 -10000 0 0
PTK2 -0.45 0.47 -10000 0 -0.91 171 171
Tie2/Ang2 -0.54 0.55 -10000 0 -1.1 170 170
Tie2/Ang1 -0.62 0.72 -10000 0 -1.3 169 169
FOXO1 -0.42 0.44 -10000 0 -0.85 171 171
ELF1 -0.029 0.066 -10000 0 -10000 0 0
ELF2 -0.57 0.64 -10000 0 -1.2 169 169
mol:Choline -0.53 0.59 -10000 0 -1.1 169 169
cell migration -0.12 0.12 -10000 0 -0.24 171 171
FYN -0.44 0.44 -10000 0 -0.87 170 170
DOK2 -0.022 0.16 -10000 0 -0.59 24 24
negative regulation of cell cycle -0.3 0.3 -10000 0 -0.59 171 171
ETS1 -0.051 0.13 -10000 0 -0.29 62 62
PXN -0.36 0.38 -10000 0 -0.74 171 171
ITGB1 0.023 0.005 -10000 0 -10000 0 0
NOS3 -0.39 0.41 -10000 0 -0.8 171 171
RAC1 0.023 0.004 -10000 0 -10000 0 0
TNF -0.057 0.14 0.24 1 -0.3 69 70
MAPKKK cascade -0.53 0.59 -10000 0 -1.1 169 169
RASA1 0.022 0.007 -10000 0 -10000 0 0
Tie2/Ang1/Shc -0.58 0.66 -10000 0 -1.2 169 169
NCK1 0.021 0.008 -10000 0 -10000 0 0
vasculogenesis -0.3 0.31 -10000 0 -0.61 171 171
mol:Phosphatidic acid -0.53 0.59 -10000 0 -1.1 169 169
mol:Angiotensin II 0 0.001 -10000 0 -10000 0 0
mol:NADP -0.34 0.35 -10000 0 -0.69 171 171
Rac1/GTP -0.42 0.44 -10000 0 -0.85 171 171
MMP2 -0.56 0.63 -10000 0 -1.2 169 169
Signaling events mediated by the Hedgehog family

Figure S2.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S2.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TGFB2 -0.18 0.24 -10000 0 -0.81 19 19
IHH -0.33 0.33 -10000 0 -0.62 188 188
SHH Np/Cholesterol/GAS1 -0.035 0.13 0.19 1 -0.35 50 51
LRPAP1 0.021 0.007 -10000 0 -10000 0 0
dorsoventral neural tube patterning 0.035 0.13 0.35 50 -0.19 1 51
SMO/beta Arrestin2 -0.22 0.23 -10000 0 -0.42 177 177
SMO -0.24 0.24 -10000 0 -0.44 183 183
AKT1 -0.12 0.16 -10000 0 -0.58 25 25
ARRB2 0.022 0.005 -10000 0 -10000 0 0
BOC 0.021 0.007 -10000 0 -10000 0 0
ADRBK1 0.023 0.004 -10000 0 -10000 0 0
heart looping -0.23 0.23 -10000 0 -0.43 183 183
STIL -0.19 0.2 -10000 0 -0.51 54 54
DHH N/PTCH2 -0.005 0.13 -10000 0 -0.43 28 28
DHH N/PTCH1 -0.2 0.21 -10000 0 -0.36 205 205
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
DHH -0.023 0.16 -10000 0 -0.59 26 26
PTHLH -0.22 0.27 -10000 0 -0.86 18 18
determination of left/right symmetry -0.23 0.23 -10000 0 -0.43 183 183
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
skeletal system development -0.22 0.27 -10000 0 -0.84 18 18
IHH N/Hhip -0.47 0.3 -10000 0 -0.61 269 269
DHH N/Hhip -0.29 0.24 -10000 0 -0.46 221 221
mol:Cholesterol 0 0 -10000 0 -10000 0 0
heart development -0.23 0.23 -10000 0 -0.43 183 183
pancreas development -0.35 0.3 -10000 0 -0.59 211 211
HHAT 0.023 0.004 -10000 0 -10000 0 0
PI3K 0.017 0.018 -10000 0 -10000 0 0
EntrezGene:84976 0 0 -10000 0 -10000 0 0
GAS1 0.012 0.08 -10000 0 -0.59 6 6
somite specification -0.23 0.23 -10000 0 -0.43 183 183
SHH Np/Cholesterol/PTCH1 -0.2 0.21 -10000 0 -0.47 74 74
SHH Np/Cholesterol/PTCH2 -0.034 0.13 0.19 1 -0.34 49 50
SHH Np/Cholesterol/Megalin -0.22 0.22 -10000 0 -0.39 196 196
SHH -0.052 0.15 0.29 1 -0.44 46 47
catabolic process -0.2 0.22 -10000 0 -0.38 195 195
SMO/Vitamin D3 -0.22 0.23 -10000 0 -0.54 65 65
SHH Np/Cholesterol/Hhip -0.25 0.21 -10000 0 -0.39 220 220
LRP2 -0.3 0.3 -10000 0 -0.59 183 183
receptor-mediated endocytosis -0.35 0.27 -10000 0 -0.6 154 154
SHH Np/Cholesterol/BOC -0.028 0.12 -10000 0 -0.34 39 39
SHH Np/Cholesterol/CDO -0.035 0.13 0.19 1 -0.34 51 52
mesenchymal cell differentiation 0.25 0.21 0.39 220 -10000 0 220
mol:Vitamin D3 -0.2 0.21 -10000 0 -0.5 64 64
IHH N/PTCH2 -0.2 0.22 -10000 0 -0.4 189 189
CDON 0.014 0.073 -10000 0 -0.59 5 5
IHH N/PTCH1 -0.19 0.23 -10000 0 -0.38 195 195
Megalin/LRPAP1 -0.22 0.23 -10000 0 -0.43 184 184
PTCH2 0.018 0.058 0.23 1 -0.59 3 4
SHH Np/Cholesterol -0.039 0.12 -10000 0 -0.34 46 46
PTCH1 -0.2 0.22 -10000 0 -0.38 195 195
HHIP -0.35 0.3 -10000 0 -0.59 211 211
Endothelins

Figure S3.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S3.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
AKT1 -0.092 0.15 -10000 0 -0.42 48 48
PTK2B 0.021 0.008 -10000 0 -10000 0 0
mol:Ca2+ -0.15 0.27 -10000 0 -0.73 45 45
EDN1 -0.095 0.18 -10000 0 -0.53 44 44
EDN3 -0.039 0.19 0.23 10 -0.59 37 47
EDN2 0.037 0.12 0.24 43 -0.59 7 50
HRAS/GDP -0.22 0.26 -10000 0 -0.55 105 105
ETA receptor/Endothelin-1/Gq/GTP/PLC beta -0.1 0.19 -10000 0 -0.39 78 78
ADCY4 -0.098 0.17 -10000 0 -0.4 62 62
ADCY5 -0.096 0.16 -10000 0 -0.4 62 62
ADCY6 -0.077 0.14 -10000 0 -0.37 47 47
ADCY7 -0.075 0.13 -10000 0 -0.37 46 46
ADCY1 -0.077 0.14 -10000 0 -0.37 47 47
ADCY2 -0.067 0.16 0.24 8 -0.39 48 56
ADCY3 -0.076 0.13 -10000 0 -0.37 47 47
ADCY8 -0.16 0.19 -10000 0 -0.38 127 127
ADCY9 -0.077 0.14 -10000 0 -0.37 47 47
arachidonic acid secretion -0.2 0.25 -10000 0 -0.5 123 123
ETB receptor/Endothelin-1/Gq/GTP -0.27 0.28 -10000 0 -0.45 212 212
GNAO1 0.022 0.037 0.23 2 -0.59 1 3
HRAS 0.023 0.004 -10000 0 -10000 0 0
ETA receptor/Endothelin-1/G12/GTP -0.046 0.16 -10000 0 -0.39 47 47
ETA receptor/Endothelin-1/Gs/GTP -0.047 0.15 -10000 0 -0.38 49 49
mol:GTP -0.001 0.004 -10000 0 -10000 0 0
COL3A1 -0.094 0.15 -10000 0 -0.44 42 42
EDNRB -0.3 0.3 -10000 0 -0.59 183 183
response to oxidative stress 0 0 -10000 0 -10000 0 0
CYSLTR2 -0.098 0.17 -10000 0 -0.46 47 47
CYSLTR1 -0.13 0.23 -10000 0 -0.58 59 59
SLC9A1 -0.048 0.095 -10000 0 -0.27 40 40
mol:GDP -0.24 0.28 -10000 0 -0.55 123 123
SLC9A3 -0.36 0.37 -10000 0 -0.66 177 177
RAF1 -0.24 0.28 -10000 0 -0.57 122 122
JUN -0.13 0.23 -10000 0 -0.63 42 42
JAK2 -0.091 0.15 -10000 0 -0.43 46 46
mol:IP3 -0.21 0.26 -10000 0 -0.55 105 105
ETA receptor/Endothelin-1 -0.097 0.18 -10000 0 -0.47 55 55
PLCB1 0.021 0.006 -10000 0 -10000 0 0
PLCB2 0.008 0.081 -10000 0 -0.59 6 6
ETA receptor/Endothelin-3 -0.068 0.15 -10000 0 -0.45 40 40
FOS -0.27 0.36 -10000 0 -0.81 86 86
Gai/GDP -0.096 0.29 -10000 0 -0.81 44 44
CRK 0.022 0.005 -10000 0 -10000 0 0
mol:Ca ++ -0.26 0.29 -10000 0 -0.63 105 105
BCAR1 0.023 0.006 -10000 0 -10000 0 0
PRKCB1 -0.2 0.25 -10000 0 -0.53 106 106
GNAQ 0.016 0.036 -10000 0 -0.59 1 1
GNAZ 0.015 0.066 -10000 0 -0.59 4 4
GNAL 0.02 0.047 -10000 0 -0.59 2 2
Gs family/GDP -0.21 0.25 -10000 0 -0.53 103 103
ETA receptor/Endothelin-1/Gq/GTP -0.11 0.2 -10000 0 -0.4 95 95
MAPK14 -0.23 0.24 -10000 0 -0.49 126 126
TRPC6 -0.16 0.29 -10000 0 -0.79 44 44
GNAI2 0.021 0.008 -10000 0 -10000 0 0
GNAI3 0.023 0.005 -10000 0 -10000 0 0
GNAI1 0.021 0.033 -10000 0 -0.59 1 1
ETB receptor/Endothelin-1/Gq/GTP/PLC beta -0.24 0.26 -10000 0 -0.43 182 182
ETB receptor/Endothelin-2 -0.22 0.25 0.28 1 -0.42 201 202
ETB receptor/Endothelin-3 -0.27 0.25 -10000 0 -0.46 209 209
ETB receptor/Endothelin-1 -0.28 0.26 -10000 0 -0.47 208 208
MAPK3 -0.28 0.35 -10000 0 -0.72 113 113
MAPK1 -0.28 0.35 -10000 0 -0.72 113 113
Rac1/GDP -0.21 0.26 -10000 0 -0.56 101 101
cAMP biosynthetic process -0.088 0.16 0.27 5 -0.44 39 44
MAPK8 -0.16 0.29 -10000 0 -0.69 58 58
SRC 0.023 0.005 -10000 0 -10000 0 0
ETB receptor/Endothelin-1/Gi/GTP -0.16 0.16 -10000 0 -0.3 181 181
p130Cas/CRK/Src/PYK2 -0.22 0.28 -10000 0 -0.6 99 99
mol:K + 0 0 -10000 0 -10000 0 0
G12/GDP -0.21 0.26 -10000 0 -0.55 102 102
COL1A2 -0.25 0.22 -10000 0 -0.48 110 110
EntrezGene:2778 0 0 -10000 0 -10000 0 0
ETA receptor/Endothelin-2 -0.008 0.11 0.27 3 -0.4 13 16
mol:DAG -0.21 0.26 -10000 0 -0.55 105 105
MAP2K2 -0.25 0.3 -10000 0 -0.62 117 117
MAP2K1 -0.25 0.3 -10000 0 -0.62 117 117
EDNRA -0.04 0.084 -10000 0 -0.32 15 15
positive regulation of muscle contraction -0.078 0.13 -10000 0 -0.38 40 40
Gq family/GDP -0.2 0.28 -10000 0 -0.58 99 99
HRAS/GTP -0.23 0.28 -10000 0 -0.54 127 127
PRKCH -0.2 0.25 -10000 0 -0.54 103 103
RAC1 0.023 0.004 -10000 0 -10000 0 0
PRKCA -0.2 0.25 -10000 0 -0.54 103 103
PRKCB -0.22 0.27 -10000 0 -0.56 106 106
PRKCE -0.2 0.25 0.21 2 -0.53 104 106
PRKCD -0.2 0.25 -10000 0 -0.55 95 95
PRKCG -0.21 0.25 -10000 0 -0.54 104 104
regulation of vascular smooth muscle contraction -0.32 0.42 -10000 0 -0.92 94 94
PRKCQ -0.23 0.28 -10000 0 -0.57 112 112
PLA2G4A -0.22 0.28 -10000 0 -0.54 123 123
GNA14 -0.12 0.25 -10000 0 -0.59 77 77
GNA15 0.019 0.034 -10000 0 -0.59 1 1
GNA12 0.023 0.005 -10000 0 -10000 0 0
GNA11 0.021 0.009 -10000 0 -10000 0 0
Rac1/GTP -0.046 0.16 -10000 0 -0.4 44 44
MMP1 0.097 0.1 0.38 19 -10000 0 19
Fc-epsilon receptor I signaling in mast cells

Figure S4.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S4.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PPAP2A 0.022 0.007 -10000 0 -10000 0 0
LAT2 -0.1 0.21 -10000 0 -0.46 68 68
AP1 -0.11 0.26 -10000 0 -0.55 66 66
mol:PIP3 -0.12 0.24 0.26 7 -0.53 63 70
IKBKB -0.052 0.14 0.18 19 -0.3 50 69
AKT1 -0.056 0.2 0.41 9 -0.45 38 47
IKBKG -0.061 0.13 0.2 7 -0.3 47 54
MS4A2 -0.12 0.25 -10000 0 -0.59 77 77
mol:Sphingosine-1-phosphate 0 0 -10000 0 -10000 0 0
PIK3CA 0.012 0.012 -10000 0 -10000 0 0
MAP3K1 -0.015 0.22 0.24 79 -0.47 37 116
mol:Ca2+ -0.088 0.18 0.23 8 -0.38 62 70
LYN 0.015 0.019 -10000 0 -10000 0 0
CBLB -0.097 0.19 -10000 0 -0.44 65 65
SHC1 0.023 0.005 -10000 0 -10000 0 0
RasGAP/p62DOK -0.013 0.13 -10000 0 -0.34 44 44
positive regulation of cell migration 0 0 -10000 0 -10000 0 0
INPP5D 0.018 0.057 -10000 0 -0.59 3 3
PLD2 -0.14 0.22 0.34 7 -0.4 121 128
PTPN13 -0.093 0.21 -10000 0 -0.54 44 44
PTPN11 0.011 0.027 -10000 0 -10000 0 0
GO:0007205 0 0 -10000 0 -10000 0 0
regulation of mast cell degranulation -0.033 0.18 0.34 13 -0.35 41 54
SYK 0.016 0.019 -10000 0 -10000 0 0
GRB2 0.023 0.004 -10000 0 -10000 0 0
LAT/PLCgamma1/GRB2/SLP76/GADs -0.13 0.24 -10000 0 -0.52 69 69
LAT -0.1 0.2 -10000 0 -0.44 69 69
PAK2 -0.022 0.24 0.25 77 -0.53 38 115
NFATC2 -0.11 0.25 -10000 0 -0.8 36 36
HRAS -0.095 0.24 0.24 8 -0.56 51 59
GAB2 0.009 0.092 -10000 0 -0.59 8 8
PLA2G1B -0.097 0.27 -10000 0 -0.91 33 33
Fc epsilon R1 -0.14 0.27 -10000 0 -0.49 121 121
Antigen/IgE/Fc epsilon R1 -0.13 0.25 -10000 0 -0.45 121 121
mol:GDP -0.1 0.26 0.26 3 -0.61 52 55
JUN 0.023 0.005 -10000 0 -10000 0 0
mol:Ca++ 0 0 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
FOS -0.069 0.22 -10000 0 -0.59 52 52
Antigen/IgE/Fc epsilon R1/LYN/SYK -0.11 0.21 -10000 0 -0.45 71 71
CHUK -0.063 0.13 0.2 7 -0.3 50 57
KLRG1 -0.1 0.19 -10000 0 -0.41 69 69
VAV1 -0.1 0.2 -10000 0 -0.44 68 68
calcium-dependent protein kinase C activity 0 0 -10000 0 -10000 0 0
CBL -0.1 0.2 -10000 0 -0.44 69 69
negative regulation of mast cell degranulation -0.083 0.2 -10000 0 -0.48 45 45
BTK -0.12 0.27 -10000 0 -0.66 54 54
Fc epsilon R1/FcgammaRIIB/SHIP/RasGAP/p62DOK -0.14 0.26 -10000 0 -0.43 118 118
GAB2/PI3K/SHP2 -0.12 0.17 -10000 0 -0.42 63 63
Antigen/IgE/Fc epsilon R1/LYN/SYK/WIP -0.11 0.2 -10000 0 -0.39 89 89
RAF1 -0.061 0.29 -10000 0 -0.95 33 33
Fc epsilon R1/FcgammaRIIB/SHIP -0.11 0.26 -10000 0 -0.43 122 122
FCER1G 0.005 0.095 -10000 0 -0.6 8 8
FCER1A -0.14 0.27 -10000 0 -0.6 86 86
Antigen/IgE/Fc epsilon R1/Fyn -0.11 0.24 -10000 0 -0.42 121 121
MAPK3 -0.058 0.27 -10000 0 -0.88 33 33
MAPK1 -0.058 0.27 -10000 0 -0.89 33 33
NFKB1 0.022 0.006 -10000 0 -10000 0 0
MAPK8 -0.038 0.22 -10000 0 -0.82 20 20
DUSP1 -0.06 0.21 -10000 0 -0.59 46 46
NF-kappa-B/RelA -0.034 0.082 -10000 0 -0.19 33 33
actin cytoskeleton reorganization -0.092 0.22 -10000 0 -0.56 42 42
mol:Glucocorticoid Dexamethasone 0 0 -10000 0 -10000 0 0
PI3K -0.083 0.19 -10000 0 -0.51 41 41
FER -0.1 0.2 -10000 0 -0.44 68 68
RELA 0.024 0.001 -10000 0 -10000 0 0
ITK -0.069 0.16 -10000 0 -0.45 43 43
SOS1 0.023 0.004 -10000 0 -10000 0 0
PLCG1 -0.11 0.26 0.28 3 -0.61 52 55
cytokine secretion -0.027 0.057 -10000 0 -10000 0 0
SPHK1 -0.1 0.2 -10000 0 -0.44 68 68
PTK2 -0.097 0.23 -10000 0 -0.59 42 42
NTAL/PLCgamma1/GRB2/SLP76/GADs -0.14 0.25 -10000 0 -0.54 72 72
EDG1 0 0 -10000 0 -10000 0 0
mol:DAG -0.12 0.23 0.27 6 -0.51 65 71
MAP2K2 -0.061 0.27 -10000 0 -0.89 33 33
MAP2K1 -0.062 0.27 -10000 0 -0.89 33 33
MAP2K7 0.023 0.005 -10000 0 -10000 0 0
KLRG1/SHP2 -0.079 0.18 0.22 1 -0.46 44 45
MAP2K4 -0.03 0.25 -10000 0 -0.93 23 23
Fc epsilon R1/FcgammaRIIB -0.12 0.26 -10000 0 -0.45 122 122
mol:Choline -0.14 0.21 0.33 7 -0.39 121 128
SHC/Grb2/SOS1 -0.072 0.2 -10000 0 -0.5 45 45
FYN 0.024 0.002 -10000 0 -10000 0 0
DOK1 0.023 0.004 -10000 0 -10000 0 0
PXN -0.091 0.21 -10000 0 -0.54 42 42
HCLS1 -0.098 0.2 -10000 0 -0.44 67 67
PRKCB -0.091 0.18 0.23 7 -0.42 52 59
FCGR2B 0.017 0.057 -10000 0 -0.59 3 3
IGHE -0.003 0.009 -10000 0 -10000 0 0
KLRG1/SHIP -0.085 0.2 -10000 0 -0.49 45 45
LCP2 0.018 0.047 -10000 0 -0.59 2 2
PLA2G4A -0.1 0.2 -10000 0 -0.44 69 69
RASA1 0.022 0.007 -10000 0 -10000 0 0
mol:Phosphatidic acid -0.14 0.21 0.33 7 -0.39 121 128
IKK complex -0.036 0.11 0.19 11 -0.23 38 49
WIPF1 0.023 0.003 -10000 0 -10000 0 0
RXR and RAR heterodimerization with other nuclear receptor

Figure S5.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S5.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TGFB1 0.018 0.055 -10000 0 -10000 0 0
VDR 0.022 0.033 -10000 0 -0.59 1 1
FAM120B 0.023 0.004 -10000 0 -10000 0 0
RXRs/LXRs/DNA/9cRA -0.13 0.16 -10000 0 -0.27 183 183
RXRs/LXRs/DNA/Oxysterols -0.11 0.15 -10000 0 -0.5 17 17
MED1 0.023 0.003 -10000 0 -10000 0 0
mol:9cRA 0.001 0.007 -10000 0 -10000 0 0
RARs/THRs/DNA/Src-1 0.009 0.06 -10000 0 -0.27 15 15
RXRs/NUR77 -0.22 0.25 -10000 0 -0.41 202 202
RXRs/PPAR -0.17 0.17 -10000 0 -0.3 195 195
NCOR2 0.022 0.033 -10000 0 -0.59 1 1
VDR/VDR/Vit D3 0.016 0.024 -10000 0 -0.43 1 1
RARs/VDR/DNA/Vit D3 0.048 0.029 -10000 0 -0.33 1 1
RARA 0.023 0.003 -10000 0 -10000 0 0
NCOA1 0.023 0.004 -10000 0 -10000 0 0
VDR/VDR/DNA 0.022 0.033 -10000 0 -0.59 1 1
RARs/RARs/DNA/9cRA 0.038 0.018 -10000 0 -10000 0 0
RARG 0.023 0.003 -10000 0 -10000 0 0
RPS6KB1 0.044 0.073 0.74 3 -10000 0 3
RARs/THRs/DNA/SMRT 0.009 0.066 -10000 0 -0.28 16 16
THRA 0.023 0.003 -10000 0 -10000 0 0
mol:Bile acids 0 0 -10000 0 -10000 0 0
VDR/Vit D3/DNA 0.016 0.024 -10000 0 -0.43 1 1
RXRs/PPAR/9cRA/PGJ2/DNA -0.16 0.19 -10000 0 -0.34 184 184
NR1H4 0.022 0.02 0.23 3 -10000 0 3
RXRs/LXRs/DNA -0.14 0.2 -10000 0 -0.32 183 183
NR1H2 0.024 0.013 -10000 0 -10000 0 0
NR1H3 0.024 0.011 -10000 0 -10000 0 0
RXRs/VDR/DNA/Vit D3 -0.15 0.19 -10000 0 -0.32 183 183
NR4A1 -0.088 0.24 -10000 0 -0.59 63 63
mol:ATRA 0 0 -10000 0 -10000 0 0
RXRs/FXR/9cRA/MED1 -0.12 0.13 -10000 0 -0.24 182 182
RXRG -0.3 0.3 -10000 0 -0.59 185 185
RXR alpha/CCPG 0.034 0.013 -10000 0 -10000 0 0
RXRA 0.024 0.012 -10000 0 -10000 0 0
RXRB 0.024 0.012 -10000 0 -10000 0 0
THRB -0.003 0.12 -10000 0 -0.59 14 14
PPARG -0.041 0.18 -10000 0 -0.59 35 35
PPARD 0.023 0.003 -10000 0 -10000 0 0
TNF -0.12 0.21 -10000 0 -1.1 11 11
mol:Oxysterols 0.002 0.007 -10000 0 -10000 0 0
cholesterol transport -0.11 0.15 -10000 0 -0.49 17 17
PPARA 0.022 0.005 -10000 0 -10000 0 0
mol:Vit D3 0 0 -10000 0 -10000 0 0
RARB 0.021 0.007 -10000 0 -10000 0 0
RXRs/NUR77/BCL2 -0.19 0.19 -10000 0 -0.33 200 200
SREBF1 -0.11 0.14 -10000 0 -0.57 9 9
RXRs/RXRs/DNA/9cRA -0.16 0.19 -10000 0 -0.34 184 184
ABCA1 -0.1 0.14 -10000 0 -0.57 9 9
RARs/THRs 0.046 0.08 -10000 0 -0.33 13 13
RXRs/FXR -0.16 0.2 -10000 0 -0.35 184 184
BCL2 0.024 0.012 0.23 1 -10000 0 1
Thromboxane A2 receptor signaling

Figure S6.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S6.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TGM2 -0.015 0.15 -10000 0 -0.59 21 21
GNB1/GNG2 -0.068 0.09 -10000 0 -0.19 115 115
AKT1 -0.056 0.12 0.21 1 -0.24 40 41
EGF 0.009 0.093 0.23 1 -0.59 8 9
mol:TXA2 0 0.001 -10000 0 -10000 0 0
FGR -0.022 0.12 0.25 3 -0.42 20 23
mol:Ca2+ -0.089 0.16 -10000 0 -0.31 118 118
LYN -0.007 0.078 0.25 3 -0.43 5 8
RhoA/GTP -0.035 0.071 -10000 0 -0.14 28 28
mol:PGI2 0 0 -10000 0 -10000 0 0
SYK -0.1 0.18 -10000 0 -0.35 117 117
GNG2 0.019 0.047 -10000 0 -0.59 2 2
ARRB2 0.022 0.005 -10000 0 -10000 0 0
TP alpha/Gq family/GDP/G beta5/gamma2 -0.038 0.13 -10000 0 -0.58 11 11
G beta5/gamma2 -0.083 0.13 -10000 0 -0.26 108 108
PRKCH -0.11 0.19 -10000 0 -0.36 119 119
DNM1 0.023 0.003 -10000 0 -10000 0 0
TXA2/TP beta/beta Arrestin3 0.006 0.086 -10000 0 -0.56 7 7
mol:GTP 0 0.001 -10000 0 -10000 0 0
PTGDR 0.005 0.1 -10000 0 -0.59 10 10
G12 family/GTP -0.09 0.16 -10000 0 -0.31 114 114
ADRBK1 0.023 0.004 -10000 0 -10000 0 0
ADRBK2 0.023 0.005 -10000 0 -10000 0 0
RhoA/GTP/ROCK1 0.028 0.011 -10000 0 -10000 0 0
mol:GDP 0.054 0.13 0.4 22 -10000 0 22
mol:NADP 0.021 0.033 -10000 0 -0.59 1 1
RAB11A 0.024 0.002 -10000 0 -10000 0 0
PRKG1 -0.009 0.14 -10000 0 -0.59 18 18
mol:IP3 -0.12 0.21 -10000 0 -0.39 118 118
cell morphogenesis 0.027 0.01 -10000 0 -10000 0 0
PLCB2 -0.16 0.28 -10000 0 -0.54 118 118
mol:cGMP 0 0.001 -10000 0 -10000 0 0
BLK -0.008 0.091 0.25 3 -0.37 12 15
mol:PDG2 0 0 -10000 0 -10000 0 0
HCK -0.008 0.084 0.25 3 -0.47 6 9
RHOA 0.021 0.008 -10000 0 -10000 0 0
PTGIR 0.003 0.11 -10000 0 -0.59 11 11
PRKCB1 -0.12 0.2 -10000 0 -0.38 120 120
GNAQ 0.021 0.033 -10000 0 -0.59 1 1
mol:L-citrulline 0.021 0.033 -10000 0 -0.59 1 1
TXA2/TXA2-R family -0.17 0.28 -10000 0 -0.54 118 118
LCK -0.006 0.082 0.25 3 -0.43 6 9
TXA2/TP beta/beta Arrestin3/RAB11/GDP 0.005 0.09 -10000 0 -0.46 7 7
TXA2-R family/G12 family/GDP/G beta/gamma -0.003 0.11 -10000 0 -0.45 17 17
TXA2/TP beta/beta Arrestin2/RAB11/GDP 0.009 0.087 -10000 0 -0.32 18 18
MAPK14 -0.067 0.12 -10000 0 -0.23 111 111
TGM2/GTP -0.14 0.24 -10000 0 -0.45 112 112
MAPK11 -0.064 0.12 -10000 0 -0.23 105 105
ARHGEF1 -0.051 0.096 -10000 0 -0.18 107 107
GNAI2 0.021 0.008 -10000 0 -10000 0 0
JNK cascade -0.12 0.2 -10000 0 -0.39 119 119
RAB11/GDP 0.024 0.002 -10000 0 -10000 0 0
ICAM1 -0.09 0.17 -10000 0 -0.31 117 117
cAMP biosynthetic process -0.11 0.19 -10000 0 -0.36 116 116
Gq family/GTP/EBP50 -0.039 0.1 0.24 1 -0.23 51 52
actin cytoskeleton reorganization 0.027 0.01 -10000 0 -10000 0 0
SRC -0.005 0.078 0.25 3 -0.43 5 8
GNB5 0.024 0.002 -10000 0 -10000 0 0
GNB1 0.022 0.005 -10000 0 -10000 0 0
EGF/EGFR -0.008 0.1 0.22 11 -0.31 17 28
VCAM1 -0.085 0.16 -10000 0 -0.3 117 117
TP beta/Gq family/GDP/G beta5/gamma2 -0.038 0.13 -10000 0 -0.58 11 11
platelet activation -0.089 0.16 0.22 1 -0.31 112 113
PGI2/IP 0.002 0.079 -10000 0 -0.44 11 11
PRKACA -0.006 0.093 -10000 0 -0.37 18 18
Gq family/GDP/G beta5/gamma2 -0.036 0.12 -10000 0 -0.48 13 13
TXA2/TP beta/beta Arrestin2 0.008 0.049 -10000 0 -0.38 3 3
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
TBXA2R -0.014 0.093 -10000 0 -0.37 19 19
mol:DAG -0.13 0.23 -10000 0 -0.43 120 120
EGFR 0.019 0.096 0.39 7 -0.59 6 13
TXA2/TP alpha -0.15 0.26 -10000 0 -0.5 116 116
Gq family/GTP -0.059 0.12 -10000 0 -0.26 88 88
YES1 -0.007 0.079 0.25 3 -0.43 5 8
GNAI2/GTP -0.008 0.08 -10000 0 -0.39 9 9
PGD2/DP 0.003 0.077 -10000 0 -0.41 11 11
SLC9A3R1 0.025 0.025 0.28 3 -10000 0 3
FYN -0.006 0.078 0.25 3 -0.46 4 7
mol:NO 0.021 0.033 -10000 0 -0.59 1 1
GNA15 0.021 0.033 -10000 0 -0.59 1 1
PGK/cGMP 0.007 0.095 -10000 0 -0.38 19 19
RhoA/GDP 0.021 0.008 -10000 0 -10000 0 0
TP alpha/TGM2/GDP/G beta/gamma 0 0.14 -10000 0 -0.44 26 26
NOS3 0.021 0.033 -10000 0 -0.59 1 1
RAC1 0.023 0.004 -10000 0 -10000 0 0
PRKCA -0.11 0.19 -10000 0 -0.36 116 116
PRKCB -0.11 0.2 -10000 0 -0.38 119 119
PRKCE -0.1 0.19 -10000 0 -0.36 110 110
PRKCD -0.12 0.2 -10000 0 -0.39 117 117
PRKCG -0.12 0.21 -10000 0 -0.4 118 118
muscle contraction -0.15 0.26 -10000 0 -0.5 119 119
PRKCZ -0.1 0.18 -10000 0 -0.35 116 116
ARR3 0.019 0.004 -10000 0 -10000 0 0
TXA2/TP beta 0.007 0.091 -10000 0 -0.36 15 15
PRKCQ -0.12 0.21 -10000 0 -0.39 120 120
MAPKKK cascade -0.14 0.25 -10000 0 -0.47 119 119
SELE -0.12 0.2 -10000 0 -0.4 117 117
TP beta/GNAI2/GDP/G beta/gamma 0.017 0.1 -10000 0 -0.5 8 8
ROCK1 0.023 0.003 -10000 0 -10000 0 0
GNA14 -0.11 0.25 -10000 0 -0.59 77 77
chemotaxis -0.19 0.31 -10000 0 -0.62 117 117
GNA12 0.023 0.005 -10000 0 -10000 0 0
GNA13 0.023 0.003 -10000 0 -10000 0 0
GNA11 0.023 0.004 -10000 0 -10000 0 0
Rac1/GTP 0.016 0.003 -10000 0 -10000 0 0
amb2 Integrin signaling

Figure S7.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S7.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
alphaM/beta2 Integrin/proMMP-2 -0.017 0.16 -10000 0 -0.5 29 29
alphaM/beta2 Integrin/GPIbA -0.018 0.16 -10000 0 -0.52 28 28
alphaM/beta2 Integrin/proMMP-9 -0.003 0.16 -10000 0 -0.49 28 28
PLAUR 0.023 0.005 -10000 0 -10000 0 0
HMGB1 0.012 0.023 -10000 0 -10000 0 0
alphaM/beta2 Integrin/Talin -0.014 0.15 -10000 0 -0.47 28 28
AGER -0.54 0.17 -10000 0 -0.6 315 315
RAP1A 0.023 0.005 -10000 0 -10000 0 0
SELPLG -0.017 0.15 -10000 0 -0.59 23 23
mol:LDL 0 0 -10000 0 -10000 0 0
alphaM/beta2 Integrin/RAGE/HMGB1 -0.38 0.2 -10000 0 -0.42 312 312
mol:GTP 0 0 -10000 0 -10000 0 0
MMP9 0.043 0.06 0.23 33 -10000 0 33
CYR61 -0.004 0.12 -10000 0 -0.59 15 15
TLN1 0.021 0.008 -10000 0 -10000 0 0
Rap1/GTP -0.15 0.25 -10000 0 -0.5 85 85
RHOA 0.021 0.008 -10000 0 -10000 0 0
P-selectin oligomer -0.11 0.25 -10000 0 -0.59 77 77
MYH2 -0.25 0.3 -10000 0 -0.61 112 112
MST1R -0.013 0.14 -10000 0 -0.59 19 19
leukocyte activation during inflammatory response -0.024 0.16 -10000 0 -0.39 46 46
APOB -0.011 0.14 0.23 4 -0.59 20 24
mol:GDP 0 0 -10000 0 -10000 0 0
complement component iC3b receptor activity 0 0 -10000 0 -10000 0 0
MMP2 0.017 0.057 -10000 0 -0.59 3 3
JAM3 0.023 0.005 -10000 0 -10000 0 0
GP1BA 0.015 0.066 -10000 0 -0.59 4 4
alphaM/beta2 Integrin/CTGF -0.022 0.17 -10000 0 -0.52 31 31
alphaM/beta2 Integrin -0.19 0.29 -10000 0 -0.57 89 89
JAM3 homodimer 0.023 0.005 -10000 0 -10000 0 0
ICAM2 -0.005 0.13 -10000 0 -0.59 16 16
ICAM1 -0.016 0.15 -10000 0 -0.59 22 22
phagocytosis triggered by activation of immune response cell surface activating receptor -0.18 0.29 -10000 0 -0.56 89 89
cell adhesion -0.019 0.16 -10000 0 -0.52 28 28
NFKB1 -0.4 0.24 -10000 0 -0.72 95 95
THY1 0.023 0.004 -10000 0 -10000 0 0
RhoA/GDP 0.016 0.006 -10000 0 -10000 0 0
Lipoprotein(a) 0.01 0.099 0.24 2 -0.37 20 22
alphaM/beta2 Integrin/LRP/tPA 0.006 0.15 0.26 3 -0.46 28 31
IL6 -0.44 0.35 -10000 0 -0.97 92 92
ITGB2 -0.006 0.1 -10000 0 -0.6 10 10
elevation of cytosolic calcium ion concentration 0.013 0.15 -10000 0 -0.45 28 28
alphaM/beta2 Integrin/JAM2/JAM3 -0.035 0.21 -10000 0 -0.48 54 54
JAM2 -0.048 0.2 -10000 0 -0.59 40 40
alphaM/beta2 Integrin/ICAM1 -0.026 0.22 -10000 0 -0.48 53 53
alphaM/beta2 Integrin/uPA/Plg 0.005 0.15 -10000 0 -0.45 28 28
RhoA/GTP -0.23 0.3 -10000 0 -0.58 111 111
positive regulation of phagocytosis -0.13 0.23 -10000 0 -0.57 54 54
Ron/MSP 0.004 0.11 -10000 0 -0.44 19 19
alphaM/beta2 Integrin/uPAR/uPA 0.014 0.15 -10000 0 -0.45 28 28
alphaM/beta2 Integrin/uPAR -0.015 0.15 -10000 0 -0.49 28 28
PLAU 0.035 0.052 0.24 21 -10000 0 21
PLAT 0.025 0.036 0.35 4 -10000 0 4
actin filament polymerization -0.24 0.28 -10000 0 -0.57 113 113
MST1 0.021 0.007 -10000 0 -10000 0 0
alphaM/beta2 Integrin/lipoprotein(a) -0.017 0.16 -10000 0 -0.4 46 46
TNF -0.37 0.24 -10000 0 -0.7 90 90
RAP1B 0.023 0.004 -10000 0 -10000 0 0
alphaM/beta2 Integrin/uPA -0.007 0.16 0.26 1 -0.49 28 29
fibrinolysis 0.004 0.15 -10000 0 -0.45 28 28
HCK 0.019 0.047 -10000 0 -0.59 2 2
dendritic cell antigen processing and presentation -0.18 0.29 -10000 0 -0.56 89 89
VTN -0.22 0.3 0.23 2 -0.59 138 140
alphaM/beta2 Integrin/CYR61 -0.031 0.18 -10000 0 -0.48 40 40
LPA 0.029 0.043 0.26 11 -10000 0 11
LRP1 0.02 0.046 -10000 0 -0.59 2 2
cell migration -0.018 0.15 -10000 0 -0.46 29 29
FN1 0.014 0.073 -10000 0 -0.59 5 5
alphaM/beta2 Integrin/Thy1 -0.015 0.15 -10000 0 -0.49 28 28
MPO -0.001 0.12 -10000 0 -0.59 14 14
KNG1 0.021 0.052 0.31 10 -10000 0 10
RAP1/GDP 0.03 0.008 -10000 0 -10000 0 0
ROCK1 -0.2 0.28 -10000 0 -0.61 87 87
ELA2 0 0 -10000 0 -10000 0 0
PLG 0.02 0.016 0.23 2 -10000 0 2
CTGF 0.011 0.086 -10000 0 -0.59 7 7
alphaM/beta2 Integrin/Hck -0.016 0.16 -10000 0 -0.5 28 28
ITGAM -0.034 0.16 -10000 0 -0.6 26 26
alphaM/beta2 Integrin/P-Selectin/PSGL1 -0.093 0.28 -10000 0 -0.53 85 85
HP -0.15 0.28 -10000 0 -0.59 98 98
leukocyte adhesion -0.36 0.23 -10000 0 -0.6 116 116
SELP -0.11 0.25 -10000 0 -0.59 77 77
TCGA08_retinoblastoma

Figure S8.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S8.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CDKN2B 0.014 0.058 -10000 0 -0.49 4 4
CDKN2C 0.025 0.02 -10000 0 -10000 0 0
CDKN2A 0.09 0.13 0.23 144 -0.29 15 159
CCND2 -0.006 0.053 0.25 5 -0.33 5 10
RB1 -0.013 0.087 0.34 5 -0.26 28 33
CDK4 0.002 0.072 0.26 16 -0.4 4 20
CDK6 0.002 0.073 0.26 16 -0.41 4 20
G1/S progression 0.037 0.1 0.21 74 -0.34 5 79
IL4-mediated signaling events

Figure S9.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S9.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BCL2L1 -0.4 0.53 -10000 0 -1.2 74 74
STAT6 (cleaved dimer) -0.42 0.54 -10000 0 -1.2 79 79
IGHG1 -0.12 0.18 -10000 0 -0.73 3 3
IGHG3 -0.4 0.51 -10000 0 -1.2 80 80
AKT1 -0.2 0.31 -10000 0 -0.97 26 26
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHP1 -0.14 0.28 -10000 0 -0.96 22 22
IL4/IL4R/JAK1/IL2R gamma/JAK3/IRS1 -0.21 0.34 -10000 0 -1.1 26 26
THY1 -0.41 0.53 -10000 0 -1.2 74 74
MYB 0.027 0.06 0.23 12 -0.59 2 14
HMGA1 0.025 0.019 0.23 3 -10000 0 3
IL4/IL4R/JAK1/IL2R gamma/JAK3 -0.24 0.34 -10000 0 -0.77 52 52
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHIP -0.21 0.34 -10000 0 -1.1 28 28
SP1 0.027 0.003 -10000 0 -10000 0 0
INPP5D 0.018 0.057 -10000 0 -0.59 3 3
SOCS5 0.019 0.03 -10000 0 -10000 0 0
STAT6 (dimer)/ETS1 -0.41 0.54 -10000 0 -1.2 77 77
SOCS1 -0.26 0.34 -10000 0 -0.76 73 73
SOCS3 -0.2 0.28 -10000 0 -0.93 17 17
FCER2 -0.39 0.52 -10000 0 -1.3 63 63
PARP14 0.021 0.009 -10000 0 -10000 0 0
CCL17 -0.48 0.61 -10000 0 -1.4 89 89
GRB2 0.023 0.004 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP -0.17 0.28 -10000 0 -0.84 29 29
T cell proliferation -0.41 0.54 -10000 0 -1.3 76 76
IL4R/JAK1 -0.41 0.53 -10000 0 -1.2 75 75
EGR2 -0.43 0.56 -10000 0 -1.3 78 78
JAK2 -0.015 0.047 -10000 0 -10000 0 0
JAK3 0.027 0.009 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
JAK1 0.003 0.026 -10000 0 -10000 0 0
COL1A2 -0.1 0.17 -10000 0 -1 2 2
CCL26 -0.41 0.53 -10000 0 -1.2 75 75
IL4R -0.43 0.57 -10000 0 -1.3 75 75
PTPN6 0.026 0.021 -10000 0 -10000 0 0
IL13RA2 -0.43 0.56 -10000 0 -1.3 80 80
IL13RA1 -0.014 0.05 -10000 0 -10000 0 0
IRF4 -0.17 0.35 -10000 0 -0.92 49 49
ARG1 -0.12 0.21 -10000 0 -0.78 18 18
CBL -0.22 0.32 -10000 0 -0.74 50 50
GTF3A 0.029 0.01 -10000 0 -10000 0 0
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
IL13RA1/JAK2 -0.013 0.067 -10000 0 -10000 0 0
IRF4/BCL6 -0.14 0.29 -10000 0 -0.8 43 43
CD40LG -0.071 0.22 -10000 0 -0.59 55 55
MAPK14 -0.22 0.32 -10000 0 -0.78 42 42
mitosis -0.19 0.29 -10000 0 -0.88 26 26
STAT6 -0.49 0.68 -10000 0 -1.5 79 79
SPI1 -0.011 0.15 -10000 0 -0.59 21 21
RPS6KB1 -0.19 0.28 -10000 0 -0.86 24 24
STAT6 (dimer) -0.49 0.68 -10000 0 -1.5 79 79
STAT6 (dimer)/PARP14 -0.44 0.58 -10000 0 -1.4 75 75
mast cell activation 0.009 0.013 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/DOK2 -0.22 0.35 -10000 0 -0.91 43 43
FRAP1 -0.2 0.31 -10000 0 -0.97 26 26
LTA -0.41 0.53 -10000 0 -1.2 75 75
FES 0.02 0.046 -10000 0 -0.59 2 2
T-helper 1 cell differentiation 0.46 0.62 1.4 79 -10000 0 79
CCL11 -0.4 0.52 -10000 0 -1.2 77 77
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES -0.19 0.31 -10000 0 -0.96 26 26
IL2RG 0.022 0.057 -10000 0 -0.58 3 3
IL10 -0.41 0.53 -10000 0 -1.2 74 74
IRS1 0.021 0.033 -10000 0 -0.59 1 1
IRS2 0.021 0.033 -10000 0 -0.59 1 1
IL4 -0.14 0.29 -10000 0 -1 25 25
IL5 -0.42 0.53 -10000 0 -1.2 75 75
IL4/IL4R/JAK1/IL13RA1/JAK2 -0.34 0.46 -10000 0 -0.99 81 81
COL1A1 -0.13 0.24 -10000 0 -0.98 11 11
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
IL4/IL4R/JAK1 -0.42 0.56 -10000 0 -1.3 74 74
IL2R gamma/JAK3 0.032 0.045 -10000 0 -0.42 3 3
TFF3 -0.45 0.59 -10000 0 -1.4 78 78
ALOX15 -0.62 0.73 -10000 0 -1.5 128 128
MYBL1 0.023 0.005 -10000 0 -10000 0 0
T-helper 2 cell differentiation -0.46 0.52 -10000 0 -1.1 99 99
SHC1 0.023 0.005 -10000 0 -10000 0 0
CEBPB 0.026 0.005 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES/IRS2 -0.2 0.32 -10000 0 -0.97 27 27
mol:PI-3-4-5-P3 -0.2 0.31 -10000 0 -0.97 26 26
PI3K -0.22 0.34 -10000 0 -1.1 26 26
DOK2 -0.022 0.16 -10000 0 -0.59 24 24
ETS1 0.012 0.08 -10000 0 -0.55 6 6
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP/GRB2 -0.15 0.24 -10000 0 -0.75 24 24
ITGB3 -0.42 0.55 -10000 0 -1.3 77 77
PIGR -0.78 0.79 -10000 0 -1.5 176 176
IGHE 0.044 0.05 0.2 5 -10000 0 5
MAPKKK cascade -0.15 0.24 -10000 0 -0.73 24 24
BCL6 0.014 0.012 -10000 0 -10000 0 0
OPRM1 -0.42 0.53 -10000 0 -1.2 75 75
RETNLB -0.4 0.54 -10000 0 -1.2 74 74
SELP -0.56 0.71 -10000 0 -1.5 102 102
AICDA -0.39 0.51 -10000 0 -1.2 75 75
Aurora B signaling

Figure S10.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S10.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Condensin I complex 0.053 0.075 0.25 7 -0.34 3 10
STMN1 -0.044 0.05 0.3 1 -0.21 9 10
Aurora B/RasGAP/Survivin 0.21 0.15 0.32 195 -0.21 10 205
Chromosomal passenger complex/Cul3 protein complex 0.033 0.077 0.22 5 -0.33 5 10
BIRC5 0.2 0.091 0.24 278 -0.32 1 279
DES -0.3 0.31 -10000 0 -0.52 204 204
Aurora C/Aurora B/INCENP 0.12 0.089 0.27 2 -0.38 1 3
Aurora B/TACC1 0.09 0.092 0.24 1 -0.19 13 14
Aurora B/PP2A 0.12 0.095 -10000 0 -0.21 13 13
mol:GTP 0 0 -10000 0 -10000 0 0
CBX5 0.018 0.027 0.13 3 -10000 0 3
mitotic metaphase/anaphase transition -0.003 0.005 -10000 0 -10000 0 0
NDC80 -0.047 0.11 0.34 17 -0.24 12 29
Cul3 protein complex 0.042 0.04 0.26 2 -10000 0 2
KIF2C 0.061 0.081 0.17 14 -0.34 9 23
PEBP1 0.022 0.004 -10000 0 -10000 0 0
KIF20A 0.077 0.12 0.23 107 -0.32 8 115
mol:GDP 0 0 -10000 0 -10000 0 0
Aurora B/RasGAP 0.12 0.096 0.27 1 -0.2 10 11
SEPT1 0.023 0.004 -10000 0 -10000 0 0
SMC2 0.023 0.004 -10000 0 -10000 0 0
SMC4 0.017 0.011 -10000 0 -10000 0 0
NSUN2/NPM1/Nucleolin 0.071 0.17 0.28 2 -0.54 20 22
PSMA3 0.023 0.005 -10000 0 -10000 0 0
G2/M transition of mitotic cell cycle -0.005 0.004 -10000 0 -10000 0 0
H3F3B 0.043 0.058 0.18 6 -0.23 11 17
AURKB 0.16 0.14 0.24 232 -0.31 13 245
AURKC 0.022 0.035 0.23 1 -0.59 1 2
CDCA8 0.07 0.09 0.24 71 -10000 0 71
cytokinesis 0.037 0.11 0.25 4 -0.4 13 17
Aurora B/Septin1 0.12 0.13 0.31 10 -0.39 12 22
AURKA 0.027 0.043 0.25 11 -10000 0 11
INCENP 0.025 0.008 -10000 0 -10000 0 0
KLHL13 0.033 0.046 0.25 14 -10000 0 14
BUB1 0.039 0.06 0.25 25 -10000 0 25
hSgo1/Aurora B/Survivin 0.24 0.2 0.37 212 -0.26 20 232
EVI5 0.026 0.006 -10000 0 -10000 0 0
RhoA/GTP 0.088 0.085 0.26 15 -0.31 2 17
SGOL1 0.096 0.13 0.23 150 -0.31 15 165
CENPA 0.071 0.077 0.22 13 -0.29 4 17
NCAPG 0.052 0.081 0.23 55 -0.31 2 57
Aurora B/HC8 Proteasome 0.12 0.096 0.27 1 -0.21 11 12
NCAPD2 0.023 0.021 0.39 1 -10000 0 1
Aurora B/PP1-gamma 0.13 0.095 0.27 1 -0.21 13 14
RHOA 0.021 0.008 -10000 0 -10000 0 0
NCAPH 0.13 0.11 0.23 177 -10000 0 177
NPM1 0.017 0.17 0.24 1 -0.58 19 20
RASA1 0.022 0.007 -10000 0 -10000 0 0
KLHL9 0.019 0.009 -10000 0 -10000 0 0
mitotic prometaphase -0.002 0.002 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.12 0.096 0.27 1 -0.21 11 12
PPP1CC 0.024 0.002 -10000 0 -10000 0 0
Centraspindlin 0.094 0.094 0.26 35 -0.32 3 38
RhoA/GDP 0.016 0.006 -10000 0 -10000 0 0
NSUN2 0.06 0.11 -10000 0 -0.36 15 15
MYLK 0.049 0.066 0.17 30 -0.23 11 41
KIF23 0.058 0.076 0.24 52 -10000 0 52
VIM -0.043 0.061 0.31 3 -0.24 9 12
RACGAP1 0.026 0.006 -10000 0 -10000 0 0
mitosis 0 0 -10000 0 -10000 0 0
NCL 0.034 0.12 0.24 1 -0.39 20 21
Chromosomal passenger complex 0.054 0.072 0.18 13 -0.29 6 19
Chromosomal passenger complex/EVI5 0.27 0.16 0.39 176 -0.25 1 177
TACC1 0.018 0.034 -10000 0 -0.59 1 1
PPP2R5D 0.023 0.003 -10000 0 -10000 0 0
CUL3 0.023 0.005 -10000 0 -10000 0 0
response to DNA damage stimulus 0 0 -10000 0 -10000 0 0
Aurora C signaling

Figure S11.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S11.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
INCENP 0.024 0.001 -10000 0 -10000 0 0
Aurora C/Aurora B/INCENP 0.11 0.086 0.27 2 -0.38 1 3
metaphase 0 0 -10000 0 -10000 0 0
mitosis 0 0 -10000 0 -10000 0 0
H3F3B -0.003 0.013 -10000 0 -10000 0 0
AURKB 0.15 0.13 0.23 232 -0.31 13 245
AURKC 0.022 0.035 0.23 1 -0.59 1 2
Signaling mediated by p38-alpha and p38-beta

Figure S12.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S12.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PTGS2 -0.086 0.33 -10000 0 -1.1 29 29
MKNK1 0.023 0.004 -10000 0 -10000 0 0
MAPK14 -0.011 0.12 -10000 0 -0.33 45 45
ATF2/c-Jun -0.016 0.094 -10000 0 -0.38 5 5
MAPK11 -0.011 0.12 -10000 0 -0.33 44 44
MITF -0.031 0.15 -10000 0 -0.4 45 45
MAPKAPK5 -0.025 0.14 -10000 0 -0.38 46 46
KRT8 -0.024 0.14 -10000 0 -0.38 45 45
MAPKAPK3 0.021 0.008 -10000 0 -10000 0 0
MAPKAPK2 0.023 0.004 -10000 0 -10000 0 0
p38alpha-beta/CK2 -0.023 0.19 -10000 0 -0.49 45 45
CEBPB -0.024 0.14 -10000 0 -0.38 45 45
SLC9A1 -0.028 0.15 -10000 0 -0.39 46 46
mol:GDP 0 0 -10000 0 -10000 0 0
ATF2 -0.021 0.14 -10000 0 -0.37 44 44
p38alpha-beta/MNK1 -0.003 0.16 -10000 0 -0.4 43 43
JUN -0.015 0.094 -10000 0 -0.38 5 5
PPARGC1A -0.099 0.24 -10000 0 -0.46 87 87
USF1 -0.025 0.14 -10000 0 -0.38 45 45
RAB5/GDP/GDI1 -0.012 0.11 -10000 0 -0.29 38 38
NOS2 -0.065 0.29 -10000 0 -1.1 22 22
DDIT3 -0.025 0.14 -10000 0 -0.38 46 46
RAB5A 0.021 0.007 -10000 0 -10000 0 0
HSPB1 -0.024 0.12 0.27 3 -0.31 43 46
p38alpha-beta/HBP1 -0.003 0.16 -10000 0 -0.41 41 41
CREB1 -0.028 0.15 -10000 0 -0.4 45 45
RAB5/GDP 0.016 0.005 -10000 0 -10000 0 0
EIF4E -0.025 0.13 -10000 0 -0.37 41 41
RPS6KA4 -0.026 0.15 -10000 0 -0.39 46 46
PLA2G4A -0.026 0.13 0.26 1 -0.36 42 43
GDI1 -0.021 0.14 -10000 0 -0.38 42 42
TP53 -0.046 0.18 -10000 0 -0.49 45 45
RPS6KA5 -0.026 0.14 -10000 0 -0.38 45 45
ESR1 -0.043 0.18 -10000 0 -0.42 54 54
HBP1 0.023 0.005 -10000 0 -10000 0 0
MEF2C -0.031 0.16 -10000 0 -0.4 46 46
MEF2A -0.024 0.14 -10000 0 -0.38 44 44
EIF4EBP1 -0.025 0.15 -10000 0 -0.4 43 43
KRT19 -0.032 0.16 -10000 0 -0.41 47 47
ELK4 -0.025 0.14 -10000 0 -0.37 46 46
ATF6 -0.025 0.14 -10000 0 -0.38 45 45
ATF1 -0.027 0.15 -10000 0 -0.4 45 45
p38alpha-beta/MAPKAPK2 -0.003 0.16 -10000 0 -0.4 44 44
p38alpha-beta/MAPKAPK3 -0.008 0.16 -10000 0 -0.4 44 44
Signaling events regulated by Ret tyrosine kinase

Figure S13.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S13.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PTK2 -0.028 0.11 -10000 0 -0.41 20 20
Crk/p130 Cas/Paxillin -0.058 0.12 -10000 0 -0.3 55 55
JUN -0.021 0.12 0.28 5 -0.36 5 10
HRAS 0.023 0.004 -10000 0 -10000 0 0
RET51/GFRalpha1/GDNF/GRB10 -0.008 0.18 0.27 18 -0.35 58 76
RAP1A 0.023 0.005 -10000 0 -10000 0 0
FRS2 0.023 0.004 -10000 0 -10000 0 0
RAP1A/GDP 0.017 0.004 -10000 0 -10000 0 0
RET51/GFRalpha1/GDNF/DOK1 -0.007 0.18 0.38 2 -0.35 59 61
EntrezGene:5979 0 0 -10000 0 -10000 0 0
PTPN11 0.024 0.002 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0.022 0.005 -10000 0 -10000 0 0
RET9/GFRalpha1/GDNF/Enigma -0.024 0.17 0.24 16 -0.35 62 78
RHOA 0.021 0.008 -10000 0 -10000 0 0
RAP1A/GTP -0.011 0.16 0.39 1 -0.32 60 61
GRB7 0.025 0.028 0.39 2 -10000 0 2
RET51/GFRalpha1/GDNF -0.009 0.18 0.28 19 -0.35 59 78
MAPKKK cascade -0.025 0.15 0.33 1 -0.33 51 52
BCAR1 0.022 0.006 -10000 0 -10000 0 0
RET9/GFRalpha1/GDNF/IRS1 -0.023 0.17 0.24 18 -0.34 64 82
lamellipodium assembly -0.04 0.12 -10000 0 -0.27 58 58
RET51/GFRalpha1/GDNF/SHC -0.009 0.18 0.33 3 -0.35 57 60
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
RET9/GFRalpha1/GDNF/SHC -0.023 0.17 0.24 17 -0.35 58 75
RET9/GFRalpha1/GDNF/Shank3 -0.022 0.17 0.24 17 -0.35 61 78
MAPK3 -0.044 0.15 0.33 3 -0.31 60 63
DOK1 0.023 0.004 -10000 0 -10000 0 0
DOK6 -0.027 0.17 -10000 0 -0.59 28 28
PXN 0.023 0.003 -10000 0 -10000 0 0
neurite development -0.051 0.14 0.32 1 -0.38 17 18
DOK5 0.023 0.037 0.23 2 -0.59 1 3
GFRA1 -0.11 0.25 -10000 0 -0.59 77 77
MAPK8 -0.033 0.12 0.3 5 -0.36 6 11
HRAS/GTP -0.017 0.17 0.4 1 -0.34 54 55
tube development -0.019 0.16 -10000 0 -0.34 61 61
MAPK1 -0.042 0.14 0.33 2 -0.31 54 56
RET9/GFRalpha1/GDNF/FRS2/SHP2/Grb2 -0.033 0.12 -10000 0 -0.27 61 61
Rac1/GDP 0.017 0.003 -10000 0 -10000 0 0
SRC 0.023 0.005 -10000 0 -10000 0 0
PDLIM7 0.022 0.007 -10000 0 -10000 0 0
RET51/GFRalpha1/GDNF/Dok6 -0.029 0.21 0.35 3 -0.38 74 77
SHC1 0.023 0.005 -10000 0 -10000 0 0
RET51/GFRalpha1/GDNF/Dok4 -0.01 0.18 0.38 2 -0.35 60 62
RET51/GFRalpha1/GDNF/Dok5 -0.01 0.18 0.4 3 -0.35 60 63
PRKCA 0.022 0.033 -10000 0 -0.59 1 1
HRAS/GDP 0.017 0.003 -10000 0 -10000 0 0
CREB1 -0.037 0.14 0.27 2 -0.31 57 59
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
RET9/GFRalpha1/GDNF/SHC/GAB1/Grb2 -0.034 0.13 -10000 0 -0.28 61 61
RET51/GFRalpha1/GDNF/Grb7 -0.007 0.18 0.36 4 -0.35 60 64
mol:GDP 0 0 -10000 0 -10000 0 0
RET 0.031 0.041 0.24 12 -10000 0 12
DOK4 0.022 0.006 -10000 0 -10000 0 0
JNK cascade -0.021 0.12 0.3 4 -0.35 5 9
RET9/GFRalpha1/GDNF/FRS2 -0.021 0.17 0.24 17 -0.35 60 77
SHANK3 0.021 0.033 -10000 0 -0.59 1 1
RASA1 0.022 0.007 -10000 0 -10000 0 0
NCK1 0.021 0.008 -10000 0 -10000 0 0
RET9/GFRalpha1/GDNF/SHC/Grb2/SOS1 -0.031 0.12 -10000 0 -0.27 55 55
RET51/GFRalpha1/GDNF/FRS2/SHP2/Grb2 -0.028 0.13 0.33 1 -0.27 62 63
RET51/GFRalpha1/GDNF/DOK/RasGAP/NCK -0.032 0.13 0.28 2 -0.28 61 63
RET51/GFRalpha1/GDNF/SHC/Grb2/SOS1 -0.025 0.12 0.35 1 -0.27 56 57
PI3K -0.035 0.19 0.29 7 -0.39 59 66
SOS1 0.023 0.004 -10000 0 -10000 0 0
RET9/GFRalpha1/GDNF/Shank3/Grb2 -0.013 0.17 -10000 0 -0.34 61 61
GRB10 0.023 0.005 -10000 0 -10000 0 0
activation of MAPKK activity -0.017 0.13 0.31 1 -0.26 56 57
RET51/GFRalpha1/GDNF/FRS2 -0.008 0.18 0.36 3 -0.35 59 62
GAB1 0.022 0.006 -10000 0 -10000 0 0
IRS1 0.021 0.033 -10000 0 -0.59 1 1
IRS2 0.021 0.033 -10000 0 -0.59 1 1
RET51/GFRalpha1/GDNF/SHC/GAB1/Grb2 -0.03 0.13 -10000 0 -0.28 60 60
RET51/GFRalpha1/GDNF/PKC alpha -0.009 0.18 0.36 3 -0.35 62 65
GRB2 0.023 0.004 -10000 0 -10000 0 0
PRKACA 0.023 0.005 -10000 0 -10000 0 0
GDNF 0.064 0.11 0.28 60 -10000 0 60
RAC1 0.023 0.004 -10000 0 -10000 0 0
RET51/GFRalpha1/GDNF/IRS1 -0.011 0.18 0.28 20 -0.35 62 82
Rac1/GTP -0.032 0.15 -10000 0 -0.32 57 57
RET9/GFRalpha1/GDNF -0.036 0.18 0.24 18 -0.34 78 96
GFRalpha1/GDNF -0.045 0.21 0.27 18 -0.38 84 102
Nongenotropic Androgen signaling

Figure S14.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S14.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PTK2 0.004 0.004 -10000 0 -10000 0 0
GNB1/GNG2 -0.032 0.15 -10000 0 -0.35 63 63
regulation of S phase of mitotic cell cycle -0.033 0.095 -10000 0 -0.28 34 34
GNAO1 0.022 0.037 0.23 2 -0.59 1 3
HRAS 0.023 0.004 -10000 0 -10000 0 0
SHBG/T-DHT 0.015 0.004 -10000 0 -10000 0 0
PELP1 0.022 0.005 -10000 0 -10000 0 0
AKT1 0.005 0.002 -10000 0 -10000 0 0
MAP2K1 -0.073 0.12 -10000 0 -0.31 60 60
T-DHT/AR -0.069 0.18 -10000 0 -0.42 67 67
G-protein coupled receptor activity 0 0 -10000 0 -10000 0 0
mol:GTP -0.001 0.002 -10000 0 -0.006 55 55
GNAI2 0.021 0.007 -10000 0 -10000 0 0
GNAI3 0.023 0.005 -10000 0 -10000 0 0
GNAI1 0.021 0.033 -10000 0 -0.59 1 1
mol:GDP -0.077 0.16 -10000 0 -0.4 64 64
cell proliferation -0.11 0.19 -10000 0 -0.44 68 68
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
FOS -0.15 0.31 -10000 0 -0.79 60 60
mol:Ca2+ -0.011 0.026 -10000 0 -0.074 35 35
MAPK3 -0.097 0.16 -10000 0 -0.41 41 41
MAPK1 -0.05 0.11 -10000 0 -0.35 19 19
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
mol:IP3 -0.001 0.002 -10000 0 -0.004 55 55
cAMP biosynthetic process 0.004 0.023 0.27 1 -10000 0 1
GNG2 0.019 0.047 -10000 0 -0.59 2 2
potassium channel inhibitor activity -0.001 0.002 -10000 0 -0.004 55 55
HRAS/GTP -0.037 0.14 -10000 0 -0.32 62 62
actin cytoskeleton reorganization 0.018 0.019 -10000 0 -10000 0 0
SRC 0.022 0.005 -10000 0 -10000 0 0
voltage-gated calcium channel activity -0.001 0.002 -10000 0 -0.004 55 55
PI3K 0.016 0.016 -10000 0 -10000 0 0
apoptosis 0.095 0.18 0.44 67 -10000 0 67
T-DHT/AR/PELP1 -0.048 0.16 -10000 0 -0.38 63 63
HRAS/GDP -0.064 0.16 -10000 0 -0.38 64 64
CREB1 -0.1 0.2 -10000 0 -0.47 67 67
RAC1-CDC42/GTP 0.022 0.023 -10000 0 -10000 0 0
AR -0.091 0.24 -10000 0 -0.59 64 64
GNB1 0.022 0.005 -10000 0 -10000 0 0
RAF1 -0.069 0.12 -10000 0 -0.31 61 61
RAC1-CDC42/GDP -0.023 0.17 -10000 0 -0.37 63 63
T-DHT/AR/PELP1/Src -0.038 0.15 -10000 0 -0.35 61 61
MAP2K2 -0.072 0.12 -10000 0 -0.31 60 60
T-DHT/AR/PELP1/Src/PI3K -0.033 0.096 -10000 0 -0.28 34 34
GNAZ 0.015 0.066 -10000 0 -0.59 4 4
SHBG 0.022 0.006 -10000 0 -10000 0 0
Gi family/GNB1/GNG2/GDP -0.035 0.18 -10000 0 -0.57 25 25
mol:T-DHT 0 0.001 0.001 14 -0.002 37 51
RAC1 0.023 0.004 -10000 0 -10000 0 0
GNRH1 0.002 0.024 -10000 0 -0.44 1 1
Gi family/GTP -0.034 0.099 -10000 0 -0.34 21 21
CDC42 0.023 0.005 -10000 0 -10000 0 0
BMP receptor signaling

Figure S15.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S15.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BMP7/BMPR2/BMPR1A-1B/FS 0.065 0.15 0.3 17 -0.34 29 46
SMAD6-7/SMURF1 -0.007 0.14 -10000 0 -0.38 39 39
NOG 0.002 0.11 -10000 0 -0.59 12 12
SMAD9 -0.086 0.23 -10000 0 -0.54 63 63
SMAD4 0.023 0.005 -10000 0 -10000 0 0
SMAD5 -0.044 0.16 -10000 0 -0.5 25 25
BMP7/USAG1 -0.03 0.23 -10000 0 -0.45 71 71
SMAD5/SKI -0.04 0.16 -10000 0 -0.48 29 29
SMAD1 0.011 0.059 -10000 0 -0.5 2 2
BMP2 -0.057 0.21 -10000 0 -0.59 45 45
SMAD1/SMAD1/SMAD4 -0.021 0.12 -10000 0 -0.43 6 6
BMPR1A 0.022 0.006 -10000 0 -10000 0 0
BMPR1B -0.018 0.15 -10000 0 -0.59 23 23
BMPR1A-1B/BAMBI 0.015 0.11 0.26 1 -0.38 23 24
AHSG 0.019 0.045 0.33 6 -10000 0 6
CER1 0.017 0.022 0.23 1 -0.31 1 2
BMP2-4/CER1 -0.025 0.16 -10000 0 -0.4 48 48
BMP2-4/BMPR2/BMPR1A-1B/RGM/ENDOFIN/GADD34/PP1CA -0.044 0.16 -10000 0 -0.47 31 31
BMP2-4 (homodimer) -0.038 0.17 -10000 0 -0.45 50 50
RGMB 0.022 0.007 -10000 0 -10000 0 0
BMP6/BMPR2/BMPR1A-1B 0.022 0.11 -10000 0 -0.36 25 25
RGMA 0.047 0.07 0.24 37 -10000 0 37
SMURF1 0.022 0.006 -10000 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/XIAP -0.036 0.14 -10000 0 -0.45 22 22
BMP2-4/USAG1 -0.096 0.23 -10000 0 -0.44 98 98
SMAD6/SMURF1/SMAD5 -0.038 0.16 0.28 1 -0.5 27 28
SOSTDC1 -0.098 0.24 -10000 0 -0.59 68 68
BMP7/BMPR2/BMPR1A-1B 0.05 0.13 -10000 0 -0.36 27 27
SKI 0.022 0.005 -10000 0 -10000 0 0
BMP6 (homodimer) 0.016 0.065 -10000 0 -0.59 4 4
HFE2 0.021 0.02 0.23 3 -10000 0 3
ZFYVE16 0.022 0.007 -10000 0 -10000 0 0
MAP3K7 0.023 0.003 -10000 0 -10000 0 0
BMP2-4/CHRD -0.024 0.13 0.26 1 -0.42 29 30
SMAD5/SMAD5/SMAD4 -0.04 0.17 0.28 1 -0.5 27 28
MAPK1 0.022 0.006 -10000 0 -10000 0 0
TAK1/TAB family -0.021 0.13 -10000 0 -0.4 22 22
BMP7 (homodimer) 0.075 0.12 0.23 105 -0.54 6 111
NUP214 0.023 0.003 -10000 0 -10000 0 0
BMP6/FETUA 0.017 0.058 0.27 3 -0.44 4 7
SMAD1/SKI 0.009 0.086 -10000 0 -0.48 4 4
SMAD6 -0.054 0.2 -10000 0 -0.59 44 44
CTDSP2 0.023 0.003 -10000 0 -10000 0 0
BMP2-4/FETUA -0.019 0.13 0.26 4 -0.41 29 33
MAP3K7IP1 0 0 -10000 0 -10000 0 0
GREM1 0.16 0.1 0.23 238 -0.31 2 240
BMPR2 (homodimer) 0.023 0.005 -10000 0 -10000 0 0
GADD34/PP1CA 0.043 0.015 -10000 0 -10000 0 0
BMPR1A-1B (homodimer) 0 0.12 -10000 0 -0.44 23 23
CHRDL1 -0.28 0.31 -10000 0 -0.59 169 169
ENDOFIN/SMAD1 0.012 0.084 -10000 0 -0.47 4 4
SMAD6-7/SMURF1/SMAD1 -0.013 0.13 -10000 0 -0.48 6 6
SMAD6/SMURF1 0.022 0.006 -10000 0 -10000 0 0
BAMBI 0.024 0.023 0.31 2 -10000 0 2
SMURF2 0.023 0.003 -10000 0 -10000 0 0
BMP2-4/CHRDL1 -0.21 0.25 -10000 0 -0.42 186 186
BMP2-4/GREM1 0.049 0.2 0.26 1 -0.42 49 50
SMAD7 0.021 0.033 -10000 0 -0.59 1 1
SMAD8A/SMAD8A/SMAD4 -0.083 0.23 -10000 0 -0.52 65 65
SMAD1/SMAD6 0.008 0.086 -10000 0 -0.48 4 4
TAK1/SMAD6 0.033 0.009 -10000 0 -10000 0 0
BMP7 0.075 0.12 0.23 105 -0.54 6 111
BMP6 0.016 0.066 -10000 0 -0.59 4 4
MAP3K7IP2 0 0 -10000 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/SMAD7/SMURF1 -0.03 0.14 -10000 0 -0.43 23 23
PPM1A 0.023 0.004 -10000 0 -10000 0 0
SMAD1/SMURF2 0.009 0.085 -10000 0 -0.48 3 3
SMAD7/SMURF1 0.03 0.027 -10000 0 -0.44 1 1
CTDSPL 0.021 0.007 -10000 0 -10000 0 0
PPP1CA 0.023 0.004 -10000 0 -10000 0 0
XIAP 0.023 0.003 -10000 0 -10000 0 0
CTDSP1 0.023 0.005 -10000 0 -10000 0 0
PPP1R15A 0.023 0.004 -10000 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/FS -0.045 0.16 -10000 0 -0.46 31 31
CHRD 0.011 0.051 0.39 1 -0.59 2 3
BMPR2 0.023 0.005 -10000 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM -0.044 0.14 -10000 0 -0.46 22 22
BMP4 0.009 0.093 0.23 1 -0.59 8 9
FST 0.046 0.1 0.23 55 -0.34 9 64
BMP2-4/NOG -0.032 0.17 -10000 0 -0.41 56 56
BMP7/BMPR2/BMPR1A-1B/SMAD6/SMURF1 0.056 0.13 -10000 0 -0.34 25 25
Integrins in angiogenesis

Figure S16.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S16.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
VEGFR2 homodimer/VEGFA homodimer 0.02 0.075 -10000 0 -0.44 9 9
alphaV beta3 Integrin 0.024 0.094 -10000 0 -0.4 15 15
PTK2 -0.17 0.19 -10000 0 -0.54 39 39
IGF1R 0.023 0.004 -10000 0 -10000 0 0
PI4KB 0.022 0.005 -10000 0 -10000 0 0
MFGE8 0.023 0.003 -10000 0 -10000 0 0
SRC 0.023 0.005 -10000 0 -10000 0 0
CDKN1B -0.19 0.26 -10000 0 -0.51 136 136
VEGFA 0.023 0.003 -10000 0 -10000 0 0
ILK -0.2 0.27 -10000 0 -0.51 138 138
ROCK1 0.023 0.003 -10000 0 -10000 0 0
AKT1 -0.18 0.24 -10000 0 -0.48 137 137
PTK2B -0.013 0.087 0.36 1 -0.41 10 11
alphaV/beta3 Integrin/JAM-A -0.11 0.2 -10000 0 -0.35 128 128
CBL 0.023 0.004 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
alphaV beta3 Integrin/ANGPTL3 0.037 0.058 -10000 0 -0.38 6 6
IGF-1R heterotetramer/IGF1/IRS1/Shp2 0.051 0.055 -10000 0 -0.34 6 6
VEGF/Rho/ROCK/alphaV/beta3 Integrin -0.097 0.16 -10000 0 -0.44 32 32
alphaV/beta3 Integrin/Syndecan-1 0.036 0.061 -10000 0 -0.38 7 7
PI4KA 0.023 0.005 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1 0.021 0.11 -10000 0 -0.38 22 22
PI4 Kinase 0.032 0.011 -10000 0 -10000 0 0
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
alphaV/beta3 Integrin/Osteopontin 0.11 0.1 0.26 1 -0.39 6 7
RPS6KB1 -0.031 0.099 0.32 1 -0.53 6 7
TLN1 0.021 0.008 -10000 0 -10000 0 0
MAPK3 -0.088 0.18 -10000 0 -0.61 27 27
GPR124 0.02 0.009 -10000 0 -10000 0 0
MAPK1 -0.087 0.18 -10000 0 -0.61 27 27
PXN 0.023 0.003 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
alphaV/beta3 Integrin/Tumstatin -0.22 0.21 -10000 0 -0.39 206 206
cell adhesion 0.027 0.057 -10000 0 -0.36 6 6
ANGPTL3 0.023 0.023 -10000 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Src 0.031 0.068 -10000 0 -0.38 9 9
IGF-1R heterotetramer 0.023 0.004 -10000 0 -10000 0 0
Rac1/GDP 0.017 0.003 -10000 0 -10000 0 0
TGFBR2 -0.012 0.14 -10000 0 -0.59 19 19
ITGB3 0.013 0.08 -10000 0 -0.59 6 6
IGF1 0.015 0.074 0.23 1 -0.59 5 6
RAC1 0.023 0.004 -10000 0 -10000 0 0
regulation of cell-matrix adhesion 0.032 0.051 -10000 0 -0.38 4 4
apoptosis 0.023 0.004 -10000 0 -10000 0 0
CD47 0.019 0.034 -10000 0 -0.59 1 1
alphaV/beta3 Integrin/CD47 0.033 0.059 -10000 0 -0.38 6 6
VCL 0.022 0.005 -10000 0 -10000 0 0
alphaV/beta3 Integrin/Del1 0.025 0.09 -10000 0 -0.4 14 14
CSF1 0.023 0.005 -10000 0 -10000 0 0
PIK3C2A -0.2 0.27 -10000 0 -0.51 138 138
PI4 Kinase/Pyk2 -0.1 0.18 -10000 0 -0.34 93 93
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin 0.038 0.09 -10000 0 -0.44 10 10
FAK1/Vinculin -0.13 0.16 -10000 0 -0.44 33 33
alphaV beta3/Integrin/ppsTEM5 0.033 0.051 -10000 0 -0.38 4 4
RHOA 0.021 0.008 -10000 0 -10000 0 0
VTN -0.22 0.3 0.23 2 -0.59 138 140
BCAR1 0.022 0.006 -10000 0 -10000 0 0
FGF2 0.005 0.1 -10000 0 -0.59 10 10
F11R -0.002 0.071 -10000 0 -0.44 9 9
alphaV/beta3 Integrin/Lactadherin 0.039 0.056 -10000 0 -0.38 6 6
alphaV/beta3 Integrin/TGFBR2 0.011 0.12 -10000 0 -0.44 20 20
alphaV/beta3 Integrin/c-FMS/Cbl/Cas 0.053 0.02 -10000 0 -10000 0 0
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
alphaV/beta3 Integrin/Talin 0.032 0.053 -10000 0 -0.34 6 6
mol:GDP 0 0 -10000 0 -10000 0 0
FN1 0.014 0.073 -10000 0 -0.59 5 5
alphaV/beta3 Integrin/Pyk2 0.027 0.087 -10000 0 -0.42 10 10
SDC1 0.021 0.033 -10000 0 -0.59 1 1
VAV3 -0.006 0.035 -10000 0 -10000 0 0
PTPN11 0.024 0.002 -10000 0 -10000 0 0
IRS1 0.021 0.033 -10000 0 -0.59 1 1
FAK1/Paxillin -0.14 0.16 -10000 0 -0.44 33 33
cell migration -0.12 0.14 -10000 0 -0.4 30 30
ITGAV 0.023 0.004 -10000 0 -10000 0 0
PI3K -0.068 0.15 -10000 0 -0.34 61 61
SPP1 0.14 0.12 0.23 206 -0.31 6 212
KDR 0.006 0.097 -10000 0 -0.59 9 9
mol:PI-4-5-P2 0 0 -10000 0 -10000 0 0
alphaV/beta3 Integrin/Caspase 8 0.023 0.004 -10000 0 -10000 0 0
COL4A3 -0.35 0.3 -10000 0 -0.59 210 210
angiogenesis -0.12 0.2 -10000 0 -0.61 28 28
Rac1/GTP 0.025 0.026 -10000 0 -10000 0 0
EDIL3 0.006 0.097 -10000 0 -0.59 9 9
cell proliferation 0.01 0.12 -10000 0 -0.44 20 20
Calcium signaling in the CD4+ TCR pathway

Figure S17.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S17.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
NFATC1 -0.002 0.037 -10000 0 -0.41 1 1
NFATC2 -0.04 0.12 -10000 0 -0.41 34 34
NFATC3 -0.001 0.03 -10000 0 -10000 0 0
CD40LG -0.17 0.3 0.34 1 -0.67 78 79
PTGS2 -0.15 0.27 0.34 1 -0.63 66 67
JUNB 0.021 0.033 -10000 0 -0.59 1 1
CaM/Ca2+/Calcineurin A alpha-beta B1 0.005 0.024 -10000 0 -10000 0 0
CaM/Ca2+ 0.005 0.024 -10000 0 -10000 0 0
CALM1 0.012 0.022 -10000 0 -10000 0 0
JUN 0.012 0.022 -10000 0 -10000 0 0
mol:Ca2+ -0.005 0.01 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/FKBP12/FK506 0.01 0.012 -10000 0 -10000 0 0
FOSL1 0.024 0.011 0.23 1 -10000 0 1
CREM 0.023 0.005 -10000 0 -10000 0 0
Jun/NFAT1-c-4/p21SNFT -0.043 0.17 -10000 0 -0.48 26 26
FOS -0.08 0.22 -10000 0 -0.59 52 52
IFNG -0.14 0.24 0.34 1 -0.57 60 61
AP-1/NFAT1-c-4 -0.14 0.3 -10000 0 -0.66 64 64
FASLG -0.14 0.26 0.34 1 -0.61 60 61
NFAT1-c-4/ICER1 -0.037 0.13 -10000 0 -0.39 33 33
IL2RA -0.13 0.24 0.34 1 -0.56 61 62
FKBP12/FK506 0.017 0.003 -10000 0 -10000 0 0
CSF2 -0.16 0.28 0.34 1 -0.62 80 81
JunB/Fra1/NFAT1-c-4 -0.029 0.14 -10000 0 -0.38 35 35
IL4 -0.14 0.24 0.34 1 -0.56 61 62
IL2 -0.034 0.21 -10000 0 -0.94 18 18
IL3 -0.051 0.2 -10000 0 -0.74 24 24
FKBP1A 0.023 0.005 -10000 0 -10000 0 0
BATF3 0.023 0.004 -10000 0 -10000 0 0
mol:FK506 0 0 -10000 0 -10000 0 0
POU2F1 0.023 0.005 -10000 0 -10000 0 0
Signaling events mediated by Stem cell factor receptor (c-Kit)

Figure S18.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S18.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
MAP4K1 -0.022 0.14 0.35 1 -0.39 32 33
CRKL -0.033 0.13 -10000 0 -0.4 33 33
HRAS -0.023 0.14 -10000 0 -0.39 31 31
mol:PIP3 -0.002 0.13 -10000 0 -0.35 33 33
SPRED1 0.023 0.003 -10000 0 -10000 0 0
SPRED2 0.022 0.006 -10000 0 -10000 0 0
GAB1 -0.033 0.14 -10000 0 -0.41 39 39
FOXO3 -0.021 0.14 -10000 0 -0.36 39 39
AKT1 -0.022 0.14 -10000 0 -0.38 41 41
BAD -0.021 0.14 -10000 0 -0.36 39 39
megakaryocyte differentiation -0.049 0.16 -10000 0 -0.42 49 49
GSK3B -0.003 0.15 0.28 5 -0.36 35 40
RAF1 -0.013 0.12 0.24 3 -0.32 27 30
SHC1 0.023 0.005 -10000 0 -10000 0 0
STAT3 -0.036 0.14 -10000 0 -0.41 40 40
STAT1 -0.095 0.34 -10000 0 -1 37 37
HRAS/SPRED1 -0.006 0.12 -10000 0 -0.4 11 11
cell proliferation -0.033 0.14 -10000 0 -0.4 40 40
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
TEC 0.02 0.033 -10000 0 -0.59 1 1
RPS6KB1 -0.026 0.14 -10000 0 -0.4 38 38
HRAS/SPRED2 -0.006 0.12 -10000 0 -0.36 16 16
LYN/TEC/p62DOK -0.004 0.14 -10000 0 -0.4 33 33
MAPK3 -0.01 0.092 0.21 3 -0.29 11 14
STAP1 -0.045 0.16 -10000 0 -0.44 45 45
GRAP2 -0.002 0.12 -10000 0 -0.59 14 14
JAK2 -0.077 0.3 -10000 0 -0.91 37 37
STAT1 (dimer) -0.093 0.33 -10000 0 -1 37 37
mol:Gleevec 0 0.005 -10000 0 -10000 0 0
GRB2/SOCS1/VAV1 -0.006 0.15 -10000 0 -0.4 36 36
actin filament polymerization -0.033 0.13 -10000 0 -0.39 39 39
LYN 0.023 0.005 -10000 0 -10000 0 0
STAP1/STAT5A (dimer) -0.067 0.23 -10000 0 -0.63 41 41
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
CBL/CRKL/GRB2 -0.009 0.13 -10000 0 -0.37 32 32
PI3K -0.013 0.11 -10000 0 -0.4 14 14
PTEN 0.022 0.007 -10000 0 -10000 0 0
SCF/KIT/EPO/EPOR -0.091 0.39 -10000 0 -1.2 37 37
MAPK8 -0.034 0.14 -10000 0 -0.41 40 40
STAT3 (dimer) -0.035 0.14 -10000 0 -0.4 40 40
positive regulation of transcription -0.006 0.078 0.2 3 -0.24 10 13
mol:GDP -0.023 0.15 -10000 0 -0.41 32 32
PIK3C2B -0.034 0.14 -10000 0 -0.42 37 37
CBL/CRKL -0.019 0.13 -10000 0 -0.38 33 33
FER -0.032 0.14 -10000 0 -0.41 39 39
SH2B3 -0.035 0.14 -10000 0 -0.41 40 40
PDPK1 0.001 0.12 -10000 0 -0.33 29 29
SNAI2 -0.035 0.14 -10000 0 -0.41 40 40
positive regulation of cell proliferation -0.071 0.25 -10000 0 -0.76 38 38
KITLG 0.015 0.051 -10000 0 -0.6 2 2
cell motility -0.071 0.25 -10000 0 -0.76 38 38
PTPN6 0.022 0.011 -10000 0 -10000 0 0
EPOR -0.022 0.16 -10000 0 -0.75 7 7
STAT5A (dimer) -0.055 0.21 -10000 0 -0.62 38 38
SOCS1 0.021 0.033 -10000 0 -0.59 1 1
cell migration 0.044 0.15 0.4 48 -10000 0 48
SOS1 0.023 0.004 -10000 0 -10000 0 0
EPO 0.022 0.036 0.23 8 -10000 0 8
VAV1 0.021 0.033 -10000 0 -0.59 1 1
GRB10 -0.032 0.14 -10000 0 -0.4 38 38
PTPN11 0.024 0.006 -10000 0 -10000 0 0
SCF/KIT -0.034 0.15 -10000 0 -0.43 40 40
GO:0007205 0.001 0.007 -10000 0 -10000 0 0
MAP2K1 -0.012 0.095 0.22 3 -0.31 10 13
CBL 0.023 0.004 -10000 0 -10000 0 0
KIT -0.13 0.43 -10000 0 -1.3 41 41
MAP2K2 -0.011 0.094 0.22 3 -0.31 10 13
SHC/Grb2/SOS1 -0.004 0.14 -10000 0 -0.4 34 34
STAT5A -0.054 0.22 -10000 0 -0.65 37 37
GRB2 0.023 0.004 -10000 0 -10000 0 0
response to radiation -0.034 0.14 -10000 0 -0.4 40 40
SHC/GRAP2 0.013 0.091 -10000 0 -0.42 14 14
PTPRO -0.05 0.17 -10000 0 -0.43 49 49
SH2B2 -0.034 0.14 -10000 0 -0.4 39 39
DOK1 0.023 0.004 -10000 0 -10000 0 0
MATK -0.045 0.16 -10000 0 -0.41 48 48
CREBBP 0.02 0.044 -10000 0 -10000 0 0
BCL2 -0.03 0.2 -10000 0 -0.96 10 10
Arf6 signaling events

Figure S19.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S19.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CENTA1/KIF3B 0.017 0.067 -10000 0 -0.42 7 7
ARNO/beta Arrestin1-2 -0.1 0.23 -10000 0 -0.63 36 36
EGFR 0.019 0.096 0.39 7 -0.59 6 13
EPHA2 0.017 0.057 -10000 0 -0.59 3 3
USP6 0.022 0.006 -10000 0 -10000 0 0
IQSEC1 0.021 0.007 -10000 0 -10000 0 0
EGFR/EGFR/EGF/EGF 0.016 0.1 0.27 5 -0.46 13 18
ARRB2 0.008 0.004 -10000 0 -10000 0 0
mol:GTP 0.039 0.057 0.14 17 -0.14 3 20
ARRB1 -0.067 0.22 -10000 0 -0.59 51 51
FBXO8 0.022 0.007 -10000 0 -10000 0 0
TSHR 0.027 0.035 0.23 10 -10000 0 10
EGF 0.009 0.093 0.23 1 -0.59 8 9
somatostatin receptor activity 0 0 0 4 -0.001 77 81
ARAP2 0.02 0.033 -10000 0 -0.59 1 1
mol:GDP -0.09 0.16 0.2 1 -0.35 72 73
mol:PI-3-4-5-P3 0 0 -10000 0 -0.001 41 41
ITGA2B 0.002 0.11 -10000 0 -0.59 12 12
ARF6 0.023 0.005 -10000 0 -10000 0 0
Ephrin A1/EPHA2/NCK1/GIT1 0.045 0.044 -10000 0 -0.35 3 3
ADAP1 0.019 0.047 -10000 0 -0.59 2 2
KIF13B 0.01 0.08 -10000 0 -0.59 6 6
HGF/MET -0.045 0.18 0.27 1 -0.42 59 60
PXN 0.023 0.003 -10000 0 -10000 0 0
ARF6/GTP -0.086 0.14 0.19 3 -0.3 78 81
EGFR/EGFR/EGF/EGF/ARFGEP100 0.027 0.092 0.26 5 -0.4 13 18
ADRB2 -0.13 0.26 -10000 0 -0.59 86 86
receptor agonist activity 0 0 0 6 0 68 74
actin filament binding 0 0 0 3 -0.001 81 84
SRC 0.023 0.005 -10000 0 -10000 0 0
ITGB3 0.013 0.08 -10000 0 -0.59 6 6
GNAQ 0.021 0.033 -10000 0 -0.59 1 1
EFA6/PI-4-5-P2 0 0.001 0.001 8 -0.001 50 58
ARF6/GDP -0.017 0.16 0.25 3 -0.48 23 26
ARF6/GDP/GULP/ACAP1 -0.07 0.16 -10000 0 -0.39 47 47
alphaIIb/beta3 Integrin/paxillin/GIT1 0.038 0.091 -10000 0 -0.35 18 18
ACAP1 0.02 0.033 -10000 0 -0.59 1 1
ACAP2 0.014 0.012 -10000 0 -10000 0 0
LHCGR/beta Arrestin2 0.015 0.018 0.19 1 -10000 0 1
EFNA1 0.023 0.005 -10000 0 -10000 0 0
HGF -0.076 0.22 -10000 0 -0.59 56 56
CYTH3 0.003 0.004 -10000 0 -10000 0 0
CYTH2 -0.014 0.17 -10000 0 -1 10 10
NCK1 0.021 0.008 -10000 0 -10000 0 0
fibronectin binding 0 0 0 4 0 62 66
endosomal lumen acidification 0 0 0 20 0 53 73
microtubule-based process 0 0 -10000 0 -10000 0 0
GULP1 0.016 0.066 -10000 0 -0.59 4 4
GNAQ/ARNO -0.001 0.17 -10000 0 -0.96 10 10
mol:Phosphatidic acid 0 0 0 1 -10000 0 1
PIP3-E 0 0 0 2 0 11 13
MET 0.02 0.051 0.39 1 -0.59 2 3
GNA14 -0.11 0.26 -10000 0 -0.59 77 77
GNA15 0.021 0.033 -10000 0 -0.59 1 1
GIT1 0.023 0.003 -10000 0 -10000 0 0
mol:PI-4-5-P2 0 0 0.001 7 -0.001 59 66
GNA11 0.023 0.004 -10000 0 -10000 0 0
LHCGR 0.005 0.022 0.23 1 -10000 0 1
AGTR1 -0.14 0.26 -10000 0 -0.59 88 88
desensitization of G-protein coupled receptor protein signaling pathway 0.015 0.018 0.19 1 -10000 0 1
IPCEF1/ARNO 0 0.17 -10000 0 -0.86 11 11
alphaIIb/beta3 Integrin 0.01 0.1 -10000 0 -0.44 18 18
IL6-mediated signaling events

Figure S20.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S20.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BCL2L1 -0.15 0.24 -10000 0 -0.73 10 10
CRP -0.16 0.24 -10000 0 -0.59 33 33
cell cycle arrest -0.18 0.26 -10000 0 -0.66 38 38
TIMP1 -0.13 0.21 -10000 0 -0.57 17 17
IL6ST -0.004 0.092 -10000 0 -0.58 8 8
Rac1/GDP -0.077 0.17 -10000 0 -0.42 41 41
AP1 0.026 0.15 -10000 0 -0.52 4 4
GAB2 0.016 0.093 -10000 0 -0.58 8 8
TNFSF11 -0.16 0.23 -10000 0 -0.59 33 33
HSP90B1 -0.004 0.096 -10000 0 -0.74 4 4
GAB1 0.026 0.01 -10000 0 -10000 0 0
MAPK14 -0.059 0.15 -10000 0 -0.57 14 14
AKT1 0.044 0.064 0.28 2 -0.36 1 3
FOXO1 0.043 0.068 0.34 2 -0.36 1 3
MAP2K6 -0.069 0.16 -10000 0 -0.4 41 41
mol:GTP -0.002 0.002 -10000 0 -10000 0 0
MAP2K4 -0.099 0.18 -10000 0 -0.45 41 41
MITF -0.073 0.16 -10000 0 -0.4 44 44
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
TYK2 0.023 0.005 -10000 0 -10000 0 0
A2M -0.42 0.64 -10000 0 -1.4 109 109
CEBPB 0.027 0.005 -10000 0 -10000 0 0
GRB2/SOS1/GAB family/SHP2 0.026 0.11 0.26 2 -0.5 6 8
STAT3 -0.19 0.27 -10000 0 -0.7 38 38
STAT1 -0.002 0.085 -10000 0 -0.87 3 3
CEBPD -0.16 0.24 -10000 0 -0.78 11 11
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
PI3K 0.018 0.018 -10000 0 -10000 0 0
JUN 0.023 0.005 -10000 0 -10000 0 0
PIAS3/MITF -0.067 0.16 -10000 0 -0.4 39 39
MAPK11 -0.056 0.15 -10000 0 -0.57 14 14
STAT3 (dimer)/FOXO1 -0.2 0.3 0.41 2 -0.65 65 67
GRB2/SOS1/GAB family -0.002 0.16 -10000 0 -0.49 14 14
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/HCK -0.062 0.16 -10000 0 -0.4 44 44
GRB2 0.028 0.008 -10000 0 -10000 0 0
JAK2 0.021 0.008 -10000 0 -10000 0 0
LBP -0.1 0.2 -10000 0 -0.63 7 7
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
JAK1 0.016 0.018 -10000 0 -10000 0 0
MYC -0.15 0.24 -10000 0 -0.7 11 11
FGG -0.46 0.53 -10000 0 -1 158 158
macrophage differentiation -0.18 0.26 -10000 0 -0.66 38 38
IL6/IL6RA/gp130 (dimer)/JAK2/JAK2/LMO4 -0.05 0.18 -10000 0 -0.37 69 69
JUNB -0.16 0.23 -10000 0 -0.71 12 12
FOS -0.069 0.22 -10000 0 -0.59 52 52
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4 -0.079 0.17 -10000 0 -0.42 48 48
STAT1/PIAS1 -0.08 0.17 -10000 0 -0.41 44 44
GRB2/SOS1/GAB family/SHP2/PI3K 0.043 0.061 -10000 0 -0.32 3 3
STAT3 (dimer) -0.19 0.27 -10000 0 -0.69 38 38
PRKCD -0.12 0.2 0.31 1 -0.5 39 40
IL6R 0.001 0.093 -10000 0 -0.59 8 8
SOCS3 -0.045 0.16 -10000 0 -0.81 7 7
gp130 (dimer)/JAK1/JAK1/LMO4 0.016 0.074 -10000 0 -0.37 8 8
Rac1/GTP -0.086 0.18 -10000 0 -0.43 44 44
HCK 0.02 0.047 -10000 0 -0.58 2 2
MAPKKK cascade 0.049 0.12 -10000 0 -0.54 6 6
bone resorption -0.16 0.22 -10000 0 -0.55 35 35
IRF1 -0.16 0.23 -10000 0 -0.59 32 32
mol:GDP -0.08 0.16 -10000 0 -0.41 45 45
SOS1 0.03 0.011 -10000 0 -10000 0 0
VAV1 -0.081 0.17 -10000 0 -0.42 45 45
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/SOCS3 -0.049 0.18 -10000 0 -0.57 20 20
PTPN11 0.009 0.045 -10000 0 -0.72 1 1
IL6/IL6RA -0.082 0.2 -10000 0 -0.45 75 75
gp130 (dimer)/TYK2/TYK2/LMO4 0.026 0.067 -10000 0 -0.37 8 8
gp130 (dimer)/JAK2/JAK2/LMO4 0.025 0.068 -10000 0 -0.37 8 8
IL6 -0.11 0.25 -10000 0 -0.59 72 72
PIAS3 0.023 0.004 -10000 0 -10000 0 0
PTPRE 0.022 0.037 -10000 0 -0.58 1 1
PIAS1 0.024 0.002 -10000 0 -10000 0 0
RAC1 0.022 0.004 -10000 0 -10000 0 0
IL6/IL6RA/gp130 (dimer)/TYK2/TYK2/LMO4 -0.068 0.16 -10000 0 -0.37 57 57
LMO4 0.012 0.025 0.2 1 -10000 0 1
STAT3 (dimer)/PIAS3 -0.18 0.27 -10000 0 -0.66 39 39
MCL1 0.053 0.076 0.43 2 -10000 0 2
Canonical Wnt signaling pathway

Figure S21.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S21.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HDAC1 0.024 0.017 -10000 0 -10000 0 0
AES 0.023 0.013 -10000 0 -10000 0 0
FBXW11 0.022 0.007 -10000 0 -10000 0 0
mol:GTP 0 0.001 -10000 0 -10000 0 0
LRP6/FZD1 0.032 0.012 -10000 0 -10000 0 0
SMAD4 0.023 0.005 -10000 0 -10000 0 0
DKK2 -0.065 0.21 -10000 0 -0.59 49 49
TLE1 0.024 0.013 -10000 0 -10000 0 0
MACF1 0.02 0.047 -10000 0 -0.59 2 2
CTNNB1 0.093 0.14 0.31 31 -0.36 8 39
WIF1 -0.37 0.29 -10000 0 -0.59 224 224
beta catenin/RanBP3 0.005 0.11 0.45 12 -0.43 2 14
KREMEN2 0.15 0.11 0.23 215 -0.31 3 218
DKK1 0.019 0.11 0.24 18 -0.56 9 27
beta catenin/beta TrCP1 0.1 0.13 0.3 30 -0.36 5 35
FZD1 0.023 0.006 -10000 0 -10000 0 0
AXIN2 -0.036 0.26 0.58 4 -1.4 11 15
AXIN1 0.024 0.005 -10000 0 -10000 0 0
RAN 0.023 0.003 -10000 0 -10000 0 0
Axin1/APC/GSK3/beta catenin 0.025 0.12 -10000 0 -0.61 10 10
beta catenin/TCF/CtBP/CBP/TLE1/AES/SMAD4 0.061 0.12 0.29 1 -0.48 8 9
Axin1/APC/GSK3 0.058 0.081 0.28 6 -0.34 3 9
Axin1/APC/GSK3/beta catenin/Macf1 0.049 0.11 0.3 9 -0.41 5 14
HNF1A 0.028 0.03 0.22 6 -10000 0 6
CTBP1 0.022 0.015 -10000 0 -10000 0 0
MYC 0.06 0.18 0.57 36 -10000 0 36
RANBP3 0.023 0.004 -10000 0 -10000 0 0
DKK2/LRP6/Kremen 2 0.034 0.19 -10000 0 -0.39 50 50
NKD1 -0.027 0.17 0.23 4 -0.59 29 33
TCF4 0.021 0.036 -10000 0 -0.59 1 1
TCF3 0.023 0.013 -10000 0 -10000 0 0
WNT1/LRP6/FZD1/Axin1 0.053 0.025 -10000 0 -10000 0 0
Ran/GTP 0.017 0.002 -10000 0 -10000 0 0
CtBP/CBP/TCF/TLE1/AES -0.004 0.12 0.41 13 -0.4 10 23
LEF1 0.024 0.018 0.22 1 -10000 0 1
DVL1 0.058 0.083 -10000 0 -0.52 3 3
CSNK2A1 0.023 0.005 -10000 0 -10000 0 0
beta catenin/TCF/CtBP/CBP/TLE1/AES 0.058 0.13 0.3 2 -0.53 9 11
DKK1/LRP6/Kremen 2 0.11 0.12 0.31 13 -0.38 9 22
LRP6 0.023 0.006 -10000 0 -10000 0 0
CSNK1A1 0.023 0.016 -10000 0 -10000 0 0
NLK 0.022 0.009 -10000 0 -10000 0 0
CCND1 0.055 0.28 0.57 47 -1.4 6 53
WNT1 0.024 0.017 0.23 2 -10000 0 2
GSK3A 0.024 0.005 -10000 0 -10000 0 0
GSK3B 0.021 0.008 -10000 0 -10000 0 0
FRAT1 0.02 0.033 -10000 0 -0.59 1 1
PPP2R5D 0.072 0.095 0.34 30 -0.37 1 31
APC 0.025 0.064 0.3 6 -10000 0 6
WNT1/LRP6/FZD1 0.15 0.12 0.24 203 -10000 0 203
CREBBP 0.023 0.014 -10000 0 -10000 0 0
FOXA2 and FOXA3 transcription factor networks

Figure S22.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S22.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ACADVL -0.24 0.29 -10000 0 -0.76 32 32
PCK1 -0.11 0.18 -10000 0 -0.7 8 8
HNF4A -0.28 0.36 -10000 0 -0.92 49 49
KCNJ11 -0.24 0.32 -10000 0 -0.81 36 36
AKT1 -0.017 0.097 -10000 0 -0.44 1 1
response to starvation -0.01 0.033 -10000 0 -0.21 1 1
DLK1 -0.22 0.31 -10000 0 -0.74 30 30
NKX2-1 -0.71 0.73 -10000 0 -1.4 179 179
ACADM -0.24 0.29 -10000 0 -0.75 33 33
TAT -0.12 0.21 -10000 0 -0.76 16 16
CEBPB 0.024 0.004 -10000 0 -10000 0 0
CEBPA 0.019 0.047 -10000 0 -0.58 2 2
TTR -0.035 0.18 0.64 1 -0.71 10 11
PKLR -0.23 0.29 -10000 0 -0.76 31 31
APOA1 -0.4 0.53 -10000 0 -1.3 62 62
CPT1C -0.24 0.29 -10000 0 -0.77 29 29
ALAS1 -0.12 0.18 -10000 0 -10000 0 0
TFRC -0.11 0.21 -10000 0 -0.84 8 8
FOXF1 0.036 0.2 0.25 26 -0.5 35 61
NF1 0.027 0.003 -10000 0 -10000 0 0
HNF1A (dimer) 0.034 0.03 0.26 2 -10000 0 2
CPT1A -0.23 0.29 -10000 0 -0.76 31 31
HMGCS1 -0.2 0.3 -10000 0 -0.74 28 28
NR3C1 0.027 0.009 -10000 0 -10000 0 0
CPT1B -0.23 0.29 -10000 0 -0.76 31 31
chromatin remodeling 0 0 -10000 0 -10000 0 0
SP1 0.029 0.009 -10000 0 -10000 0 0
GCK -0.24 0.3 -10000 0 -0.78 31 31
CREB1 0.026 0.008 -10000 0 -10000 0 0
IGFBP1 -0.11 0.17 -10000 0 -0.64 5 5
PDX1 -0.11 0.18 -10000 0 -10000 0 0
UCP2 -0.23 0.29 -10000 0 -0.76 31 31
ALDOB -0.23 0.3 -10000 0 -0.74 30 30
AFP 0.045 0.073 0.33 1 -10000 0 1
BDH1 -0.15 0.3 0.49 1 -0.74 24 25
HADH -0.23 0.3 -10000 0 -0.73 31 31
F2 -0.3 0.38 -10000 0 -0.98 38 38
HNF1A 0.034 0.03 0.26 2 -10000 0 2
G6PC 0.023 0.06 -10000 0 -10000 0 0
SLC2A2 -0.11 0.18 -10000 0 -0.83 1 1
INS -0.023 0.005 -10000 0 -10000 0 0
FOXA1 0.1 0.12 0.3 30 -0.4 7 37
FOXA3 0.033 0.1 0.35 4 -0.58 8 12
FOXA2 -0.26 0.35 -10000 0 -0.8 40 40
ABCC8 -0.25 0.33 -10000 0 -0.83 37 37
ALB 0.045 0.072 -10000 0 -10000 0 0
Presenilin action in Notch and Wnt signaling

Figure S23.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S23.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Delta 1/NOTCH/NOTCH(cleaved) 0.033 0.064 -10000 0 -0.38 4 4
HDAC1 0.022 0.006 -10000 0 -10000 0 0
AES 0.022 0.004 -10000 0 -10000 0 0
FBXW11 0.022 0.007 -10000 0 -10000 0 0
DTX1 0.024 0.011 0.23 1 -10000 0 1
LRP6/FZD1 0.031 0.012 -10000 0 -10000 0 0
TLE1 0.023 0.004 -10000 0 -10000 0 0
AP1 -0.066 0.17 -10000 0 -0.36 71 71
NCSTN 0.023 0.005 -10000 0 -10000 0 0
ADAM10 0.023 0.002 -10000 0 -10000 0 0
Beta Catenin/TCF1/CtBP/CBP/TLE1/AES/SMAD4 -0.006 0.16 -10000 0 -0.75 14 14
NICD/RBPSUH 0.029 0.063 -10000 0 -0.38 5 5
WIF1 -0.37 0.29 -10000 0 -0.59 224 224
NOTCH1 0.013 0.059 -10000 0 -0.39 7 7
PSENEN 0.022 0.007 -10000 0 -10000 0 0
KREMEN2 0.15 0.11 0.23 215 -0.31 3 218
DKK1 0.019 0.11 0.24 18 -0.56 9 27
beta catenin/beta TrCP1 -0.005 0.11 0.26 2 -0.37 13 15
APH1B 0.024 0.002 -10000 0 -10000 0 0
APH1A 0.022 0.006 -10000 0 -10000 0 0
AXIN1 -0.002 0.073 0.28 1 -0.5 4 5
CtBP/CBP/TCF1/TLE1/AES 0.013 0.034 -10000 0 -10000 0 0
PSEN1 0.023 0.005 -10000 0 -10000 0 0
FOS -0.069 0.22 -10000 0 -0.59 52 52
JUN 0.023 0.005 -10000 0 -10000 0 0
MAP3K7 0.023 0.004 -10000 0 -10000 0 0
CTNNB1 -0.013 0.12 0.26 4 -0.38 16 20
MAPK3 0.023 0.003 -10000 0 -10000 0 0
DKK2/LRP6/Kremen 2 0.034 0.19 -10000 0 -0.39 50 50
HNF1A 0.027 0.027 0.23 6 -10000 0 6
CTBP1 0.021 0.007 -10000 0 -10000 0 0
MYC 0.02 0.021 -10000 0 -10000 0 0
NKD1 -0.027 0.17 0.23 4 -0.59 29 33
FZD1 0.022 0.006 -10000 0 -10000 0 0
NOTCH1 precursor/Deltex homolog 1 0.032 0.065 -10000 0 -0.38 5 5
apoptosis -0.066 0.17 -10000 0 -0.36 71 71
Delta 1/NOTCHprecursor 0.031 0.064 -10000 0 -0.38 4 4
DLL1 0.023 0.004 -10000 0 -10000 0 0
PPARD 0.016 0.088 -10000 0 -0.9 3 3
Gamma Secretase 0.058 0.028 -10000 0 -10000 0 0
APC -0.019 0.1 0.28 1 -0.41 15 16
DVL1 -0.049 0.098 -10000 0 -0.37 21 21
CSNK2A1 0.023 0.005 -10000 0 -10000 0 0
MAP3K7IP1 -0.001 0.002 -10000 0 -10000 0 0
DKK1/LRP6/Kremen 2 0.11 0.12 0.31 13 -0.38 9 22
LRP6 0.022 0.006 -10000 0 -10000 0 0
CSNK1A1 0.022 0.007 -10000 0 -10000 0 0
NLK 0.01 0.005 -10000 0 -10000 0 0
CCND1 -0.003 0.18 -10000 0 -1.4 6 6
WNT1 0.024 0.016 0.23 2 -10000 0 2
Axin1/APC/beta catenin -0.02 0.13 0.29 2 -0.42 22 24
DKK2 -0.064 0.21 -10000 0 -0.59 49 49
NOTCH1 precursor/DVL1 -0.032 0.11 -10000 0 -0.55 7 7
GSK3B 0.021 0.008 -10000 0 -10000 0 0
FRAT1 0.02 0.033 -10000 0 -0.59 1 1
NOTCH/Deltex homolog 1 0.034 0.065 -10000 0 -0.38 5 5
PPP2R5D 0.016 0.095 0.28 28 -0.38 4 32
MAPK1 0.022 0.006 -10000 0 -10000 0 0
WNT1/LRP6/FZD1 -0.2 0.19 -10000 0 -0.35 205 205
RBPJ 0.022 0.007 -10000 0 -10000 0 0
CREBBP 0.024 0.006 -10000 0 -10000 0 0
Calcineurin-regulated NFAT-dependent transcription in lymphocytes

Figure S24.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S24.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
FOXP3 0.033 0.035 0.23 10 -10000 0 10
NFATC2 -0.027 0.22 -10000 0 -0.6 36 36
NFATC3 0.012 0.06 -10000 0 -0.29 2 2
CD40LG -0.19 0.37 -10000 0 -0.91 52 52
ITCH -0.011 0.092 -10000 0 -10000 0 0
CBLB -0.011 0.09 -10000 0 -0.26 15 15
CD4-positive CD25-positive alpha-beta regulatory T cell lineage commitment -0.092 0.27 -10000 0 -0.78 33 33
JUNB 0.021 0.033 -10000 0 -0.59 1 1
CaM/Ca2+/Calcineurin A alpha-beta B1 -0.015 0.11 -10000 0 -0.31 45 45
T cell anergy -0.037 0.15 0.26 2 -0.41 44 46
TLE4 -0.021 0.15 -10000 0 -0.48 24 24
Jun/NFAT1-c-4/p21SNFT -0.036 0.26 -10000 0 -0.88 17 17
AP-1/NFAT1-c-4 -0.14 0.38 -10000 0 -1 33 33
IKZF1 -0.021 0.18 -10000 0 -0.7 13 13
T-helper 2 cell differentiation -0.068 0.25 -10000 0 -0.75 29 29
AP-1/NFAT1 -0.076 0.22 -10000 0 -0.44 71 71
CALM1 0.003 0.071 -10000 0 -10000 0 0
EGR2 -0.05 0.27 -10000 0 -1 15 15
EGR3 -0.061 0.3 -10000 0 -1.1 18 18
NFAT1/FOXP3 0.005 0.16 -10000 0 -0.46 25 25
EGR1 0.001 0.11 -10000 0 -0.59 11 11
JUN 0.006 0.034 -10000 0 -10000 0 0
EGR4 0.025 0.029 0.23 6 -10000 0 6
mol:Ca2+ -0.019 0.065 -10000 0 -0.18 45 45
GBP3 -0.04 0.21 -10000 0 -0.61 33 33
FOSL1 0.024 0.011 0.23 1 -10000 0 1
NFAT1-c-4/MAF/IRF4 -0.021 0.24 -10000 0 -0.84 17 17
DGKA -0.02 0.15 -10000 0 -0.49 22 22
CREM 0.023 0.005 -10000 0 -10000 0 0
NFAT1-c-4/PPARG -0.068 0.27 -10000 0 -0.9 19 19
CTLA4 -0.011 0.13 -10000 0 -0.46 13 13
NFAT1-c-4 (dimer)/EGR1 -0.04 0.26 -10000 0 -0.88 18 18
NFAT1-c-4 (dimer)/EGR4 -0.027 0.25 -10000 0 -0.86 17 17
FOS -0.086 0.22 -10000 0 -0.6 52 52
IFNG -0.11 0.31 -10000 0 -0.87 36 36
T cell activation -0.066 0.18 -10000 0 -0.67 12 12
MAF 0.022 0.006 -10000 0 -10000 0 0
T-helper 2 cell lineage commitment 0 0 -10000 0 -10000 0 0
activation-induced cell death of T cells 0.026 0.17 0.76 10 -10000 0 10
TNF -0.061 0.25 -10000 0 -0.8 25 25
FASLG -0.12 0.42 -10000 0 -1.4 27 27
TBX21 -0.037 0.19 -10000 0 -0.57 36 36
BATF3 0.023 0.004 -10000 0 -10000 0 0
PRKCQ -0.026 0.17 -10000 0 -0.6 27 27
PTPN1 -0.019 0.15 -10000 0 -0.47 25 25
NFAT1-c-4/ICER1 -0.028 0.24 -10000 0 -0.89 15 15
GATA3 0.006 0.1 0.23 2 -0.59 10 12
T-helper 1 cell differentiation -0.1 0.3 -10000 0 -0.84 37 37
IL2RA -0.089 0.27 -10000 0 -0.75 36 36
T-helper 1 cell lineage commitment 0 0 -10000 0 -10000 0 0
CASP3 -0.017 0.15 -10000 0 -0.48 22 22
E2F1 0.026 0.005 -10000 0 -10000 0 0
PPARG -0.041 0.18 -10000 0 -0.59 35 35
SLC3A2 -0.019 0.15 -10000 0 -0.48 23 23
IRF4 0.019 0.047 -10000 0 -0.59 2 2
PTGS2 -0.16 0.34 -10000 0 -0.91 43 43
CSF2 -0.18 0.35 -10000 0 -0.91 42 42
JunB/Fra1/NFAT1-c-4 -0.02 0.24 -10000 0 -0.85 15 15
IL4 -0.071 0.26 -10000 0 -0.8 28 28
IL5 -0.15 0.31 -10000 0 -0.88 32 32
IL2 -0.067 0.19 -10000 0 -0.69 11 11
IL3 -0.05 0.17 -10000 0 -0.71 16 16
RNF128 -0.069 0.24 -10000 0 -0.66 47 47
NFATC1 -0.027 0.17 -10000 0 -0.77 10 10
CDK4 0.03 0.14 0.54 7 -10000 0 7
PTPRK -0.019 0.15 -10000 0 -0.52 17 17
IL8 -0.14 0.32 -10000 0 -0.9 31 31
POU2F1 0.023 0.005 -10000 0 -10000 0 0
LPA4-mediated signaling events

Figure S25.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S25.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ADCY4 -0.036 0.1 -10000 0 -0.39 27 27
ADCY5 -0.034 0.1 -10000 0 -0.39 25 25
ADCY6 -0.01 0.034 -10000 0 -0.38 3 3
ADCY7 -0.009 0.034 -10000 0 -0.38 3 3
ADCY1 -0.011 0.04 -10000 0 -0.38 4 4
ADCY2 -0.013 0.093 0.29 11 -0.38 14 25
ADCY3 -0.009 0.028 -10000 0 -0.37 2 2
ADCY8 -0.11 0.16 -10000 0 -0.38 96 96
PRKCE 0.003 0.033 -10000 0 -0.44 2 2
ADCY9 -0.009 0.034 -10000 0 -0.38 3 3
mol:DAG 0 0 -10000 0 -10000 0 0
cAMP biosynthetic process -0.025 0.14 0.24 30 -0.31 16 46
PLK1 signaling events

Figure S26.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S26.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
regulation of centriole-centriole cohesion -0.003 0.055 0.16 33 -10000 0 33
BUB1B 0.019 0.026 -10000 0 -0.22 1 1
PLK1 0.009 0.018 0.084 3 -10000 0 3
PLK1S1 0.01 0.021 -10000 0 -0.18 3 3
KIF2A 0.007 0.016 0.22 1 -10000 0 1
regulation of mitotic centrosome separation 0.009 0.018 0.088 2 -10000 0 2
GOLGA2 0.023 0.003 -10000 0 -10000 0 0
Hec1/SPC24 0.11 0.1 0.26 76 -0.17 1 77
WEE1 0.012 0.047 -10000 0 -0.33 5 5
cytokinesis 0.009 0.078 0.2 2 -0.3 12 14
PP2A-alpha B56 0.056 0.043 -10000 0 -0.46 1 1
AURKA 0.012 0.024 0.16 2 -0.2 2 4
PICH/PLK1 0.034 0.052 0.23 6 -0.24 1 7
CENPE 0.003 0.024 0.27 1 -10000 0 1
RhoA/GTP 0.016 0.006 -10000 0 -10000 0 0
positive regulation of microtubule depolymerization 0.007 0.017 0.22 1 -10000 0 1
PPP2CA 0.022 0.007 -10000 0 -10000 0 0
FZR1 0.023 0.004 -10000 0 -10000 0 0
TPX2 0.051 0.041 0.17 22 -10000 0 22
PAK1 0.024 0.019 0.37 1 -10000 0 1
SPC24 0.074 0.098 0.24 87 -0.31 2 89
FBXW11 0.022 0.007 -10000 0 -10000 0 0
CLSPN 0.01 0.046 -10000 0 -0.23 10 10
GORASP1 0.021 0.007 -10000 0 -10000 0 0
metaphase 0 0.002 0.012 5 -0.013 1 6
mol:GTP 0 0 -10000 0 -10000 0 0
NLP 0.004 0.009 0.048 3 -10000 0 3
G2 phase of mitotic cell cycle -0.001 0.002 0.012 2 -10000 0 2
STAG2 0.023 0.003 -10000 0 -10000 0 0
GRASP65/GM130/RAB1/GTP -0.032 0.16 -10000 0 -0.53 33 33
spindle elongation 0.009 0.018 0.088 2 -10000 0 2
ODF2 0.023 0.003 -10000 0 -10000 0 0
BUB1 0.034 0.046 -10000 0 -0.49 1 1
TPT1 -0.003 0.05 -10000 0 -0.19 23 23
CDC25C 0.036 0.1 0.19 2 -0.3 28 30
CDC25B 0.021 0.012 -10000 0 -10000 0 0
SGOL1 0.003 0.055 -10000 0 -0.16 33 33
RHOA 0.021 0.008 -10000 0 -10000 0 0
CCNB1/CDK1 0.042 0.056 -10000 0 -0.23 2 2
CDC14B -0.004 0.004 -10000 0 -10000 0 0
CDC20 0.15 0.11 0.23 214 -0.31 4 218
PLK1/PBIP1 0.003 0.016 0.18 1 -10000 0 1
mitosis -0.002 0.003 0.019 2 -0.018 6 8
FBXO5 0.006 0.022 0.13 3 -10000 0 3
CDC2 0.001 0.003 -10000 0 -0.012 4 4
NDC80 0.094 0.11 0.25 108 -10000 0 108
metaphase plate congression 0.003 0.052 -10000 0 -0.24 15 15
ERCC6L 0.031 0.054 0.2 6 -0.28 1 7
NLP/gamma Tubulin 0.005 0.015 0.067 1 -0.1 2 3
microtubule cytoskeleton organization -0.003 0.05 -10000 0 -0.19 23 23
G2/M transition DNA damage checkpoint -0.001 0.001 -10000 0 -10000 0 0
PPP1R12A 0.024 0.002 -10000 0 -10000 0 0
interphase -0.001 0.001 -10000 0 -10000 0 0
PLK1/PRC1-2 0.08 0.087 0.26 27 -0.2 4 31
GRASP65/GM130/RAB1/GTP/PLK1 0.039 0.021 -10000 0 -10000 0 0
RAB1A 0.022 0.006 -10000 0 -10000 0 0
prophase 0 0 -10000 0 -10000 0 0
Aurora A/BORA 0.006 0.015 0.084 3 -10000 0 3
mitotic prometaphase 0 0.004 0.017 14 -10000 0 14
proteasomal ubiquitin-dependent protein catabolic process 0.009 0.1 0.23 1 -0.49 11 12
microtubule-based process 0.062 0.075 0.16 107 -0.18 6 113
Golgi organization 0.009 0.018 0.088 2 -10000 0 2
Cohesin/SA2 0.022 0.015 -10000 0 -10000 0 0
PPP1CB/MYPT1 0.034 0.007 -10000 0 -10000 0 0
KIF20A 0.079 0.11 0.23 107 -0.31 8 115
APC/C/CDC20 0.11 0.079 0.17 207 -0.18 4 211
PPP2R1A 0.023 0.005 -10000 0 -10000 0 0
chromosome segregation 0.003 0.016 0.18 1 -10000 0 1
PRC1 0.042 0.061 0.24 29 -10000 0 29
ECT2 0.099 0.11 0.22 155 -10000 0 155
C13orf34 0.007 0.015 0.075 3 -10000 0 3
NUDC 0.003 0.052 -10000 0 -0.24 15 15
regulation of attachment of spindle microtubules to kinetochore 0.019 0.026 -10000 0 -0.22 1 1
spindle assembly 0.007 0.015 0.076 2 -10000 0 2
spindle stabilization 0.009 0.021 -10000 0 -0.18 3 3
APC/C/HCDH1 0.02 0.005 -10000 0 -10000 0 0
MKLP2/PLK1 0.062 0.076 0.16 107 -0.18 6 113
CCNB1 0.046 0.075 0.23 43 -0.32 2 45
PPP1CB 0.023 0.004 -10000 0 -10000 0 0
BTRC 0.023 0.005 -10000 0 -10000 0 0
ROCK2 0.002 0.055 -10000 0 -0.27 5 5
TUBG1 0.007 0.027 -10000 0 -0.19 6 6
G2/M transition of mitotic cell cycle 0.006 0.029 -10000 0 -0.23 2 2
MLF1IP 0 0.023 0.31 1 -10000 0 1
INCENP 0.023 0.002 -10000 0 -10000 0 0
Glucocorticoid receptor regulatory network

Figure S27.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S27.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PCK2 0.003 0.095 -10000 0 -0.48 1 1
SMARCC2 0.024 0.002 -10000 0 -10000 0 0
SMARCC1 0.022 0.008 -10000 0 -10000 0 0
TBX21 -0.094 0.31 -10000 0 -0.87 41 41
SUMO2 0.022 0.009 -10000 0 -10000 0 0
STAT1 (dimer) 0.027 0.005 -10000 0 -10000 0 0
FKBP4 0.023 0.021 0.39 1 -10000 0 1
FKBP5 0.023 0.003 -10000 0 -10000 0 0
GR alpha/HSP90/FKBP51/HSP90 0.027 0.12 0.33 8 -10000 0 8
PRL 0.003 0.1 -10000 0 -10000 0 0
cortisol/GR alpha (dimer)/TIF2 0.041 0.27 0.54 38 -0.4 22 60
RELA -0.062 0.13 -10000 0 -0.29 41 41
FGG -0.22 0.37 0.46 17 -0.62 142 159
GR beta/TIF2 0.017 0.13 0.32 18 -0.3 1 19
IFNG -0.01 0.21 -10000 0 -0.83 10 10
apoptosis -0.011 0.13 0.42 1 -0.57 7 8
CREB1 0.026 0.011 -10000 0 -10000 0 0
histone acetylation -0.008 0.12 0.33 1 -0.35 12 13
BGLAP 0.005 0.12 -10000 0 -0.55 1 1
GR/PKAc 0.029 0.11 0.32 7 -10000 0 7
NF kappa B1 p50/RelA -0.12 0.24 -10000 0 -0.41 116 116
SMARCD1 0.024 0.002 -10000 0 -10000 0 0
MDM2 0.016 0.086 0.23 23 -10000 0 23
GATA3 0.009 0.1 0.23 2 -0.59 10 12
AKT1 0.019 0.005 -10000 0 -10000 0 0
CSF2 -0.16 0.41 -10000 0 -1.2 45 45
GSK3B 0.02 0.011 -10000 0 -10000 0 0
NR1I3 0 0.13 0.68 1 -0.61 3 4
CSN2 -0.024 0.18 0.36 21 -0.36 24 45
BRG1/BAF155/BAF170/BAF60A 0.057 0.022 -10000 0 -10000 0 0
NFATC1 0.021 0.033 -10000 0 -0.59 1 1
POU2F1 0.024 0.007 -10000 0 -10000 0 0
CDKN1A 0.013 0.058 0.8 1 -10000 0 1
response to stress 0 0 -10000 0 -10000 0 0
response to UV 0 0.004 -10000 0 -10000 0 0
SFN 0.036 0.067 0.23 27 -0.45 2 29
GR alpha/HSP90/FKBP51/HSP90/14-3-3 0.038 0.12 0.33 6 -10000 0 6
prolactin receptor activity 0 0 -10000 0 -10000 0 0
EGR1 -0.021 0.19 0.44 2 -0.84 14 16
JUN 0.015 0.11 0.35 1 -0.42 5 6
IL4 -0.009 0.12 -10000 0 -0.45 6 6
CDK5R1 0.029 0.033 0.23 9 -10000 0 9
PRKACA 0.023 0.005 -10000 0 -10000 0 0
cortisol/GR alpha (monomer)/AP-1 -0.16 0.17 -10000 0 -0.45 66 66
GR alpha/HSP90/FKBP51/HSP90/PP5C 0.032 0.11 0.34 6 -10000 0 6
cortisol/GR alpha (monomer) 0.043 0.31 0.63 40 -0.46 25 65
NCOA2 0.021 0.033 -10000 0 -0.59 1 1
response to hypoxia 0 0 -10000 0 -10000 0 0
FOS -0.037 0.23 -10000 0 -0.58 52 52
AP-1/NFAT1-c-4 0.021 0.22 -10000 0 -0.51 17 17
AFP 0.025 0.097 -10000 0 -10000 0 0
SUV420H1 0.023 0.004 -10000 0 -10000 0 0
IRF1 0.02 0.14 0.42 9 -0.43 2 11
TP53 0.032 0.008 -10000 0 -10000 0 0
PPP5C 0.023 0.005 -10000 0 -10000 0 0
KRT17 0.022 0.19 -10000 0 -0.65 5 5
KRT14 0.01 0.14 0.46 1 -0.93 2 3
TBP 0.027 0.005 -10000 0 -10000 0 0
CREBBP -0.003 0.046 0.34 1 -10000 0 1
HDAC1 0.022 0.004 -10000 0 -10000 0 0
HDAC2 0.033 0.027 -10000 0 -10000 0 0
AP-1 0.022 0.22 -10000 0 -0.52 16 16
MAPK14 0.022 0.009 -10000 0 -10000 0 0
MAPK10 0.014 0.066 -10000 0 -0.59 4 4
MAPK11 0.021 0.01 -10000 0 -10000 0 0
KRT5 0.025 0.19 -10000 0 -0.64 8 8
interleukin-1 receptor activity 0.009 0.026 -10000 0 -10000 0 0
NCOA1 0.024 0.004 -10000 0 -10000 0 0
STAT1 0.027 0.005 -10000 0 -10000 0 0
CGA -0.002 0.12 -10000 0 -0.56 1 1
NF kappa B1 p50/RelA/Cbp/cortisol/GR alpha (monomer)/HDAC2 -0.003 0.2 0.47 35 -0.36 9 44
MAPK3 0.022 0.009 -10000 0 -10000 0 0
MAPK1 0.021 0.01 -10000 0 -10000 0 0
ICAM1 -0.15 0.37 -10000 0 -0.97 44 44
NFKB1 -0.06 0.13 -10000 0 -0.25 66 66
MAPK8 0.004 0.15 0.37 1 -0.38 18 19
MAPK9 0.02 0.01 -10000 0 -10000 0 0
cortisol/GR alpha (dimer) -0.013 0.14 0.42 1 -0.6 7 8
BAX 0.009 0.047 -10000 0 -10000 0 0
POMC -0.06 0.21 0.46 2 -0.74 11 13
EP300 -0.002 0.048 0.34 1 -10000 0 1
cortisol/GR alpha (dimer)/p53 0.043 0.26 0.53 37 -0.4 20 57
proteasomal ubiquitin-dependent protein catabolic process 0 0.07 0.21 12 -0.2 1 13
SGK1 0.011 0.077 -10000 0 -10000 0 0
IL13 -0.021 0.18 -10000 0 -0.63 11 11
IL6 -0.27 0.52 -10000 0 -1.2 82 82
PRKACG 0.019 0.012 0.23 1 -10000 0 1
IL5 -0.02 0.15 -10000 0 -0.66 5 5
IL2 -0.011 0.17 -10000 0 -0.57 7 7
CDK5 0.023 0.004 -10000 0 -10000 0 0
PRKACB 0.023 0.004 -10000 0 -10000 0 0
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
IL8 -0.089 0.24 -10000 0 -0.63 31 31
CDK5R1/CDK5 0.037 0.025 -10000 0 -10000 0 0
NF kappa B1 p50/RelA/PKAc -0.067 0.2 -10000 0 -0.44 41 41
cortisol/GR alpha (dimer)/Hsp90/FKBP52/HSP90 0.052 0.25 0.52 39 -0.37 18 57
SMARCA4 0.024 0.005 -10000 0 -10000 0 0
chromatin remodeling 0.022 0.14 0.36 19 -0.35 1 20
NF kappa B1 p50/RelA/Cbp -0.077 0.21 0.37 1 -0.47 39 40
JUN (dimer) 0.015 0.11 0.35 1 -0.42 5 6
YWHAH 0.023 0.005 -10000 0 -10000 0 0
VIPR1 -0.36 0.48 -10000 0 -0.94 137 137
NR3C1 0.017 0.18 0.45 23 -10000 0 23
NR4A1 -0.086 0.24 -10000 0 -0.58 65 65
TIF2/SUV420H1 0.031 0.027 -10000 0 -0.44 1 1
MAPKKK cascade -0.011 0.13 0.42 1 -0.57 7 8
cortisol/GR alpha (dimer)/Src-1 0.045 0.27 0.54 38 -0.4 22 60
PBX1 0.021 0.047 -10000 0 -0.59 2 2
POU1F1 0.02 0.021 0.23 3 -10000 0 3
SELE -0.35 0.57 -10000 0 -1.1 110 110
cortisol/GR alpha/BRG1/BAF155/BAF170/BAF60A 0.022 0.14 0.36 19 -0.36 1 20
cortisol/GR alpha (monomer)/Hsp90/FKBP52/HSP90 0.052 0.25 0.52 39 -0.37 18 57
mol:cortisol 0.016 0.18 0.35 43 -0.24 26 69
MMP1 0.056 0.097 -10000 0 -0.55 2 2
Syndecan-3-mediated signaling events

Figure S28.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S28.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CTTN 0.02 0.008 -10000 0 -10000 0 0
Syndecan-3/Src/Cortactin 0.03 0.08 -10000 0 -0.32 13 13
Syndecan-3/Neurocan 0.026 0.07 -10000 0 -0.36 7 7
POMC 0.039 0.079 0.24 32 -0.59 2 34
EGFR 0.019 0.096 0.39 7 -0.59 6 13
Syndecan-3/EGFR 0.018 0.073 0.33 1 -0.35 8 9
AGRP -0.25 0.3 -10000 0 -0.59 155 155
NCSTN 0.023 0.005 -10000 0 -10000 0 0
PSENEN 0.022 0.007 -10000 0 -10000 0 0
RP11-540L11.1 0 0 -10000 0 -10000 0 0
APH1B 0.024 0.002 -10000 0 -10000 0 0
APH1A 0.022 0.006 -10000 0 -10000 0 0
NCAN 0.035 0.057 0.23 23 -0.31 1 24
long-term memory 0.028 0.063 -10000 0 -0.36 7 7
Syndecan-3/IL8 0.023 0.072 0.25 1 -0.36 8 9
PSEN1 0.023 0.005 -10000 0 -10000 0 0
Src/Cortactin 0.029 0.013 -10000 0 -10000 0 0
FYN 0.024 0.002 -10000 0 -10000 0 0
limb bud formation 0.002 0.056 -10000 0 -0.38 7 7
MC4R 0.033 0.05 0.25 17 -10000 0 17
SRC 0.023 0.005 -10000 0 -10000 0 0
PTN 0.009 0.093 0.23 1 -0.59 8 9
FGFR/FGF/Syndecan-3 0.002 0.056 -10000 0 -0.39 7 7
neuron projection morphogenesis 0.03 0.093 0.27 5 -0.35 6 11
Syndecan-3/AgRP -0.13 0.16 -10000 0 -0.31 133 133
Syndecan-3/AgRP/MC4R -0.12 0.17 0.33 1 -0.31 132 133
Fyn/Cortactin 0.03 0.013 -10000 0 -10000 0 0
SDC3 0.002 0.057 -10000 0 -0.39 7 7
GO:0007205 0 0 -10000 0 -10000 0 0
positive regulation of leukocyte migration 0.023 0.071 0.24 1 -0.35 8 9
IL8 0.028 0.065 0.25 13 -0.59 2 15
Syndecan-3/Fyn/Cortactin 0.029 0.064 -10000 0 -0.36 7 7
Syndecan-3/CASK 0 0.057 -10000 0 -0.37 7 7
alpha-MSH/MC4R 0.05 0.065 0.27 4 -0.44 2 6
Gamma Secretase 0.058 0.027 -10000 0 -10000 0 0
IL23-mediated signaling events

Figure S29.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S29.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CCL2 -0.12 0.42 -10000 0 -1.2 32 32
IL23A -0.093 0.39 -10000 0 -1.3 17 17
NF kappa B1 p50/RelA/I kappa B alpha -0.087 0.4 -10000 0 -1.1 30 30
positive regulation of T cell mediated cytotoxicity -0.12 0.45 -10000 0 -1.2 32 32
ITGA3 -0.11 0.41 -10000 0 -1.2 28 28
IL17F -0.011 0.28 -10000 0 -0.7 25 25
IL12B 0.019 0.041 -10000 0 -10000 0 0
STAT1 (dimer) -0.11 0.43 -10000 0 -1.2 32 32
CD4 -0.095 0.4 -10000 0 -1.2 22 22
IL23 -0.085 0.38 -10000 0 -1.2 17 17
IL23R -0.011 0.18 -10000 0 -0.84 13 13
IL1B -0.1 0.4 -10000 0 -1.2 22 22
T-helper cell lineage commitment 0 0 -10000 0 -10000 0 0
IL24 -0.098 0.38 -10000 0 -1.1 22 22
TYK2 0.015 0.034 -10000 0 -10000 0 0
STAT4 0.014 0.073 -10000 0 -0.59 5 5
STAT3 0.023 0.003 -10000 0 -10000 0 0
IL18RAP -0.005 0.13 -10000 0 -0.59 16 16
IL12RB1 -0.014 0.14 -10000 0 -0.61 17 17
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
IL12Rbeta1/TYK2 -0.001 0.11 -10000 0 -0.46 17 17
IL23R/JAK2 0.006 0.18 -10000 0 -0.77 11 11
positive regulation of chronic inflammatory response -0.12 0.45 -10000 0 -1.2 32 32
natural killer cell activation 0 0.006 -10000 0 -10000 0 0
JAK2 0.019 0.04 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
NFKB1 0.022 0.009 -10000 0 -10000 0 0
RELA 0.023 0.008 -10000 0 -10000 0 0
positive regulation of dendritic cell antigen processing and presentation -0.078 0.36 -10000 0 -1.2 17 17
ALOX12B -0.096 0.39 -10000 0 -1.1 28 28
CXCL1 -0.12 0.44 -10000 0 -1.3 32 32
T cell proliferation -0.12 0.45 -10000 0 -1.2 32 32
NFKBIA 0.022 0.009 -10000 0 -10000 0 0
IL17A 0 0.23 -10000 0 -0.58 15 15
PI3K -0.11 0.37 -10000 0 -1.1 26 26
IFNG -0.003 0.036 0.094 1 -0.12 16 17
STAT3 (dimer) -0.1 0.36 -10000 0 -1.1 25 25
IL18R1 0.018 0.057 -10000 0 -0.58 3 3
IL23/IL23R/JAK2/TYK2/SOCS3 -0.07 0.31 -10000 0 -0.88 27 27
IL18/IL18R 0.024 0.11 -10000 0 -0.41 18 18
macrophage activation -0.005 0.018 0.028 1 -0.045 17 18
TNF -0.11 0.42 -10000 0 -1.3 24 24
STAT3/STAT4 -0.1 0.42 -10000 0 -1.1 33 33
STAT4 (dimer) -0.12 0.43 -10000 0 -1.2 33 33
IL18 0.019 0.047 -10000 0 -0.59 2 2
IL19 -0.099 0.38 -10000 0 -1.1 28 28
STAT5A (dimer) -0.11 0.43 -10000 0 -1.2 32 32
STAT1 0.023 0.004 -10000 0 -10000 0 0
SOCS3 0.02 0.047 -10000 0 -0.59 2 2
CXCL9 -0.11 0.42 -10000 0 -1.2 30 30
MPO -0.13 0.43 -10000 0 -1.2 37 37
positive regulation of humoral immune response -0.12 0.45 -10000 0 -1.2 32 32
IL23/IL23R/JAK2/TYK2 -0.13 0.49 -10000 0 -1.3 32 32
IL6 -0.24 0.6 -10000 0 -1.3 79 79
STAT5A 0.021 0.033 -10000 0 -0.59 1 1
IL2 0.01 0.022 -10000 0 -10000 0 0
positive regulation of tyrosine phosphorylation of STAT protein 0 0.006 -10000 0 -10000 0 0
CD3E -0.11 0.4 -10000 0 -1.1 28 28
keratinocyte proliferation -0.12 0.45 -10000 0 -1.2 32 32
NOS2 -0.14 0.46 -10000 0 -1.2 41 41
Coregulation of Androgen receptor activity

Figure S30.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S30.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
NRIP1 0.022 0.006 -10000 0 -10000 0 0
SVIL 0.023 0.005 -10000 0 -10000 0 0
ZNF318 0.023 0.005 -10000 0 -10000 0 0
JMJD2C 0.006 0.011 0.053 1 -10000 0 1
T-DHT/AR/Ubc9 -0.078 0.17 -10000 0 -0.41 65 65
CARM1 0.023 0.005 -10000 0 -10000 0 0
PRDX1 0.023 0.005 -10000 0 -10000 0 0
PELP1 0.022 0.005 -10000 0 -10000 0 0
CTNNB1 0.021 0.007 -10000 0 -10000 0 0
AKT1 0.022 0.006 -10000 0 -10000 0 0
PTK2B 0.021 0.008 -10000 0 -10000 0 0
MED1 0.023 0.003 -10000 0 -10000 0 0
MAK -0.015 0.15 -10000 0 -0.59 21 21
response to oxidative stress 0 0 -10000 0 -10000 0 0
HIP1 0.021 0.033 -10000 0 -0.59 1 1
GSN 0.024 0.003 -10000 0 -10000 0 0
NCOA2 0.021 0.033 -10000 0 -0.59 1 1
NCOA6 0.023 0.005 -10000 0 -10000 0 0
DNA-PK 0.043 0.014 -10000 0 -10000 0 0
NCOA4 0.023 0.005 -10000 0 -10000 0 0
PIAS3 0.023 0.004 -10000 0 -10000 0 0
cell proliferation -0.067 0.21 -10000 0 -0.76 26 26
XRCC5 0.023 0.005 -10000 0 -10000 0 0
UBE3A 0.023 0.004 -10000 0 -10000 0 0
T-DHT/AR/SNURF -0.089 0.18 -10000 0 -0.43 71 71
FHL2 -0.027 0.072 -10000 0 -10000 0 0
RANBP9 0.023 0.004 -10000 0 -10000 0 0
JMJD1A -0.039 0.065 -10000 0 -0.13 114 114
CDK6 0.024 0.028 0.39 2 -10000 0 2
TGFB1I1 0.024 0.003 -10000 0 -10000 0 0
T-DHT/AR/CyclinD1 -0.076 0.17 0.26 1 -0.41 61 62
XRCC6 0.023 0.005 -10000 0 -10000 0 0
T-DHT/AR -0.097 0.19 -10000 0 -0.44 65 65
CTDSP1 0.023 0.005 -10000 0 -10000 0 0
CTDSP2 0.023 0.003 -10000 0 -10000 0 0
BRCA1 0.023 0.003 -10000 0 -10000 0 0
TCF4 0.021 0.033 -10000 0 -0.59 1 1
CDKN2A 0.09 0.14 0.23 144 -0.31 15 159
SRF 0.027 0.004 -10000 0 -10000 0 0
NKX3-1 -0.11 0.18 -10000 0 -0.47 42 42
KLK3 0.01 0.045 -10000 0 -10000 0 0
TMF1 0.021 0.008 -10000 0 -10000 0 0
HNRNPA1 0.023 0.003 -10000 0 -10000 0 0
AOF2 0 0 -10000 0 -10000 0 0
APPL1 0.007 0.007 -10000 0 -10000 0 0
T-DHT/AR/Caspase 8 -0.076 0.17 -10000 0 -0.4 65 65
AR -0.12 0.24 -10000 0 -0.61 65 65
UBA3 0.021 0.008 -10000 0 -10000 0 0
PATZ1 0.023 0.005 -10000 0 -10000 0 0
PAWR 0.024 0.002 -10000 0 -10000 0 0
PRKDC 0.023 0.005 -10000 0 -10000 0 0
PA2G4 0.023 0.002 -10000 0 -10000 0 0
UBE2I 0.023 0.004 -10000 0 -10000 0 0
T-DHT/AR/Cyclin D3/CDK11 p58 -0.07 0.16 -10000 0 -0.37 65 65
RPS6KA3 0.023 0.005 -10000 0 -10000 0 0
T-DHT/AR/ARA70 -0.078 0.17 -10000 0 -0.41 65 65
LATS2 0.022 0.006 -10000 0 -10000 0 0
T-DHT/AR/PRX1 -0.07 0.16 -10000 0 -0.37 65 65
Cyclin D3/CDK11 p58 0.017 0.002 -10000 0 -10000 0 0
VAV3 0.023 0.004 -10000 0 -10000 0 0
KLK2 -0.039 0.099 -10000 0 -0.54 6 6
CASP8 0.023 0.005 -10000 0 -10000 0 0
T-DHT/AR/TIF2/CARM1 -0.062 0.16 -10000 0 -0.37 64 64
TMPRSS2 -0.35 0.49 -10000 0 -1 118 118
CCND1 0.011 0.082 0.39 1 -0.59 6 7
PIAS1 0.024 0.002 -10000 0 -10000 0 0
mol:T-DHT -0.017 0.03 -10000 0 -0.067 87 87
CDC2L1 0 0 -10000 0 -10000 0 0
PIAS4 0.023 0.005 -10000 0 -10000 0 0
T-DHT/AR/CDK6 -0.074 0.17 0.26 2 -0.4 65 67
CMTM2 -0.067 0.22 -10000 0 -0.59 50 50
SNURF 0.006 0.1 -10000 0 -0.59 10 10
ZMIZ1 -0.003 0.043 -10000 0 -10000 0 0
CCND3 0.023 0.003 -10000 0 -10000 0 0
TGIF1 0.022 0.005 -10000 0 -10000 0 0
FKBP4 0.023 0.021 0.39 1 -10000 0 1
Visual signal transduction: Cones

Figure S31.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S31.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Cone Metarhodopsin II/Cone Transducin 0.028 0.062 0.23 1 -0.32 9 10
RGS9BP 0 0.11 -10000 0 -0.59 12 12
mol:GTP 0 0 -10000 0 -10000 0 0
GRK1 0.02 0.023 0.31 2 -10000 0 2
mol:Na + 0.084 0.069 0.26 5 -0.18 1 6
mol:ADP 0.003 0.062 0.33 11 -10000 0 11
GNAT2 0.022 0.005 -10000 0 -10000 0 0
RGS9-1/Gbeta5/R9AP -0.005 0.14 -10000 0 -0.39 38 38
mol:GDP 0 0 -10000 0 -10000 0 0
PDE6H/GNAT2/GTP 0.026 0.009 -10000 0 -10000 0 0
GRK7 0.034 0.067 0.31 18 -10000 0 18
CNGB3 0.11 0.11 0.23 149 -0.31 1 150
Cone Metarhodopsin II/X-Arrestin 0.014 0.003 -10000 0 -10000 0 0
mol:Ca2+ 0.003 0.085 0.23 21 -10000 0 21
Cone PDE6 0.008 0.13 -10000 0 -0.35 36 36
Cone Metarhodopsin II 0.03 0.039 0.23 9 -10000 0 9
Na + (4 Units) 0.1 0.093 0.28 36 -10000 0 36
GNAT2/GDP 0.006 0.12 -10000 0 -0.34 38 38
GNB5 0.024 0.002 -10000 0 -10000 0 0
mol:GMP (4 units) -0.004 0.045 -10000 0 -10000 0 0
Cone Transducin 0.03 0.066 0.24 1 -0.34 9 10
SLC24A2 0.065 0.096 0.24 74 -0.31 2 76
GNB3/GNGT2 0.02 0.08 0.27 1 -0.4 11 12
GNB3 0.024 0.026 0.28 3 -10000 0 3
GNAT2/GTP 0.017 0.004 -10000 0 -10000 0 0
CNGA3 0.025 0.03 0.26 5 -10000 0 5
ARR3 0.019 0.004 -10000 0 -10000 0 0
absorption of light 0 0 -10000 0 -10000 0 0
cGMP/Cone CNG Channel 0.085 0.07 0.27 5 -0.18 1 6
mol:Pi -0.005 0.14 -10000 0 -0.39 38 38
Cone CNG Channel 0.079 0.06 -10000 0 -10000 0 0
mol:all-trans-retinal 0 0 -10000 0 -10000 0 0
mol:K + 0.065 0.096 0.24 74 -0.31 2 76
RGS9 -0.028 0.17 -10000 0 -0.59 29 29
PDE6C 0.018 0.005 -10000 0 -10000 0 0
GNGT2 0.004 0.11 -10000 0 -0.59 11 11
mol:cGMP (4 units) 0 0 -10000 0 -10000 0 0
PDE6H 0.018 0.005 -10000 0 -10000 0 0
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met)

Figure S32.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S32.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
MET/RANBP9 0.031 0.039 0.27 1 -0.44 2 3
CRKL -0.043 0.17 0.36 1 -0.58 22 23
mol:PIP3 0.009 0.013 -10000 0 -10000 0 0
AKT1 0.012 0.042 -10000 0 -10000 0 0
PTK2B 0.021 0.008 -10000 0 -10000 0 0
RAPGEF1 -0.042 0.16 0.3 2 -0.55 22 24
RANBP10 0.022 0.006 -10000 0 -10000 0 0
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
HGF/MET/SHIP2 -0.025 0.16 0.26 1 -0.38 55 56
MAP3K5 -0.037 0.16 0.31 2 -0.53 24 26
HGF/MET/CIN85/CBL/ENDOPHILINS -0.01 0.15 0.26 1 -0.34 55 56
AP1 -0.042 0.15 -10000 0 -0.39 52 52
mol:SU11274 0 0 -10000 0 -10000 0 0
SHC1 0.023 0.005 -10000 0 -10000 0 0
apoptosis -0.14 0.33 -10000 0 -0.76 71 71
STAT3 (dimer) -0.035 0.12 -10000 0 -0.3 48 48
GAB1/CRKL/SHP2/PI3K -0.015 0.13 -10000 0 -0.52 14 14
INPP5D 0.018 0.057 -10000 0 -0.59 3 3
CBL/CRK -0.036 0.16 -10000 0 -0.55 22 22
PTPN11 0.024 0.002 -10000 0 -10000 0 0
GO:0007205 0 0 -10000 0 -10000 0 0
PLCG1 0.023 0.004 -10000 0 -10000 0 0
PTEN 0.022 0.007 -10000 0 -10000 0 0
ELK1 -0.003 0.076 0.3 14 -0.22 2 16
mol:SU5416 0 0 -10000 0 -10000 0 0
SHP2/GRB2/SOS1GAB1 -0.02 0.081 -10000 0 -0.27 14 14
PAK1 0.014 0.05 0.39 1 -10000 0 1
HGF/MET/RANBP10 -0.025 0.16 0.26 1 -0.37 55 56
HRAS -0.044 0.15 -10000 0 -0.54 10 10
DOCK1 -0.042 0.16 0.34 1 -0.54 22 23
GAB1 -0.049 0.18 -10000 0 -0.6 22 22
CRK -0.048 0.16 -10000 0 -0.58 21 21
mol:PHA665752 0 0 -10000 0 -10000 0 0
mol:GDP -0.071 0.2 -10000 0 -0.5 60 60
JUN 0.023 0.005 -10000 0 -10000 0 0
EntrezGene:200958 0 0 -10000 0 -10000 0 0
HGF/MET -0.028 0.086 0.18 1 -0.22 56 57
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
cell morphogenesis 0.027 0.16 0.36 12 -0.46 10 22
GRB2/SHC 0 0.085 -10000 0 -0.26 5 5
FOS -0.069 0.22 -10000 0 -0.59 52 52
GLMN 0.003 0.001 -10000 0 -10000 0 0
cell motility -0.003 0.075 0.3 14 -0.22 2 16
HGF/MET/MUC20 -0.036 0.15 0.24 1 -0.37 58 59
cell migration 0 0.084 -10000 0 -0.26 5 5
GRB2 0.023 0.004 -10000 0 -10000 0 0
CBL 0.023 0.004 -10000 0 -10000 0 0
MET/RANBP10 0.03 0.039 0.27 1 -0.44 2 3
HGF/MET/Paxillin/FAK1/FAK12/RasGAP -0.03 0.12 -10000 0 -0.3 50 50
MET/MUC20 0.015 0.037 0.25 1 -0.43 2 3
RAP1B -0.036 0.16 0.36 2 -0.51 22 24
RAP1A -0.041 0.15 0.32 1 -0.51 22 23
HGF/MET/RANBP9 -0.025 0.16 0.26 1 -0.38 55 56
RAF1 -0.039 0.14 -10000 0 -0.54 8 8
STAT3 -0.035 0.12 -10000 0 -0.3 48 48
cell proliferation -0.043 0.16 0.26 4 -0.39 46 50
RPS6KB1 -0.001 0.034 -10000 0 -10000 0 0
MAPK3 -0.004 0.11 0.69 6 -10000 0 6
MAPK1 -0.001 0.11 0.66 7 -10000 0 7
RANBP9 0.023 0.004 -10000 0 -10000 0 0
MAPK8 -0.017 0.15 0.33 2 -0.52 19 21
SRC -0.038 0.11 -10000 0 -0.28 48 48
PI3K 0.003 0.06 -10000 0 -0.26 4 4
MET/Glomulin 0.014 0.039 0.28 1 -0.38 2 3
SOS1 0.023 0.004 -10000 0 -10000 0 0
MAP2K1 -0.038 0.13 -10000 0 -0.52 7 7
MET 0.02 0.051 0.39 1 -0.59 2 3
MAP4K1 -0.04 0.18 0.33 2 -0.55 26 28
PTK2 0.022 0.006 -10000 0 -10000 0 0
MAP2K2 -0.038 0.13 -10000 0 -0.52 7 7
BAD 0.01 0.041 -10000 0 -10000 0 0
MAP2K4 -0.034 0.15 0.3 2 -0.48 23 25
SHP2/GRB2/SOS1/GAB1 -0.023 0.16 -10000 0 -0.5 22 22
INPPL1 0.023 0.005 -10000 0 -10000 0 0
PXN 0.023 0.003 -10000 0 -10000 0 0
SH3KBP1 0.023 0.005 -10000 0 -10000 0 0
HGS -0.027 0.077 0.16 1 -0.2 52 53
PLCgamma1/PKC 0.017 0.003 -10000 0 -10000 0 0
HGF -0.076 0.22 -10000 0 -0.59 56 56
RASA1 0.022 0.007 -10000 0 -10000 0 0
NCK1 0.021 0.008 -10000 0 -10000 0 0
PTPRJ 0.023 0.003 -10000 0 -10000 0 0
NCK/PLCgamma1 -0.006 0.093 -10000 0 -0.22 49 49
PDPK1 0.008 0.02 -10000 0 -10000 0 0
HGF/MET/SHIP -0.027 0.16 0.26 1 -0.38 57 58
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha

Figure S33.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S33.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HIF3A -0.18 0.29 -10000 0 -0.59 113 113
oxygen homeostasis 0 0 -10000 0 -10000 0 0
TCEB2 0.023 0.004 -10000 0 -10000 0 0
TCEB1 0.023 0.005 -10000 0 -10000 0 0
HIF1A/p53 0.011 0.066 -10000 0 -0.28 12 12
HIF1A -0.002 0.05 -10000 0 -0.27 11 11
COPS5 0.023 0.005 -10000 0 -10000 0 0
VHL/Elongin B/Elongin C/RBX1/CUL2 0.06 0.026 -10000 0 -10000 0 0
FIH (dimer) 0.022 0.005 -10000 0 -10000 0 0
CDKN2A 0.09 0.14 0.23 144 -0.31 15 159
ARNT/IPAS -0.12 0.22 -10000 0 -0.41 116 116
HIF1AN 0.023 0.005 -10000 0 -10000 0 0
GNB2L1 0.021 0.007 -10000 0 -10000 0 0
HIF1A/ARNT 0.011 0.065 -10000 0 -0.27 14 14
CUL2 0.023 0.005 -10000 0 -10000 0 0
OS9 0.023 0.003 -10000 0 -10000 0 0
RACK1/Elongin B/Elongin C 0.042 0.016 -10000 0 -10000 0 0
response to hypoxia 0 0 -10000 0 -10000 0 0
HIF1A/Hsp90 0.011 0.065 -10000 0 -0.27 15 15
PHD1-3/OS9 0.071 0.055 -10000 0 -10000 0 0
HIF1A/RACK1/Elongin B/Elongin C 0.032 0.063 -10000 0 -0.28 5 5
VHL 0.021 0.007 -10000 0 -10000 0 0
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
HIF1A/JAB1 0.012 0.064 -10000 0 -0.28 13 13
EGLN3 0.059 0.086 0.24 58 -0.31 1 59
EGLN2 0.022 0.006 -10000 0 -10000 0 0
EGLN1 0.023 0.004 -10000 0 -10000 0 0
TP53 0.022 0.006 -10000 0 -10000 0 0
VHL/Elongin B/Elongin C/RBX1/CUL2/HIF1A -0.023 0.18 -10000 0 -0.58 33 33
ARNT 0.023 0.005 -10000 0 -10000 0 0
ARD1A 0 0 -10000 0 -10000 0 0
RBX1 0.023 0.005 -10000 0 -10000 0 0
HIF1A/p19ARF 0.05 0.11 0.24 6 -0.32 15 21
Glypican 2 network

Figure S34.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S34.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
MDK 0.03 0.044 0.39 3 -9999 0 3
GPC2 0.05 0.076 0.25 41 -9999 0 41
GPC2/Midkine 0.055 0.06 0.28 10 -9999 0 10
neuron projection morphogenesis 0.055 0.06 0.28 10 -9999 0 10
Signaling events mediated by VEGFR1 and VEGFR2

Figure S35.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S35.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
alphaV beta3 Integrin 0.026 0.062 -10000 0 -0.44 6 6
AKT1 0.007 0.17 0.37 6 -0.53 15 21
PTK2B -0.036 0.18 0.4 3 -0.75 9 12
VEGFR2 homodimer/Frs2 -0.05 0.18 -10000 0 -0.43 55 55
CAV1 -0.14 0.27 -10000 0 -0.59 92 92
CALM1 0.023 0.005 -10000 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Frs2 -0.034 0.17 -10000 0 -0.4 53 53
endothelial cell proliferation 0.003 0.17 0.33 11 -0.52 14 25
mol:Ca2+ -0.031 0.16 0.36 3 -0.7 8 11
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Rac -0.022 0.17 -10000 0 -0.73 8 8
RP11-342D11.1 -0.044 0.16 -10000 0 -0.37 48 48
CDH5 -0.068 0.22 -10000 0 -0.59 51 51
VEGFA homodimer 0.052 0.023 -10000 0 -10000 0 0
SHC1 0.023 0.005 -10000 0 -10000 0 0
SHC2 0.019 0.047 -10000 0 -0.59 2 2
HRAS/GDP -0.019 0.14 -10000 0 -0.57 8 8
SH2D2A 0.021 0.033 -10000 0 -0.59 1 1
VEGFR2 homodimer/VEGFA homodimer/SHP1/eNOS -0.015 0.16 -10000 0 -0.55 14 14
VEGFR2 homodimer/VEGFA homodimer/TsAd -0.033 0.17 -10000 0 -0.4 53 53
VEGFR1 homodimer 0.022 0.006 -10000 0 -10000 0 0
SHC/GRB2/SOS1 -0.005 0.15 -10000 0 -0.63 8 8
GRB10 -0.031 0.16 0.36 2 -0.7 8 10
PTPN11 0.024 0.002 -10000 0 -10000 0 0
GRB2 0.023 0.004 -10000 0 -10000 0 0
PAK1 0.024 0.02 0.39 1 -10000 0 1
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Cadherin/beta catenin -0.061 0.23 -10000 0 -0.66 30 30
HRAS 0.023 0.004 -10000 0 -10000 0 0
VEGF/Rho/ROCK1/Integrin Complex -0.027 0.11 -10000 0 -0.4 16 16
HIF1A 0.023 0.004 -10000 0 -10000 0 0
FRS2 0.023 0.004 -10000 0 -10000 0 0
oxygen and reactive oxygen species metabolic process -0.022 0.17 -10000 0 -0.72 8 8
mol:GTP 0 0 -10000 0 -10000 0 0
FLT4 -0.003 0.12 -10000 0 -0.59 14 14
Nck/Pak 0.03 0.013 -10000 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Fyn -0.033 0.17 -10000 0 -0.4 55 55
mol:GDP -0.013 0.14 -10000 0 -0.6 8 8
mol:NADP -0.007 0.15 0.32 5 -0.48 15 20
eNOS/Hsp90 0 0.15 0.32 5 -0.45 15 20
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
mol:IP3 -0.032 0.17 0.36 3 -0.71 8 11
HIF1A/ARNT 0.032 0.01 -10000 0 -10000 0 0
SHB 0.021 0.007 -10000 0 -10000 0 0
VEGFA 0.024 0.003 -10000 0 -10000 0 0
VEGFC 0.022 0.007 -10000 0 -10000 0 0
FAK1/Vinculin -0.032 0.19 0.31 2 -0.62 18 20
mol:Ca ++ 0 0 -10000 0 -10000 0 0
RHOA 0.021 0.008 -10000 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin -0.026 0.18 -10000 0 -0.75 10 10
PTPN6 0.022 0.006 -10000 0 -10000 0 0
EPAS1 -0.077 0.23 -10000 0 -0.58 59 59
mol:L-citrulline -0.007 0.15 0.32 5 -0.48 15 20
ITGAV 0.023 0.004 -10000 0 -10000 0 0
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Frs2/GRB2 -0.02 0.16 -10000 0 -0.39 44 44
VEGFR2 homodimer/VEGFA homodimer -0.031 0.17 -10000 0 -0.4 48 48
VEGFR2/3 heterodimer -0.064 0.2 -10000 0 -0.45 62 62
VEGFB 0.024 0.002 -10000 0 -10000 0 0
MAPK11 -0.034 0.16 0.45 3 -0.56 14 17
VEGFR2 homodimer -0.067 0.2 -10000 0 -0.49 56 56
FLT1 0.022 0.006 -10000 0 -10000 0 0
NEDD4 0.025 0.002 -10000 0 -10000 0 0
MAPK3 -0.04 0.16 0.34 5 -0.62 10 15
MAPK1 -0.038 0.16 0.36 5 -0.62 10 15
VEGFA145/NRP2 0.031 0.038 -10000 0 -0.43 2 2
VEGFR1/2 heterodimer -0.05 0.18 -10000 0 -0.42 56 56
KDR -0.068 0.2 -10000 0 -0.49 56 56
VEGFA165/NRP1/VEGFR2 homodimer -0.028 0.17 -10000 0 -0.78 8 8
SRC 0.023 0.005 -10000 0 -10000 0 0
platelet activating factor biosynthetic process -0.035 0.16 0.36 5 -0.62 10 15
PI3K -0.028 0.14 -10000 0 -0.66 9 9
VEGFR2 homodimer/VEGFA homodimer/NCK1 -0.032 0.16 -10000 0 -0.4 49 49
FES -0.036 0.17 0.36 2 -0.71 9 11
GAB1 -0.037 0.16 -10000 0 -0.56 15 15
VEGFR2 homodimer/VEGFA homodimer/Src -0.034 0.17 -10000 0 -0.4 53 53
CTNNB1 0.021 0.007 -10000 0 -10000 0 0
SOS1 0.023 0.004 -10000 0 -10000 0 0
ARNT 0.023 0.005 -10000 0 -10000 0 0
eNOS/Caveolin-1 -0.066 0.19 0.31 2 -0.47 38 40
VEGFR2 homodimer/VEGFA homodimer/Yes -0.033 0.17 -10000 0 -0.4 52 52
PI3K/GAB1 0 0.15 -10000 0 -0.53 12 12
VEGFR2 homodimer/VEGFA homodimer/Frs2/Nck/Pak -0.013 0.16 -10000 0 -0.67 8 8
PRKACA 0.023 0.005 -10000 0 -10000 0 0
VEGFR2/3 heterodimer/VEGFC homodimer -0.049 0.2 -10000 0 -0.44 52 52
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
CDC42 -0.032 0.17 0.36 3 -0.7 8 11
actin cytoskeleton reorganization -0.033 0.17 -10000 0 -0.39 53 53
PTK2 -0.047 0.2 0.32 2 -0.62 22 24
EDG1 -0.044 0.16 -10000 0 -0.37 48 48
mol:DAG -0.032 0.17 0.36 3 -0.71 8 11
CaM/Ca2+ -0.022 0.15 -10000 0 -0.66 8 8
MAP2K3 -0.039 0.12 -10000 0 -0.63 8 8
VEGFR2 homodimer/VEGFA homodimer/GRB10/NEDD4 -0.026 0.17 -10000 0 -0.73 8 8
PLCG1 -0.032 0.17 0.36 3 -0.72 8 11
VEGFR2 homodimer/VEGFA homodimer/Src/Shb -0.023 0.16 -10000 0 -0.4 41 41
IQGAP1 0.023 0.003 -10000 0 -10000 0 0
YES1 0.022 0.005 -10000 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/SHP2 -0.033 0.17 -10000 0 -0.4 55 55
VEGFR2 homodimer/VEGFA homodimer/SHP1 -0.033 0.17 -10000 0 -0.4 50 50
cell migration -0.044 0.19 0.32 1 -0.59 21 22
mol:PI-3-4-5-P3 -0.025 0.13 -10000 0 -0.6 9 9
FYN 0.024 0.002 -10000 0 -10000 0 0
VEGFB/NRP1 -0.03 0.15 -10000 0 -0.67 8 8
mol:NO -0.007 0.15 0.32 5 -0.48 15 20
PXN 0.023 0.003 -10000 0 -10000 0 0
HRAS/GTP -0.031 0.13 -10000 0 -0.57 8 8
VEGFR2 homodimer/VEGFA homodimer/GRB10 -0.034 0.16 -10000 0 -0.73 8 8
VHL 0.021 0.007 -10000 0 -10000 0 0
ITGB3 0.013 0.08 -10000 0 -0.59 6 6
NOS3 -0.011 0.17 0.34 4 -0.55 15 19
VEGFR2 homodimer/VEGFA homodimer/Sck -0.035 0.18 -10000 0 -0.41 54 54
RAC1 0.023 0.004 -10000 0 -10000 0 0
PRKCA -0.043 0.15 0.35 3 -0.64 9 12
PRKCB -0.053 0.17 0.35 3 -0.72 10 13
VCL 0.022 0.005 -10000 0 -10000 0 0
VEGFA165/NRP1 -0.03 0.16 -10000 0 -0.37 48 48
VEGFR1/2 heterodimer/VEGFA homodimer -0.035 0.17 -10000 0 -0.4 52 52
VEGFA165/NRP2 0.031 0.038 -10000 0 -0.43 2 2
MAPKKK cascade -0.028 0.13 -10000 0 -0.57 8 8
NRP2 0.019 0.047 -10000 0 -0.59 2 2
VEGFC homodimer 0.022 0.007 -10000 0 -10000 0 0
NCK1 0.021 0.008 -10000 0 -10000 0 0
ROCK1 0.023 0.003 -10000 0 -10000 0 0
FAK1/Paxillin -0.031 0.2 0.4 3 -0.62 19 22
MAP3K13 -0.031 0.13 -10000 0 -0.66 8 8
PDPK1 -0.026 0.12 0.27 1 -0.54 9 10
ErbB4 signaling events

Figure S36.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S36.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ErbB4/ErbB4/HBEGF/HBEGF -0.05 0.12 -10000 0 -0.41 13 13
epithelial cell differentiation -0.027 0.095 -10000 0 -0.36 7 7
ITCH 0.038 0.022 -10000 0 -10000 0 0
WWP1 -0.037 0.084 -10000 0 -10000 0 0
FYN 0.024 0.002 -10000 0 -10000 0 0
EGFR 0.019 0.096 0.39 7 -0.59 6 13
PRL 0.024 0.03 0.23 7 -10000 0 7
neuron projection morphogenesis -0.03 0.078 -10000 0 -0.37 2 2
PTPRZ1 0.15 0.14 0.23 222 -0.54 6 228
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/GRB2/SHC -0.011 0.093 -10000 0 -0.37 3 3
ErbB4 CYT2/ErbB4 CYT2/neuregulin 1 beta/neuregulin 1 beta -0.035 0.087 -10000 0 -0.36 9 9
ADAM17 0.037 0.022 -10000 0 -10000 0 0
ErbB4/ErbB4 -0.053 0.097 -10000 0 -0.3 6 6
ErbB4/ErbB4/neuregulin 3/neuregulin 3 -0.13 0.19 -10000 0 -0.42 92 92
NCOR1 0.023 0.005 -10000 0 -10000 0 0
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/Fyn -0.03 0.089 -10000 0 -0.35 8 8
GRIN2B -0.034 0.083 -10000 0 -0.33 8 8
ErbB4/ErbB2/betacellulin -0.041 0.12 -10000 0 -0.38 22 22
STAT1 0.023 0.004 -10000 0 -10000 0 0
HBEGF -0.007 0.13 -10000 0 -0.59 16 16
PRLR 0.021 0.092 0.28 14 -0.59 5 19
E4ICDs/ETO2 -0.041 0.1 -10000 0 -0.4 5 5
axon guidance -0.033 0.076 -10000 0 -0.4 3 3
NEDD4 0.038 0.022 -10000 0 -10000 0 0
Prolactin receptor/Prolactin receptor/Prolactin 0.028 0.071 0.27 5 -0.44 5 10
CBFA2T3 0.013 0.073 -10000 0 -0.59 5 5
ErbB4/ErbB2/HBEGF -0.032 0.099 -10000 0 -0.36 12 12
MAPK3 -0.022 0.086 -10000 0 -0.38 2 2
STAT1 (dimer) -0.036 0.096 -10000 0 -10000 0 0
MAPK1 -0.02 0.083 -10000 0 -0.38 2 2
JAK2 0.021 0.008 -10000 0 -10000 0 0
ErbB4/ErbB2/neuregulin 1 beta -0.034 0.084 -10000 0 -0.35 8 8
NRG1 0.004 0.074 -10000 0 -0.44 9 9
NRG3 -0.14 0.27 -10000 0 -0.59 93 93
NRG2 -0.044 0.19 -10000 0 -0.59 37 37
NRG4 0.052 0.07 0.23 48 -10000 0 48
heart development -0.033 0.076 -10000 0 -0.4 3 3
neural crest cell migration -0.034 0.083 -10000 0 -0.34 8 8
ERBB2 0.018 0.014 -10000 0 -10000 0 0
WWOX/E4ICDs -0.034 0.094 -10000 0 -10000 0 0
SHC1 0.023 0.005 -10000 0 -10000 0 0
ErbB4/EGFR/neuregulin 4 -0.02 0.12 0.3 2 -0.45 4 6
apoptosis 0.17 0.25 0.51 102 -10000 0 102
ErbB4/ErbB4/neuregulin 2 beta/neuregulin 2 beta -0.073 0.15 -10000 0 -0.42 36 36
ErbB4/ErbB2/epiregulin -0.074 0.16 -10000 0 -0.37 58 58
ErbB4/ErbB4/betacellulin/betacellulin -0.06 0.14 -10000 0 -0.42 24 24
ErbB4/ErbB4/HBEGF/HBEGF/Prolactin receptor/Prolactin receptor/Prolactin/JAK2 -0.023 0.12 -10000 0 -0.41 9 9
MDM2 -0.042 0.091 0.25 4 -10000 0 4
ErbB4 JM-B/ErbB4 JM-B/neuregulin 1 beta/neuregulin 1 beta -0.021 0.075 -10000 0 -0.34 8 8
STAT5A -0.035 0.076 -10000 0 -0.41 2 2
ErbB4/EGFR/neuregulin 1 beta -0.03 0.11 0.28 2 -0.42 11 13
DLG4 0.022 0.006 -10000 0 -10000 0 0
GRB2/SHC 0.033 0.009 -10000 0 -10000 0 0
E4ICDs/TAB2/NCoR1 -0.035 0.088 -10000 0 -10000 0 0
STAT5A (dimer) -0.024 0.1 -10000 0 -0.4 6 6
MAP3K7IP2 0 0 -10000 0 -10000 0 0
STAT5B (dimer) -0.024 0.082 -10000 0 -0.41 2 2
LRIG1 0.019 0.034 -10000 0 -0.59 1 1
EREG -0.082 0.24 0.24 9 -0.59 62 71
BTC -0.018 0.15 -10000 0 -0.59 23 23
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta -0.033 0.076 -10000 0 -0.4 3 3
ERBB4 -0.053 0.097 -10000 0 -0.3 6 6
STAT5B 0.023 0.003 -10000 0 -10000 0 0
YAP1 -0.007 0.074 -10000 0 -0.57 5 5
GRB2 0.023 0.004 -10000 0 -10000 0 0
ErbB4/ErbB2/neuregulin 4 -0.011 0.095 0.3 1 -10000 0 1
glial cell differentiation 0.034 0.087 -10000 0 -10000 0 0
WWOX 0.022 0.006 -10000 0 -10000 0 0
cell proliferation -0.064 0.13 -10000 0 -0.42 20 20
Syndecan-1-mediated signaling events

Figure S37.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S37.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TGFB1 0.023 0.005 -10000 0 -10000 0 0
CCL5 0.015 0.073 -10000 0 -0.59 5 5
SDCBP 0.023 0.005 -10000 0 -10000 0 0
FGFR/FGF2/Syndecan-1 0.023 0.061 0.27 4 -0.38 2 6
mol:PI-4-5-P2 0 0 -10000 0 -10000 0 0
RP11-540L11.1 0 0 -10000 0 -10000 0 0
Syndecan-1/Laminin-5 0.03 0.076 0.28 6 -0.36 3 9
Syndecan-1/Syntenin 0.032 0.071 0.28 6 -0.37 2 8
MAPK3 0.025 0.064 0.26 5 -0.43 1 6
HGF/MET -0.044 0.18 0.27 1 -0.42 59 60
TGFB1/TGF beta receptor Type II 0.023 0.005 -10000 0 -10000 0 0
BSG 0.023 0.005 -10000 0 -10000 0 0
keratinocyte migration 0.03 0.075 0.28 6 -0.35 3 9
Syndecan-1/RANTES 0.028 0.09 0.28 6 -0.41 7 13
Syndecan-1/CD147 0.043 0.07 0.4 1 -0.45 1 2
Syndecan-1/Syntenin/PIP2 0.029 0.065 0.24 5 -0.36 2 7
LAMA5 0.02 0.047 -10000 0 -0.59 2 2
positive regulation of cell-cell adhesion 0.028 0.063 0.22 4 -0.35 2 6
MMP7 0.024 0.078 0.23 14 -0.59 4 18
HGF -0.076 0.22 -10000 0 -0.59 56 56
Syndecan-1/CASK 0.015 0.064 0.22 4 -0.3 5 9
Syndecan-1/HGF/MET -0.01 0.15 0.34 2 -0.35 33 35
regulation of cell adhesion 0.016 0.059 0.23 5 -0.42 1 6
HPSE 0.022 0.005 -10000 0 -10000 0 0
positive regulation of cell migration 0.023 0.061 0.27 4 -0.38 2 6
SDC1 0.025 0.058 0.27 4 -0.36 2 6
Syndecan-1/Collagen 0.023 0.061 0.27 4 -0.38 2 6
PPIB 0.024 0.002 -10000 0 -10000 0 0
MET 0.02 0.051 0.39 1 -0.59 2 3
PRKACA 0.023 0.005 -10000 0 -10000 0 0
MMP9 0.043 0.06 0.23 33 -10000 0 33
MAPK1 0.023 0.061 0.22 4 -0.43 1 5
homophilic cell adhesion 0.023 0.063 0.26 4 -0.37 2 6
MMP1 0.15 0.11 0.23 212 -0.31 2 214
Reelin signaling pathway

Figure S38.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S38.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CDK5R1/CDK5 0.038 0.024 -10000 0 -10000 0 0
VLDLR 0.019 0.034 -10000 0 -0.59 1 1
CRKL 0.023 0.005 -10000 0 -10000 0 0
LRPAP1 0.021 0.007 -10000 0 -10000 0 0
FYN 0.024 0.002 -10000 0 -10000 0 0
ITGA3 0.011 0.086 -10000 0 -0.59 7 7
RELN/VLDLR/Fyn -0.008 0.13 -10000 0 -0.37 40 40
MAPK8IP1/MKK7/MAP3K11/JNK1 0.06 0.033 -10000 0 -0.33 1 1
AKT1 -0.013 0.072 0.21 1 -0.26 20 21
MAP2K7 0.023 0.005 -10000 0 -10000 0 0
RAPGEF1 0.023 0.004 -10000 0 -10000 0 0
DAB1 0.035 0.059 0.24 23 -0.31 1 24
RELN/LRP8/DAB1 0.003 0.13 0.29 1 -0.34 40 41
LRPAP1/LRP8 0.032 0.016 -10000 0 -10000 0 0
RELN/LRP8/DAB1/Fyn 0.013 0.13 0.28 1 -0.33 40 41
DAB1/alpha3/beta1 Integrin -0.002 0.12 -10000 0 -0.31 39 39
long-term memory -0.003 0.15 0.3 2 -0.34 51 53
DAB1/LIS1 0.015 0.12 -10000 0 -0.31 37 37
DAB1/CRLK/C3G 0.005 0.11 -10000 0 -0.31 30 30
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
DAB1/NCK2 0.017 0.13 0.31 1 -0.32 37 38
ARHGEF2 0.023 0.005 -10000 0 -10000 0 0
mol:Src family inhibitors PP1 and PP2 0 0 -10000 0 -10000 0 0
GRIN2A 0 0.14 0.23 15 -0.59 18 33
CDK5R1 0.029 0.033 0.23 9 -10000 0 9
RELN -0.047 0.2 0.23 3 -0.59 40 43
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
RELN/LRP8/Fyn -0.004 0.14 -10000 0 -0.38 40 40
GRIN2A/RELN/LRP8/DAB1/Fyn 0.009 0.16 0.32 2 -0.35 53 55
MAPK8 0.023 0.005 -10000 0 -10000 0 0
RELN/VLDLR/DAB1 -0.001 0.13 0.33 2 -0.34 40 42
ITGB1 0.023 0.005 -10000 0 -10000 0 0
MAP1B -0.027 0.12 -10000 0 -0.33 39 39
RELN/LRP8 -0.007 0.14 -10000 0 -0.37 40 40
GRIN2B/RELN/LRP8/DAB1/Fyn 0.023 0.14 0.31 3 -0.33 38 41
PI3K 0.017 0.018 -10000 0 -10000 0 0
mol:PP2 0 0 -10000 0 -10000 0 0
alpha3/beta1 Integrin 0.025 0.063 -10000 0 -0.4 7 7
RAP1A -0.027 0.11 0.32 6 -10000 0 6
PAFAH1B1 0.022 0.005 -10000 0 -10000 0 0
MAPK8IP1 0.022 0.035 0.23 1 -0.59 1 2
CRLK/C3G 0.033 0.009 -10000 0 -10000 0 0
GRIN2B 0.022 0.026 0.23 5 -10000 0 5
NCK2 0.023 0.003 -10000 0 -10000 0 0
neuron differentiation -0.003 0.084 -10000 0 -0.36 5 5
neuron adhesion -0.033 0.12 0.32 7 -0.36 1 8
LRP8 0.025 0.019 0.23 3 -10000 0 3
GSK3B -0.014 0.064 0.2 1 -0.26 13 14
RELN/VLDLR/DAB1/Fyn 0.009 0.13 0.32 2 -0.32 39 41
MAP3K11 0.024 0.001 -10000 0 -10000 0 0
RELN/VLDLR/DAB1/P13K -0.014 0.082 -10000 0 -0.28 23 23
CDK5 0.023 0.004 -10000 0 -10000 0 0
MAPT -0.006 0.086 0.72 2 -0.54 5 7
neuron migration 0.003 0.12 0.36 2 -0.35 14 16
RELN/LRP8/DAB1/Fyn/MAPK8IP1/MKK7/MAP3K11/JNK1 -0.003 0.083 -10000 0 -0.39 4 4
RELN/VLDLR 0.003 0.13 -10000 0 -0.34 39 39
Plasma membrane estrogen receptor signaling

Figure S39.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S39.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
GNB1/GNG2 0.034 0.082 -10000 0 -0.34 14 14
ER alpha/Gai/GDP/Gbeta gamma -0.037 0.19 -10000 0 -0.59 28 28
AKT1 -0.023 0.2 -10000 0 -0.82 19 19
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
E2/ER alpha (dimer)/PELP1/Src/PI3K -0.018 0.2 -10000 0 -0.83 19 19
mol:Ca2+ -0.089 0.2 -10000 0 -0.44 77 77
IGF1R 0.023 0.004 -10000 0 -10000 0 0
E2/ER alpha (dimer)/Striatin 0.015 0.078 -10000 0 -0.36 14 14
SHC1 0.023 0.005 -10000 0 -10000 0 0
apoptosis 0.02 0.19 0.78 19 -10000 0 19
RhoA/GTP 0.007 0.059 -10000 0 -0.29 12 12
E2/ER alpha (dimer)/PELP1/Src/p130 Cas -0.007 0.16 -10000 0 -0.51 24 24
regulation of stress fiber formation 0.007 0.061 -10000 0 -0.3 1 1
E2/ERA-ERB (dimer) 0.015 0.078 -10000 0 -0.36 14 14
KRAS 0.022 0.006 -10000 0 -10000 0 0
G13/GTP 0.015 0.071 -10000 0 -0.33 14 14
pseudopodium formation -0.007 0.061 0.3 1 -10000 0 1
E2/ER alpha (dimer)/PELP1 0.015 0.077 -10000 0 -0.36 14 14
GRB2 0.023 0.004 -10000 0 -10000 0 0
GNG2 0.019 0.047 -10000 0 -0.59 2 2
GNAO1 0.022 0.037 0.23 2 -0.59 1 3
HRAS 0.023 0.004 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
mol:NO -0.022 0.17 -10000 0 -0.55 26 26
E2/ER beta (dimer) 0.017 0.008 -10000 0 -10000 0 0
mol:GDP -0.002 0.087 -10000 0 -0.41 14 14
mol:NADP -0.022 0.17 -10000 0 -0.55 26 26
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
mol:IP3 -0.098 0.2 -10000 0 -0.46 77 77
IGF-1R heterotetramer 0.023 0.004 -10000 0 -10000 0 0
PLCB1 -0.092 0.2 -10000 0 -0.46 75 75
PLCB2 -0.099 0.21 -10000 0 -0.47 82 82
IGF1 0.015 0.074 0.23 1 -0.59 5 6
mol:L-citrulline -0.022 0.17 -10000 0 -0.55 26 26
RHOA 0.021 0.008 -10000 0 -10000 0 0
Gai/GDP -0.048 0.22 -10000 0 -0.61 44 44
JNK cascade 0.017 0.008 -10000 0 -10000 0 0
BCAR1 0.022 0.006 -10000 0 -10000 0 0
ESR2 0.023 0.012 0.23 1 -10000 0 1
GNAQ 0.021 0.033 -10000 0 -0.59 1 1
ESR1 -0.002 0.12 -10000 0 -0.59 14 14
Gq family/GDP/Gbeta gamma -0.068 0.2 -10000 0 -0.65 24 24
E2/ER alpha (dimer)/PELP1/Src/p52 SHC/GRB2/SOS1 0.019 0.07 -10000 0 -0.44 3 3
E2/ER alpha (dimer)/PELP1/Src/p52 SHC -0.005 0.16 -10000 0 -0.51 23 23
GNAZ 0.015 0.066 -10000 0 -0.59 4 4
E2/ER alpha (dimer) -0.001 0.089 -10000 0 -0.43 14 14
STRN 0.023 0.004 -10000 0 -10000 0 0
GNAL 0.02 0.047 -10000 0 -0.59 2 2
PELP1 0.022 0.005 -10000 0 -10000 0 0
MAPK11 0.01 0.005 -10000 0 -10000 0 0
GNAI2 0.021 0.008 -10000 0 -10000 0 0
GNAI3 0.023 0.005 -10000 0 -10000 0 0
GNAI1 0.021 0.033 -10000 0 -0.59 1 1
HBEGF -0.04 0.2 0.31 6 -0.56 31 37
cAMP biosynthetic process 0.012 0.066 -10000 0 -0.3 14 14
SRC -0.032 0.18 0.26 2 -0.56 27 29
PI3K 0.017 0.018 -10000 0 -10000 0 0
GNB1 0.022 0.005 -10000 0 -10000 0 0
G13/GDP/Gbeta gamma 0.021 0.092 -10000 0 -0.39 14 14
SOS1 0.023 0.004 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1 -0.024 0.12 -10000 0 -0.41 23 23
Gs family/GTP 0.018 0.069 -10000 0 -0.31 14 14
EntrezGene:2778 0 0 -10000 0 -10000 0 0
RAS family/GTP 0.04 0.016 -10000 0 -10000 0 0
vasodilation -0.02 0.16 -10000 0 -0.52 26 26
mol:DAG -0.098 0.2 -10000 0 -0.46 77 77
Gs family/GDP/Gbeta gamma 0.003 0.083 -10000 0 -0.36 14 14
MSN -0.008 0.064 0.3 1 -10000 0 1
Gq family/GTP -0.094 0.22 -10000 0 -0.48 80 80
mol:PI-3-4-5-P3 -0.016 0.19 -10000 0 -0.8 19 19
NRAS 0.023 0.005 -10000 0 -10000 0 0
mol:E2 0 0 -10000 0 -10000 0 0
cell adhesion 0.02 0.16 0.52 26 -10000 0 26
GRB2/SOS1 0.034 0.008 -10000 0 -10000 0 0
RhoA/GDP 0.009 0.086 -10000 0 -0.39 14 14
NOS3 -0.025 0.18 -10000 0 -0.58 26 26
GNA11 0.023 0.004 -10000 0 -10000 0 0
MAPKKK cascade -0.005 0.16 0.32 1 -0.64 18 19
E2/ER alpha (dimer)/PELP1/Src -0.012 0.17 -10000 0 -0.52 26 26
ruffle organization -0.007 0.061 0.3 1 -10000 0 1
ROCK2 -0.007 0.071 0.32 1 -0.28 7 8
GNA14 -0.11 0.25 -10000 0 -0.59 77 77
GNA15 0.021 0.033 -10000 0 -0.59 1 1
GNA13 0.023 0.003 -10000 0 -10000 0 0
MMP9 -0.029 0.18 0.35 6 -0.55 24 30
MMP2 -0.026 0.18 0.3 4 -0.55 25 29
IL12-mediated signaling events

Figure S40.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S40.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
IL12/IL12R/TYK2/JAK2/SOCS1 0.008 0.11 -10000 0 -0.36 16 16
TBX21 -0.13 0.47 -10000 0 -1.3 43 43
B2M 0.023 0.011 -10000 0 -10000 0 0
TYK2 0.013 0.031 -10000 0 -10000 0 0
IL12RB1 -0.016 0.14 -10000 0 -0.62 17 17
GADD45B -0.067 0.35 -10000 0 -1.2 25 25
IL12RB2 0.034 0.072 0.24 24 -0.3 1 25
GADD45G -0.049 0.3 -10000 0 -1 22 22
natural killer cell activation -0.001 0.017 -10000 0 -10000 0 0
RELB 0.024 0.02 0.39 1 -10000 0 1
RELA 0.024 0.001 -10000 0 -10000 0 0
IL18 0.017 0.05 -10000 0 -0.6 2 2
IL2RA 0.024 0.02 0.23 3 -10000 0 3
IFNG 0.016 0.066 0.23 1 -0.59 4 5
STAT3 (dimer) -0.051 0.28 -10000 0 -0.72 37 37
HLA-DRB5 -0.035 0.17 -10000 0 -0.59 29 29
FASLG -0.082 0.38 -10000 0 -1.2 29 29
NF kappa B2 p52/RelB -0.061 0.33 -10000 0 -0.89 34 34
CD4 0.008 0.067 -10000 0 -0.59 4 4
SOCS1 0.021 0.033 -10000 0 -0.59 1 1
EntrezGene:6955 -0.003 0.011 -10000 0 -10000 0 0
CD3D 0.004 0.082 -10000 0 -0.59 6 6
CD3E 0.005 0.082 -10000 0 -0.59 6 6
CD3G -0.01 0.12 -10000 0 -0.6 14 14
IL12Rbeta2/JAK2 0.031 0.065 -10000 0 -10000 0 0
CCL3 -0.068 0.32 -10000 0 -0.98 27 27
CCL4 -0.07 0.33 -10000 0 -0.99 28 28
HLA-A 0.023 0.01 -10000 0 -10000 0 0
IL18/IL18R 0.03 0.12 -10000 0 -0.43 18 18
NOS2 -0.096 0.41 -10000 0 -1.1 38 38
IL12/IL12R/TYK2/JAK2/SPHK2 0.009 0.11 -10000 0 -0.36 16 16
IL1R1 -0.068 0.33 -10000 0 -1 27 27
IL4 -0.004 0.032 -10000 0 -10000 0 0
JAK2 0.012 0.03 -10000 0 -10000 0 0
EntrezGene:6957 -0.003 0.01 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8 -0.038 0.26 -10000 0 -1.1 15 15
RAB7A -0.022 0.27 -10000 0 -0.78 25 25
lysosomal transport -0.018 0.26 -10000 0 -0.74 25 25
FOS -0.22 0.52 -10000 0 -1.2 73 73
STAT4 (dimer) -0.055 0.32 -10000 0 -0.89 33 33
STAT5A (dimer) -0.066 0.33 -10000 0 -0.92 33 33
GZMA -0.075 0.35 -10000 0 -1.1 28 28
GZMB -0.074 0.35 -10000 0 -1.1 25 25
HLX 0.021 0.033 -10000 0 -0.59 1 1
LCK -0.077 0.35 -10000 0 -0.98 34 34
TCR/CD3/MHC II/CD4 -0.067 0.24 -10000 0 -0.71 29 29
IL2/IL2R 0.048 0.054 -10000 0 -0.45 3 3
MAPK14 -0.055 0.33 -10000 0 -0.96 29 29
CCR5 -0.072 0.34 -10000 0 -1.1 25 25
IL1B 0.006 0.075 -10000 0 -0.62 4 4
STAT6 0.004 0.09 -10000 0 -10000 0 0
STAT4 0.014 0.073 -10000 0 -0.59 5 5
STAT3 0.023 0.003 -10000 0 -10000 0 0
STAT1 0.023 0.004 -10000 0 -10000 0 0
NFKB1 0.022 0.006 -10000 0 -10000 0 0
NFKB2 0.023 0.005 -10000 0 -10000 0 0
IL12B 0.011 0.03 -10000 0 -10000 0 0
CD8A 0.016 0.067 -10000 0 -0.59 4 4
CD8B 0.009 0.1 0.23 4 -0.6 9 13
T-helper 1 cell differentiation 0 0 -10000 0 -10000 0 0
natural killer cell mediated cytotoxicity -0.008 0.11 0.36 16 -10000 0 16
IL2RB 0.021 0.033 -10000 0 -0.59 1 1
proteasomal ubiquitin-dependent protein catabolic process -0.045 0.29 -10000 0 -0.8 33 33
IL2RG 0.018 0.057 -10000 0 -0.59 3 3
IL12 0.009 0.067 -10000 0 -0.45 5 5
STAT5A 0.021 0.033 -10000 0 -0.59 1 1
CD247 0.004 0.083 -10000 0 -0.6 6 6
IL2 0.02 0.006 -10000 0 -10000 0 0
SPHK2 0.023 0.004 -10000 0 -10000 0 0
FRAP1 0 0 -10000 0 -10000 0 0
IL12A 0.001 0.078 -10000 0 -0.6 5 5
IL12/IL12R/TYK2/JAK2 -0.082 0.39 -10000 0 -1.1 34 34
MAP2K3 -0.062 0.34 -10000 0 -1 28 28
RIPK2 0.023 0.005 -10000 0 -10000 0 0
MAP2K6 -0.053 0.32 -10000 0 -0.97 27 27
regulation of dendritic cell antigen processing and presentation 0 0 -10000 0 -10000 0 0
HLA-DRA -0.022 0.15 -10000 0 -0.59 21 21
IL18RAP -0.007 0.13 -10000 0 -0.6 16 16
IL12Rbeta1/TYK2 -0.003 0.12 -10000 0 -0.48 17 17
EOMES -0.062 0.25 -10000 0 -0.98 16 16
STAT1 (dimer) -0.045 0.27 -10000 0 -0.72 34 34
T cell proliferation -0.028 0.24 -10000 0 -0.67 27 27
T-helper 1 cell lineage commitment 0 0 -10000 0 -10000 0 0
IL18R1 0.016 0.06 -10000 0 -0.6 3 3
CD8-positive alpha-beta T cell lineage commitment 0 0 -10000 0 -10000 0 0
NF kappa B1 p50/RelA -0.051 0.26 -10000 0 -0.74 29 29
ATF2 -0.049 0.3 -10000 0 -0.89 28 28
HIF-1-alpha transcription factor network

Figure S41.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S41.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PKM2 0.015 0.29 0.48 1 -0.93 16 17
HDAC7 0.023 0.007 -10000 0 -10000 0 0
HIF1A/ARNT/Cbp/p300/Src-1 0.09 0.28 -10000 0 -0.77 11 11
SMAD4 0.022 0.009 -10000 0 -10000 0 0
ID2 0.014 0.29 0.48 1 -0.95 15 16
AP1 -0.046 0.17 -10000 0 -0.43 55 55
ABCG2 -0.015 0.33 0.48 1 -0.9 26 27
HIF1A 0.021 0.072 -10000 0 -0.43 1 1
TFF3 -0.008 0.33 -10000 0 -0.97 22 22
GATA2 -0.048 0.19 -10000 0 -0.59 36 36
AKT1 0.02 0.066 -10000 0 -0.24 1 1
response to hypoxia 0.002 0.064 -10000 0 -0.33 3 3
MCL1 0.007 0.28 0.48 1 -0.94 14 15
NDRG1 0.011 0.29 0.48 1 -0.91 17 18
SERPINE1 0.016 0.28 0.48 1 -0.93 14 15
FECH 0.013 0.29 0.48 1 -0.93 16 17
FURIN 0.016 0.29 0.48 1 -0.93 16 17
NCOA2 0.022 0.033 -10000 0 -0.59 1 1
EP300 0.021 0.073 -10000 0 -0.28 4 4
HMOX1 0.015 0.29 0.48 1 -0.93 16 17
BHLHE40 0.011 0.29 0.48 1 -0.93 16 17
BHLHE41 0.007 0.3 0.48 1 -0.94 18 19
HIF1A/ARNT/SMAD3/SMAD4/SP1 0.06 0.13 -10000 0 -0.46 6 6
ENG 0.009 0.13 0.4 1 -0.72 6 7
JUN 0.018 0.017 -10000 0 -10000 0 0
RORA 0.015 0.29 0.48 1 -0.93 16 17
ABCB1 -0.13 0.4 -10000 0 -1.1 49 49
TFRC -0.015 0.25 -10000 0 -0.91 13 13
CXCR4 0.016 0.29 0.48 1 -0.93 16 17
TF 0.008 0.29 -10000 0 -0.93 18 18
CITED2 0.009 0.3 0.48 1 -0.96 16 17
HIF1A/ARNT 0.14 0.4 0.64 1 -1.1 15 16
LDHA 0.026 0.097 -10000 0 -0.68 3 3
ETS1 0.009 0.31 0.48 1 -1 17 18
PGK1 0.013 0.29 0.48 1 -0.93 16 17
NOS2 0.003 0.33 0.48 1 -0.96 21 22
ITGB2 0.004 0.32 -10000 0 -0.99 20 20
ALDOA 0.016 0.29 0.48 1 -0.93 16 17
Cbp/p300/CITED2 0.024 0.31 -10000 0 -1 14 14
FOS -0.074 0.22 -10000 0 -0.59 52 52
HK2 0.015 0.29 0.48 1 -0.95 16 17
SP1 0.006 0.055 -10000 0 -0.16 4 4
GCK 0.034 0.13 -10000 0 -1.3 1 1
HK1 0.015 0.29 0.48 1 -0.93 16 17
NPM1 0.012 0.29 0.48 1 -0.93 16 17
EGLN1 0.015 0.29 0.48 1 -0.94 15 16
CREB1 0.026 0.005 -10000 0 -10000 0 0
PGM1 0.013 0.29 0.48 1 -0.93 16 17
SMAD3 0.023 0.008 -10000 0 -10000 0 0
EDN1 -0.13 0.4 0.42 1 -1.1 42 43
IGFBP1 0.015 0.29 0.48 1 -0.92 16 17
VEGFA 0.021 0.22 -10000 0 -0.7 8 8
HIF1A/JAB1 0.032 0.057 -10000 0 -0.3 1 1
CP -0.006 0.29 -10000 0 -1 16 16
CXCL12 -0.005 0.33 0.48 1 -0.98 23 24
COPS5 0.023 0.005 -10000 0 -10000 0 0
SMAD3/SMAD4 0.033 0.014 -10000 0 -10000 0 0
BNIP3 0.016 0.29 0.48 1 -0.93 16 17
EGLN3 0.028 0.3 0.48 1 -0.94 16 17
CA9 0.074 0.34 0.52 4 -0.99 14 18
TERT 0.041 0.3 0.54 3 -0.93 15 18
ENO1 0.012 0.29 0.48 1 -0.93 16 17
PFKL 0.013 0.29 -10000 0 -0.93 16 16
NCOA1 0.023 0.004 -10000 0 -10000 0 0
ADM 0.014 0.29 0.48 1 -0.93 16 17
ARNT 0.021 0.07 -10000 0 -0.37 1 1
HNF4A 0.029 0.034 0.25 7 -10000 0 7
ADFP 0.002 0.28 -10000 0 -0.91 17 17
SLC2A1 0.073 0.27 0.41 4 -0.68 15 19
LEP 0.028 0.3 0.48 1 -0.92 16 17
HIF1A/ARNT/Cbp/p300 0.087 0.29 -10000 0 -0.78 12 12
EPO 0.05 0.2 -10000 0 -0.88 3 3
CREBBP 0.021 0.073 -10000 0 -0.28 3 3
HIF1A/ARNT/Cbp/p300/HDAC7 0.12 0.31 -10000 0 -0.79 11 11
PFKFB3 0.014 0.29 0.48 1 -0.93 16 17
NT5E 0.016 0.29 0.48 1 -0.94 16 17
Glypican 1 network

Figure S42.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S42.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
GPC1/FGF2 dimer/FGFR1 dimer 0.026 0.085 -10000 0 -0.41 10 10
fibroblast growth factor receptor signaling pathway 0.026 0.085 -10000 0 -0.41 10 10
LAMA1 0.089 0.1 0.24 106 -10000 0 106
PRNP 0.023 0.005 -10000 0 -10000 0 0
GPC1/SLIT2 -0.051 0.18 -10000 0 -0.44 60 60
SMAD2 -0.03 0.076 0.18 3 -0.34 17 20
GPC1/PrPc/Cu2+ 0.035 0.027 -10000 0 -10000 0 0
GPC1/Laminin alpha1 0.083 0.082 0.31 17 -10000 0 17
TDGF1 0.021 0.025 0.23 2 -0.31 1 3
CRIPTO/GPC1 0.036 0.034 -10000 0 -0.22 1 1
APP/GPC1 0.039 0.031 -10000 0 -10000 0 0
mol:NO 0 0 -10000 0 -10000 0 0
YES1 0.003 0.02 -10000 0 -10000 0 0
FLT1 0.022 0.006 -10000 0 -10000 0 0
GPC1/TGFB/TGFBR1/TGFBR2 0.021 0.1 -10000 0 -0.37 19 19
SERPINC1 0.024 0.023 0.23 4 -10000 0 4
FYN 0.003 0.02 -10000 0 -10000 0 0
FGR -0.021 0.095 -10000 0 -0.38 22 22
positive regulation of MAPKKK cascade -0.017 0.11 0.33 1 -0.38 13 14
SLIT2 -0.085 0.23 -10000 0 -0.59 60 60
GPC1/NRG 0.024 0.082 -10000 0 -0.41 10 10
NRG1 0.005 0.097 -10000 0 -0.59 9 9
GPC1/VEGF165 homodimer/VEGFR1 homodimer 0.048 0.029 -10000 0 -10000 0 0
LYN 0.003 0.02 -10000 0 -10000 0 0
mol:Spermine 0.002 0.015 -10000 0 -10000 0 0
cell growth 0.026 0.085 -10000 0 -0.41 10 10
BMP signaling pathway -0.032 0.042 -10000 0 -0.23 15 15
SRC 0.003 0.02 -10000 0 -10000 0 0
TGFBR1 0.023 0.004 -10000 0 -10000 0 0
mol:Cu2+ 0 0 -10000 0 -10000 0 0
PLA2G2A -0.15 0.28 0.23 1 -0.59 98 99
GPC1 0.032 0.042 0.23 15 -10000 0 15
TGFBR1 (dimer) 0.023 0.004 -10000 0 -10000 0 0
VEGFA 0.023 0.003 -10000 0 -10000 0 0
BLK -0.002 0.054 -10000 0 -0.38 6 6
HCK 0.001 0.035 -10000 0 -0.38 2 2
FGF2 0.005 0.1 -10000 0 -0.59 10 10
FGFR1 0.015 0.047 -10000 0 -0.59 2 2
VEGFR1 homodimer 0.022 0.006 -10000 0 -10000 0 0
TGFBR2 -0.012 0.14 -10000 0 -0.59 19 19
cell death 0.039 0.031 -10000 0 -10000 0 0
ATIII/GPC1 0.039 0.033 -10000 0 -10000 0 0
PLA2G2A/GPC1 -0.1 0.22 -10000 0 -0.42 106 106
LCK 0.002 0.029 -10000 0 -0.38 1 1
neuron differentiation 0.024 0.082 -10000 0 -0.41 10 10
PrPc/Cu2+ 0.017 0.004 -10000 0 -10000 0 0
APP 0.023 0.005 -10000 0 -10000 0 0
TGFBR2 (dimer) -0.012 0.14 -10000 0 -0.59 19 19
TCR signaling in naïve CD8+ T cells

Figure S43.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S43.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
GRB2/SOS1/SHC 0.027 0.15 0.33 7 -0.54 16 23
FYN 0.003 0.2 0.32 10 -0.67 21 31
LAT/GRAP2/SLP76 0.004 0.16 0.27 2 -0.6 18 20
IKBKB 0.023 0.021 0.39 1 -10000 0 1
AKT1 0.006 0.14 0.28 9 -0.46 18 27
B2M 0.023 0.011 -10000 0 -10000 0 0
IKBKG 0.007 0.042 0.11 7 -0.15 6 13
MAP3K8 0.019 0.047 -10000 0 -0.59 2 2
mol:Ca2+ -0.012 0.018 0.079 2 -0.097 6 8
integrin-mediated signaling pathway 0.03 0.008 -10000 0 -10000 0 0
LAT/GRAP2/SLP76/VAV1/PI3K Class IA -0.003 0.19 0.32 8 -0.66 20 28
TRPV6 -0.004 0.14 1.1 4 -0.58 7 11
CD28 0.02 0.047 -10000 0 -0.6 2 2
SHC1 0.005 0.19 0.3 12 -0.67 18 30
receptor internalization -0.009 0.2 0.24 1 -0.67 22 23
PRF1 -0.047 0.31 -10000 0 -1 28 28
KRAS 0.022 0.006 -10000 0 -10000 0 0
GRB2 0.023 0.004 -10000 0 -10000 0 0
COT/AKT1 0.017 0.12 0.27 8 -0.38 18 26
LAT -0.001 0.18 0.3 3 -0.69 17 20
EntrezGene:6955 0 0.004 -10000 0 -10000 0 0
CD3D 0.013 0.082 -10000 0 -0.6 6 6
CD3E 0.013 0.082 -10000 0 -0.6 6 6
CD3G -0.002 0.12 -10000 0 -0.6 14 14
RASGRP2 -0.022 0.067 -10000 0 -0.17 58 58
RASGRP1 0.007 0.13 0.27 10 -0.44 17 27
HLA-A 0.023 0.01 -10000 0 -10000 0 0
RASSF5 0.023 0.004 -10000 0 -10000 0 0
RAP1A/GTP/RAPL 0.03 0.008 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
mol:GDP 0.015 0.056 0.14 21 -0.13 12 33
PDK1/CARD11/BCL10/MALT1/TRAF6 -0.011 0.056 -10000 0 -0.24 13 13
PRKCA 0.008 0.082 0.18 9 -0.29 13 22
GRAP2 -0.002 0.12 -10000 0 -0.59 14 14
mol:IP3 -0.009 0.12 0.25 4 -0.45 16 20
EntrezGene:6957 0.001 0.005 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8 -0.017 0.19 -10000 0 -0.72 17 17
ORAI1 -0.007 0.11 -10000 0 -0.9 4 4
CSK -0.001 0.19 0.29 4 -0.68 18 22
B7 family/CD28 0 0.21 -10000 0 -0.75 19 19
CHUK 0.023 0.005 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8/LCK/ZAP-70 -0.019 0.21 0.26 1 -0.81 18 19
PTPN6 -0.003 0.19 0.25 1 -0.69 18 19
VAV1 -0.002 0.18 0.3 3 -0.69 18 21
Monovalent TCR/CD3 -0.013 0.16 -10000 0 -0.6 18 18
CBL 0.023 0.004 -10000 0 -10000 0 0
LCK 0.001 0.2 0.32 9 -0.71 19 28
PAG1 0.001 0.19 0.3 7 -0.7 17 24
RAP1A 0.023 0.005 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8/LCK -0.018 0.21 0.3 2 -0.8 18 20
CD80 0.003 0.1 -10000 0 -0.59 10 10
CD86 0.016 0.058 -10000 0 -0.6 3 3
PDK1/CARD11/BCL10/MALT1 -0.003 0.071 -10000 0 -0.27 15 15
HRAS 0.023 0.004 -10000 0 -10000 0 0
GO:0035030 -0.018 0.16 -10000 0 -0.59 19 19
CD8A 0.016 0.067 -10000 0 -0.6 4 4
CD8B 0.009 0.1 0.23 4 -0.6 9 13
PTPRC -0.014 0.15 -10000 0 -0.59 21 21
PDK1/PKC theta -0.004 0.16 0.29 8 -0.56 19 27
CSK/PAG1 0 0.18 0.29 8 -0.66 17 25
SOS1 0.023 0.004 -10000 0 -10000 0 0
peptide-MHC class I 0.033 0.016 -10000 0 -10000 0 0
GRAP2/SLP76 0.004 0.19 0.29 1 -0.68 20 21
STIM1 -0.002 0.03 -10000 0 -10000 0 0
RAS family/GTP 0.028 0.068 0.19 17 -0.18 8 25
TCR/CD3/MHC I/CD8/LCK/ZAP-70/CBL/ubiquitin -0.013 0.22 0.24 1 -0.74 22 23
mol:DAG -0.021 0.096 -10000 0 -0.39 17 17
RAP1A/GDP 0.01 0.026 0.082 10 -10000 0 10
PLCG1 0.023 0.004 -10000 0 -10000 0 0
CD247 0.012 0.082 -10000 0 -0.6 6 6
cytotoxic T cell degranulation -0.041 0.29 -10000 0 -0.93 29 29
RAP1A/GTP -0.008 0.025 -10000 0 -0.067 42 42
mol:PI-3-4-5-P3 0.004 0.16 0.3 9 -0.53 20 29
LAT/GRAP2/SLP76/VAV1/PLCgamma1 -0.008 0.15 0.26 4 -0.59 16 20
NRAS 0.023 0.005 -10000 0 -10000 0 0
ZAP70 0.013 0.08 -10000 0 -0.59 6 6
GRB2/SOS1 0.034 0.008 -10000 0 -10000 0 0
LAT/GRAP2/SLP76/VAV1 -0.005 0.15 -10000 0 -0.58 17 17
MALT1 0.023 0.005 -10000 0 -10000 0 0
TRAF6 0.023 0.004 -10000 0 -10000 0 0
CD8 heterodimer 0.019 0.1 -10000 0 -0.55 10 10
CARD11 0.022 0.035 0.23 1 -0.59 1 2
PRKCB 0.003 0.097 0.18 10 -0.32 20 30
PRKCE 0.003 0.08 0.16 4 -0.28 16 20
PRKCQ -0.009 0.19 0.3 8 -0.6 23 31
LCP2 0.018 0.047 -10000 0 -0.59 2 2
BCL10 0.023 0.004 -10000 0 -10000 0 0
regulation of survival gene product expression 0.009 0.12 0.24 12 -0.39 18 30
IKK complex 0.019 0.056 0.14 28 -0.12 6 34
RAS family/GDP -0.001 0.01 -10000 0 -10000 0 0
MAP3K14 0.012 0.093 0.2 12 -0.29 16 28
PDPK1 0.007 0.13 0.27 9 -0.44 17 26
TCR/CD3/MHC I/CD8/Fyn -0.014 0.21 -10000 0 -0.77 19 19
Wnt signaling

Figure S44.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S44.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Noncanonical Wnts/FZD 0.008 0.076 -10000 0 -0.31 14 14
FZD6 0.022 0.006 -10000 0 -10000 0 0
WNT6 0.054 0.079 0.23 54 -0.31 1 55
WNT4 0.02 0.061 0.23 4 -0.59 3 7
FZD3 0.021 0.008 -10000 0 -10000 0 0
WNT5A 0.023 0.031 0.23 5 -0.31 1 6
WNT11 0.004 0.12 0.23 7 -0.59 13 20
Neurotrophic factor-mediated Trk receptor signaling

Figure S45.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S45.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CRKL 0.023 0.005 -10000 0 -10000 0 0
RAS family/GTP/Tiam1 -0.048 0.1 -10000 0 -0.27 21 21
NT3 (dimer)/TRKC -0.12 0.22 -10000 0 -0.43 111 111
NT3 (dimer)/TRKB 0.027 0.14 -10000 0 -0.4 29 29
SHC/Grb2/SOS1/GAB1/PI3K 0.012 0.013 -10000 0 -10000 0 0
RAPGEF1 0.023 0.004 -10000 0 -10000 0 0
BDNF -0.067 0.22 -10000 0 -0.59 51 51
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
DYNLT1 0.023 0.004 -10000 0 -10000 0 0
NTRK1 0.01 0.086 -10000 0 -0.59 7 7
NTRK2 -0.004 0.19 0.23 41 -0.59 29 70
NTRK3 -0.17 0.29 0.23 1 -0.59 111 112
NT-4/5 (dimer)/TRKB 0.026 0.15 -10000 0 -0.42 31 31
neuron apoptosis 0.063 0.19 0.43 43 -0.24 1 44
SHC 2-3/Grb2 -0.069 0.21 -10000 0 -0.47 43 43
SHC1 0.023 0.005 -10000 0 -10000 0 0
SHC2 -0.004 0.13 -10000 0 -0.43 14 14
SHC3 -0.099 0.24 -10000 0 -0.54 69 69
STAT3 (dimer) 0.021 0.052 -10000 0 -0.36 6 6
NT3 (dimer)/TRKA 0.041 0.077 0.26 1 -0.38 8 9
RIN/GDP -0.036 0.091 0.23 1 -0.24 7 8
GIPC1 0.023 0.005 -10000 0 -10000 0 0
KRAS 0.022 0.006 -10000 0 -10000 0 0
DNAJA3 0.029 0.064 0.23 1 -0.26 4 5
RIN/GTP 0.013 0.003 -10000 0 -10000 0 0
CCND1 -0.002 0.11 0.36 1 -0.84 6 7
MAGED1 0.023 0.004 -10000 0 -10000 0 0
PTPN11 0.024 0.002 -10000 0 -10000 0 0
RICS 0 0 -10000 0 -10000 0 0
NT-4/5 (dimer) 0.011 0.086 -10000 0 -0.59 7 7
SHC/GRB2/SOS1 0.044 0.014 -10000 0 -10000 0 0
GRB2 0.023 0.004 -10000 0 -10000 0 0
NGF (dimer)/TRKA/MATK 0.014 0.11 -10000 0 -0.39 24 24
TRKA/NEDD4-2 0.023 0.067 -10000 0 -0.44 7 7
ELMO1 0.012 0.08 -10000 0 -0.59 6 6
RhoG/GTP/ELMO1/DOCK1 0.022 0.054 -10000 0 -0.34 7 7
NGF 0.012 0.089 0.31 2 -0.59 7 9
HRAS 0.023 0.004 -10000 0 -10000 0 0
DOCK1 0.023 0.005 -10000 0 -10000 0 0
GAB2 0.009 0.092 -10000 0 -0.59 8 8
RIT2 0.018 0.004 -10000 0 -10000 0 0
RIT1 0.023 0.005 -10000 0 -10000 0 0
FRS2 0.023 0.004 -10000 0 -10000 0 0
DNM1 0.023 0.003 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0.022 0.005 -10000 0 -10000 0 0
SH2B1 (homopentamer) 0 0 -10000 0 -10000 0 0
RhoG/GTP 0.033 0.075 0.22 1 -0.28 8 9
mol:GDP -0.052 0.12 0.28 1 -0.34 13 14
NGF (dimer) 0.012 0.089 0.31 2 -0.59 7 9
RhoG/GDP 0.009 0.06 -10000 0 -0.4 7 7
RIT1/GDP -0.031 0.089 0.23 1 -0.24 5 6
TIAM1 0.023 0.004 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
BDNF (dimer)/TRKB -0.033 0.21 -10000 0 -0.45 66 66
KIDINS220/CRKL/C3G 0.033 0.009 -10000 0 -10000 0 0
SHC/RasGAP 0.031 0.012 -10000 0 -10000 0 0
FRS2 family/SHP2 0.046 0.011 -10000 0 -10000 0 0
SHC/GRB2/SOS1/GAB1 0.052 0.022 -10000 0 -10000 0 0
RIT1/GTP 0.017 0.004 -10000 0 -10000 0 0
NT3 (dimer) 0.017 0.058 0.23 1 -0.59 3 4
RAP1/GDP -0.031 0.075 -10000 0 -0.21 5 5
KIDINS220/CRKL 0.022 0.005 -10000 0 -10000 0 0
BDNF (dimer) -0.067 0.22 -10000 0 -0.59 51 51
ubiquitin-dependent protein catabolic process 0.025 0.086 0.26 1 -0.38 14 15
Schwann cell development -0.045 0.033 -10000 0 -10000 0 0
EHD4 0.024 0.002 -10000 0 -10000 0 0
FRS2 family/GRB2/SOS1 0.056 0.018 -10000 0 -10000 0 0
FRS2 family/SHP2/CRK family/C3G/GAB2 0.015 0.048 -10000 0 -10000 0 0
RAP1B 0.023 0.004 -10000 0 -10000 0 0
RAP1A 0.023 0.005 -10000 0 -10000 0 0
CDC42/GTP -0.13 0.24 -10000 0 -0.39 135 135
ABL1 0.023 0.003 -10000 0 -10000 0 0
SH2B family/GRB2/SOS1 0.034 0.008 -10000 0 -10000 0 0
Rap1/GTP -0.022 0.1 -10000 0 -0.42 8 8
STAT3 0.021 0.052 -10000 0 -0.36 6 6
axon guidance -0.13 0.22 -10000 0 -0.38 135 135
MAPK3 -0.03 0.097 0.2 1 -0.36 24 25
MAPK1 -0.028 0.091 -10000 0 -0.35 22 22
CDC42/GDP -0.03 0.093 0.21 2 -0.23 8 10
NTF3 0.017 0.058 0.23 1 -0.59 3 4
NTF4 0.011 0.086 -10000 0 -0.59 7 7
NGF (dimer)/TRKA/FAIM 0.023 0.08 0.26 1 -0.38 11 12
PI3K 0.017 0.018 -10000 0 -10000 0 0
FRS3 0.023 0.003 -10000 0 -10000 0 0
FAIM 0.02 0.008 -10000 0 -10000 0 0
GAB1 0.022 0.006 -10000 0 -10000 0 0
RASGRF1 -0.15 0.16 -10000 0 -0.33 101 101
SOS1 0.023 0.004 -10000 0 -10000 0 0
MCF2L -0.11 0.18 -10000 0 -0.38 100 100
RGS19 0.023 0.004 -10000 0 -10000 0 0
CDC42 0.023 0.005 -10000 0 -10000 0 0
RAS family/GTP -0.024 0.079 0.38 1 -10000 0 1
Rac1/GDP -0.031 0.092 -10000 0 -0.24 4 4
NGF (dimer)/TRKA/GRIT 0.013 0.082 0.24 1 -0.37 14 15
neuron projection morphogenesis 0.028 0.14 -10000 0 -0.74 7 7
NGF (dimer)/TRKA/NEDD4-2 0.026 0.086 0.26 1 -0.38 14 15
MAP2K1 0.003 0.053 -10000 0 -10000 0 0
NGFR 0.041 0.058 0.23 28 -10000 0 28
NGF (dimer)/TRKA/GIPC/GAIP 0.009 0.062 -10000 0 -0.28 13 13
RAS family/GTP/PI3K 0.01 0.011 -10000 0 -10000 0 0
FRS2 family/SHP2/GRB2/SOS1 0.064 0.021 -10000 0 -10000 0 0
NRAS 0.023 0.005 -10000 0 -10000 0 0
GRB2/SOS1 0.034 0.008 -10000 0 -10000 0 0
PRKCI 0.013 0.012 -10000 0 -10000 0 0
ChemicalAbstracts:146-91-8 0 0 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
PRKCZ 0.022 0.005 -10000 0 -10000 0 0
MAPKKK cascade -0.036 0.16 -10000 0 -0.58 21 21
RASA1 0.022 0.007 -10000 0 -10000 0 0
TRKA/c-Abl 0.024 0.067 -10000 0 -0.44 7 7
SQSTM1 0.022 0.007 -10000 0 -10000 0 0
BDNF (dimer)/TRKB/GIPC -0.019 0.2 -10000 0 -0.42 62 62
NGF (dimer)/TRKA/p62/Atypical PKCs 0.024 0.068 -10000 0 -0.33 7 7
MATK 0.003 0.11 -10000 0 -0.59 11 11
NEDD4L 0.023 0.005 -10000 0 -10000 0 0
RAS family/GDP -0.042 0.06 -10000 0 -0.2 3 3
NGF (dimer)/TRKA 0.002 0.054 -10000 0 -0.28 6 6
Rac1/GTP -0.12 0.11 -10000 0 -0.29 60 60
FRS2 family/SHP2/CRK family 0.061 0.024 -10000 0 -10000 0 0
FOXM1 transcription factor network

Figure S46.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S46.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
NFATC3 0.23 0.22 -10000 0 -0.92 2 2
PLK1 0.095 0.098 -10000 0 -0.7 1 1
BIRC5 0.12 0.058 -10000 0 -10000 0 0
HSPA1B 0.23 0.22 0.59 2 -0.92 2 4
MAP2K1 0.058 0.04 -10000 0 -10000 0 0
BRCA2 0.23 0.22 -10000 0 -0.92 2 2
FOXM1 0.24 0.24 0.63 2 -1.1 2 4
XRCC1 0.23 0.23 0.65 3 -0.92 2 5
FOXM1B/p19 0.13 0.26 0.6 3 -1.1 2 5
Cyclin D1/CDK4 0.19 0.25 0.57 10 -0.99 3 13
CDC2 0.23 0.23 0.6 2 -0.96 2 4
TGFA 0.21 0.22 0.58 7 -0.91 2 9
SKP2 0.26 0.24 0.66 23 -1 1 24
CCNE1 0.084 0.11 0.28 77 -10000 0 77
CKS1B 0.23 0.23 0.66 4 -0.87 2 6
RB1 0.14 0.2 0.43 19 -0.79 5 24
FOXM1C/SP1 0.23 0.23 -10000 0 -1 2 2
AURKB 0.078 0.18 -10000 0 -0.78 9 9
CENPF 0.24 0.22 0.66 2 -0.88 2 4
CDK4 0.039 0.027 0.39 1 -10000 0 1
MYC 0.19 0.21 0.53 2 -0.82 2 4
CHEK2 0.057 0.04 -10000 0 -10000 0 0
ONECUT1 0.23 0.24 0.58 12 -0.99 2 14
CDKN2A 0.076 0.14 0.22 144 -0.32 15 159
LAMA4 0.22 0.26 -10000 0 -1.1 5 5
FOXM1B/HNF6 0.23 0.25 0.61 8 -1.2 2 10
FOS 0.087 0.5 0.78 1 -0.98 56 57
SP1 0.024 0.003 -10000 0 -10000 0 0
CDC25B 0.23 0.23 0.68 6 -0.92 2 8
response to radiation 0.031 0.027 -10000 0 -10000 0 0
CENPB 0.23 0.23 0.68 6 -0.92 2 8
CENPA 0.25 0.23 0.65 4 -0.92 2 6
NEK2 0.24 0.23 0.66 2 -0.88 2 4
HIST1H2BA 0.22 0.22 0.62 2 -0.92 2 4
CCNA2 0.085 0.1 0.24 96 -0.3 3 99
EP300 0.023 0.005 -10000 0 -10000 0 0
CCNB1/CDK1 0.22 0.23 -10000 0 -1 2 2
CCNB2 0.24 0.23 0.61 1 -0.93 2 3
CCNB1 0.23 0.23 0.62 1 -0.96 2 3
ETV5 0.3 0.27 0.65 39 -1.1 3 42
ESR1 0.19 0.32 -10000 0 -1.1 13 13
CCND1 0.18 0.25 0.58 8 -1 3 11
GSK3A 0.048 0.035 -10000 0 -10000 0 0
Cyclin A-E1/CDK1-2 0.14 0.11 0.35 42 -10000 0 42
CDK2 0.031 0.011 -10000 0 -10000 0 0
G2/M transition of mitotic cell cycle 0.038 0.032 -10000 0 -10000 0 0
FOXM1B/Cbp/p300 0.21 0.22 -10000 0 -0.99 2 2
GAS1 0.21 0.27 -10000 0 -1.1 7 7
MMP2 0.22 0.25 0.63 2 -1.3 3 5
RB1/FOXM1C 0.2 0.25 0.58 12 -1 3 15
CREBBP 0.023 0.005 -10000 0 -10000 0 0
Regulation of Androgen receptor activity

Figure S47.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S47.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HDAC1 0.01 0.002 -10000 0 -10000 0 0
SMARCC1 0.002 0.041 -10000 0 -0.59 1 1
REL 0.021 0.007 -10000 0 -10000 0 0
HDAC7 -0.065 0.12 -10000 0 -0.37 3 3
JUN 0.023 0.005 -10000 0 -10000 0 0
EP300 0.023 0.005 -10000 0 -10000 0 0
KAT2B 0.021 0.007 -10000 0 -10000 0 0
KAT5 0.024 0.001 -10000 0 -10000 0 0
MAPK14 -0.006 0.025 -10000 0 -10000 0 0
FOXO1 0.022 0.006 -10000 0 -10000 0 0
T-DHT/AR -0.055 0.13 -10000 0 -0.36 5 5
MAP2K6 0.008 0.027 0.21 1 -10000 0 1
BRM/BAF57 0.029 0.028 -10000 0 -0.44 1 1
MAP2K4 0.007 0.024 -10000 0 -10000 0 0
SMARCA2 0.019 0.034 -10000 0 -0.59 1 1
PDE9A -0.09 0.23 -10000 0 -0.82 19 19
NCOA2 0.021 0.033 -10000 0 -0.59 1 1
CEBPA 0.018 0.047 -10000 0 -0.59 2 2
EHMT2 0.023 0.003 -10000 0 -10000 0 0
cell proliferation -0.085 0.17 0.34 3 -0.46 29 32
NR0B1 0.077 0.11 0.23 106 -0.31 7 113
EGR1 0.002 0.11 -10000 0 -0.59 11 11
RXRs/9cRA -0.17 0.19 -10000 0 -0.34 184 184
AR/RACK1/Src -0.02 0.083 0.36 3 -10000 0 3
AR/GR -0.04 0.12 -10000 0 -0.32 31 31
GNB2L1 0.022 0.007 -10000 0 -10000 0 0
PKN1 0.023 0.005 -10000 0 -10000 0 0
RCHY1 0.022 0.005 -10000 0 -10000 0 0
epidermal growth factor receptor activity 0 0 -10000 0 -10000 0 0
MAPK8 -0.006 0.023 -10000 0 -10000 0 0
T-DHT/AR/TIF2/CARM1 -0.016 0.084 -10000 0 -0.38 1 1
SRC -0.027 0.035 0.21 1 -10000 0 1
NR3C1 0.022 0.006 -10000 0 -10000 0 0
KLK3 -0.054 0.14 -10000 0 -0.54 5 5
APPBP2 0.007 0.025 -10000 0 -10000 0 0
TRIM24 0.023 0.004 -10000 0 -10000 0 0
T-DHT/AR/TIP60 -0.031 0.076 -10000 0 -0.3 1 1
TMPRSS2 -0.38 0.54 -10000 0 -1.1 118 118
RXRG -0.31 0.3 -10000 0 -0.59 185 185
mol:9cRA 0 0 -10000 0 -10000 0 0
RXRA 0.023 0.004 -10000 0 -10000 0 0
RXRB 0.023 0.004 -10000 0 -10000 0 0
CARM1 0.023 0.005 -10000 0 -10000 0 0
NR2C2 0.021 0.007 -10000 0 -10000 0 0
KLK2 -0.009 0.077 0.35 3 -0.33 1 4
AR -0.06 0.12 -10000 0 -0.32 59 59
SENP1 0.023 0.003 -10000 0 -10000 0 0
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
MDM2 0.023 0.004 -10000 0 -10000 0 0
SRY 0 0 -10000 0 -10000 0 0
GATA2 -0.043 0.19 -10000 0 -0.59 36 36
MYST2 0 0 -10000 0 -10000 0 0
HOXB13 0.15 0.1 0.39 3 -10000 0 3
T-DHT/AR/RACK1/Src -0.022 0.08 0.33 2 -10000 0 2
positive regulation of transcription -0.043 0.19 -10000 0 -0.59 36 36
DNAJA1 0.007 0.024 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.014 0.005 -10000 0 -10000 0 0
NCOA1 0.032 0.022 -10000 0 -10000 0 0
SPDEF -0.06 0.21 0.23 3 -0.59 48 51
T-DHT/AR/TIF2 -0.022 0.091 -10000 0 -0.38 12 12
T-DHT/AR/Hsp90 -0.029 0.074 -10000 0 -0.3 1 1
GSK3B 0.019 0.01 -10000 0 -10000 0 0
NR2C1 0.024 0.002 -10000 0 -10000 0 0
mol:T-DHT -0.029 0.035 -10000 0 -10000 0 0
SIRT1 0.023 0.005 -10000 0 -10000 0 0
ZMIZ2 0.023 0.004 -10000 0 -10000 0 0
POU2F1 -0.013 0.062 -10000 0 -10000 0 0
T-DHT/AR/DAX-1 -0.016 0.11 -10000 0 -0.34 1 1
CREBBP 0.023 0.005 -10000 0 -10000 0 0
SMARCE1 0.023 0.003 -10000 0 -10000 0 0
Caspase cascade in apoptosis

Figure S48.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S48.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TOP1 -0.028 0.16 0.28 1 -0.52 27 28
ACTA1 -0.036 0.16 0.3 1 -0.59 20 21
NUMA1 -0.027 0.16 0.28 1 -0.5 28 29
SPTAN1 -0.039 0.15 0.3 1 -0.6 19 20
LIMK1 -0.036 0.15 0.3 1 -0.6 19 20
BIRC3 0.014 0.073 -10000 0 -0.59 5 5
BIRC2 0.023 0.004 -10000 0 -10000 0 0
BAX 0.023 0.004 -10000 0 -10000 0 0
CASP10 -0.031 0.11 -10000 0 -0.51 15 15
CRMA 0 0 -10000 0 -10000 0 0
XIAP 0.023 0.003 -10000 0 -10000 0 0
PTK2 -0.027 0.16 0.26 1 -0.5 28 29
DIABLO 0.023 0.003 -10000 0 -10000 0 0
apoptotic nuclear changes -0.039 0.15 0.3 1 -0.59 19 20
response to UV 0 0 -10000 0 -10000 0 0
CRADD 0.024 0.002 -10000 0 -10000 0 0
GSN -0.04 0.15 0.3 1 -0.61 19 20
MADD 0.023 0.003 -10000 0 -10000 0 0
TFAP2A 0.086 0.15 -10000 0 -0.6 13 13
BID -0.006 0.054 -10000 0 -0.3 11 11
MAP3K1 -0.04 0.16 -10000 0 -0.56 27 27
TRADD 0.022 0.006 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
APAF-1/Pro-Caspase 9 0.034 0.008 -10000 0 -10000 0 0
mol:Activated DNA 0 0 -10000 0 -10000 0 0
ARHGDIB -0.029 0.16 0.3 1 -0.62 18 19
CASP9 0.023 0.005 -10000 0 -10000 0 0
DNA repair 0.003 0.049 0.22 5 -0.18 1 6
neuron apoptosis -0.011 0.16 -10000 0 -0.75 13 13
mol:NAD 0 0 -10000 0 -10000 0 0
DNA fragmentation during apoptosis -0.035 0.17 0.29 1 -0.58 23 24
APAF1 0.024 0.002 -10000 0 -10000 0 0
CASP6 -0.036 0.23 -10000 0 -0.97 17 17
TRAF2 0.023 0.004 -10000 0 -10000 0 0
ICAD/CAD -0.038 0.15 0.32 2 -0.58 19 21
CASP7 -0.007 0.068 0.32 4 -0.27 4 8
KRT18 0.007 0.069 -10000 0 -1.1 1 1
apoptosis -0.04 0.17 0.41 1 -0.58 26 27
DFFA -0.039 0.15 0.3 1 -0.6 19 20
DFFB -0.038 0.15 0.3 1 -0.6 19 20
PARP1 -0.003 0.05 0.18 1 -0.22 5 6
actin filament polymerization 0.03 0.15 0.54 19 -0.3 7 26
TNF 0.01 0.093 0.23 1 -0.59 8 9
CYCS 0.001 0.062 0.19 6 -0.24 13 19
SATB1 -0.036 0.21 -10000 0 -0.92 16 16
SLK -0.038 0.15 0.32 1 -0.6 19 20
p15 BID/BAX 0.006 0.071 0.2 2 -0.3 11 13
CASP2 0.008 0.057 0.2 1 -0.31 2 3
JNK cascade 0.04 0.16 0.55 27 -10000 0 27
CASP3 -0.039 0.16 0.33 1 -0.6 21 22
LMNB2 -0.004 0.13 0.24 1 -0.42 19 20
RIPK1 0.023 0.004 -10000 0 -10000 0 0
CASP4 0.021 0.033 -10000 0 -0.59 1 1
Mammalian IAPs/DIABLO 0.052 0.05 -10000 0 -0.35 5 5
negative regulation of DNA binding 0.086 0.15 -10000 0 -0.6 13 13
stress fiber formation -0.038 0.15 0.32 1 -0.58 19 20
GZMB -0.016 0.13 -10000 0 -0.61 14 14
CASP1 0.008 0.05 -10000 0 -0.6 2 2
LMNB1 -0.029 0.2 0.24 1 -0.62 25 26
APP -0.012 0.16 -10000 0 -0.76 13 13
TNFRSF1A 0.022 0.006 -10000 0 -10000 0 0
response to stress 0 0 -10000 0 -10000 0 0
CASP8 0.005 0.001 -10000 0 -10000 0 0
VIM -0.039 0.17 0.4 1 -0.57 27 28
LMNA 0.005 0.099 0.24 1 -0.37 15 16
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD/PIDD 0.012 0.061 -10000 0 -0.24 11 11
LRDD 0 0 -10000 0 -10000 0 0
SREBF1 -0.038 0.15 0.3 2 -0.6 19 21
APAF-1/Caspase 9 -0.01 0.14 -10000 0 -0.63 15 15
nuclear fragmentation during apoptosis -0.026 0.15 0.28 1 -0.49 28 29
CFL2 -0.032 0.15 0.31 7 -0.56 19 26
GAS2 -0.076 0.18 -10000 0 -0.46 50 50
positive regulation of apoptosis -0.01 0.15 0.24 1 -0.53 19 20
PRF1 0 0.12 -10000 0 -0.59 13 13
Nectin adhesion pathway

Figure S49.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S49.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PDGFRB 0.02 0.033 -10000 0 -0.59 1 1
alphaV beta3 Integrin 0.026 0.062 -10000 0 -0.44 6 6
PTK2 0.02 0.13 -10000 0 -0.47 16 16
positive regulation of JNK cascade 0.006 0.097 -10000 0 -0.32 18 18
CDC42/GDP 0.027 0.13 -10000 0 -0.42 19 19
Rac1/GDP 0.027 0.13 -10000 0 -0.42 19 19
RAP1B 0.023 0.004 -10000 0 -10000 0 0
RAP1A 0.023 0.005 -10000 0 -10000 0 0
CTNNB1 0.021 0.007 -10000 0 -10000 0 0
CDC42/GTP 0.016 0.12 -10000 0 -0.39 18 18
nectin-3/I-afadin 0.009 0.097 -10000 0 -0.4 17 17
RAPGEF1 0.014 0.13 -10000 0 -0.48 16 16
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0.006 0.14 -10000 0 -0.52 18 18
PDGFB-D/PDGFRB 0.02 0.033 -10000 0 -0.59 1 1
TLN1 -0.032 0.11 -10000 0 -0.36 28 28
Rap1/GTP 0.006 0.091 -10000 0 -0.34 16 16
IQGAP1 0.023 0.003 -10000 0 -10000 0 0
Rap1/GTP/I-afadin 0.042 0.013 -10000 0 -10000 0 0
nectin-3(dimer)/I-afadin/I-afadin/nectin-3(dimer)/I-afadin/I-afadin 0.009 0.097 -10000 0 -0.4 17 17
PVR 0.023 0.005 -10000 0 -10000 0 0
Necl-5(dimer) 0.023 0.005 -10000 0 -10000 0 0
mol:GDP 0.014 0.15 -10000 0 -0.51 20 20
MLLT4 0.023 0.004 -10000 0 -10000 0 0
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
PI3K 0.023 0.063 -10000 0 -0.33 5 5
nectin-1(dimer)/I-afadin/I-afadin/nectin-1(dimer)/I-afadin/I-afadin 0.098 0.074 0.27 1 -0.22 1 2
positive regulation of lamellipodium assembly 0.013 0.1 -10000 0 -0.33 20 20
PVRL1 0.12 0.1 0.23 162 -0.31 1 163
PVRL3 -0.005 0.12 -10000 0 -0.59 15 15
PVRL2 0.023 0.005 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
CDH1 0.021 0.033 -10000 0 -0.59 1 1
CLDN1 0.055 0.13 0.31 53 -0.59 3 56
JAM-A/CLDN1 0.042 0.099 0.26 19 -0.34 10 29
SRC 0.001 0.16 -10000 0 -0.54 22 22
ITGB3 0.013 0.08 -10000 0 -0.59 6 6
nectin-1(dimer)/I-afadin/I-afadin 0.098 0.074 0.27 1 -0.22 1 2
FARP2 0.011 0.16 -10000 0 -0.53 19 19
RAC1 0.023 0.004 -10000 0 -10000 0 0
CTNNA1 0.022 0.007 -10000 0 -10000 0 0
nectin-3(dimer)/I-afadin/I-afadin/Necl-5(dimer) 0.021 0.087 -10000 0 -0.37 15 15
nectin-1/I-afadin 0.098 0.074 0.27 1 -0.22 1 2
nectin-2/I-afadin 0.033 0.009 -10000 0 -10000 0 0
RAC1/GTP/IQGAP1/filamentous actin 0.031 0.006 -10000 0 -10000 0 0
nectin-1(dimer)/I-afadin/I-afadin/nectin-3(dimer/I-afadin/I-afadin 0.07 0.12 -10000 0 -0.39 14 14
CDC42/GTP/IQGAP1/filamentous actin 0.03 0.008 -10000 0 -10000 0 0
F11R 0.023 0.005 -10000 0 -10000 0 0
positive regulation of filopodium formation 0.006 0.097 -10000 0 -0.32 18 18
alphaV/beta3 Integrin/Talin 0.009 0.14 0.27 5 -0.44 20 25
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin 0.033 0.009 -10000 0 -10000 0 0
nectin-2(dimer)/I-afadin/I-afadin 0.033 0.009 -10000 0 -10000 0 0
PIP5K1C -0.032 0.12 -10000 0 -0.36 33 33
VAV2 0.016 0.16 -10000 0 -0.52 22 22
RAP1/GDP 0.026 0.12 -10000 0 -0.39 19 19
ITGAV 0.023 0.004 -10000 0 -10000 0 0
nectin-3(dimer)/I-afadin/I-afadin/nectin-2(dimer)/I-afadin/I-afadin 0.021 0.087 -10000 0 -0.37 15 15
nectin-3(dimer)/I-afadin/I-afadin 0.009 0.097 -10000 0 -0.4 17 17
Rac1/GTP 0.021 0.12 -10000 0 -0.4 20 20
PTPRM -0.03 0.13 -10000 0 -0.4 33 33
E-cadherin/beta catenin/alpha catenin 0.098 0.067 -10000 0 -0.3 1 1
adherens junction assembly 0 0 -10000 0 -10000 0 0
CDC42 0.023 0.005 -10000 0 -10000 0 0
FAS signaling pathway (CD95)

Figure S50.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S50.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
SPTAN1 -0.007 0.024 0.25 1 -10000 0 1
RFC1 -0.005 0.028 0.23 3 -10000 0 3
PRKDC -0.002 0.047 0.22 11 -10000 0 11
RIPK1 0.025 0.006 -10000 0 -10000 0 0
CASP7 -0.022 0.13 -10000 0 -0.61 14 14
FASLG/FAS/FADD/FAF1 -0.008 0.064 0.22 2 -0.3 12 14
MAP2K4 -0.032 0.16 0.33 4 -0.41 17 21
mol:ceramide -0.026 0.1 -10000 0 -0.37 14 14
GSN -0.008 0.026 0.25 1 -10000 0 1
FASLG/FAS/FADD/FAF1/Caspase 8 -0.009 0.09 -10000 0 -0.37 13 13
FAS 0.012 0.022 -10000 0 -10000 0 0
BID -0.016 0.017 0.26 1 -10000 0 1
MAP3K1 0.001 0.15 0.34 5 -0.48 15 20
MAP3K7 0.016 0.016 -10000 0 -10000 0 0
RB1 -0.006 0.027 0.23 2 -10000 0 2
CFLAR 0.025 0.006 -10000 0 -10000 0 0
HGF/MET -0.029 0.16 0.26 1 -0.39 56 57
ARHGDIB 0.003 0.057 0.22 19 -0.19 1 20
FADD 0.011 0.02 -10000 0 -10000 0 0
actin filament polymerization 0.019 0.048 -10000 0 -0.25 1 1
NFKB1 -0.051 0.16 -10000 0 -0.68 15 15
MAPK8 -0.069 0.21 0.52 1 -0.45 64 65
DFFA -0.007 0.029 0.23 2 -10000 0 2
DNA fragmentation during apoptosis -0.016 0.049 0.23 3 -10000 0 3
FAS/FADD/MET 0.023 0.046 0.26 1 -0.39 2 3
CFLAR/RIP1 0.036 0.012 -10000 0 -10000 0 0
FAIM3 0.023 0.033 -10000 0 -0.58 1 1
FAF1 0.012 0.024 -10000 0 -10000 0 0
PARP1 -0.007 0.035 0.22 4 -10000 0 4
DFFB -0.007 0.031 0.23 3 -0.19 5 8
CHUK -0.041 0.14 -10000 0 -0.61 13 13
FASLG -0.011 0.12 -10000 0 -0.59 13 13
FAS/FADD 0.016 0.028 -10000 0 -10000 0 0
HGF -0.076 0.22 -10000 0 -0.59 56 56
LMNA -0.011 0.047 0.2 8 -10000 0 8
CASP6 -0.007 0.033 0.23 3 -10000 0 3
CASP10 0.01 0.039 -10000 0 -0.59 1 1
CASP3 -0.003 0.017 0.3 1 -10000 0 1
PTPN13 0.015 0.066 -10000 0 -0.59 4 4
CASP8 -0.018 0.022 0.37 1 -10000 0 1
IL6 -0.26 0.53 -10000 0 -1.2 80 80
MET 0.02 0.051 0.39 1 -0.59 2 3
ICAD/CAD -0.008 0.035 0.27 3 -10000 0 3
FASLG/FAS/FADD/FAF1/Caspase 10 -0.026 0.1 -10000 0 -0.37 14 14
activation of caspase activity by cytochrome c -0.016 0.017 0.26 1 -10000 0 1
PAK2 0.06 0.11 0.22 104 -10000 0 104
BCL2 0.024 0.012 0.23 1 -10000 0 1
TCGA08_p53

Figure S51.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S51.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CDKN2A -0.032 0.063 0.3 4 -0.21 15 19
TP53 -0.004 0.047 -10000 0 -0.19 16 16
Senescence -0.004 0.047 -10000 0 -0.19 16 16
Apoptosis -0.004 0.047 -10000 0 -0.19 16 16
Activated_Oncogenes 0 0 -10000 0 -10000 0 0
MDM2 -0.002 0.065 0.32 8 -0.21 4 12
MDM4 0.023 0.004 -10000 0 -10000 0 0
EGFR-dependent Endothelin signaling events

Figure S52.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S52.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HRAS 0.023 0.004 -10000 0 -10000 0 0
EGFR 0.019 0.096 0.39 7 -0.59 6 13
EGF/EGFR -0.004 0.13 -10000 0 -0.36 39 39
EGF/EGFR dimer/SHC/GRB2/SOS1 0.044 0.087 -10000 0 -0.35 13 13
mol:GTP 0 0 -10000 0 -10000 0 0
EDNRA 0.02 0.033 -10000 0 -0.59 1 1
response to oxidative stress 0 0 -10000 0 -10000 0 0
EGF 0.009 0.093 0.23 1 -0.59 8 9
EGF/EGFR dimer/SHC 0.026 0.091 0.26 4 -0.4 13 17
mol:GDP 0.039 0.084 -10000 0 -0.35 13 13
mol:Ca2+ 0 0 -10000 0 -10000 0 0
EDN1 -0.034 0.18 -10000 0 -0.59 32 32
GRB2/SOS1 0.034 0.008 -10000 0 -10000 0 0
HRAS/GTP 0.025 0.074 -10000 0 -0.32 13 13
SHC1 0.023 0.005 -10000 0 -10000 0 0
HRAS/GDP 0.038 0.08 -10000 0 -0.33 13 13
FRAP1 -0.021 0.066 0.16 4 -0.34 13 17
EGF/EGFR dimer 0.016 0.1 0.27 5 -0.46 13 18
SOS1 0.023 0.004 -10000 0 -10000 0 0
GRB2 0.023 0.004 -10000 0 -10000 0 0
ETA receptor/Endothelin-1 -0.014 0.14 -10000 0 -0.43 34 34
Lissencephaly gene (LIS1) in neuronal migration and development

Figure S53.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S53.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
DYNC1H1 0.023 0.005 -10000 0 -10000 0 0
VLDLR 0.019 0.034 -10000 0 -0.59 1 1
LRPAP1 0.021 0.007 -10000 0 -10000 0 0
NUDC 0.023 0.005 -10000 0 -10000 0 0
RELN/LRP8 -0.007 0.14 -10000 0 -0.37 40 40
CaM/Ca2+ 0.017 0.004 -10000 0 -10000 0 0
KATNA1 0.023 0.003 -10000 0 -10000 0 0
GO:0030286 0 0 -10000 0 -10000 0 0
ABL1 -0.041 0.12 -10000 0 -0.34 40 40
IQGAP1/CaM 0.033 0.008 -10000 0 -10000 0 0
DAB1 0.035 0.059 0.24 23 -0.31 1 24
IQGAP1 0.023 0.003 -10000 0 -10000 0 0
PLA2G7 0.021 0.033 -10000 0 -0.59 1 1
CALM1 0.023 0.005 -10000 0 -10000 0 0
DYNLT1 0.023 0.004 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
LRPAP1/LRP8 0.032 0.016 -10000 0 -10000 0 0
UniProt:Q4QZ09 0 0 -10000 0 -10000 0 0
CLIP1 0.023 0.003 -10000 0 -10000 0 0
CDK5R1 0.029 0.033 0.23 9 -10000 0 9
LIS1/Poliovirus Protein 3A 0.007 0.002 -10000 0 -10000 0 0
CDK5R2 0.067 0.091 0.23 79 -0.31 2 81
mol:PP1 0 0 -10000 0 -10000 0 0
RELN/VLDLR/DAB1 -0.002 0.14 0.35 2 -0.37 40 42
YWHAE 0.022 0.005 -10000 0 -10000 0 0
NDEL1/14-3-3 E -0.004 0.11 0.33 1 -0.33 6 7
MAP1B 0.005 0.012 0.21 1 -10000 0 1
RAC1 0.01 0.004 -10000 0 -10000 0 0
p35/CDK5 -0.033 0.11 0.27 1 -0.31 39 40
RELN -0.047 0.2 0.23 3 -0.59 40 43
PAFAH/LIS1 0.022 0.022 -10000 0 -0.36 1 1
LIS1/CLIP170 0.023 0.008 -10000 0 -10000 0 0
LIS1/NDEL1/Katanin 60/Dynein Light chain/Dynein heavy chain -0.001 0.089 -10000 0 -0.32 1 1
RELN/VLDLR/DAB1/LIS1/PAFAH1B2/PAFAH1B3 -0.027 0.12 -10000 0 -0.32 36 36
GO:0005869 0 0 -10000 0 -10000 0 0
NDEL1 -0.022 0.11 0.34 1 -0.31 29 30
LIS1/IQGAP1 0.023 0.008 -10000 0 -10000 0 0
RHOA 0.01 0.004 -10000 0 -10000 0 0
PAFAH1B1 0.009 0.003 -10000 0 -10000 0 0
PAFAH1B3 0.023 0.012 0.23 1 -10000 0 1
PAFAH1B2 0.023 0.004 -10000 0 -10000 0 0
MAP1B/LIS1/Dynein heavy chain 0.016 0.026 -10000 0 -10000 0 0
NDEL1/Katanin 60/Dynein heavy chain 0.002 0.11 0.33 1 -0.34 5 6
LRP8 0.025 0.019 0.23 3 -10000 0 3
NDEL1/Katanin 60 -0.007 0.11 0.33 1 -0.34 6 7
P39/CDK5 -0.006 0.14 0.29 6 -0.32 39 45
LIS1/NudC/Dynein intermediate chain/microtubule organizing center 0.022 0.009 -10000 0 -10000 0 0
CDK5 -0.041 0.11 -10000 0 -0.32 40 40
PPP2R5D 0.023 0.003 -10000 0 -10000 0 0
LIS1/CLIP170/Dynein Complex/Dynactin Complex 0.02 0.007 -10000 0 -10000 0 0
CSNK2A1 0.023 0.005 -10000 0 -10000 0 0
RELN/VLDLR/DAB1/LIS1 0.008 0.12 0.29 2 -0.32 33 35
RELN/VLDLR 0.003 0.13 -10000 0 -0.34 39 39
CDC42 0.01 0.004 -10000 0 -10000 0 0
p75(NTR)-mediated signaling

Figure S54.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S54.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Sortilin/TRAF6 0.031 0.029 -10000 0 -0.31 2 2
Necdin/E2F1 0.031 0.029 -10000 0 -0.31 2 2
proNGF (dimer)/p75(NTR)/Sortilin/NADE/14-3-3 E 0.06 0.075 -10000 0 -0.34 8 8
NGF (dimer)/p75(NTR)/BEX1 0.007 0.15 0.28 2 -0.38 39 41
NT-4/5 (dimer)/p75(NTR) 0.036 0.08 0.27 1 -0.4 8 9
IKBKB 0.023 0.021 0.39 1 -10000 0 1
AKT1 0.052 0.1 0.36 2 -0.33 4 6
IKBKG 0.023 0.004 -10000 0 -10000 0 0
BDNF -0.067 0.22 -10000 0 -0.59 51 51
MGDIs/NGR/p75(NTR)/LINGO1 0.064 0.059 0.3 5 -0.38 1 6
FURIN 0.023 0.003 -10000 0 -10000 0 0
proBDNF (dimer)/p75(NTR)/Sortilin -0.011 0.16 0.26 1 -0.38 52 53
LINGO1 0.04 0.056 0.23 28 -10000 0 28
Sortilin/TRAF6/NRIF 0.025 0.023 -10000 0 -0.31 1 1
proBDNF (dimer) -0.067 0.22 -10000 0 -0.59 51 51
NTRK1 0.01 0.086 -10000 0 -0.59 7 7
RTN4R 0.021 0.033 -10000 0 -0.59 1 1
neuron apoptosis -0.053 0.15 -10000 0 -0.53 14 14
IRAK1 0.023 0.004 -10000 0 -10000 0 0
SHC1 -0.002 0.062 0.23 2 -0.38 7 9
ARHGDIA 0.023 0.004 -10000 0 -10000 0 0
RhoA/GTP 0.016 0.006 -10000 0 -10000 0 0
Gamma Secretase 0.058 0.027 -10000 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-H1 0.055 0.075 -10000 0 -0.35 8 8
MAGEH1 0.023 0.004 -10000 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/Necdin 0.054 0.08 -10000 0 -0.35 9 9
Mammalian IAPs/DIABLO 0.052 0.05 -10000 0 -0.35 5 5
proNGF (dimer) 0.012 0.089 0.31 2 -0.59 7 9
MAGED1 0.023 0.004 -10000 0 -10000 0 0
APP 0.023 0.005 -10000 0 -10000 0 0
NT-4/5 (dimer) 0.011 0.086 -10000 0 -0.59 7 7
ZNF274 0.023 0.005 -10000 0 -10000 0 0
RhoA/GDP/RHOGDI 0.016 0.058 -10000 0 -0.33 7 7
NGF 0.012 0.089 0.31 2 -0.59 7 9
cell cycle arrest -0.013 0.07 0.22 4 -0.31 8 12
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK 0.017 0.048 -10000 0 -0.26 8 8
NT-4/5 (dimer)/p75(NTR)/TRAF6 0.047 0.073 0.26 1 -0.38 7 8
NCSTN 0.023 0.005 -10000 0 -10000 0 0
mol:GTP 0.046 0.075 0.26 2 -0.38 7 9
PSENEN 0.022 0.007 -10000 0 -10000 0 0
mol:ceramide -0.021 0.057 0.2 2 -0.35 8 10
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK/p62/Atypical PKCs 0.009 0.042 0.24 1 -0.33 1 2
p75(NTR)/beta APP 0.045 0.041 0.27 1 -10000 0 1
BEX1 -0.028 0.19 0.23 13 -0.59 33 46
mol:GDP -0.018 0.058 0.22 2 -0.38 7 9
NGF (dimer) 0.044 0.081 -10000 0 -0.36 11 11
MGDIs/NGR/p75(NTR)/LINGO1/RHOGDI 0.074 0.058 0.3 4 -0.35 1 5
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
RAC1/GTP 0.04 0.065 0.23 2 -0.33 7 9
MYD88 0.021 0.007 -10000 0 -10000 0 0
CHUK 0.023 0.005 -10000 0 -10000 0 0
NGF (dimer)/p75(NTR)/PKA 0.046 0.075 0.26 2 -0.38 7 9
RHOB 0.021 0.033 -10000 0 -0.59 1 1
RHOA 0.021 0.008 -10000 0 -10000 0 0
MAGE-G1/E2F1 0.034 0.008 -10000 0 -10000 0 0
NT3 (dimer) 0.017 0.058 0.23 1 -0.59 3 4
TP53 -0.056 0.12 -10000 0 -0.32 51 51
PRDM4 -0.021 0.058 0.2 2 -0.35 8 10
BDNF (dimer) 0.048 0.2 0.3 10 -0.39 52 62
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
SORT1 0.021 0.033 -10000 0 -0.59 1 1
activation of caspase activity 0.054 0.072 -10000 0 -0.33 8 8
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6 0.056 0.076 -10000 0 -0.35 8 8
RHOC 0.023 0.005 -10000 0 -10000 0 0
XIAP 0.023 0.003 -10000 0 -10000 0 0
MAPK10 -0.035 0.11 0.33 3 -0.43 5 8
DIABLO 0.023 0.003 -10000 0 -10000 0 0
SMPD2 -0.022 0.058 0.2 2 -0.35 8 10
APH1B 0.024 0.002 -10000 0 -10000 0 0
APH1A 0.022 0.006 -10000 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin 0.045 0.078 0.26 2 -0.38 8 10
PSEN1 0.023 0.005 -10000 0 -10000 0 0
APAF-1/Pro-Caspase 9 0.033 0.008 -10000 0 -10000 0 0
NT3 (dimer)/p75(NTR) 0.039 0.06 0.27 1 -0.44 3 4
MAPK8 -0.032 0.11 0.28 3 -0.46 3 6
MAPK9 -0.034 0.1 0.29 1 -0.43 4 5
APAF1 0.024 0.002 -10000 0 -10000 0 0
NTF3 0.017 0.058 0.23 1 -0.59 3 4
NTF4 0.011 0.086 -10000 0 -0.59 7 7
NDN 0.021 0.033 -10000 0 -0.59 1 1
RAC1/GDP 0.017 0.003 -10000 0 -10000 0 0
RhoA-B-C/GDP 0.049 0.068 -10000 0 -0.32 8 8
p75 CTF/Sortilin/TRAF6/NRIF 0.052 0.031 -10000 0 -0.35 1 1
RhoA-B-C/GTP 0.045 0.074 0.25 2 -0.38 7 9
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF 0.01 0.15 -10000 0 -0.33 52 52
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6 0.002 0.15 -10000 0 -0.35 52 52
PRKACB 0.023 0.004 -10000 0 -10000 0 0
proBDNF (dimer)/p75 ECD -0.036 0.17 -10000 0 -0.43 52 52
ChemicalAbstracts:86-01-1 0 0 -10000 0 -10000 0 0
BIRC3 0.014 0.073 -10000 0 -0.59 5 5
BIRC2 0.023 0.004 -10000 0 -10000 0 0
neuron projection morphogenesis 0.001 0.077 0.24 3 -0.35 8 11
BAD -0.036 0.11 0.28 3 -0.45 3 6
RIPK2 0.023 0.005 -10000 0 -10000 0 0
NGFR 0.041 0.058 0.23 28 -10000 0 28
CYCS -0.02 0.057 -10000 0 -0.33 8 8
ADAM17 0.023 0.005 -10000 0 -10000 0 0
NGF (dimer)/p75(NTR)/TRAF6/RIP2 0.055 0.074 -10000 0 -0.35 7 7
BCL2L11 -0.036 0.11 0.28 3 -0.45 3 6
BDNF (dimer)/p75(NTR) -0.027 0.18 0.27 1 -0.44 51 52
PI3K 0.029 0.065 -10000 0 -0.35 4 4
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-G1 0.056 0.076 -10000 0 -0.35 8 8
NDNL2 0.023 0.003 -10000 0 -10000 0 0
YWHAE 0.022 0.005 -10000 0 -10000 0 0
PRKCI 0.013 0.012 -10000 0 -10000 0 0
NGF (dimer)/p75(NTR) 0.035 0.083 0.27 2 -0.44 7 9
ChemicalAbstracts:146-91-8 0 0 -10000 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/NRAGE 0.056 0.076 0.26 2 -0.35 8 10
TRAF6 0.023 0.004 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
PRKCZ 0.022 0.005 -10000 0 -10000 0 0
PLG 0.02 0.016 0.23 2 -10000 0 2
oligodendrocyte cell fate commitment 0 0 -10000 0 -10000 0 0
CASP6 -0.039 0.13 0.21 1 -0.33 56 57
SQSTM1 0.022 0.007 -10000 0 -10000 0 0
NGFRAP1 0.023 0.004 -10000 0 -10000 0 0
CASP3 -0.037 0.1 0.28 3 -0.37 6 9
E2F1 0.023 0.004 -10000 0 -10000 0 0
CASP9 0.023 0.005 -10000 0 -10000 0 0
IKK complex 0.042 0.091 -10000 0 -0.36 6 6
NGF (dimer)/TRKA 0.014 0.095 0.27 1 -0.44 14 15
MMP7 0.024 0.078 0.23 14 -0.59 4 18
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF 0.062 0.075 -10000 0 -0.34 8 8
MMP3 0.15 0.11 0.23 208 -0.31 2 210
APAF-1/Caspase 9 -0.033 0.05 -10000 0 -10000 0 0
PDGFR-alpha signaling pathway

Figure S55.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S55.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PDGFRA 0.009 0.057 0.37 1 -0.59 2 3
PDGF/PDGFRA/CRKL 0.019 0.044 0.26 1 -0.43 2 3
positive regulation of JUN kinase activity 0.046 0.038 -10000 0 -0.33 2 2
CRKL 0.023 0.005 -10000 0 -10000 0 0
PDGF/PDGFRA/Caveolin-3 -0.063 0.18 0.26 1 -0.44 59 60
AP1 -0.16 0.36 -10000 0 -0.97 55 55
mol:IP3 -0.004 0.048 0.3 1 -0.44 2 3
PLCG1 -0.004 0.048 0.3 1 -0.44 2 3
PDGF/PDGFRA/alphaV Integrin 0.02 0.045 0.26 1 -0.43 2 3
RAPGEF1 0.023 0.004 -10000 0 -10000 0 0
CRK 0.022 0.005 -10000 0 -10000 0 0
mol:Ca2+ -0.004 0.048 0.3 1 -0.44 2 3
CAV3 -0.081 0.22 -10000 0 -0.59 56 56
CAV1 -0.14 0.27 -10000 0 -0.59 92 92
SHC/Grb2/SOS1 0.048 0.038 -10000 0 -0.33 2 2
PDGF/PDGFRA/Shf 0.021 0.045 0.26 1 -0.43 2 3
FOS -0.16 0.35 -10000 0 -0.96 55 55
JUN -0.025 0.028 -10000 0 -10000 0 0
oligodendrocyte development 0.02 0.045 0.26 1 -0.43 2 3
GRB2 0.023 0.004 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
mol:DAG -0.004 0.048 0.3 1 -0.44 2 3
PDGF/PDGFRA 0.009 0.057 0.37 1 -0.59 2 3
actin cytoskeleton reorganization 0.019 0.043 0.26 1 -0.42 2 3
SRF 0.011 0.013 -10000 0 -10000 0 0
SHC1 0.023 0.005 -10000 0 -10000 0 0
PI3K 0.017 0.037 0.24 1 -0.36 1 2
PDGF/PDGFRA/Crk/C3G 0.03 0.044 -10000 0 -0.36 2 2
JAK1 0.002 0.04 0.29 1 -0.43 2 3
ELK1/SRF -0.012 0.05 -10000 0 -0.34 2 2
SHB 0.021 0.007 -10000 0 -10000 0 0
SHF 0.024 0.002 -10000 0 -10000 0 0
CSNK2A1 0.027 0.021 -10000 0 -10000 0 0
GO:0007205 -0.014 0.046 0.3 1 -0.46 2 3
SOS1 0.023 0.004 -10000 0 -10000 0 0
Ras protein signal transduction 0.046 0.038 -10000 0 -0.33 2 2
PDGF/PDGFRA/SHB 0.019 0.044 0.26 1 -0.42 2 3
PDGF/PDGFRA/Caveolin-1 -0.1 0.21 0.26 1 -0.45 93 94
ITGAV 0.023 0.004 -10000 0 -10000 0 0
ELK1 -0.02 0.05 0.23 2 -0.4 2 4
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
PDGF/PDGFRA/Crk 0.02 0.044 0.26 1 -0.43 2 3
JAK-STAT cascade 0.002 0.04 0.29 1 -0.43 2 3
cell proliferation 0.021 0.044 0.26 1 -0.43 2 3
S1P1 pathway

Figure S56.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S56.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
VEGFR2 homodimer/VEGFA homodimer 0.015 0.076 -10000 0 -0.44 9 9
PDGFRB 0.02 0.034 -10000 0 -0.59 1 1
SPHK1 0.003 0.049 -10000 0 -0.79 1 1
mol:S1P 0 0.049 -10000 0 -0.69 1 1
S1P1/S1P/Gi -0.04 0.16 -10000 0 -0.43 38 38
GNAO1 0.019 0.039 0.22 2 -0.59 1 3
PDGFB-D/PDGFRB/PLCgamma1 -0.022 0.15 0.25 1 -0.38 38 39
PLCG1 -0.043 0.14 -10000 0 -0.4 38 38
mol:GTP 0 0 -10000 0 -10000 0 0
PDGFB-D/PDGFRB 0.02 0.034 -10000 0 -0.59 1 1
GNAI2 0.018 0.015 -10000 0 -10000 0 0
GNAI3 0.019 0.014 -10000 0 -10000 0 0
GNAI1 0.018 0.036 -10000 0 -0.6 1 1
mol:GDP 0 0 -10000 0 -10000 0 0
EDG1 -0.016 0.059 -10000 0 -0.37 9 9
S1P1/S1P -0.009 0.07 -10000 0 -0.39 4 4
negative regulation of cAMP metabolic process -0.039 0.15 -10000 0 -0.42 38 38
MAPK3 -0.058 0.2 -10000 0 -0.56 40 40
calcium-dependent phospholipase C activity -0.001 0.003 -10000 0 -10000 0 0
Rac1/GDP 0.017 0.003 -10000 0 -10000 0 0
RhoA/GDP 0.016 0.006 -10000 0 -10000 0 0
KDR 0.003 0.098 -10000 0 -0.59 9 9
PLCB2 -0.002 0.083 -10000 0 -0.35 4 4
RAC1 0.023 0.004 -10000 0 -10000 0 0
RhoA/GTP -0.006 0.061 -10000 0 -0.34 4 4
receptor internalization -0.009 0.066 -10000 0 -0.37 4 4
PTGS2 -0.082 0.31 0.33 1 -0.94 35 36
Rac1/GTP -0.006 0.062 -10000 0 -0.34 4 4
RHOA 0.021 0.008 -10000 0 -10000 0 0
VEGFA 0.02 0.012 -10000 0 -10000 0 0
negative regulation of T cell proliferation -0.039 0.15 -10000 0 -0.42 38 38
GO:0007205 0 0 -10000 0 -10000 0 0
GNAZ 0.012 0.067 -10000 0 -0.59 4 4
MAPK1 -0.054 0.18 -10000 0 -0.53 40 40
S1P1/S1P/PDGFB-D/PDGFRB 0.001 0.085 -10000 0 -0.5 3 3
ABCC1 0.021 0.017 0.23 1 -10000 0 1
Effects of Botulinum toxin

Figure S57.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S57.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
STX1A 0.005 0.007 -10000 0 -10000 0 0
UniProt:P19321 0 0 -10000 0 -10000 0 0
RIMS1/UNC13B -0.015 0.14 -10000 0 -0.42 36 36
STXBP1 0.018 0.057 -10000 0 -0.59 3 3
ACh/CHRNA1 0.016 0.057 0.19 8 -0.35 5 13
RAB3GAP2/RIMS1/UNC13B 0 0.12 -10000 0 -0.37 32 32
mol:Ca2+ 0 0 -10000 0 -10000 0 0
UniProt:P30996 0 0 -10000 0 -10000 0 0
UniProt:Q60393 0 0 -10000 0 -10000 0 0
CST086 0 0 -10000 0 -10000 0 0
RIMS1 -0.035 0.18 0.23 2 -0.59 33 35
mol:ACh 0.001 0.03 0.088 8 -0.14 6 14
RAB3GAP2 0.023 0.004 -10000 0 -10000 0 0
STX1A/SNAP25/VAMP2 -0.002 0.1 -10000 0 -0.28 33 33
UniProt:P10844 0 0 -10000 0 -10000 0 0
muscle contraction 0.016 0.057 0.18 8 -0.35 5 13
UNC13B 0.017 0.047 -10000 0 -0.59 2 2
CHRNA1 0.022 0.074 0.23 9 -0.59 4 13
UniProt:P10845 0 0 -10000 0 -10000 0 0
ACh/Synaptotagmin 1 0.024 0.039 0.17 15 -0.16 1 16
SNAP25 -0.001 0.041 -10000 0 -0.31 6 6
VAMP2 0.004 0.001 -10000 0 -10000 0 0
SYT1 0.033 0.042 0.23 15 -10000 0 15
UniProt:Q00496 0 0 -10000 0 -10000 0 0
STXIA/STXBP1 0.017 0.038 -10000 0 -0.38 3 3
STX1A/SNAP25 fragment 1/VAMP2 -0.002 0.1 -10000 0 -0.28 33 33
Visual signal transduction: Rods

Figure S58.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S58.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
mol:K + 0.024 0.002 -10000 0 -10000 0 0
GNAT1/GTP 0.015 0.022 -10000 0 -0.21 1 1
Metarhodopsin II/Arrestin 0.024 0.014 -10000 0 -10000 0 0
PDE6G/GNAT1/GTP 0.024 0.044 -10000 0 -0.33 4 4
mol:GTP 0 0 -10000 0 -10000 0 0
absorption of light 0 0 -10000 0 -10000 0 0
GNAT1 0.021 0.031 0.23 5 -0.31 1 6
GRK1 0.02 0.023 0.31 2 -10000 0 2
CNG Channel 0.029 0.081 -10000 0 -0.31 15 15
mol:Na + 0.06 0.06 0.27 1 -10000 0 1
mol:ADP 0.02 0.023 0.31 2 -10000 0 2
RGS9-1/Gbeta5/R9AP -0.005 0.14 -10000 0 -0.39 38 38
mol:GDP 0 0 -10000 0 -10000 0 0
cGMP/CNG Channel 0.077 0.07 0.32 1 -10000 0 1
CNGB1 0.045 0.067 0.24 36 -10000 0 36
RDH5 0.022 0.033 -10000 0 -0.59 1 1
SAG 0.018 0.004 -10000 0 -10000 0 0
mol:Ca2+ -0.004 0.088 0.35 8 -10000 0 8
Na + (4 Units) 0.046 0.044 -10000 0 -10000 0 0
RGS9 -0.028 0.17 -10000 0 -0.59 29 29
GNB1/GNGT1 0.075 0.074 0.27 15 -10000 0 15
GNAT1/GDP 0.003 0.12 -10000 0 -0.34 38 38
GUCY2D 0.022 0.006 -10000 0 -10000 0 0
GNGT1 0.088 0.11 0.25 98 -10000 0 98
GUCY2F 0.019 0.004 -10000 0 -10000 0 0
GNB5 0.024 0.002 -10000 0 -10000 0 0
mol:GMP (4 units) 0.001 0.072 -10000 0 -0.32 15 15
mol:11-cis-retinal 0.022 0.033 -10000 0 -0.59 1 1
mol:cGMP 0.068 0.06 0.28 2 -10000 0 2
GNB1 0.022 0.005 -10000 0 -10000 0 0
Rhodopsin 0.029 0.03 -10000 0 -0.44 1 1
SLC24A1 0.024 0.002 -10000 0 -10000 0 0
CNGA1 0.025 0.025 0.23 5 -10000 0 5
Metarhodopsin II 0.023 0.018 0.23 1 -10000 0 1
mol:Ca ++ 0 0 -10000 0 -10000 0 0
GC1/GCAP Family 0.075 0.061 -10000 0 -10000 0 0
RGS9BP 0 0.11 -10000 0 -0.59 12 12
Metarhodopsin II/Transducin 0.022 0.044 0.17 12 -0.18 1 13
GCAP Family/Ca ++ 0.066 0.057 -10000 0 -10000 0 0
PDE6A/B 0.014 0.09 -10000 0 -0.43 12 12
mol:Pi -0.005 0.14 -10000 0 -0.39 38 38
mol:all-trans-retinal 0 0 -10000 0 -10000 0 0
Transducin 0.069 0.067 0.25 15 -10000 0 15
PDE6B 0.017 0.058 0.23 1 -0.59 3 4
PDE6A 0.007 0.099 0.23 2 -0.59 9 11
PDE6G 0.018 0.057 -10000 0 -0.59 3 3
RHO 0.02 0.017 0.23 2 -10000 0 2
PDE6 -0.001 0.14 -10000 0 -0.34 47 47
GUCA1A 0.078 0.092 0.23 93 -10000 0 93
GC2/GCAP Family 0.076 0.059 -10000 0 -10000 0 0
GUCA1C 0.016 0.006 -10000 0 -10000 0 0
GUCA1B 0.023 0.003 -10000 0 -10000 0 0
Ras signaling in the CD4+ TCR pathway

Figure S59.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S59.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ERK1-2/ELK1 -0.029 0.16 -10000 0 -0.37 50 50
MAP3K8 0.014 0.048 -10000 0 -0.59 2 2
FOS -0.016 0.11 -10000 0 -0.46 9 9
PRKCA 0.015 0.037 -10000 0 -0.6 1 1
PTPN7 0.015 0.043 0.39 1 -0.59 1 2
HRAS 0.023 0.004 -10000 0 -10000 0 0
PRKCB -0.003 0.11 -10000 0 -0.59 11 11
NRAS 0.022 0.005 -10000 0 -10000 0 0
RAS family/GTP 0.03 0.028 -10000 0 -10000 0 0
MAPK3 0.001 0.091 -10000 0 -0.62 5 5
MAP2K1 -0.012 0.1 -10000 0 -0.43 15 15
ELK1 0.014 0.023 -10000 0 -10000 0 0
BRAF -0.005 0.08 -10000 0 -0.43 11 11
mol:GTP -0.001 0.002 -10000 0 -0.005 55 55
MAPK1 0.002 0.08 -10000 0 -0.44 6 6
RAF1 -0.009 0.094 -10000 0 -0.48 12 12
KRAS 0.021 0.006 -10000 0 -10000 0 0
Osteopontin-mediated events

Figure S60.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S60.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
IKK alpha homodimer -0.016 0.066 -10000 0 -0.33 6 6
NF kappa B1 p50/RelA/I kappa B alpha 0.002 0.074 0.43 1 -0.32 2 3
alphaV/beta3 Integrin/Osteopontin/Src 0.12 0.084 0.28 1 -10000 0 1
AP1 -0.013 0.15 -10000 0 -0.6 4 4
ILK -0.024 0.063 -10000 0 -0.35 6 6
bone resorption -0.022 0.063 -10000 0 -0.34 1 1
PTK2B 0.021 0.008 -10000 0 -10000 0 0
PYK2/p130Cas 0.11 0.099 -10000 0 -0.33 5 5
ITGAV 0.025 0.004 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
CD44/Rho Family GTPase/ROCK2 0.03 0.037 -10000 0 -0.44 2 2
alphaV/beta3 Integrin/Osteopontin 0.12 0.1 -10000 0 -0.39 6 6
MAP3K1 -0.024 0.062 -10000 0 -0.36 6 6
JUN 0.023 0.005 -10000 0 -10000 0 0
MAPK3 -0.024 0.063 0.38 1 -0.33 6 7
MAPK1 -0.024 0.058 -10000 0 -0.33 6 6
Rac1/GDP 0.017 0.003 -10000 0 -10000 0 0
NFKB1 0.022 0.006 -10000 0 -10000 0 0
MAPK8 -0.026 0.058 -10000 0 -0.34 6 6
ITGB3 0.015 0.08 -10000 0 -0.59 6 6
NFKBIA -0.016 0.052 -10000 0 -0.33 5 5
FOS -0.069 0.22 -10000 0 -0.59 52 52
CD44 0.02 0.047 -10000 0 -0.59 2 2
CHUK 0.023 0.005 -10000 0 -10000 0 0
PLAU -0.007 0.068 -10000 0 -10000 0 0
NF kappa B1 p50/RelA 0 0.079 -10000 0 -10000 0 0
BCAR1 0.022 0.006 -10000 0 -10000 0 0
RELA 0.024 0.001 -10000 0 -10000 0 0
alphaV beta3 Integrin 0.03 0.062 -10000 0 -0.44 6 6
mol:GDP 0 0 -10000 0 -10000 0 0
SYK -0.025 0.064 -10000 0 -0.36 6 6
VAV3 -0.026 0.061 0.38 1 -0.34 6 7
MAP3K14 -0.024 0.064 -10000 0 -0.35 6 6
ROCK2 0.023 0.005 -10000 0 -10000 0 0
SPP1 0.14 0.12 0.23 206 -0.31 6 212
RAC1 0.023 0.004 -10000 0 -10000 0 0
Rac1/GTP -0.023 0.057 -10000 0 -0.33 3 3
MMP2 -0.057 0.12 -10000 0 -0.6 5 5
Noncanonical Wnt signaling pathway

Figure S61.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S61.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
NFATC2 -0.037 0.18 -10000 0 -0.59 34 34
GNB1/GNG2 0.015 0.096 -10000 0 -0.35 6 6
mol:DAG -0.005 0.078 -10000 0 -0.34 5 5
PLCG1 -0.006 0.08 -10000 0 -0.35 5 5
YES1 -0.008 0.073 -10000 0 -0.4 4 4
FZD3 0.021 0.008 -10000 0 -10000 0 0
FZD6 0.022 0.006 -10000 0 -10000 0 0
G protein 0.011 0.092 -10000 0 -0.34 6 6
MAP3K7 -0.026 0.099 -10000 0 -0.42 8 8
mol:Ca2+ -0.005 0.077 -10000 0 -0.33 5 5
mol:IP3 -0.005 0.078 -10000 0 -0.34 5 5
NLK 0.005 0.072 -10000 0 -0.76 3 3
GNB1 0.022 0.005 -10000 0 -10000 0 0
CAMK2A -0.023 0.11 -10000 0 -0.35 21 21
MAP3K7IP1 0 0 -10000 0 -10000 0 0
Noncanonical Wnts/FZD 0.008 0.076 -10000 0 -0.31 14 14
CSNK1A1 0.022 0.007 -10000 0 -10000 0 0
GNAS -0.007 0.074 0.21 1 -0.3 14 15
GO:0007205 -0.013 0.076 -10000 0 -0.34 5 5
WNT6 0.054 0.079 0.23 54 -0.31 1 55
WNT4 0.02 0.061 0.23 4 -0.59 3 7
NFAT1/CK1 alpha -0.011 0.14 -10000 0 -0.45 11 11
GNG2 0.019 0.047 -10000 0 -0.59 2 2
WNT5A 0.023 0.031 0.23 5 -0.31 1 6
WNT11 0.004 0.12 0.23 7 -0.59 13 20
CDC42 -0.006 0.067 -10000 0 -0.36 3 3
Signaling events mediated by PTP1B

Figure S62.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S62.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PDGFRB 0.02 0.033 -10000 0 -0.59 1 1
Jak2/Leptin Receptor -0.016 0.15 -10000 0 -0.44 25 25
PTP1B/AKT1 -0.001 0.083 -10000 0 -0.3 14 14
FYN 0.024 0.002 -10000 0 -10000 0 0
p210 bcr-abl/PTP1B -0.012 0.087 0.2 1 -0.31 16 17
EGFR 0.017 0.097 0.38 7 -0.6 6 13
EGF/EGFR -0.001 0.11 0.25 4 -0.38 18 22
CSF1 0.023 0.005 -10000 0 -10000 0 0
AKT1 0.022 0.006 -10000 0 -10000 0 0
INSR 0.023 0.006 -10000 0 -10000 0 0
PTP1B/N-cadherin 0.003 0.098 0.24 5 -0.31 15 20
Insulin Receptor/Insulin 0.011 0.084 -10000 0 -0.33 5 5
HCK 0.019 0.047 -10000 0 -0.59 2 2
CRK 0.022 0.005 -10000 0 -10000 0 0
TYK2 -0.011 0.083 0.2 2 -0.3 13 15
EGF 0.009 0.094 0.22 1 -0.6 8 9
YES1 0.022 0.005 -10000 0 -10000 0 0
CAV1 -0.052 0.14 0.24 3 -0.39 28 31
TXN 0.023 0.005 -10000 0 -10000 0 0
PTP1B/IRS1/GRB2 0.01 0.091 -10000 0 -0.31 13 13
cell migration 0.012 0.087 0.31 16 -0.2 1 17
STAT3 0.023 0.003 -10000 0 -10000 0 0
PRLR 0.021 0.092 0.28 14 -0.59 5 19
ITGA2B 0.002 0.11 -10000 0 -0.59 12 12
CSF1R 0.018 0.047 -10000 0 -0.59 2 2
Prolactin Receptor/Prolactin 0.027 0.071 0.27 5 -0.44 5 10
FGR -0.016 0.15 -10000 0 -0.59 22 22
PTP1B/p130 Cas 0.002 0.084 -10000 0 -0.29 14 14
Crk/p130 Cas 0.011 0.087 -10000 0 -0.31 9 9
DOK1 -0.012 0.099 -10000 0 -0.34 17 17
JAK2 -0.017 0.15 -10000 0 -0.44 28 28
Jak2/Leptin Receptor/Leptin 0.032 0.12 0.28 1 -0.42 9 10
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
PTPN1 -0.012 0.088 0.2 1 -0.31 16 17
LYN 0.023 0.005 -10000 0 -10000 0 0
CDH2 0.036 0.066 0.24 24 -0.59 1 25
SRC 0.013 0.073 -10000 0 -0.59 4 4
ITGB3 0.013 0.08 -10000 0 -0.59 6 6
CAT1/PTP1B -0.02 0.14 0.3 1 -0.4 25 26
CAPN1 0.024 0.002 -10000 0 -10000 0 0
CSK 0.024 0.002 -10000 0 -10000 0 0
PI3K 0.009 0.063 -10000 0 -0.32 2 2
mol:H2O2 0 0.003 -10000 0 -10000 0 0
STAT3 (dimer) 0.03 0.11 0.26 1 -0.39 9 10
negative regulation of transcription -0.016 0.14 -10000 0 -0.44 28 28
FCGR2A 0.014 0.073 -10000 0 -0.59 5 5
FER 0.022 0.008 -10000 0 -10000 0 0
alphaIIb/beta3 Integrin 0.01 0.11 -10000 0 -0.44 18 18
BLK 0.014 0.086 0.23 7 -0.59 6 13
Insulin Receptor/Insulin/Shc 0.041 0.014 -10000 0 -10000 0 0
RHOA 0.021 0.008 -10000 0 -10000 0 0
LEPR -0.004 0.12 -10000 0 -0.58 15 15
BCAR1 0.022 0.006 -10000 0 -10000 0 0
p210 bcr-abl/Grb2 0.023 0.004 -10000 0 -10000 0 0
mol:NADPH 0 0.002 -10000 0 -10000 0 0
TRPV6 -0.015 0.14 -10000 0 -0.45 19 19
PRL 0.01 0.037 0.23 7 -10000 0 7
SOCS3 0.015 0.12 -10000 0 -1.2 3 3
SPRY2 0.017 0.058 -10000 0 -0.6 3 3
Insulin Receptor/Insulin/IRS1 0.04 0.026 -10000 0 -0.38 1 1
CSF1/CSF1R 0.008 0.094 -10000 0 -0.35 9 9
Ras protein signal transduction 0.012 0.099 0.59 9 -10000 0 9
IRS1 0.021 0.033 -10000 0 -0.59 1 1
INS 0.012 0.015 -10000 0 -10000 0 0
LEP 0.061 0.088 0.23 69 -0.31 2 71
STAT5B -0.009 0.11 -10000 0 -0.37 19 19
STAT5A -0.009 0.11 -10000 0 -0.39 17 17
GRB2 0.023 0.004 -10000 0 -10000 0 0
PDGFB-D/PDGFRB 0.002 0.085 -10000 0 -0.3 14 14
CSN2 0.017 0.075 -10000 0 -0.61 1 1
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
LAT 0.006 0.091 -10000 0 -0.5 9 9
YBX1 0.026 0.006 -10000 0 -10000 0 0
LCK 0.021 0.033 -10000 0 -0.59 1 1
SHC1 0.023 0.005 -10000 0 -10000 0 0
NOX4 0.024 0.013 0.23 1 -10000 0 1
Ephrin B reverse signaling

Figure S63.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S63.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
EFNB2 0.022 0.006 -10000 0 -10000 0 0
EPHB2 0.025 0.02 0.23 3 -10000 0 3
EFNB1 -0.001 0.012 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
Rac1/GDP 0.061 0.049 -10000 0 -10000 0 0
Ephrin B2/EPHB1-2 0.05 0.049 0.25 7 -10000 0 7
neuron projection morphogenesis 0.042 0.036 -10000 0 -10000 0 0
Ephrin B1/EPHB1-2/Tiam1 0.057 0.051 0.29 1 -10000 0 1
DNM1 0.024 0.004 -10000 0 -10000 0 0
cell-cell signaling 0 0.004 -10000 0 -10000 0 0
MAP2K4 -0.022 0.12 -10000 0 -0.44 22 22
YES1 -0.031 0.17 -10000 0 -0.67 23 23
Ephrin B1/EPHB1-2/NCK2 0.057 0.052 0.29 1 -10000 0 1
PI3K -0.005 0.1 -10000 0 -0.45 13 13
mol:GDP 0.055 0.05 0.29 1 -10000 0 1
ITGA2B 0.002 0.11 -10000 0 -0.59 12 12
endothelial cell proliferation 0.029 0.01 -10000 0 -10000 0 0
FYN -0.03 0.17 -10000 0 -0.67 23 23
MAP3K7 -0.026 0.12 -10000 0 -0.47 23 23
FGR -0.038 0.18 -10000 0 -0.69 22 22
TIAM1 0.023 0.004 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
RGS3 0.023 0.004 -10000 0 -10000 0 0
cell adhesion -0.022 0.11 -10000 0 -0.43 12 12
LYN -0.029 0.17 -10000 0 -0.67 22 22
Ephrin B1/EPHB1-2/Src Family Kinases -0.031 0.15 -10000 0 -0.6 23 23
Ephrin B1/EPHB1-2 -0.027 0.13 -10000 0 -0.51 22 22
SRC -0.029 0.17 -10000 0 -0.65 23 23
ITGB3 0.013 0.08 -10000 0 -0.59 6 6
EPHB1 0.048 0.079 0.26 38 -10000 0 38
EPHB4 0.022 0.005 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
Ephrin B2/EPHB4 0.029 0.01 -10000 0 -10000 0 0
alphaIIb/beta3 Integrin 0.01 0.1 -10000 0 -0.44 18 18
BLK -0.032 0.17 -10000 0 -0.68 22 22
HCK -0.03 0.17 -10000 0 -0.65 23 23
regulation of stress fiber formation -0.056 0.05 -10000 0 -0.29 1 1
MAPK8 -0.022 0.11 -10000 0 -0.43 19 19
Ephrin B1/EPHB1-2/RGS3 0.057 0.052 0.29 1 -10000 0 1
endothelial cell migration -0.015 0.1 -10000 0 -0.38 21 21
NCK2 0.023 0.003 -10000 0 -10000 0 0
PTPN13 0.014 0.077 -10000 0 -0.69 4 4
regulation of focal adhesion formation -0.056 0.05 -10000 0 -0.29 1 1
chemotaxis -0.055 0.05 -10000 0 -0.29 1 1
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
Rac1/GTP 0.052 0.043 -10000 0 -10000 0 0
angiogenesis -0.027 0.13 -10000 0 -0.51 22 22
LCK -0.027 0.17 -10000 0 -0.67 22 22
Regulation of nuclear SMAD2/3 signaling

Figure S64.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S64.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
EP300 0.023 0.006 -10000 0 -10000 0 0
HSPA8 0.023 0.004 -10000 0 -10000 0 0
SMAD3/SMAD4/ER alpha 0.015 0.1 -10000 0 -0.42 14 14
AKT1 0.015 0.031 -10000 0 -10000 0 0
GSC 0.018 0.071 -10000 0 -0.48 2 2
NKX2-5 0.098 0.14 0.23 155 -0.31 17 172
muscle cell differentiation -0.029 0.085 0.5 1 -10000 0 1
SMAD2-3/SMAD4/SP1 0.054 0.071 -10000 0 -0.28 1 1
SMAD4 0.016 0.041 -10000 0 -0.27 1 1
CBFB 0.022 0.006 -10000 0 -10000 0 0
SAP18 0.022 0.006 -10000 0 -10000 0 0
Cbp/p300/MSG1 0.044 0.029 -10000 0 -0.38 1 1
SMAD3/SMAD4/VDR 0.051 0.057 -10000 0 -0.33 1 1
MYC 0.023 0.014 -10000 0 -10000 0 0
CDKN2B -0.2 0.46 -10000 0 -1.5 32 32
AP1 -0.013 0.13 -10000 0 -0.31 51 51
SMAD2/SMAD2/SMAD4/SnoN/SIN3/HDAC complex/NCoR1 0.038 0.065 -10000 0 -0.38 2 2
SMAD2-3/SMAD4/FOXO1-3a-4/FOXG1 -0.01 0.1 -10000 0 -0.34 26 26
SP3 0.025 0.003 -10000 0 -10000 0 0
CREB1 0.023 0.005 -10000 0 -10000 0 0
FOXH1 0.043 0.067 0.26 28 -10000 0 28
SMAD3/SMAD4/GR 0.032 0.051 -10000 0 -0.28 1 1
GATA3 0.006 0.1 0.23 1 -0.52 12 13
SKI/SIN3/HDAC complex/NCoR1 0.006 0.072 -10000 0 -0.39 8 8
MEF2C/TIF2 -0.01 0.092 -10000 0 -0.82 2 2
endothelial cell migration -0.021 0.042 -10000 0 -10000 0 0
MAX 0.022 0.004 -10000 0 -10000 0 0
RBBP7 0.023 0.005 -10000 0 -10000 0 0
RBBP4 0.023 0.004 -10000 0 -10000 0 0
RUNX2 0.023 0.003 -10000 0 -10000 0 0
RUNX3 0.023 0.005 -10000 0 -10000 0 0
RUNX1 0.023 0.005 -10000 0 -10000 0 0
CTBP1 0.021 0.007 -10000 0 -10000 0 0
NR3C1 0.021 0.006 -10000 0 -10000 0 0
VDR 0.022 0.033 -10000 0 -0.59 1 1
CDKN1A 0.017 0.042 -10000 0 -10000 0 0
KAT2B 0.022 0.007 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1 0.054 0.061 0.28 3 -0.26 1 4
DCP1A 0.021 0.007 -10000 0 -10000 0 0
SKI 0.022 0.005 -10000 0 -10000 0 0
SERPINE1 0.021 0.042 -10000 0 -10000 0 0
SMAD3/SMAD4/ATF2 0.035 0.052 -10000 0 -0.28 1 1
SMAD3/SMAD4/ATF3 0.033 0.059 -10000 0 -0.39 2 2
SAP30 0.022 0.007 -10000 0 -10000 0 0
Cbp/p300/PIAS3 0.044 0.017 -10000 0 -10000 0 0
JUN -0.022 0.12 -10000 0 -0.3 51 51
SMAD3/SMAD4/IRF7 0.037 0.053 -10000 0 -0.28 1 1
TFE3 0.026 0.005 -10000 0 -10000 0 0
COL1A2 0.026 0.028 -10000 0 -10000 0 0
mesenchymal cell differentiation -0.034 0.052 0.28 1 -10000 0 1
DLX1 0.14 0.1 0.23 198 -0.31 1 199
TCF3 0.023 0.005 -10000 0 -10000 0 0
FOS -0.067 0.22 -10000 0 -0.59 52 52
SMAD3/SMAD4/Max 0.032 0.052 -10000 0 -0.28 1 1
Cbp/p300/SNIP1 0.044 0.015 -10000 0 -10000 0 0
ZBTB17 0.023 0.008 -10000 0 -10000 0 0
LAMC1 0.015 0.037 -10000 0 -10000 0 0
TGIF2/HDAC complex/SMAD3/SMAD4 0.034 0.051 -10000 0 -0.28 1 1
IRF7 0.024 0.005 -10000 0 -10000 0 0
ESR1 -0.003 0.12 -10000 0 -0.59 14 14
HNF4A 0.027 0.033 0.25 7 -10000 0 7
MEF2C -0.007 0.091 0.36 3 -0.71 2 5
SMAD2-3/SMAD4 0.036 0.063 -10000 0 -0.32 1 1
Cbp/p300/Src-1 0.044 0.015 -10000 0 -10000 0 0
IGHV3OR16-13 0.003 0.049 -10000 0 -0.34 7 7
TGIF2/HDAC complex 0.023 0.005 -10000 0 -10000 0 0
CREBBP 0.023 0.005 -10000 0 -10000 0 0
SKIL 0.013 0.012 -10000 0 -10000 0 0
HDAC1 0.023 0.004 -10000 0 -10000 0 0
HDAC2 0.024 0.002 -10000 0 -10000 0 0
SNIP1 0.024 0.02 0.39 1 -10000 0 1
GCN5L2 0 0.003 -10000 0 -10000 0 0
SMAD3/SMAD4/TFE3 0.041 0.053 -10000 0 -0.28 1 1
MSG1/HSC70 0.032 0.027 -10000 0 -0.44 1 1
SMAD2 0.018 0.028 -10000 0 -10000 0 0
SMAD3 0.014 0.039 -10000 0 -10000 0 0
SMAD3/E2F4-5/DP1/p107/SMAD4 0.016 0.039 -10000 0 -0.25 1 1
SMAD2/SMAD2/SMAD4 -0.005 0.063 0.2 1 -0.44 4 5
NCOR1 0.023 0.005 -10000 0 -10000 0 0
NCOA2 0.021 0.033 -10000 0 -0.59 1 1
NCOA1 0.023 0.004 -10000 0 -10000 0 0
MYOD/E2A 0.049 0.048 -10000 0 -10000 0 0
SMAD2-3/SMAD4/SP1/MIZ-1 0.064 0.075 -10000 0 -10000 0 0
IFNB1 0.008 0.033 -10000 0 -10000 0 0
SMAD3/SMAD4/MEF2C 0.023 0.097 -10000 0 -0.75 2 2
CITED1 0.022 0.035 0.23 1 -0.59 1 2
SMAD2-3/SMAD4/ARC105 0.043 0.064 -10000 0 -0.29 1 1
RBL1 0.023 0.005 -10000 0 -10000 0 0
SMAD2-3/SMAD4/FOXO1-3a-4/CEBPB -0.026 0.16 -10000 0 -0.52 29 29
RUNX1-3/PEBPB2 0.043 0.015 -10000 0 -10000 0 0
SMAD7 -0.005 0.12 -10000 0 -0.59 3 3
MYC/MIZ-1 0.032 0.024 -10000 0 -10000 0 0
SMAD3/SMAD4 0.014 0.039 -10000 0 -10000 0 0
IL10 0 0.081 -10000 0 -0.38 11 11
PIASy/HDAC complex 0.021 0.011 -10000 0 -10000 0 0
PIAS3 0.023 0.004 -10000 0 -10000 0 0
CDK2 0.024 0.003 -10000 0 -10000 0 0
IL5 -0.003 0.078 -10000 0 -0.36 12 12
CDK4 0.025 0.02 0.39 1 -10000 0 1
PIAS4 0.021 0.011 -10000 0 -10000 0 0
ATF3 0.02 0.047 -10000 0 -0.59 2 2
SMAD3/SMAD4/SP1 0.042 0.058 -10000 0 -0.27 1 1
FOXG1 0.027 0.075 0.24 35 -0.31 1 36
FOXO3 0.003 0.032 -10000 0 -10000 0 0
FOXO1 0.003 0.031 -10000 0 -10000 0 0
FOXO4 0.003 0.031 -10000 0 -10000 0 0
heart looping -0.007 0.09 0.36 3 -0.7 2 5
CEBPB 0.018 0.021 -10000 0 -10000 0 0
SMAD3/SMAD4/DLX1 0.11 0.096 0.28 2 -0.33 1 3
MYOD1 0.046 0.068 0.23 43 -10000 0 43
SMAD3/SMAD4/HNF4 0.037 0.058 0.28 1 -0.29 1 2
SMAD3/SMAD4/GATA3 0.022 0.097 -10000 0 -0.4 12 12
SnoN/SIN3/HDAC complex/NCoR1 0.013 0.012 -10000 0 -10000 0 0
SMAD3/SMAD4/RUNX1-3/PEBPB2 0.049 0.057 -10000 0 -10000 0 0
SMAD3/SMAD4/SP1-3 0.054 0.06 -10000 0 -10000 0 0
MED15 0.023 0.005 -10000 0 -10000 0 0
SP1 0.025 0.015 -10000 0 -10000 0 0
SIN3B 0.023 0.005 -10000 0 -10000 0 0
SIN3A 0.024 0.001 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1/NKX2-5 0.1 0.12 0.34 9 -0.42 2 11
ITGB5 0.014 0.042 -10000 0 -10000 0 0
TGIF/SIN3/HDAC complex/CtBP 0.009 0.066 -10000 0 -0.37 7 7
SMAD3/SMAD4/AR -0.045 0.18 -10000 0 -0.4 65 65
AR -0.09 0.24 -10000 0 -0.59 64 64
negative regulation of cell growth 0.012 0.05 -10000 0 -10000 0 0
SMAD3/SMAD4/MYOD 0.048 0.07 -10000 0 -0.29 1 1
E2F5 0.023 0.005 -10000 0 -10000 0 0
E2F4 0.022 0.006 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1/SMIF 0.066 0.059 -10000 0 -10000 0 0
SMAD2-3/SMAD4/FOXO1-3a-4 -0.009 0.11 -10000 0 -0.36 28 28
TFDP1 0.024 0.028 0.39 2 -10000 0 2
SMAD3/SMAD4/AP1 0 0.13 -10000 0 -0.31 51 51
SMAD3/SMAD4/RUNX2 0.035 0.052 -10000 0 -0.28 1 1
TGIF2 0.023 0.005 -10000 0 -10000 0 0
TGIF1 0.023 0.005 -10000 0 -10000 0 0
ATF2 0.023 0.003 -10000 0 -10000 0 0
Aurora A signaling

Figure S65.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S65.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Aurora A/GADD45A -0.019 0.034 -10000 0 -10000 0 0
BIRC5 0.19 0.089 0.23 278 -0.31 1 279
NFKBIA -0.014 0.045 0.21 10 -10000 0 10
CPEB1 -0.012 0.14 -10000 0 -0.59 20 20
AKT1 -0.015 0.042 0.21 8 -10000 0 8
NDEL1 0.022 0.006 -10000 0 -10000 0 0
Aurora A/BRCA1 -0.018 0.03 -10000 0 -10000 0 0
NDEL1/TACC3 -0.006 0.041 -10000 0 -10000 0 0
GADD45A 0.023 0.005 -10000 0 -10000 0 0
GSK3B -0.017 0.02 -10000 0 -10000 0 0
PAK1/Aurora A -0.018 0.038 0.32 1 -10000 0 1
MDM2 0.023 0.004 -10000 0 -10000 0 0
JUB 0 0 -10000 0 -10000 0 0
TPX2 -0.022 0.097 0.32 21 -10000 0 21
TP53 -0.007 0.041 -10000 0 -10000 0 0
DLG7 -0.019 0.022 -10000 0 -10000 0 0
AURKAIP1 0.022 0.005 -10000 0 -10000 0 0
ARHGEF7 0.022 0.006 -10000 0 -10000 0 0
G2 phase of mitotic cell cycle 0 0 -10000 0 -10000 0 0
Aurora A/NDEL1/TACC3 -0.007 0.044 -10000 0 -10000 0 0
G2/M transition of mitotic cell cycle -0.017 0.03 -10000 0 -10000 0 0
AURKA -0.023 0.03 0.21 2 -10000 0 2
AURKB 0.074 0.063 0.17 9 -0.21 5 14
CDC25B -0.009 0.02 -10000 0 -10000 0 0
G2/M transition checkpoint -0.02 0.022 -10000 0 -10000 0 0
mRNA polyadenylation -0.037 0.085 -10000 0 -0.36 20 20
Aurora A/CPEB -0.037 0.085 -10000 0 -0.36 20 20
Aurora A/TACC1/TRAP/chTOG -0.003 0.051 -10000 0 -0.35 1 1
BRCA1 0.023 0.003 -10000 0 -10000 0 0
centrosome duplication -0.018 0.038 0.32 1 -10000 0 1
regulation of centrosome cycle -0.007 0.04 -10000 0 -10000 0 0
spindle assembly -0.004 0.05 -10000 0 -0.34 1 1
TDRD7 0.023 0.004 -10000 0 -10000 0 0
Aurora A/RasGAP/Survivin 0.11 0.085 0.27 6 -10000 0 6
CENPA 0.094 0.056 0.17 43 -0.34 1 44
Aurora A/PP2A -0.02 0.034 -10000 0 -10000 0 0
meiosis 0 0 -10000 0 -10000 0 0
protein catabolic process -0.011 0.028 -10000 0 -10000 0 0
negative regulation of DNA binding -0.007 0.041 -10000 0 -10000 0 0
prophase 0 0 -10000 0 -10000 0 0
GIT1/beta-PIX 0.033 0.009 -10000 0 -10000 0 0
RASA1 0.022 0.007 -10000 0 -10000 0 0
Ajuba/Aurora A -0.02 0.022 -10000 0 -10000 0 0
mitotic prometaphase -0.02 0.029 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process -0.023 0.03 0.21 2 -10000 0 2
TACC1 0.018 0.034 -10000 0 -0.59 1 1
TACC3 0.023 0.024 0.31 2 -10000 0 2
Aurora A/Antizyme1 -0.008 0.045 -10000 0 -10000 0 0
Aurora A/RasGAP -0.016 0.029 -10000 0 -10000 0 0
OAZ1 0.023 0.004 -10000 0 -10000 0 0
RAN 0.023 0.003 -10000 0 -10000 0 0
mitosis 0 0 -10000 0 -10000 0 0
PRKACA -0.019 0.02 -10000 0 -10000 0 0
GIT1 0.023 0.003 -10000 0 -10000 0 0
GIT1/beta-PIX/PAK1 0.045 0.018 0.26 1 -10000 0 1
Importin alpha/Importin beta/TPX2 -0.022 0.096 0.32 21 -10000 0 21
PPP2R5D 0.023 0.003 -10000 0 -10000 0 0
Aurora A/TPX2 -0.028 0.082 0.23 17 -10000 0 17
PAK1 0.024 0.02 0.39 1 -10000 0 1
CKAP5 0.023 0.004 -10000 0 -10000 0 0
Stabilization and expansion of the E-cadherin adherens junction

Figure S66.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S66.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
adherens junction organization 0.018 0.017 -10000 0 -0.27 1 1
epithelial cell differentiation 0.044 0.026 -10000 0 -0.32 1 1
CYFIP2 0.009 0.086 -10000 0 -0.59 7 7
ENAH 0.007 0.067 0.25 7 -10000 0 7
EGFR 0.019 0.096 0.39 7 -0.59 6 13
EPHA2 0.017 0.057 -10000 0 -0.59 3 3
MYO6 -0.007 0.03 -10000 0 -0.31 1 1
CTNNB1 0.021 0.007 -10000 0 -10000 0 0
ABI1/Sra1/Nap1 0.033 0.059 -10000 0 -0.37 6 6
AQP5 -0.14 0.23 -10000 0 -0.5 98 98
CTNND1 0.024 0.001 -10000 0 -10000 0 0
mol:PI-4-5-P2 -0.008 0.028 -10000 0 -0.31 1 1
regulation of calcium-dependent cell-cell adhesion -0.092 0.14 -10000 0 -0.31 97 97
EGF 0.009 0.093 0.23 1 -0.59 8 9
NCKAP1 0.023 0.004 -10000 0 -10000 0 0
AQP3 -0.064 0.18 -10000 0 -0.49 49 49
cortical microtubule organization 0.044 0.026 -10000 0 -0.32 1 1
GO:0000145 -0.008 0.026 0.16 4 -0.3 1 5
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin 0.048 0.028 -10000 0 -0.33 1 1
MLLT4 0.023 0.004 -10000 0 -10000 0 0
ARF6/GDP -0.018 0.03 -10000 0 -0.29 3 3
ARF6 0.023 0.005 -10000 0 -10000 0 0
Ephrin A1/EPHA2/NCK1/GIT1 0.045 0.044 -10000 0 -0.35 3 3
mol:Ca2+ 0 0 -10000 0 -10000 0 0
VASP 0 0.016 -10000 0 -10000 0 0
PVRL2 0.023 0.005 -10000 0 -10000 0 0
ZYX -0.007 0.029 -10000 0 -0.31 1 1
ARF6/GTP 0.047 0.046 -10000 0 -0.33 3 3
CDH1 0.021 0.033 -10000 0 -0.59 1 1
EGFR/EGFR/EGF/EGF 0.024 0.077 -10000 0 -0.33 14 14
RhoA/GDP 0.044 0.027 -10000 0 -0.31 1 1
actin cytoskeleton organization -0.009 0.025 -10000 0 -0.29 1 1
IGF-1R heterotetramer 0.023 0.004 -10000 0 -10000 0 0
GIT1 0.023 0.003 -10000 0 -10000 0 0
IGF1R 0.023 0.004 -10000 0 -10000 0 0
IGF1 0.015 0.074 0.23 1 -0.59 5 6
DIAPH1 -0.021 0.18 -10000 0 -0.61 10 10
Wnt receptor signaling pathway -0.044 0.026 0.32 1 -10000 0 1
RHOA 0.021 0.008 -10000 0 -10000 0 0
RhoA/GTP -0.018 0.031 -10000 0 -0.29 4 4
CTNNA1 0.022 0.007 -10000 0 -10000 0 0
VCL -0.009 0.025 -10000 0 -0.3 1 1
EFNA1 0.023 0.005 -10000 0 -10000 0 0
LPP -0.006 0.017 -10000 0 -10000 0 0
Ephrin A1/EPHA2 0.034 0.041 -10000 0 -0.31 4 4
SEC6/SEC8 -0.014 0.018 -10000 0 -0.3 1 1
MGAT3 -0.093 0.14 -10000 0 -0.32 97 97
HGF/MET -0.018 0.13 -10000 0 -0.31 56 56
HGF -0.076 0.22 -10000 0 -0.59 56 56
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN 0.018 0.017 -10000 0 -0.27 1 1
actin cable formation 0.043 0.097 0.3 17 -10000 0 17
KIAA1543 -0.007 0.029 -10000 0 -0.3 1 1
KIFC3 -0.009 0.027 -10000 0 -0.31 1 1
NCK1 0.021 0.008 -10000 0 -10000 0 0
EXOC3 0.019 0.01 -10000 0 -10000 0 0
ACTN1 -0.008 0.029 -10000 0 -0.3 1 1
NCK1/GIT1 0.03 0.013 -10000 0 -10000 0 0
mol:GDP 0.044 0.026 -10000 0 -0.32 1 1
EXOC4 0.023 0.004 -10000 0 -10000 0 0
STX4 -0.007 0.03 -10000 0 -0.31 1 1
PIP5K1C -0.008 0.028 -10000 0 -0.31 1 1
LIMA1 0.024 0.002 -10000 0 -10000 0 0
ABI1 0.023 0.005 -10000 0 -10000 0 0
ROCK1 0.016 0.083 0.3 10 -10000 0 10
adherens junction assembly -0.01 0.079 0.26 1 -0.67 3 4
IGF-1R heterotetramer/IGF1 0.034 0.048 -10000 0 -0.3 6 6
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin 0.033 0.009 -10000 0 -10000 0 0
MET 0.02 0.051 0.39 1 -0.59 2 3
PLEKHA7 -0.007 0.03 -10000 0 -0.31 1 1
mol:GTP 0.043 0.044 -10000 0 -0.34 3 3
establishment of epithelial cell apical/basal polarity 0.027 0.087 0.35 6 -10000 0 6
cortical actin cytoskeleton stabilization 0.018 0.017 -10000 0 -0.27 1 1
regulation of cell-cell adhesion -0.009 0.025 -10000 0 -0.29 1 1
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN/cortical actin cytoskeleton 0.018 0.017 -10000 0 -0.27 1 1
S1P4 pathway

Figure S67.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S67.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
mol:S1P 0 0 -10000 0 -10000 0 0
GNAO1 0.022 0.037 0.23 2 -0.59 1 3
CDC42/GTP -0.009 0.098 -10000 0 -0.29 23 23
PLCG1 -0.015 0.089 -10000 0 -0.3 23 23
mol:GTP 0 0 -10000 0 -10000 0 0
GNAI2 0.021 0.008 -10000 0 -10000 0 0
GNAI3 0.023 0.005 -10000 0 -10000 0 0
G12/G13 0.034 0.007 -10000 0 -10000 0 0
cell migration -0.009 0.096 -10000 0 -0.28 23 23
S1PR5 0.022 0.037 0.23 2 -0.59 1 3
S1PR4 -0.027 0.17 -10000 0 -0.59 28 28
MAPK3 -0.015 0.089 -10000 0 -0.3 23 23
MAPK1 -0.011 0.081 -10000 0 -0.4 6 6
S1P/S1P5/Gi 0.016 0.043 -10000 0 -0.26 5 5
GNAI1 0.021 0.033 -10000 0 -0.59 1 1
CDC42/GDP 0.017 0.004 -10000 0 -10000 0 0
S1P/S1P5/G12 0.03 0.025 -10000 0 -0.38 1 1
RHOA -0.031 0.085 -10000 0 -0.32 25 25
S1P/S1P4/Gi -0.009 0.094 -10000 0 -0.31 25 25
mol:GDP 0 0 -10000 0 -10000 0 0
GNAZ 0.015 0.066 -10000 0 -0.59 4 4
S1P/S1P4/G12/G13 0.012 0.1 -10000 0 -0.34 25 25
GNA12 0.023 0.005 -10000 0 -10000 0 0
GNA13 0.023 0.003 -10000 0 -10000 0 0
CDC42 0.023 0.005 -10000 0 -10000 0 0
Sphingosine 1-phosphate (S1P) pathway

Figure S68.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S68.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
SPHK2 0.023 0.004 -10000 0 -10000 0 0
SPHK1 0.023 0.004 -10000 0 -10000 0 0
GNAI2 0.021 0.008 -10000 0 -10000 0 0
mol:S1P 0.012 0.004 -10000 0 -10000 0 0
GNAO1 0.022 0.037 0.23 2 -0.59 1 3
mol:Sphinganine-1-P 0.01 0.002 -10000 0 -10000 0 0
growth factor activity 0 0 -10000 0 -10000 0 0
S1P/S1P2/G12/G13 0.045 0.033 -10000 0 -10000 0 0
GNAI3 0.023 0.005 -10000 0 -10000 0 0
G12/G13 0.034 0.007 -10000 0 -10000 0 0
S1PR3 0.023 0.004 -10000 0 -10000 0 0
S1PR2 0.023 0.005 -10000 0 -10000 0 0
EDG1 0 0 -10000 0 -10000 0 0
S1P1/S1P 0.004 0.025 -10000 0 -0.2 3 3
S1PR5 0.022 0.037 0.23 2 -0.59 1 3
S1PR4 -0.027 0.17 -10000 0 -0.59 28 28
GNAI1 0.021 0.033 -10000 0 -0.59 1 1
S1P/S1P5/G12 0.034 0.038 -10000 0 -0.33 1 1
S1P/S1P3/Gq -0.048 0.14 -10000 0 -0.29 75 75
S1P/S1P4/Gi -0.005 0.094 -10000 0 -0.4 8 8
GNAQ 0.021 0.033 -10000 0 -0.59 1 1
GNAZ 0.015 0.066 -10000 0 -0.59 4 4
GNA14 -0.11 0.25 -10000 0 -0.59 77 77
GNA15 0.021 0.033 -10000 0 -0.59 1 1
GNA12 0.023 0.005 -10000 0 -10000 0 0
GNA13 0.023 0.003 -10000 0 -10000 0 0
GNA11 0.023 0.004 -10000 0 -10000 0 0
ABCC1 0.024 0.011 0.23 1 -10000 0 1
JNK signaling in the CD4+ TCR pathway

Figure S69.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S69.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
LAT/GRAP2/SLP76/HPK1 0.027 0.098 -10000 0 -0.38 16 16
MAP4K1 0.016 0.057 -10000 0 -0.59 3 3
MAP3K8 0.019 0.047 -10000 0 -0.59 2 2
PRKCB 0.004 0.11 -10000 0 -0.59 11 11
DBNL 0.023 0.004 -10000 0 -10000 0 0
CRKL 0.023 0.005 -10000 0 -10000 0 0
MAP3K1 0.003 0.077 -10000 0 -0.59 3 3
JUN -0.022 0.18 -10000 0 -0.64 23 23
MAP3K7 -0.003 0.083 -10000 0 -0.59 3 3
GRAP2 -0.002 0.12 -10000 0 -0.59 14 14
CRK 0.022 0.005 -10000 0 -10000 0 0
MAP2K4 0.008 0.092 0.25 6 -0.59 4 10
LAT 0.023 0.003 -10000 0 -10000 0 0
LCP2 0.018 0.047 -10000 0 -0.59 2 2
MAPK8 -0.02 0.19 -10000 0 -0.68 23 23
LAT/GRAP2/SLP76/HPK1/HIP-55/CRK family 0.007 0.085 -10000 0 -0.36 11 11
LAT/GRAP2/SLP76/HPK1/HIP-55 0.036 0.093 -10000 0 -0.37 14 14
Hedgehog signaling events mediated by Gli proteins

Figure S70.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S70.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HDAC1 0.024 0.004 -10000 0 -10000 0 0
HDAC2 0.025 0.002 -10000 0 -10000 0 0
GNB1/GNG2 0.037 0.037 0.25 1 -0.38 2 3
forebrain development -0.11 0.16 -10000 0 -0.54 14 14
GNAO1 0.015 0.039 0.23 2 -0.6 1 3
SMO/beta Arrestin2 0.008 0.031 0.24 1 -10000 0 1
SMO 0.004 0.029 0.37 1 -10000 0 1
ARRB2 0.015 0.013 -10000 0 -10000 0 0
GLI3/SPOP 0.026 0.093 -10000 0 -0.37 5 5
mol:GTP -0.003 0.004 -10000 0 -10000 0 0
GSK3B 0.021 0.008 -10000 0 -10000 0 0
GNAI2 0.015 0.013 -10000 0 -10000 0 0
SIN3/HDAC complex 0.056 0.023 -10000 0 -10000 0 0
GNAI1 0.016 0.034 -10000 0 -0.59 1 1
XPO1 0 0.024 -10000 0 -10000 0 0
GLI1/Su(fu) -0.11 0.16 -10000 0 -0.56 15 15
SAP30 0.023 0.007 -10000 0 -10000 0 0
mol:GDP 0.004 0.029 0.37 1 -10000 0 1
MIM/GLI2A -0.041 0.069 -10000 0 -10000 0 0
IFT88 0.022 0.006 -10000 0 -10000 0 0
GNAI3 0.017 0.011 -10000 0 -10000 0 0
GLI2 0.018 0.069 -10000 0 -0.36 3 3
GLI3 0.013 0.096 -10000 0 -0.37 8 8
CSNK1D 0.023 0.005 -10000 0 -10000 0 0
CSNK1E 0.023 0.005 -10000 0 -10000 0 0
SAP18 0.023 0.006 -10000 0 -10000 0 0
embryonic digit morphogenesis 0.022 0.006 -10000 0 -10000 0 0
GNG2 0.019 0.047 -10000 0 -0.59 2 2
Gi family/GTP -0.011 0.054 -10000 0 -0.27 6 6
SIN3B 0.024 0.005 -10000 0 -10000 0 0
SIN3A 0.025 0.002 -10000 0 -10000 0 0
GLI3/Su(fu) 0.009 0.12 -10000 0 -0.44 15 15
GLI2/Su(fu) 0.011 0.092 -10000 0 -0.4 9 9
FOXA2 -0.54 0.56 -10000 0 -1.1 178 178
neural tube patterning -0.11 0.16 -10000 0 -0.54 14 14
SPOP 0.023 0.003 -10000 0 -10000 0 0
Su(fu)/PIAS1 0.008 0.049 -10000 0 -10000 0 0
GNB1 0.022 0.005 -10000 0 -10000 0 0
CSNK1G2 0.023 0.005 -10000 0 -10000 0 0
CSNK1G3 0.022 0.007 -10000 0 -10000 0 0
MTSS1 -0.041 0.069 -10000 0 -10000 0 0
embryonic limb morphogenesis -0.11 0.16 -10000 0 -0.54 14 14
SUFU 0.005 0.017 -10000 0 -10000 0 0
LGALS3 0.023 0.004 -10000 0 -10000 0 0
catabolic process 0.029 0.12 -10000 0 -0.5 9 9
GLI3A/CBP 0.007 0.024 -10000 0 -10000 0 0
KIF3A 0.022 0.007 -10000 0 -10000 0 0
GLI1 -0.11 0.16 -10000 0 -0.55 14 14
RAB23 0.023 0.003 -10000 0 -10000 0 0
CSNK1A1 0.022 0.007 -10000 0 -10000 0 0
IFT172 0.023 0.004 -10000 0 -10000 0 0
RBBP7 0.024 0.005 -10000 0 -10000 0 0
Su(fu)/Galectin3 0.011 0.043 -10000 0 -10000 0 0
GNAZ 0.01 0.066 -10000 0 -0.59 4 4
RBBP4 0.024 0.005 -10000 0 -10000 0 0
CSNK1G1 0.024 0.002 -10000 0 -10000 0 0
PIAS1 0.024 0.002 -10000 0 -10000 0 0
PRKACA 0.023 0.005 -10000 0 -10000 0 0
GLI2/SPOP 0.026 0.081 0.29 1 -0.39 5 6
STK36 0 0.025 -10000 0 -10000 0 0
Gi family/GNB1/GNG2/GDP -0.007 0.062 -10000 0 -0.35 6 6
PTCH1 -0.11 0.17 -10000 0 -0.83 7 7
MIM/GLI1 -0.23 0.28 -10000 0 -0.52 160 160
CREBBP 0.007 0.024 -10000 0 -10000 0 0
Su(fu)/SIN3/HDAC complex 0.01 0.091 -10000 0 -0.41 12 12
HIF-2-alpha transcription factor network

Figure S71.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S71.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
MMP14 0.012 0.14 -10000 0 -0.67 12 12
oxygen homeostasis 0.002 0.008 -10000 0 -10000 0 0
TCEB2 0.023 0.004 -10000 0 -10000 0 0
TCEB1 0.023 0.005 -10000 0 -10000 0 0
VHL/Elongin B/Elongin C/HIF2A 0.009 0.13 -10000 0 -0.38 8 8
EPO 0.04 0.15 -10000 0 -0.5 4 4
FIH (dimer) 0.021 0.017 -10000 0 -10000 0 0
APEX1 0.026 0.021 -10000 0 -10000 0 0
SERPINE1 0.025 0.16 -10000 0 -0.51 5 5
FLT1 -0.023 0.21 -10000 0 -0.8 17 17
ADORA2A 0.011 0.16 0.35 2 -0.47 7 9
germ cell development 0.024 0.17 0.35 1 -0.5 8 9
SLC11A2 0.026 0.17 -10000 0 -0.54 3 3
BHLHE40 0.022 0.16 -10000 0 -0.48 7 7
HIF1AN 0.021 0.017 -10000 0 -10000 0 0
HIF2A/ARNT/SIRT1 0.028 0.15 0.31 2 -0.42 11 13
ETS1 0.017 0.083 -10000 0 -0.59 6 6
CITED2 0.005 0.17 -10000 0 -0.96 9 9
KDR -0.036 0.26 -10000 0 -0.96 22 22
PGK1 0.025 0.17 -10000 0 -0.5 6 6
SIRT1 0.023 0.005 -10000 0 -10000 0 0
response to hypoxia 0 0 -10000 0 -10000 0 0
HIF2A/ARNT 0.083 0.21 0.45 2 -0.54 8 10
EPAS1 -0.019 0.13 0.27 6 -0.36 23 29
SP1 0.027 0.003 -10000 0 -10000 0 0
ABCG2 -0.008 0.24 -10000 0 -0.66 29 29
EFNA1 0.023 0.16 -10000 0 -0.5 5 5
FXN 0.01 0.16 0.35 2 -0.48 6 8
POU5F1 0.024 0.17 0.35 1 -0.52 8 9
neuron apoptosis -0.081 0.21 0.53 8 -0.44 2 10
EP300 0.023 0.005 -10000 0 -10000 0 0
EGLN3 0.058 0.088 0.24 58 -0.31 1 59
EGLN2 0.02 0.018 -10000 0 -10000 0 0
EGLN1 0.022 0.017 -10000 0 -10000 0 0
VHL/Elongin B/Elongin C 0.042 0.016 -10000 0 -10000 0 0
VHL 0.021 0.007 -10000 0 -10000 0 0
ARNT 0.026 0.021 -10000 0 -10000 0 0
SLC2A1 0.02 0.17 0.33 7 -0.47 8 15
TWIST1 0.019 0.16 0.36 5 -0.49 6 11
ELK1 0.025 0.016 -10000 0 -10000 0 0
HIF2A/ARNT/Cbp/p300 0.029 0.15 0.32 1 -0.44 9 10
VEGFA 0.025 0.17 0.35 1 -0.5 6 7
CREBBP 0.023 0.005 -10000 0 -10000 0 0
LPA receptor mediated events

Figure S72.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S72.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
GNB1/GNG2 0.038 0.061 -10000 0 -0.43 4 4
NF kappa B1 p50/RelA/I kappa B alpha -0.001 0.087 -10000 0 -0.35 8 8
AP1 -0.019 0.14 -10000 0 -0.32 55 55
mol:PIP3 -0.002 0.06 -10000 0 -0.33 9 9
AKT1 0.01 0.092 0.26 5 -0.46 2 7
PTK2B -0.023 0.097 -10000 0 -0.37 12 12
RHOA -0.018 0.086 -10000 0 -0.3 26 26
PIK3CB 0.02 0.008 -10000 0 -10000 0 0
mol:Ca2+ -0.031 0.082 -10000 0 -0.34 12 12
MAGI3 0.023 0.005 -10000 0 -10000 0 0
RELA 0.024 0.001 -10000 0 -10000 0 0
apoptosis 0.008 0.05 -10000 0 -0.33 7 7
HRAS/GDP 0.017 0.003 -10000 0 -10000 0 0
positive regulation of microtubule depolymerization -0.01 0.11 0.26 2 -0.36 12 14
NF kappa B1 p50/RelA -0.008 0.09 -10000 0 -0.4 8 8
endothelial cell migration 0.008 0.074 -10000 0 -0.77 3 3
ADCY4 -0.008 0.09 -10000 0 -0.52 5 5
ADCY5 -0.006 0.076 -10000 0 -0.41 4 4
ADCY6 0.008 0.065 0.24 1 -0.44 4 5
ADCY7 0.007 0.064 -10000 0 -0.53 3 3
ADCY1 0.006 0.063 -10000 0 -0.46 3 3
ADCY2 0.001 0.074 0.23 2 -0.46 3 5
ADCY3 0.007 0.063 0.24 1 -0.46 3 4
ADCY8 -0.053 0.12 -10000 0 -0.55 6 6
ADCY9 0.007 0.067 0.24 1 -0.46 4 5
GSK3B -0.005 0.1 0.24 1 -0.4 7 8
arachidonic acid secretion 0.006 0.06 -10000 0 -0.4 4 4
GNG2 0.019 0.046 -10000 0 -0.59 2 2
TRIP6 0.016 0.008 -10000 0 -10000 0 0
GNAO1 0.01 0.048 -10000 0 -0.4 4 4
HRAS 0.023 0.004 -10000 0 -10000 0 0
NFKBIA -0.02 0.086 -10000 0 -0.36 12 12
GAB1 0.022 0.006 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
lamellipodium assembly 0.006 0.17 -10000 0 -0.83 14 14
JUN 0.023 0.005 -10000 0 -10000 0 0
LPA/LPA2/NHERF2 0.028 0.035 -10000 0 -0.3 3 3
TIAM1 -0.012 0.2 -10000 0 -0.96 14 14
PIK3R1 0.021 0.007 -10000 0 -10000 0 0
mol:IP3 -0.03 0.082 -10000 0 -0.35 11 11
PLCB3 0.012 0.037 0.18 5 -0.34 2 7
FOS -0.069 0.22 -10000 0 -0.59 52 52
positive regulation of mitosis 0.006 0.06 -10000 0 -0.4 4 4
LPA/LPA1-2-3 0.04 0.061 -10000 0 -0.34 7 7
mol:Ca ++ 0 0 -10000 0 -10000 0 0
JNK cascade 0 0 -10000 0 -10000 0 0
BCAR1 0.022 0.006 -10000 0 -10000 0 0
stress fiber formation -0.004 0.075 -10000 0 -0.43 5 5
GNAZ 0.007 0.058 -10000 0 -0.38 7 7
EGFR/PI3K-beta/Gab1 0.008 0.064 -10000 0 -0.35 9 9
positive regulation of dendritic cell cytokine production 0.038 0.06 -10000 0 -0.34 7 7
LPA/LPA2/MAGI-3 0.029 0.014 -10000 0 -10000 0 0
ARHGEF1 0.01 0.048 0.36 1 -0.35 3 4
GNAI2 0.01 0.042 -10000 0 -0.4 3 3
GNAI3 0.011 0.042 -10000 0 -0.4 3 3
GNAI1 0.011 0.056 -10000 0 -0.5 3 3
LPA/LPA3 0.014 0.053 0.16 5 -0.33 6 11
LPA/LPA2 0.017 0.012 -10000 0 -0.12 2 2
LPA/LPA1 0.017 0.048 -10000 0 -0.46 3 3
HB-EGF/EGFR -0.008 0.11 0.27 5 -0.41 18 23
HBEGF -0.018 0.093 -10000 0 -0.44 15 15
mol:DAG -0.03 0.082 -10000 0 -0.35 11 11
cAMP biosynthetic process -0.003 0.076 0.27 3 -0.45 4 7
NFKB1 0.022 0.006 -10000 0 -10000 0 0
SRC 0.023 0.005 -10000 0 -10000 0 0
GNB1 0.022 0.005 -10000 0 -10000 0 0
LYN -0.017 0.085 0.25 1 -0.36 10 11
GNAQ 0.008 0.043 -10000 0 -0.33 5 5
LPAR2 0.023 0.005 -10000 0 -10000 0 0
LPAR3 0.019 0.07 0.23 5 -0.59 4 9
LPAR1 0.022 0.045 -10000 0 -0.38 3 3
IL8 -0.029 0.12 0.35 1 -0.41 15 16
PTK2 0.007 0.056 -10000 0 -0.33 7 7
Rac1/GDP 0.017 0.003 -10000 0 -10000 0 0
CASP3 0.008 0.05 -10000 0 -0.33 7 7
EGFR 0.019 0.096 0.39 7 -0.59 6 13
PLCG1 -0.02 0.071 -10000 0 -0.27 11 11
PLD2 0.008 0.057 -10000 0 -0.32 7 7
G12/G13 0.042 0.043 -10000 0 -0.37 3 3
PI3K-beta -0.009 0.079 -10000 0 -0.41 4 4
cell migration 0.012 0.063 -10000 0 -0.25 14 14
SLC9A3R2 0.019 0.047 -10000 0 -0.59 2 2
PXN -0.004 0.077 -10000 0 -0.44 5 5
HRAS/GTP 0.006 0.062 -10000 0 -0.42 4 4
RAC1 0.023 0.004 -10000 0 -10000 0 0
MMP9 0.043 0.06 0.23 33 -10000 0 33
PRKCE 0.019 0.047 -10000 0 -0.59 2 2
PRKCD -0.029 0.077 -10000 0 -0.34 10 10
Gi(beta/gamma) 0.009 0.071 -10000 0 -0.53 3 3
mol:LPA 0.001 0.015 -10000 0 -0.18 2 2
TRIP6/p130 Cas/FAK1/Paxillin 0.018 0.071 -10000 0 -0.45 3 3
MAPKKK cascade 0.006 0.06 -10000 0 -0.4 4 4
contractile ring contraction involved in cytokinesis -0.025 0.1 -10000 0 -0.31 32 32
mol:GDP 0 0 -10000 0 -10000 0 0
GNA14 -0.064 0.14 -10000 0 -0.33 79 79
GNA15 0.008 0.044 -10000 0 -0.35 5 5
GNA12 0.023 0.005 -10000 0 -10000 0 0
GNA13 0.023 0.003 -10000 0 -10000 0 0
MAPT -0.01 0.11 0.26 2 -0.37 12 14
GNA11 0.009 0.039 -10000 0 -0.34 4 4
Rac1/GTP 0.005 0.18 -10000 0 -0.88 14 14
MMP2 0.008 0.074 -10000 0 -0.77 3 3
BCR signaling pathway

Figure S73.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S73.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
JUN -0.009 0.11 -10000 0 -0.4 12 12
IKBKB 0.031 0.076 0.26 5 -0.28 3 8
AKT1 0.051 0.1 0.24 40 -0.25 5 45
IKBKG 0.028 0.068 0.22 4 -0.27 3 7
CALM1 0.003 0.09 -10000 0 -0.43 7 7
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
MAP3K1 -0.004 0.14 0.28 1 -0.55 12 13
MAP3K7 0.023 0.003 -10000 0 -10000 0 0
mol:Ca2+ 0.004 0.091 -10000 0 -0.44 7 7
DOK1 0.023 0.004 -10000 0 -10000 0 0
AP-1 -0.022 0.079 -10000 0 -0.26 7 7
LYN 0.023 0.005 -10000 0 -10000 0 0
BLNK 0.021 0.033 -10000 0 -0.59 1 1
SHC1 0.023 0.005 -10000 0 -10000 0 0
BCR complex 0.024 0.083 -10000 0 -0.48 8 8
CD22 -0.038 0.16 -10000 0 -0.48 32 32
CAMK2G 0.003 0.086 0.36 1 -0.4 7 8
CSNK2A1 0.023 0.005 -10000 0 -10000 0 0
INPP5D 0.018 0.057 -10000 0 -0.59 3 3
SHC/GRB2/SOS1 0.018 0.054 -10000 0 -0.32 6 6
GO:0007205 0.003 0.093 -10000 0 -0.45 7 7
SYK 0.023 0.004 -10000 0 -10000 0 0
ELK1 -0.001 0.092 -10000 0 -0.44 7 7
NFATC1 -0.01 0.1 0.26 3 -0.52 7 10
B-cell antigen/BCR complex 0.024 0.083 -10000 0 -0.48 8 8
PAG1/CSK 0.031 0.037 -10000 0 -0.44 2 2
NFKBIB 0.024 0.045 0.12 5 -0.12 16 21
HRAS 0.002 0.083 0.24 1 -0.4 6 7
NFKBIA 0.023 0.044 0.12 4 -0.12 15 19
NF-kappa-B/RelA/I kappa B beta 0.027 0.038 0.13 3 -10000 0 3
RasGAP/Csk 0.049 0.084 -10000 0 -0.4 9 9
mol:GDP 0 0.096 -10000 0 -0.44 8 8
PTEN 0.022 0.007 -10000 0 -10000 0 0
CD79B 0.02 0.046 -10000 0 -0.59 2 2
NF-kappa-B/RelA/I kappa B alpha 0.028 0.038 0.13 3 -10000 0 3
GRB2 0.023 0.004 -10000 0 -10000 0 0
PI3K/BCAP/CD19 -0.001 0.12 -10000 0 -0.54 10 10
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
mol:IP3 0.003 0.09 -10000 0 -0.48 6 6
CSK 0.024 0.002 -10000 0 -10000 0 0
FOS -0.044 0.13 -10000 0 -0.47 9 9
CHUK 0.018 0.088 0.22 3 -0.29 12 15
IBTK 0.023 0.003 -10000 0 -10000 0 0
CARD11/BCL10/MALT1/TAK1 0.022 0.088 -10000 0 -0.52 3 3
PTPN6 -0.039 0.15 -10000 0 -0.61 17 17
RELA 0.024 0.001 -10000 0 -10000 0 0
BCL2A1 0.019 0.032 0.15 1 -0.11 1 2
VAV2 -0.01 0.12 -10000 0 -0.7 8 8
ubiquitin-dependent protein catabolic process 0.025 0.045 0.12 4 -0.12 16 20
BTK -0.064 0.29 -10000 0 -1.1 26 26
CD19 -0.016 0.12 0.27 1 -0.6 9 10
MAP4K1 0.016 0.057 -10000 0 -0.59 3 3
CD72 0.021 0.008 -10000 0 -10000 0 0
PAG1 0.019 0.047 -10000 0 -0.59 2 2
MAPK14 -0.001 0.12 0.26 1 -0.47 10 11
SH3BP5 0.018 0.047 -10000 0 -0.59 2 2
PIK3AP1 0.006 0.088 -10000 0 -0.7 3 3
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2/CD72 0 0.12 -10000 0 -0.51 14 14
RAF1 0.001 0.075 0.23 1 -0.35 6 7
RasGAP/p62DOK/SHIP 0.046 0.085 -10000 0 -0.38 10 10
CD79A 0.015 0.093 0.23 9 -0.59 7 16
re-entry into mitotic cell cycle -0.021 0.078 -10000 0 -0.26 7 7
RASA1 0.022 0.007 -10000 0 -10000 0 0
MAPK3 -0.001 0.066 -10000 0 -0.41 2 2
MAPK1 0.006 0.076 0.26 5 -0.53 1 6
CD72/SHP1 -0.003 0.16 0.29 6 -0.54 17 23
NFKB1 0.022 0.006 -10000 0 -10000 0 0
MAPK8 -0.001 0.12 0.26 1 -0.48 10 11
actin cytoskeleton organization -0.006 0.11 0.28 2 -0.58 8 10
NF-kappa-B/RelA 0.055 0.076 0.23 5 -0.2 3 8
Calcineurin 0.023 0.083 -10000 0 -0.57 2 2
PI3K -0.018 0.099 -10000 0 -0.49 10 10
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2 0.011 0.081 0.24 2 -0.48 5 7
SOS1 0.023 0.004 -10000 0 -10000 0 0
Bam32/HPK1 -0.013 0.19 -10000 0 -0.68 21 21
DAPP1 -0.03 0.2 -10000 0 -0.78 20 20
cytokine secretion -0.008 0.095 0.25 4 -0.48 7 11
mol:DAG 0.003 0.09 -10000 0 -0.48 6 6
PLCG2 0.022 0.006 -10000 0 -10000 0 0
MAP2K1 0 0.071 -10000 0 -0.45 2 2
B-cell antigen/BCR complex/FcgammaRIIB 0.033 0.088 -10000 0 -0.46 9 9
mol:PI-3-4-5-P3 0.002 0.086 0.24 1 -0.33 9 10
ETS1 -0.003 0.091 0.35 1 -0.45 6 7
B-cell antigen/BCR complex/LYN/SYK/BLNK 0.052 0.076 -10000 0 -0.36 9 9
B-cell antigen/BCR complex/LYN -0.007 0.12 0.29 1 -0.59 9 10
MALT1 0.023 0.005 -10000 0 -10000 0 0
TRAF6 0.023 0.004 -10000 0 -10000 0 0
RAC1 -0.009 0.12 0.28 1 -0.63 8 9
B-cell antigen/BCR complex/LYN/SYK 0.012 0.17 0.34 2 -0.56 17 19
CARD11 0.001 0.096 0.25 2 -0.45 7 9
FCGR2B 0.017 0.057 -10000 0 -0.59 3 3
PPP3CA 0.022 0.006 -10000 0 -10000 0 0
BCL10 0.023 0.004 -10000 0 -10000 0 0
IKK complex 0.03 0.047 0.15 20 -0.12 2 22
PTPRC -0.014 0.15 -10000 0 -0.59 21 21
PDPK1 0.032 0.096 0.22 37 -0.26 5 42
PPP3CB 0.022 0.006 -10000 0 -10000 0 0
PPP3CC 0.021 0.008 -10000 0 -10000 0 0
POU2F2 0.022 0.027 0.15 2 -10000 0 2
Syndecan-4-mediated signaling events

Figure S74.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S74.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PTK2 -0.017 0.14 -10000 0 -0.57 16 16
Syndecan-4/Syndesmos 0.021 0.098 -10000 0 -0.76 3 3
positive regulation of JNK cascade 0.01 0.12 -10000 0 -0.7 4 4
Syndecan-4/ADAM12 0.046 0.12 0.31 1 -0.8 3 4
CCL5 0.015 0.073 -10000 0 -0.59 5 5
Rac1/GDP 0.017 0.003 -10000 0 -10000 0 0
DNM2 0.023 0.005 -10000 0 -10000 0 0
ITGA5 0.023 0.003 -10000 0 -10000 0 0
SDCBP 0.023 0.005 -10000 0 -10000 0 0
PLG 0.019 0.02 0.21 2 -10000 0 2
ADAM12 0.07 0.096 0.23 86 -0.31 3 89
mol:GTP 0 0 -10000 0 -10000 0 0
NUDT16L1 0.023 0.005 -10000 0 -10000 0 0
mol:PI-4-5-P2 0 0 -10000 0 -10000 0 0
Syndecan-4/PKC alpha -0.033 0.021 -10000 0 -10000 0 0
Syndecan-4/Laminin alpha1 0.051 0.13 0.31 1 -0.78 3 4
Syndecan-4/CXCL12/CXCR4 0.011 0.13 -10000 0 -0.76 4 4
Syndecan-4/Laminin alpha3 0.007 0.11 -10000 0 -0.63 4 4
MDK 0.03 0.044 0.39 3 -10000 0 3
Syndecan-4/FZD7 0.023 0.094 -10000 0 -0.7 3 3
Syndecan-4/Midkine 0.024 0.1 0.36 3 -0.71 3 6
FZD7 0.024 0.02 0.39 1 -10000 0 1
Syndecan-4/FGFR1/FGF 0.013 0.1 -10000 0 -0.61 5 5
THBS1 0.023 0.003 -10000 0 -10000 0 0
integrin-mediated signaling pathway 0.02 0.1 -10000 0 -0.68 4 4
positive regulation of MAPKKK cascade 0.01 0.12 -10000 0 -0.7 4 4
Syndecan-4/TACI 0.018 0.11 -10000 0 -0.67 4 4
CXCR4 0.024 0.002 -10000 0 -10000 0 0
cell adhesion 0.008 0.048 0.19 2 -0.32 6 8
Syndecan-4/Dynamin 0.019 0.098 -10000 0 -0.76 3 3
Syndecan-4/TSP1 0.02 0.099 -10000 0 -0.76 3 3
Syndecan-4/GIPC 0.019 0.098 -10000 0 -0.76 3 3
Syndecan-4/RANTES 0.015 0.11 -10000 0 -0.66 4 4
ITGB1 0.023 0.005 -10000 0 -10000 0 0
LAMA1 0.089 0.1 0.24 106 -10000 0 106
LAMA3 -0.001 0.12 -10000 0 -0.59 13 13
RAC1 0.023 0.004 -10000 0 -10000 0 0
PRKCA 0.001 0.098 0.77 5 -0.52 1 6
Syndecan-4/alpha-Actinin 0.021 0.098 -10000 0 -0.76 3 3
TFPI -0.014 0.15 -10000 0 -0.59 21 21
F2 0.026 0.036 0.23 10 -10000 0 10
alpha5/beta1 Integrin 0.033 0.008 -10000 0 -10000 0 0
positive regulation of cell adhesion 0.008 0.11 -10000 0 -0.63 4 4
ACTN1 0.023 0.005 -10000 0 -10000 0 0
TNC 0.024 0.055 0.23 7 -0.59 2 9
Syndecan-4/CXCL12 0 0.13 -10000 0 -0.82 4 4
FGF6 0.017 0.005 -10000 0 -10000 0 0
RHOA 0.021 0.008 -10000 0 -10000 0 0
CXCL12 -0.014 0.15 -10000 0 -0.59 21 21
TNFRSF13B 0.015 0.076 0.23 3 -0.59 5 8
FGF2 0.005 0.1 -10000 0 -0.59 10 10
FGFR1 0.015 0.047 -10000 0 -0.59 2 2
Syndecan-4/PI-4-5-P2 0.004 0.092 -10000 0 -0.76 3 3
mol:GDP 0 0 -10000 0 -10000 0 0
FN1 0.012 0.072 -10000 0 -0.57 5 5
cell migration -0.018 0.012 -10000 0 -10000 0 0
PRKCD 0.019 0.013 -10000 0 -10000 0 0
vasculogenesis 0.02 0.095 -10000 0 -0.72 3 3
SDC4 0.014 0.084 -10000 0 -0.83 2 2
Syndecan-4/Tenascin C 0.02 0.1 -10000 0 -0.71 4 4
Syndecan-4/PI-4-5-P2/PKC alpha -0.027 0.017 -10000 0 -10000 0 0
Syndecan-4/Syntenin 0.02 0.095 -10000 0 -0.71 3 3
MMP9 0.042 0.059 0.22 33 -10000 0 33
Rac1/GTP 0.008 0.049 0.2 2 -0.33 6 8
cytoskeleton organization 0.021 0.094 -10000 0 -0.72 3 3
GIPC1 0.023 0.005 -10000 0 -10000 0 0
Syndecan-4/TFPI 0.002 0.12 -10000 0 -0.64 5 5
ErbB2/ErbB3 signaling events

Figure S75.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S75.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
USP8 -0.006 0.006 -10000 0 -10000 0 0
RAS family/GTP 0.027 0.067 -10000 0 -0.3 2 2
NFATC4 -0.013 0.059 0.25 2 -0.25 9 11
ERBB2IP 0.022 0.007 -10000 0 -10000 0 0
HSP90 (dimer) 0.022 0.005 -10000 0 -10000 0 0
mammary gland morphogenesis 0.006 0.064 -10000 0 -0.31 9 9
JUN 0.009 0.066 0.17 1 -0.46 1 2
HRAS 0.023 0.004 -10000 0 -10000 0 0
DOCK7 -0.015 0.067 0.29 1 -0.3 9 10
ErbB2/ErbB3/neuregulin 1 beta/SHC 0.025 0.063 -10000 0 -0.34 9 9
AKT1 0.003 0.006 -10000 0 -10000 0 0
BAD -0.006 0.004 -10000 0 -10000 0 0
MAPK10 -0.011 0.049 0.19 2 -0.22 3 5
mol:GTP 0 0.001 -10000 0 -10000 0 0
ErbB2/ErbB3/neuregulin 1 beta 0.008 0.069 -10000 0 -0.34 9 9
RAF1 0.016 0.074 0.25 5 -0.36 1 6
ErbB2/ErbB3/neuregulin 2 -0.016 0.12 -10000 0 -0.36 35 35
STAT3 0.008 0.12 -10000 0 -0.8 8 8
cell migration -0.006 0.048 0.24 3 -10000 0 3
mol:PI-3-4-5-P3 0 0.001 -10000 0 -10000 0 0
cell proliferation -0.032 0.18 -10000 0 -0.51 18 18
FOS -0.056 0.21 -10000 0 -0.48 60 60
NRAS 0.022 0.005 -10000 0 -10000 0 0
mol:Ca2+ 0.006 0.064 -10000 0 -0.31 9 9
MAPK3 -0.017 0.15 -10000 0 -0.53 12 12
MAPK1 -0.019 0.16 -10000 0 -0.53 14 14
JAK2 -0.016 0.062 -10000 0 -0.3 9 9
NF2 -0.004 0.081 -10000 0 -0.57 7 7
ErbB2/ErbB3/neuregulin 1 beta/SHC/GRB2/SOS1 0.012 0.058 0.19 2 -0.29 8 10
NRG1 0.006 0.098 -10000 0 -0.59 9 9
GRB2/SOS1 0.033 0.008 -10000 0 -10000 0 0
MAPK8 0.002 0.07 0.25 1 -0.3 9 10
MAPK9 -0.011 0.042 0.18 1 -10000 0 1
ERBB2 -0.017 0.007 -10000 0 -10000 0 0
ERBB3 0.023 0.003 -10000 0 -10000 0 0
SHC1 0.022 0.005 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
apoptosis 0.005 0.02 -10000 0 -0.17 3 3
STAT3 (dimer) 0.008 0.12 -10000 0 -0.78 8 8
RNF41 -0.009 0.007 -10000 0 -10000 0 0
FRAP1 -0.003 0.003 -10000 0 -10000 0 0
RAC1-CDC42/GTP -0.023 0.037 -10000 0 -0.23 9 9
ErbB2/ErbB2/HSP90 (dimer) -0.015 0.01 -10000 0 -10000 0 0
CHRNA1 -0.007 0.13 -10000 0 -0.54 7 7
myelination -0.003 0.072 0.27 6 -0.25 9 15
PPP3CB -0.014 0.063 0.28 1 -0.28 9 10
KRAS 0.022 0.006 -10000 0 -10000 0 0
RAC1-CDC42/GDP 0.033 0.061 -10000 0 -0.26 8 8
NRG2 -0.044 0.19 -10000 0 -0.59 37 37
mol:GDP 0.012 0.058 0.19 2 -0.29 8 10
SOS1 0.023 0.004 -10000 0 -10000 0 0
MAP2K2 0.008 0.076 0.24 4 -0.34 2 6
SRC 0.023 0.005 -10000 0 -10000 0 0
mol:cAMP 0 0.001 -10000 0 -10000 0 0
PTPN11 -0.013 0.069 0.29 1 -0.3 9 10
MAP2K1 -0.023 0.16 -10000 0 -0.5 13 13
heart morphogenesis 0.006 0.064 -10000 0 -0.31 9 9
RAS family/GDP 0.033 0.067 -10000 0 -0.3 1 1
GRB2 0.023 0.004 -10000 0 -10000 0 0
PRKACA -0.003 0.091 -10000 0 -0.59 8 8
CHRNE 0.007 0.019 0.11 1 -0.21 1 2
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
activation of caspase activity -0.003 0.006 -10000 0 -10000 0 0
nervous system development 0.006 0.064 -10000 0 -0.31 9 9
CDC42 0.023 0.005 -10000 0 -10000 0 0
Syndecan-2-mediated signaling events

Figure S76.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S76.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Syndecan-2/Fibronectin 0.015 0.053 -10000 0 -0.37 6 6
EPHB2 0.024 0.02 0.23 3 -10000 0 3
Syndecan-2/TACI 0.017 0.054 -10000 0 -0.37 6 6
LAMA1 0.089 0.1 0.24 106 -10000 0 106
Syndecan-2/alpha2 ITGB1 0.031 0.066 -10000 0 -0.32 10 10
HRAS 0.023 0.004 -10000 0 -10000 0 0
Syndecan-2/CASK 0.006 0.02 -10000 0 -0.37 1 1
ITGA5 0.023 0.003 -10000 0 -10000 0 0
BAX -0.003 0.001 -10000 0 -10000 0 0
EPB41 0.023 0.005 -10000 0 -10000 0 0
positive regulation of cell-cell adhesion 0.02 0.02 -10000 0 -0.34 1 1
LAMA3 -0.001 0.12 -10000 0 -0.59 13 13
EZR 0.023 0.004 -10000 0 -10000 0 0
mol:PI-4-5-P2 0 0 -10000 0 -10000 0 0
CAV2 0.003 0.11 -10000 0 -0.59 11 11
Syndecan-2/MMP2 0.018 0.039 -10000 0 -0.32 4 4
RP11-540L11.1 0 0 -10000 0 -10000 0 0
alpha2 ITGB1 0.032 0.011 -10000 0 -10000 0 0
dendrite morphogenesis 0.023 0.018 -10000 0 -10000 0 0
Syndecan-2/GM-CSF -0.024 0.12 -10000 0 -0.37 36 36
determination of left/right symmetry 0.008 0.024 -10000 0 -0.43 1 1
Syndecan-2/PKC delta 0.02 0.022 -10000 0 -0.35 1 1
GNB2L1 0.021 0.007 -10000 0 -10000 0 0
MAPK3 -0.025 0.11 0.19 10 -0.34 36 46
MAPK1 -0.023 0.11 0.19 9 -0.34 33 42
Syndecan-2/RACK1 0.03 0.023 -10000 0 -0.32 1 1
NF1 0.023 0.003 -10000 0 -10000 0 0
FGFR/FGF/Syndecan-2 0.008 0.024 -10000 0 -0.43 1 1
ITGA2 0.022 0.007 -10000 0 -10000 0 0
MAPK8 0.005 0.019 -10000 0 -0.35 1 1
Syndecan-2/alpha2/beta1 Integrin 0.078 0.07 0.26 10 -0.33 1 11
Syndecan-2/Kininogen 0.018 0.038 0.26 5 -10000 0 5
ITGB1 0.023 0.005 -10000 0 -10000 0 0
SRC 0.016 0.038 -10000 0 -0.31 1 1
Syndecan-2/CASK/Protein 4.1 0.02 0.02 -10000 0 -0.34 1 1
extracellular matrix organization 0.021 0.021 -10000 0 -0.35 1 1
actin cytoskeleton reorganization 0.015 0.052 -10000 0 -0.37 6 6
Syndecan-2/Caveolin-2/Ras 0.024 0.063 -10000 0 -0.34 9 9
Syndecan-2/Laminin alpha3 0.007 0.074 -10000 0 -0.34 14 14
Syndecan-2/RasGAP 0.039 0.025 -10000 0 -0.29 1 1
alpha5/beta1 Integrin 0.033 0.008 -10000 0 -10000 0 0
PRKCD 0.021 0.007 -10000 0 -10000 0 0
Syndecan-2 dimer 0.023 0.018 -10000 0 -10000 0 0
GO:0007205 0.002 0 -10000 0 -10000 0 0
DNA mediated transformation 0 0 -10000 0 -10000 0 0
Syndecan-2/RasGAP/Src 0.026 0.024 -10000 0 -0.29 1 1
RHOA 0.021 0.008 -10000 0 -10000 0 0
SDCBP 0.023 0.005 -10000 0 -10000 0 0
TNFRSF13B 0.015 0.076 0.23 3 -0.59 5 8
RASA1 0.022 0.007 -10000 0 -10000 0 0
alpha2/beta1 Integrin 0.032 0.011 -10000 0 -10000 0 0
Syndecan-2/Synbindin 0.022 0.022 -10000 0 -0.37 1 1
TGFB1 0.023 0.005 -10000 0 -10000 0 0
CASP3 0.014 0.036 0.19 11 -0.3 1 12
FN1 0.014 0.073 -10000 0 -0.59 5 5
Syndecan-2/IL8 0.025 0.049 0.26 2 -0.37 3 5
SDC2 0.008 0.024 -10000 0 -0.43 1 1
KNG1 0.021 0.052 0.31 10 -10000 0 10
Syndecan-2/Neurofibromin 0.022 0.022 -10000 0 -0.37 1 1
TRAPPC4 0.023 0.004 -10000 0 -10000 0 0
CSF2 -0.046 0.19 -10000 0 -0.59 38 38
Syndecan-2/TGFB1 0.021 0.021 -10000 0 -0.35 1 1
Syndecan-2/Syntenin/PI-4-5-P2 0.02 0.02 -10000 0 -0.34 1 1
Syndecan-2/Ezrin 0.032 0.024 -10000 0 -0.32 1 1
PRKACA 0.017 0.04 0.19 14 -0.32 1 15
angiogenesis 0.025 0.049 0.26 2 -0.37 3 5
MMP2 0.017 0.057 -10000 0 -0.59 3 3
IL8 0.028 0.065 0.25 13 -0.59 2 15
calcineurin-NFAT signaling pathway 0.016 0.054 -10000 0 -0.37 6 6
Retinoic acid receptors-mediated signaling

Figure S77.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S77.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HDAC1 0.023 0.004 -10000 0 -10000 0 0
HDAC3 0.022 0.006 -10000 0 -10000 0 0
VDR 0.022 0.033 -10000 0 -0.59 1 1
Cbp/p300/PCAF 0.042 0.019 -10000 0 -10000 0 0
EP300 0.023 0.005 -10000 0 -10000 0 0
RARs/AIB1/Cbp/p300/PCAF/9cRA 0.021 0.043 -10000 0 -0.38 3 3
KAT2B 0.021 0.007 -10000 0 -10000 0 0
MAPK14 0.023 0.003 -10000 0 -10000 0 0
AKT1 -0.007 0.058 -10000 0 -0.29 4 4
RAR alpha/9cRA/Cyclin H 0.039 0.039 -10000 0 -10000 0 0
mol:9cRA 0 0 -10000 0 -10000 0 0
RARs/Src-1/Cbp/p300/PCAF/9cRA 0 0.088 -10000 0 -0.36 15 15
CDC2 0 0 -10000 0 -10000 0 0
response to UV 0.001 0 -10000 0 -10000 0 0
RAR alpha/Jnk1 0.022 0.027 -10000 0 -0.28 1 1
NCOR2 0.022 0.033 -10000 0 -0.59 1 1
VDR/VDR/Vit D3 0.016 0.024 -10000 0 -0.43 1 1
RXRs/RARs/NRIP1/9cRA -0.038 0.11 -10000 0 -0.64 7 7
NCOA2 0.021 0.033 -10000 0 -0.59 1 1
NCOA3 0.023 0.004 -10000 0 -10000 0 0
NCOA1 0.023 0.004 -10000 0 -10000 0 0
VDR/VDR/DNA 0.022 0.033 -10000 0 -0.59 1 1
RARG 0.024 0.003 -10000 0 -10000 0 0
RAR gamma1/9cRA 0.031 0.007 -10000 0 -10000 0 0
MAPK3 0.024 0.003 -10000 0 -10000 0 0
MAPK1 0.022 0.006 -10000 0 -10000 0 0
MAPK8 0.023 0.005 -10000 0 -10000 0 0
mol:Vit D3 0 0 -10000 0 -10000 0 0
RXRs/VDR/DNA/Vit D3 -0.035 0.099 -10000 0 -0.53 6 6
RARA 0.016 0.018 -10000 0 -0.26 1 1
negative regulation of phosphoinositide 3-kinase cascade 0 0 -10000 0 -10000 0 0
RARs/TIF2/Cbp/p300/PCAF/9cRA -0.001 0.09 -10000 0 -0.37 15 15
PRKCA 0.023 0.033 -10000 0 -0.59 1 1
RXRs/RARs/NRIP1/9cRA/HDAC1 -0.053 0.12 -10000 0 -0.67 8 8
RXRG -0.18 0.19 -10000 0 -0.36 181 181
RXRA 0.013 0.02 -10000 0 -0.27 1 1
RXRB 0.019 0.027 -10000 0 -0.29 2 2
VDR/Vit D3/DNA 0.016 0.024 -10000 0 -0.43 1 1
RBP1 0.031 0.055 0.28 14 -10000 0 14
CRBP1/9-cic-RA 0.022 0.037 0.19 14 -10000 0 14
RARB 0.022 0.007 -10000 0 -10000 0 0
PRKCG 0.035 0.053 0.23 21 -0.31 1 22
MNAT1 0.023 0.004 -10000 0 -10000 0 0
RAR alpha/RXRs -0.044 0.1 -10000 0 -0.63 6 6
RXRs/RARs/SMRT(N-CoR2)/9cRA -0.027 0.096 -10000 0 -0.53 7 7
proteasomal ubiquitin-dependent protein catabolic process -0.001 0.1 -10000 0 -0.37 18 18
RXRs/RARs/NRIP1/9cRA/HDAC3 -0.055 0.13 -10000 0 -0.69 8 8
positive regulation of DNA binding 0.031 0.035 -10000 0 -0.28 1 1
NRIP1 -0.051 0.12 -10000 0 -0.67 7 7
RXRs/RARs -0.059 0.14 -10000 0 -0.62 11 11
RXRs/RXRs/DNA/9cRA -0.044 0.092 -10000 0 -0.55 6 6
PRKACA 0.023 0.005 -10000 0 -10000 0 0
CDK7 0.022 0.007 -10000 0 -10000 0 0
TFIIH 0.043 0.015 -10000 0 -10000 0 0
RAR alpha/9cRA 0.047 0.032 -10000 0 -10000 0 0
CCNH 0.022 0.007 -10000 0 -10000 0 0
CREBBP 0.023 0.005 -10000 0 -10000 0 0
RAR gamma2/9cRA 0.041 0.016 -10000 0 -10000 0 0
IL27-mediated signaling events

Figure S78.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S78.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TGFB1 0.026 0.008 -10000 0 -10000 0 0
CD4-positive alpha-beta T cell lineage commitment 0 0 -10000 0 -10000 0 0
cytokine production during immune response 0.009 0.092 0.41 5 -10000 0 5
IL27/IL27R/JAK1 0.033 0.084 -10000 0 -0.43 2 2
TBX21 -0.043 0.16 -10000 0 -0.48 32 32
IL12B 0.021 0.008 -10000 0 -10000 0 0
IL12A -0.002 0.053 -10000 0 -0.44 5 5
IL6ST 0.005 0.093 -10000 0 -0.6 8 8
IL27RA/JAK1 0.017 0.032 -10000 0 -10000 0 0
IL27 0.019 0.014 -10000 0 -10000 0 0
TYK2 0.023 0.009 -10000 0 -10000 0 0
T-helper cell lineage commitment -0.042 0.15 0.43 1 -0.8 1 2
T-helper 2 cell differentiation 0.009 0.092 0.41 5 -10000 0 5
T cell proliferation during immune response 0.009 0.092 0.41 5 -10000 0 5
MAPKKK cascade -0.009 0.092 -10000 0 -0.41 5 5
STAT3 0.023 0.003 -10000 0 -10000 0 0
STAT2 0.024 0.002 -10000 0 -10000 0 0
STAT1 0.02 0.011 -10000 0 -10000 0 0
IL12RB1 -0.008 0.13 -10000 0 -0.59 17 17
positive regulation of tyrosine phosphorylation of STAT protein 0 0 -10000 0 -10000 0 0
IL12RB2 -0.019 0.1 -10000 0 -0.45 3 3
IL27/IL27R/JAK2/TYK2 -0.009 0.092 -10000 0 -0.41 5 5
positive regulation of T cell mediated cytotoxicity -0.009 0.092 -10000 0 -0.41 5 5
STAT1 (dimer) 0.017 0.13 0.51 3 -0.59 3 6
JAK2 0.02 0.01 -10000 0 -10000 0 0
JAK1 0.021 0.011 -10000 0 -10000 0 0
STAT2 (dimer) -0.002 0.098 -10000 0 -0.41 4 4
T cell proliferation -0.075 0.16 -10000 0 -0.51 17 17
IL12/IL12R/TYK2/JAK2 -0.064 0.24 -10000 0 -0.77 31 31
IL17A -0.042 0.15 0.43 1 -0.8 1 2
mast cell activation 0.009 0.092 0.41 5 -10000 0 5
IFNG 0.002 0.029 -10000 0 -0.11 11 11
T cell differentiation -0.002 0.005 -10000 0 -0.02 9 9
STAT3 (dimer) -0.001 0.098 -10000 0 -0.39 5 5
STAT5A (dimer) -0.002 0.099 -10000 0 -0.39 5 5
STAT4 (dimer) -0.005 0.1 -10000 0 -0.41 4 4
STAT4 0.014 0.073 -10000 0 -0.59 5 5
T cell activation -0.005 0.003 -10000 0 -10000 0 0
IL27R/JAK2/TYK2 0.024 0.066 -10000 0 -10000 0 0
GATA3 -0.058 0.26 0.56 1 -1.3 14 15
IL18 0.003 0.033 -10000 0 -0.44 2 2
positive regulation of mast cell cytokine production -0.001 0.097 -10000 0 -0.39 5 5
IL27/EBI3 0.031 0.021 -10000 0 -10000 0 0
IL27RA 0.004 0.022 -10000 0 -10000 0 0
IL6 -0.1 0.25 -10000 0 -0.59 72 72
STAT5A 0.021 0.033 -10000 0 -0.59 1 1
monocyte differentiation 0 0.001 -10000 0 -10000 0 0
IL2 -0.011 0.02 -10000 0 -10000 0 0
IL1B 0 0.047 -10000 0 -0.44 4 4
EBI3 0.022 0.017 0.23 1 -10000 0 1
TNF -0.005 0.066 -10000 0 -0.44 8 8
Cellular roles of Anthrax toxin

Figure S79.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S79.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ANTXR1 0.021 0.033 -10000 0 -0.59 1 1
ANTXR2 0.019 0.047 -10000 0 -0.59 2 2
negative regulation of myeloid dendritic cell antigen processing and presentation -0.001 0.008 -10000 0 -0.098 2 2
monocyte activation -0.007 0.1 -10000 0 -0.4 21 21
MAP2K2 -0.007 0.11 -10000 0 -0.57 12 12
MAP2K1 -0.004 0.007 -10000 0 -0.11 1 1
MAP2K7 -0.004 0.007 -10000 0 -10000 0 0
MAP2K6 -0.003 0.009 0.12 1 -10000 0 1
CYAA -0.008 0.037 -10000 0 -0.47 2 2
MAP2K4 -0.004 0.007 -10000 0 -0.11 1 1
IL1B -0.006 0.047 0.24 1 -0.27 8 9
Channel 0.025 0.042 -10000 0 -0.5 2 2
NLRP1 -0.007 0.037 -10000 0 -0.35 4 4
CALM1 0.023 0.005 -10000 0 -10000 0 0
negative regulation of phagocytosis -0.003 0.071 -10000 0 -0.4 10 10
mol:Ca2+ 0 0 -10000 0 -10000 0 0
regulation of endothelial cell proliferation 0.001 0.008 0.098 2 -10000 0 2
MAPK3 -0.004 0.007 -10000 0 -0.11 1 1
MAPK1 -0.004 0.007 -10000 0 -10000 0 0
PGR -0.061 0.12 -10000 0 -0.32 62 62
PA/Cellular Receptors 0.026 0.046 -10000 0 -0.54 2 2
apoptosis -0.001 0.008 -10000 0 -0.098 2 2
LOC728358 0 0 -10000 0 -10000 0 0
Lethal toxin (unfolded) 0.024 0.04 -10000 0 -0.47 2 2
macrophage activation -0.006 0.007 -10000 0 -10000 0 0
TNF 0.01 0.093 0.23 1 -0.59 8 9
VCAM1 -0.007 0.1 -10000 0 -0.4 21 21
platelet activation -0.003 0.071 -10000 0 -0.4 10 10
MAPKKK cascade -0.001 0.019 0.12 1 -0.13 2 3
IL18 -0.005 0.039 -10000 0 -0.26 6 6
negative regulation of macrophage activation -0.001 0.008 -10000 0 -0.098 2 2
LEF -0.001 0.008 -10000 0 -0.098 2 2
CASP1 -0.003 0.03 -10000 0 -0.21 5 5
mol:cAMP -0.003 0.071 -10000 0 -0.41 10 10
necrosis -0.001 0.008 -10000 0 -0.098 2 2
intracellular pH reduction 0 0 -10000 0 -10000 0 0
PAGA 0 0 -10000 0 -10000 0 0
Edema toxin (unfolded) 0.024 0.04 -10000 0 -0.47 2 2
mol:Epigallocatechin-3-gallate (EGCG) 0 0 -10000 0 -10000 0 0
mTOR signaling pathway

Figure S80.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S80.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
GBL 0 0 -10000 0 -10000 0 0
MKNK1 0.023 0.004 -10000 0 -10000 0 0
mol:PIP3 -0.007 0.025 -10000 0 -0.32 1 1
FRAP1 0.049 0.056 0.28 1 -0.43 1 2
AKT1 0.053 0.082 0.19 10 -0.26 1 11
INSR 0.023 0.005 -10000 0 -10000 0 0
Insulin Receptor/Insulin 0.027 0.007 -10000 0 -10000 0 0
mol:GTP 0.079 0.077 0.26 13 -10000 0 13
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA/eIF3/40s Ribosomal subunit 0.007 0.012 -10000 0 -10000 0 0
TSC2 0.023 0.004 -10000 0 -10000 0 0
RHEB/GDP 0.009 0.02 -10000 0 -10000 0 0
TSC1 0.023 0.004 -10000 0 -10000 0 0
Insulin Receptor/IRS1 0.017 0.042 -10000 0 -0.2 12 12
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA 0.014 0.022 -10000 0 -10000 0 0
mol:GDP 0 0 -10000 0 -10000 0 0
EIF3A 0.023 0.005 -10000 0 -10000 0 0
RPS6KB1 0.074 0.075 0.24 18 -10000 0 18
MAP3K5 0.002 0.025 0.19 2 -0.18 4 6
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
apoptosis 0.002 0.025 0.19 2 -0.18 4 6
mol:LY294002 0 0 -10000 0 -0.001 12 12
EIF4B 0.069 0.073 0.24 19 -10000 0 19
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3 0.071 0.063 0.23 10 -10000 0 10
eIF4E/eIF4G1/eIF4A1 0.008 0.018 -10000 0 -0.27 1 1
KIAA1303 0 0 -10000 0 -10000 0 0
PI3K 0.014 0.034 -10000 0 -0.23 3 3
mTOR/RHEB/GTP/Raptor/GBL 0.057 0.068 0.2 30 -10000 0 30
FKBP1A 0.024 0.005 -10000 0 -10000 0 0
RHEB/GTP 0.063 0.06 -10000 0 -10000 0 0
mol:Amino Acids 0 0 -10000 0 -0.001 12 12
FKBP12/Rapamycin 0.02 0.005 -10000 0 -10000 0 0
PDPK1 -0.003 0.036 0.16 9 -0.29 1 10
EIF4E 0.022 0.006 -10000 0 -10000 0 0
ASK1/PP5C 0.053 0.077 -10000 0 -0.54 4 4
mTOR/RHEB/GTP/Raptor/GBL/eIF4E -0.008 0.07 -10000 0 -0.84 1 1
TSC1/TSC2 0.089 0.085 0.29 15 -10000 0 15
tumor necrosis factor receptor activity 0 0 0.001 12 -10000 0 12
RPS6 0.021 0.007 -10000 0 -10000 0 0
PPP5C 0.023 0.005 -10000 0 -10000 0 0
EIF4G1 0.013 0.012 -10000 0 -10000 0 0
IRS1 0.003 0.042 -10000 0 -0.21 12 12
INS 0.018 0.003 -10000 0 -10000 0 0
PTEN 0.021 0.007 -10000 0 -10000 0 0
PDK2 -0.003 0.036 0.16 9 -0.29 1 10
EIF4EBP1 -0.007 0.21 -10000 0 -1 13 13
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
PPP2R5D 0.047 0.057 0.26 2 -0.39 1 3
peptide biosynthetic process -0.012 0.015 -10000 0 -10000 0 0
RHEB 0.023 0.004 -10000 0 -10000 0 0
EIF4A1 0.022 0.006 -10000 0 -10000 0 0
mol:Rapamycin 0.001 0.002 0.004 44 -10000 0 44
EEF2 -0.012 0.015 -10000 0 -10000 0 0
eIF4E/4E-BP1 0 0.19 -10000 0 -0.93 13 13
IFN-gamma pathway

Figure S81.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S81.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 0.042 0.051 -10000 0 -0.32 4 4
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
CRKL 0.023 0.005 -10000 0 -10000 0 0
STAT1 (dimer)/Cbp/p300 0.037 0.047 -10000 0 -0.3 1 1
IFN-gammaR/JAK1/JAK1/JAK2/JAK2 0.041 0.023 -10000 0 -10000 0 0
antigen processing and presentation of peptide antigen via MHC class I 0.002 0.039 -10000 0 -0.23 1 1
CaM/Ca2+ 0.042 0.051 -10000 0 -0.3 4 4
RAP1A 0.023 0.005 -10000 0 -10000 0 0
STAT1 (dimer)/SHP2 0.024 0.046 -10000 0 -0.3 3 3
AKT1 0.068 0.097 0.3 11 -10000 0 11
MAP2K1 -0.008 0.052 0.28 1 -0.31 4 5
MAP3K11 0.009 0.051 0.28 1 -0.31 4 5
IFNGR1 0.024 0.009 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
CaM/Ca2+/CAMKII -0.007 0.14 -10000 0 -0.43 24 24
Rap1/GTP 0.008 0.031 -10000 0 -10000 0 0
CRKL/C3G 0.033 0.009 -10000 0 -10000 0 0
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 /TC-PTP 0.054 0.051 -10000 0 -0.33 4 4
CEBPB -0.013 0.14 -10000 0 -0.46 23 23
STAT3 0.023 0.003 -10000 0 -10000 0 0
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2/SOCS1 0.037 0.13 -10000 0 -0.71 9 9
STAT1 0.011 0.048 0.28 1 -0.3 3 4
CALM1 0.023 0.005 -10000 0 -10000 0 0
IFN-gamma (dimer) 0.017 0.067 0.24 1 -0.59 4 5
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
STAT1 (dimer)/PIAS1 0.024 0.049 0.28 1 -0.29 3 4
CEBPB/PTGES2/Cbp/p300 0.004 0.095 -10000 0 -0.38 6 6
mol:Ca2+ 0.04 0.049 -10000 0 -0.32 4 4
MAPK3 -0.003 0.11 -10000 0 -0.67 6 6
STAT1 (dimer) 0.006 0.054 -10000 0 -0.32 1 1
MAPK1 -0.005 0.11 -10000 0 -0.62 7 7
JAK2 0.021 0.011 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
JAK1 0.023 0.01 -10000 0 -10000 0 0
CAMK2D 0.023 0.005 -10000 0 -10000 0 0
DAPK1 -0.027 0.17 -10000 0 -0.6 27 27
SMAD7 0.031 0.051 0.16 11 -0.3 1 12
CBL/CRKL/C3G 0.033 0.047 -10000 0 -0.3 1 1
PI3K 0.023 0.042 -10000 0 -0.29 2 2
IFNG 0.017 0.068 0.24 1 -0.59 4 5
apoptosis -0.009 0.13 -10000 0 -0.44 25 25
CAMK2G 0.023 0.005 -10000 0 -10000 0 0
STAT3 (dimer) 0.023 0.003 -10000 0 -10000 0 0
CAMK2A -0.019 0.15 -10000 0 -0.59 23 23
CAMK2B 0.05 0.073 0.24 43 -10000 0 43
FRAP1 0.063 0.092 0.29 11 -10000 0 11
PRKCD 0.065 0.099 0.31 11 -10000 0 11
RAP1B 0.023 0.004 -10000 0 -10000 0 0
negative regulation of cell growth 0.002 0.039 -10000 0 -0.23 1 1
PTPN2 0.023 0.004 -10000 0 -10000 0 0
EP300 0.023 0.005 -10000 0 -10000 0 0
IRF1 0.004 0.053 0.33 2 -0.32 1 3
STAT1 (dimer)/PIASy 0.022 0.049 0.27 1 -0.29 3 4
SOCS1 -0.004 0.17 -10000 0 -1 9 9
mol:GDP 0.03 0.044 -10000 0 -0.29 1 1
CASP1 0.031 0.054 0.16 12 -0.27 2 14
PTGES2 0.023 0.003 -10000 0 -10000 0 0
IRF9 0.011 0.046 0.23 1 -10000 0 1
mol:PI-3-4-5-P3 0.016 0.036 -10000 0 -0.28 2 2
RAP1/GDP 0.025 0.035 -10000 0 -10000 0 0
CBL 0.009 0.05 0.28 1 -0.31 4 5
MAP3K1 0.009 0.051 0.28 1 -0.32 4 5
PIAS1 0.024 0.002 -10000 0 -10000 0 0
PIAS4 0.023 0.005 -10000 0 -10000 0 0
antigen processing and presentation of peptide antigen via MHC class II 0.002 0.039 -10000 0 -0.23 1 1
PTPN11 0.012 0.053 0.3 1 -0.32 4 5
CREBBP 0.023 0.005 -10000 0 -10000 0 0
RAPGEF1 0.023 0.004 -10000 0 -10000 0 0
IL2 signaling events mediated by PI3K

Figure S82.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S82.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BCL2L1 0.044 0.075 -10000 0 -0.71 1 1
UGCG 0.018 0.079 -10000 0 -0.67 4 4
AKT1/mTOR/p70S6K/Hsp90/TERT 0.077 0.1 0.28 9 -0.48 5 14
mol:GTP 0 0 -10000 0 -10000 0 0
mol:glucosylceramide 0.019 0.078 -10000 0 -0.66 4 4
mol:DAG -0.021 0.16 -10000 0 -0.8 14 14
CaM/Ca2+/Calcineurin A alpha-beta B1 0.057 0.093 0.28 1 -0.45 3 4
FRAP1 0.054 0.1 0.31 1 -0.48 4 5
FOXO3 0.05 0.1 0.29 2 -0.42 6 8
AKT1 0.053 0.1 0.32 1 -0.43 7 8
GAB2 0.009 0.092 -10000 0 -0.59 8 8
SMPD1 0.014 0.094 -10000 0 -0.68 6 6
SGMS1 0.002 0.13 -10000 0 -0.63 13 13
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
mol:GDP 0.003 0.003 -10000 0 -10000 0 0
CALM1 0.023 0.005 -10000 0 -10000 0 0
cell proliferation 0.035 0.11 0.24 2 -0.42 13 15
EIF3A 0.023 0.005 -10000 0 -10000 0 0
PI3K 0.019 0.019 -10000 0 -10000 0 0
RPS6KB1 0.028 0.023 -10000 0 -10000 0 0
mol:sphingomyelin -0.021 0.16 -10000 0 -0.8 14 14
natural killer cell activation 0 0 -10000 0 -10000 0 0
JAK3 0.024 0.005 -10000 0 -10000 0 0
PIK3R1 0.023 0.007 -10000 0 -10000 0 0
JAK1 0.024 0.005 -10000 0 -10000 0 0
NFKB1 0.022 0.006 -10000 0 -10000 0 0
MYC 0.068 0.11 0.36 4 -0.5 2 6
MYB 0.018 0.099 -10000 0 -1.2 2 2
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K 0.045 0.084 -10000 0 -0.44 5 5
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3 0.049 0.028 -10000 0 -10000 0 0
mol:PI-3-4-5-P3 0.048 0.085 -10000 0 -0.46 4 4
Rac1/GDP 0.011 0.011 -10000 0 -10000 0 0
T cell proliferation 0.048 0.082 0.27 2 -0.43 4 6
SHC1 0.023 0.005 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
positive regulation of cyclin-dependent protein kinase activity 0.003 0.006 -10000 0 -0.065 2 2
PRKCZ 0.048 0.082 0.27 1 -0.45 4 5
NF kappa B1 p50/RelA 0.068 0.097 0.3 1 -0.5 2 3
IL2/IL2R beta/gamma/JAK1/LCK/JAK3/PI3K 0.011 0.05 -10000 0 -0.56 2 2
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
RELA 0.024 0.001 -10000 0 -10000 0 0
IL2RA 0.025 0.02 0.23 3 -10000 0 3
IL2RB 0.023 0.033 -10000 0 -0.59 1 1
TERT 0.1 0.13 0.27 117 -0.31 1 118
E2F1 0.025 0.042 -10000 0 -0.41 3 3
SOS1 0.024 0.004 -10000 0 -10000 0 0
RPS6 0.021 0.007 -10000 0 -10000 0 0
mol:cAMP -0.001 0.003 0.03 2 -10000 0 2
PTPN11 0.024 0.002 -10000 0 -10000 0 0
IL2RG 0.02 0.057 -10000 0 -0.59 3 3
actin cytoskeleton organization 0.048 0.082 0.27 2 -0.43 4 6
GRB2 0.024 0.004 -10000 0 -10000 0 0
IL2 0.021 0.007 -10000 0 -10000 0 0
PIK3CA 0.013 0.013 -10000 0 -10000 0 0
Rac1/GTP 0.024 0.024 -10000 0 -10000 0 0
LCK 0.023 0.033 -10000 0 -0.59 1 1
BCL2 0.052 0.089 0.32 2 -0.45 2 4
TCGA08_rtk_signaling

Figure S83.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S83.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PDGFRA 0.019 0.051 0.39 1 -0.59 2 3
HRAS 0.023 0.004 -10000 0 -10000 0 0
EGFR 0.019 0.096 0.39 7 -0.59 6 13
AKT 0.066 0.073 0.25 14 -0.22 1 15
FOXO3 0.024 0.002 -10000 0 -10000 0 0
AKT1 0.022 0.006 -10000 0 -10000 0 0
FOXO1 0.022 0.006 -10000 0 -10000 0 0
AKT3 0.021 0.033 -10000 0 -0.59 1 1
FOXO4 0.023 0.004 -10000 0 -10000 0 0
MET 0.02 0.051 0.39 1 -0.59 2 3
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
PIK3CB 0.02 0.008 -10000 0 -10000 0 0
NRAS 0.023 0.005 -10000 0 -10000 0 0
PIK3CG -0.006 0.13 -10000 0 -0.59 16 16
PIK3R3 0.023 0.005 -10000 0 -10000 0 0
PIK3R2 0.023 0.005 -10000 0 -10000 0 0
NF1 0.023 0.003 -10000 0 -10000 0 0
RAS 0.023 0.051 0.2 8 -0.18 9 17
ERBB2 0.023 0.004 -10000 0 -10000 0 0
proliferation/survival/translation -0.061 0.08 0.26 5 -0.26 11 16
PI3K 0.049 0.074 0.22 25 -0.23 4 29
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
KRAS 0.022 0.006 -10000 0 -10000 0 0
FOXO 0.082 0.062 0.23 20 -10000 0 20
AKT2 0.022 0.006 -10000 0 -10000 0 0
PTEN 0.022 0.007 -10000 0 -10000 0 0
IL2 signaling events mediated by STAT5

Figure S84.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S84.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
GAB2 0.009 0.092 -10000 0 -0.59 8 8
ELF1 0.026 0.01 -10000 0 -10000 0 0
CCNA2 0.077 0.1 0.23 96 -0.31 3 99
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
JAK3 0.023 0.005 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
JAK1 0.023 0.005 -10000 0 -10000 0 0
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K 0.043 0.086 0.22 1 -0.43 5 6
SHC1 0.023 0.005 -10000 0 -10000 0 0
SP1 0.026 0.021 -10000 0 -0.36 1 1
IL2RA 0.014 0.01 -10000 0 -10000 0 0
IL2RB 0.021 0.033 -10000 0 -0.59 1 1
SOS1 0.024 0.004 -10000 0 -10000 0 0
IL2RG 0.018 0.057 -10000 0 -0.59 3 3
G1/S transition of mitotic cell cycle 0.036 0.099 0.33 3 -0.75 2 5
PTPN11 0.024 0.002 -10000 0 -10000 0 0
CCND2 0.01 0.046 -10000 0 -0.84 1 1
LCK 0.022 0.033 -10000 0 -0.59 1 1
GRB2 0.023 0.004 -10000 0 -10000 0 0
IL2 0.02 0.006 -10000 0 -10000 0 0
CDK6 0.024 0.028 0.39 2 -10000 0 2
CCND3 0.042 0.087 0.34 2 -0.5 2 4
Insulin Pathway

Figure S85.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S85.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CBL/APS/CAP 0.006 0.1 -10000 0 -0.31 28 28
TC10/GTP 0.005 0.094 -10000 0 -0.3 25 25
Insulin Receptor/Insulin/IRS1/Shp2 0.054 0.029 -10000 0 -0.36 1 1
HRAS 0.023 0.004 -10000 0 -10000 0 0
APS homodimer 0.022 0.006 -10000 0 -10000 0 0
GRB14 -0.024 0.16 0.23 1 -0.59 27 28
FOXO3 0.033 0.053 -10000 0 -0.61 1 1
AKT1 0.042 0.12 0.32 3 -0.3 16 19
INSR 0.025 0.007 -10000 0 -10000 0 0
Insulin Receptor/Insulin 0.046 0.024 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
GRB10 0.023 0.005 -10000 0 -10000 0 0
SORBS1 -0.038 0.18 -10000 0 -0.59 34 34
CRK 0.022 0.005 -10000 0 -10000 0 0
PTPN1 0.003 0.034 -10000 0 -10000 0 0
CAV1 -0.096 0.15 -10000 0 -0.34 92 92
CBL/APS/CAP/Crk-II/C3G 0.022 0.11 -10000 0 -0.33 27 27
Insulin Receptor/Insulin/IRS1/NCK2 0.053 0.029 -10000 0 -0.36 1 1
mol:GDP 0 0 -10000 0 -10000 0 0
mol:PI-3-4-5-P3 0.022 0.031 -10000 0 -0.32 1 1
Insulin Receptor/Insuli/IRS1/GRB2/SHC/PTP1B 0.019 0.056 -10000 0 -0.3 7 7
RPS6KB1 0.038 0.12 0.3 3 -10000 0 3
PARD6A 0.022 0.006 -10000 0 -10000 0 0
CBL 0.023 0.004 -10000 0 -10000 0 0
tumor necrosis factor-mediated signaling pathway 0 0 -10000 0 -10000 0 0
DOK1 0.018 0.007 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
Insulin Receptor/Insuli/IRS1/GRB2/Shc 0.044 0.099 -10000 0 -0.29 1 1
HRAS/GTP -0.018 0.025 -10000 0 -0.29 2 2
Insulin Receptor 0.025 0.007 -10000 0 -10000 0 0
Insulin Receptor/Insuli/IRS1/GRB2/SHC 0.059 0.034 -10000 0 -0.34 1 1
PRKCI 0.007 0.042 -10000 0 -0.48 1 1
Insulin Receptor/Insulin/GRB14/PDK1 -0.007 0.079 -10000 0 -0.31 20 20
SHC1 0.023 0.005 -10000 0 -10000 0 0
negative regulation of MAPKKK cascade 0.034 0.022 -10000 0 -10000 0 0
PI3K 0.028 0.035 -10000 0 -0.32 1 1
NCK2 0.023 0.003 -10000 0 -10000 0 0
RHOQ 0.022 0.006 -10000 0 -10000 0 0
mol:H2O2 0 0.003 -10000 0 -10000 0 0
HRAS/GDP 0.017 0.003 -10000 0 -10000 0 0
AKT2 0.036 0.12 0.32 4 -0.3 17 21
PRKCZ 0.002 0.055 -10000 0 -0.48 1 1
SH2B2 0.022 0.006 -10000 0 -10000 0 0
SHC/SHIP 0.02 0.037 -10000 0 -0.32 3 3
F2RL2 0.046 0.1 0.23 57 -0.38 8 65
TRIP10 0.023 0.005 -10000 0 -10000 0 0
Insulin Receptor/Insulin/Shc 0.041 0.015 -10000 0 -10000 0 0
TC10/GTP/CIP4/Exocyst 0.029 0.01 -10000 0 -10000 0 0
Insulin Receptor/Insulin/SHC/GRB2/Sos1 0.061 0.025 -10000 0 -10000 0 0
RAPGEF1 0.023 0.004 -10000 0 -10000 0 0
RASA1 0.022 0.007 -10000 0 -10000 0 0
NCK1 0.021 0.008 -10000 0 -10000 0 0
CBL/APS/CAP/Crk-II 0.013 0.11 -10000 0 -0.35 27 27
TC10/GDP 0.016 0.005 -10000 0 -10000 0 0
Insulin Receptor/Insulin/SHC/GRB10 0.052 0.022 -10000 0 -10000 0 0
INPP5D -0.013 0.039 -10000 0 -0.33 4 4
SOS1 0.023 0.004 -10000 0 -10000 0 0
SGK1 0.001 0.057 -10000 0 -0.6 3 3
mol:cAMP 0 0 -10000 0 -10000 0 0
PTPN11 0.024 0.002 -10000 0 -10000 0 0
IRS1 0.021 0.033 -10000 0 -0.59 1 1
p62DOK/RasGAP 0.034 0.022 -10000 0 -10000 0 0
INS 0.019 0.009 -10000 0 -10000 0 0
mol:PI-3-4-P2 -0.012 0.039 -10000 0 -0.33 4 4
GRB2 0.023 0.004 -10000 0 -10000 0 0
EIF4EBP1 0.036 0.12 0.29 9 -10000 0 9
PTPRA 0.024 0.006 -10000 0 -10000 0 0
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
TC10/GTP/CIP4 0.029 0.01 -10000 0 -10000 0 0
PDPK1 0.023 0.004 -10000 0 -10000 0 0
Insulin Receptor/Insuli/IRS1/GRB2/SHC/Sos 0.019 0.021 -10000 0 -0.27 1 1
Insulin Receptor/Insulin/IRS1 0.04 0.026 -10000 0 -0.36 1 1
Insulin Receptor/Insulin/IRS3 0.033 0.011 -10000 0 -10000 0 0
Par3/Par6 0.059 0.06 -10000 0 -0.33 1 1
E-cadherin signaling in keratinocytes

Figure S86.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S86.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
keratinocyte differentiation 0.048 0.08 0.21 4 -0.29 4 8
adherens junction organization 0.012 0.1 -10000 0 -0.44 11 11
mol:GTP 0 0 -10000 0 -10000 0 0
Rac1/GDP 0.061 0.093 0.35 2 -0.33 1 3
FMN1 0.008 0.11 -10000 0 -0.37 17 17
mol:IP3 0.003 0.039 -10000 0 -0.24 3 3
E-cadherin/Ca2+/beta catenin-gamma catenin/alpha catenin/p120 catenin 0.03 0.083 -10000 0 -0.42 7 7
CTNNB1 0.022 0.008 -10000 0 -10000 0 0
AKT1 0.002 0.043 -10000 0 -0.28 2 2
E-cadherin/beta catenin-gamma catenin/alpha catenin/p120 catenin 0 0.16 -10000 0 -0.7 13 13
CTNND1 0.027 0.004 -10000 0 -10000 0 0
mol:PI-4-5-P2 0.024 0.08 -10000 0 -0.4 6 6
VASP 0.027 0.075 -10000 0 -0.33 8 8
ZYX 0.024 0.084 -10000 0 -0.4 7 7
JUB 0.025 0.085 -10000 0 -0.34 11 11
EGFR(dimer) 0.031 0.1 0.3 6 -0.36 11 17
E-cadherin/beta catenin-gamma catenin 0.037 0.026 -10000 0 -0.35 1 1
mol:PI-3-4-5-P3 0.011 0.054 -10000 0 -0.26 7 7
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
PI3K 0.011 0.055 -10000 0 -0.27 7 7
FYN 0.042 0.079 0.23 4 -0.28 2 6
mol:Ca2+ 0.003 0.038 -10000 0 -0.24 3 3
JUP 0.025 0.005 -10000 0 -10000 0 0
PIK3R1 0.025 0.008 -10000 0 -10000 0 0
mol:DAG 0.003 0.039 -10000 0 -0.24 3 3
CDH1 0.022 0.033 -10000 0 -0.58 1 1
RhoA/GDP 0.063 0.092 0.31 3 -0.28 4 7
establishment of polarity of embryonic epithelium 0.027 0.074 -10000 0 -0.32 8 8
SRC 0.023 0.005 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
RHOA 0.021 0.008 -10000 0 -10000 0 0
EGFR 0.019 0.096 0.39 7 -0.59 6 13
CASR 0.042 0.078 0.24 4 -10000 0 4
RhoA/GTP 0.061 0.07 -10000 0 -10000 0 0
AKT2 0.002 0.045 -10000 0 -0.28 3 3
actin cable formation 0.006 0.11 0.25 3 -0.36 17 20
apoptosis -0.051 0.088 0.32 6 -0.22 6 12
CTNNA1 0.025 0.009 -10000 0 -10000 0 0
mol:GDP 0.05 0.092 0.36 2 -0.3 4 6
PIP5K1A 0.024 0.081 -10000 0 -0.41 6 6
PLCG1 0.002 0.037 -10000 0 -0.25 3 3
Rac1/GTP 0.036 0.099 0.32 3 -0.34 11 14
homophilic cell adhesion 0.003 0.004 -10000 0 -10000 0 0
Ceramide signaling pathway

Figure S87.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S87.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
SPHK2 0.01 0.003 -10000 0 -10000 0 0
MAP4K4 0.01 0.061 -10000 0 -0.42 1 1
BAG4 0.019 0.009 -10000 0 -10000 0 0
PKC zeta/ceramide 0.011 0.048 -10000 0 -0.27 6 6
NFKBIA 0.022 0.006 -10000 0 -10000 0 0
BIRC3 0.014 0.073 -10000 0 -0.59 5 5
BAX -0.001 0.061 -10000 0 -0.33 11 11
RIPK1 0.023 0.004 -10000 0 -10000 0 0
AKT1 0.017 0.13 0.66 13 -10000 0 13
BAD -0.006 0.048 0.19 1 -0.26 7 8
SMPD1 0.01 0.054 0.21 3 -0.2 8 11
RB1 -0.006 0.04 -10000 0 -0.23 7 7
FADD/Caspase 8 0.036 0.096 0.27 13 -0.44 1 14
MAP2K4 -0.007 0.048 0.18 3 -0.42 2 5
NSMAF 0.023 0.005 -10000 0 -10000 0 0
response to UV 0 0 -10000 0 -10000 0 0
RAF1 -0.004 0.056 0.21 8 -0.66 1 9
EGF 0.009 0.093 0.23 1 -0.59 8 9
mol:ceramide -0.004 0.05 -10000 0 -0.26 8 8
MADD 0.023 0.003 -10000 0 -10000 0 0
response to oxidative stress 0 0 -10000 0 -10000 0 0
mol:Free Fatty acid 0.009 0.004 -10000 0 -10000 0 0
ASAH1 0.021 0.008 -10000 0 -10000 0 0
negative regulation of cell cycle -0.006 0.04 -10000 0 -0.23 7 7
cell proliferation 0.015 0.058 -10000 0 -0.35 4 4
BID 0.001 0.13 -10000 0 -0.59 13 13
MAP3K1 -0.006 0.048 0.19 1 -0.26 7 8
EIF2A 0.042 0.093 0.26 14 -0.47 1 15
TRADD 0.022 0.006 -10000 0 -10000 0 0
CRADD 0.024 0.002 -10000 0 -10000 0 0
MAPK3 -0.002 0.054 0.28 2 -0.61 1 3
response to heat 0 0 -10000 0 -10000 0 0
MAPK1 -0.003 0.054 0.28 2 -0.62 1 3
Cathepsin D/ceramide 0.011 0.05 -10000 0 -0.24 8 8
FADD 0.007 0.056 -10000 0 -0.42 1 1
KSR1 -0.002 0.056 0.2 8 -0.26 7 15
MAPK8 -0.006 0.059 -10000 0 -0.4 3 3
PRKRA -0.002 0.051 0.19 6 -0.29 5 11
PDGFA 0.023 0.005 -10000 0 -10000 0 0
TRAF2 0.023 0.004 -10000 0 -10000 0 0
IGF1 0.015 0.074 0.23 1 -0.59 5 6
mol:GD3 0 0 -10000 0 -10000 0 0
ganglioside biosynthetic process -0.004 0.049 -10000 0 -0.25 8 8
CTSD 0.023 0.004 -10000 0 -10000 0 0
regulation of nitric oxide biosynthetic process 0.033 0.008 -10000 0 -10000 0 0
response to radiation 0 0 -10000 0 -10000 0 0
ERK1/PKC delta 0.016 0.062 -10000 0 -0.38 4 4
PRKCD 0.021 0.007 -10000 0 -10000 0 0
PRKCZ 0.022 0.005 -10000 0 -10000 0 0
mol:GW4869 0 0 -10000 0 -10000 0 0
mol:sphingosine 0.009 0.004 -10000 0 -10000 0 0
RelA/NF kappa B1 0.033 0.008 -10000 0 -10000 0 0
mol:glutathione 0 0 -10000 0 -10000 0 0
PAWR 0.024 0.002 -10000 0 -10000 0 0
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD 0.007 0.056 -10000 0 -0.44 1 1
TNFR1A/BAG4/TNF-alpha 0.026 0.063 -10000 0 -0.37 7 7
mol:Sphingosine-1-phosphate 0.01 0.003 -10000 0 -10000 0 0
MAP2K1 -0.006 0.054 0.28 2 -0.63 1 3
mol:C11AG 0 0 -10000 0 -10000 0 0
RELA 0.024 0.001 -10000 0 -10000 0 0
CYCS -0.001 0.042 -10000 0 -0.2 8 8
TNFRSF1A 0.022 0.006 -10000 0 -10000 0 0
NFKB1 0.022 0.006 -10000 0 -10000 0 0
TNFR1A/BAG4 0.026 0.015 -10000 0 -10000 0 0
EIF2AK2 -0.001 0.053 0.18 12 -0.66 1 13
TNF-alpha/TNFR1A/FAN 0.033 0.06 -10000 0 -0.38 6 6
response to hydrogen peroxide 0 0 -10000 0 -10000 0 0
CASP8 0.012 0.085 -10000 0 -0.34 11 11
MAP2K2 -0.005 0.054 0.28 2 -0.63 1 3
SMPD3 0.002 0.085 0.22 2 -0.27 24 26
TNF 0.01 0.093 0.23 1 -0.59 8 9
PKC zeta/PAR4 0.033 0.008 -10000 0 -10000 0 0
mol:PHOSPHOCHOLINE 0.006 0.051 0.25 8 -0.21 4 12
NF kappa B1/RelA/I kappa B alpha 0.06 0.025 -10000 0 -10000 0 0
AIFM1 -0.002 0.042 -10000 0 -0.2 8 8
BCL2 0.024 0.012 0.23 1 -10000 0 1
Role of Calcineurin-dependent NFAT signaling in lymphocytes

Figure S88.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S88.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BCL2L1 0.022 0.006 -10000 0 -10000 0 0
NFATC1 0.028 0.07 0.26 3 -10000 0 3
NFATC2 -0.022 0.1 0.19 2 -0.29 28 30
NFATC3 0.012 0.011 -10000 0 -10000 0 0
YWHAE 0.022 0.005 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/CABIN1 -0.019 0.12 -10000 0 -0.42 17 17
Exportin 1/Ran/NUP214 0.041 0.016 -10000 0 -10000 0 0
mol:DAG -0.001 0.002 -10000 0 -10000 0 0
CABIN1/MEF2D/CaM/Ca2+/CAMK IV -0.002 0.12 -10000 0 -0.42 15 15
BCL2/BAX 0.034 0.011 -10000 0 -10000 0 0
CaM/Ca2+/Calcineurin A alpha-beta B1 0.01 0.016 -10000 0 -10000 0 0
CaM/Ca2+ 0.01 0.016 -10000 0 -10000 0 0
BAX 0.023 0.004 -10000 0 -10000 0 0
MAPK14 0.022 0.004 -10000 0 -10000 0 0
BAD 0.024 0.002 -10000 0 -10000 0 0
CABIN1/MEF2D -0.008 0.12 -10000 0 -0.41 16 16
Calcineurin A alpha-beta B1/BCL2 0.023 0.012 0.23 1 -10000 0 1
FKBP8 0.023 0.005 -10000 0 -10000 0 0
activation-induced cell death of T cells 0.008 0.11 0.41 16 -10000 0 16
KPNB1 0.023 0.003 -10000 0 -10000 0 0
KPNA2 0.023 0.003 -10000 0 -10000 0 0
XPO1 0.021 0.007 -10000 0 -10000 0 0
SFN 0.036 0.067 0.23 27 -0.45 2 29
MAP3K8 0.017 0.047 -10000 0 -0.59 2 2
NFAT4/CK1 alpha 0.015 0.024 -10000 0 -10000 0 0
MEF2D/NFAT1/Cbp/p300 -0.035 0.16 -10000 0 -0.35 57 57
CABIN1 -0.019 0.12 -10000 0 -0.42 17 17
CALM1 0.016 0.016 -10000 0 -10000 0 0
RAN 0.023 0.003 -10000 0 -10000 0 0
MAP3K1 0.022 0.007 -10000 0 -10000 0 0
CAMK4 0.018 0.047 -10000 0 -0.59 2 2
mol:Ca2+ -0.002 0.006 -10000 0 -10000 0 0
MAPK3 0.023 0.003 -10000 0 -10000 0 0
YWHAH 0.023 0.005 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/AKAP79/PKA 0.029 0.037 -10000 0 -0.44 2 2
YWHAB 0.023 0.004 -10000 0 -10000 0 0
MAPK8 0.017 0.014 -10000 0 -10000 0 0
MAPK9 0.021 0.007 -10000 0 -10000 0 0
YWHAG 0.023 0.004 -10000 0 -10000 0 0
FKBP1A 0.023 0.005 -10000 0 -10000 0 0
NFAT1-c-4/YWHAQ 0.013 0.094 0.29 1 -0.44 2 3
PRKCH 0.023 0.004 -10000 0 -10000 0 0
CABIN1/Cbp/p300 0.02 0.028 -10000 0 -10000 0 0
CASP3 0.02 0.008 -10000 0 -10000 0 0
PIM1 0.023 0.003 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/FKBP12/FK506 0.011 0.01 -10000 0 -10000 0 0
apoptosis 0.016 0.01 -10000 0 -10000 0 0
14-3-3 family/BAD/CaM/Ca2+/Calcineurin A alpha-beta B1 0.012 0.038 -10000 0 -0.3 1 1
PRKCB 0.004 0.11 -10000 0 -0.59 11 11
PRKCE 0.019 0.047 -10000 0 -0.59 2 2
JNK2/NFAT4 0.024 0.025 -10000 0 -10000 0 0
BAD/BCL-XL 0.033 0.009 -10000 0 -10000 0 0
PRKCD 0.021 0.007 -10000 0 -10000 0 0
NUP214 0.023 0.003 -10000 0 -10000 0 0
PRKCZ 0.017 0.014 -10000 0 -10000 0 0
PRKCA 0.022 0.033 -10000 0 -0.59 1 1
PRKCG 0.033 0.053 0.23 21 -0.31 1 22
PRKCQ -0.025 0.16 -10000 0 -0.59 27 27
FKBP38/BCL2 0.033 0.013 -10000 0 -10000 0 0
EP300 0.014 0.02 -10000 0 -10000 0 0
PRKCB1 0 0 -10000 0 -10000 0 0
CSNK2A1 0.023 0.005 -10000 0 -10000 0 0
NFATc/JNK1 0.036 0.068 -10000 0 -10000 0 0
CaM/Ca2+/FKBP38 0.021 0.021 -10000 0 -10000 0 0
FKBP12/FK506 0.017 0.003 -10000 0 -10000 0 0
CSNK1A1 0.004 0.015 -10000 0 -10000 0 0
CaM/Ca2+/CAMK IV 0.017 0.039 -10000 0 -0.27 4 4
NFATc/ERK1 0.04 0.071 0.28 1 -10000 0 1
CABIN1/YWHAQ/CaM/Ca2+/CAMK IV 0.001 0.12 -10000 0 -0.42 14 14
NR4A1 -0.095 0.25 0.24 3 -0.56 69 72
GSK3B 0.016 0.014 -10000 0 -10000 0 0
positive T cell selection 0.012 0.011 -10000 0 -10000 0 0
NFAT1/CK1 alpha -0.011 0.077 0.16 1 -0.31 11 12
RCH1/ KPNB1 0.034 0.006 -10000 0 -10000 0 0
YWHAQ 0.023 0.005 -10000 0 -10000 0 0
PRKACA 0.022 0.006 -10000 0 -10000 0 0
AKAP5 0.019 0.047 -10000 0 -0.59 2 2
MEF2D 0.014 0.02 -10000 0 -10000 0 0
mol:FK506 0 0 -10000 0 -10000 0 0
YWHAZ 0.022 0.005 -10000 0 -10000 0 0
NFATc/p38 alpha 0.039 0.07 -10000 0 -10000 0 0
CREBBP 0.014 0.02 -10000 0 -10000 0 0
BCL2 0.024 0.012 0.23 1 -10000 0 1
HIV-1 Nef: Negative effector of Fas and TNF-alpha

Figure S89.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S89.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BAG4 0.019 0.009 -10000 0 -10000 0 0
Caspase 8 (4 units) 0.034 0.066 -10000 0 -0.3 1 1
NEF -0.004 0.035 -10000 0 -0.19 11 11
NFKBIA 0.022 0.016 -10000 0 -10000 0 0
BIRC3 0.013 0.078 -10000 0 -0.56 5 5
CYCS 0.012 0.059 -10000 0 -0.28 5 5
RIPK1 0.023 0.004 -10000 0 -10000 0 0
CD247 0.007 0.095 -10000 0 -0.36 16 16
MAP2K7 0.01 0.14 -10000 0 -0.64 12 12
protein ubiquitination 0.026 0.064 0.22 1 -0.31 1 2
CRADD 0.024 0.002 -10000 0 -10000 0 0
DAXX 0.023 0.003 -10000 0 -10000 0 0
FAS 0.022 0.006 -10000 0 -10000 0 0
BID 0.015 0.064 -10000 0 -0.28 8 8
NF-kappa-B/RelA/I kappa B alpha 0.044 0.041 -10000 0 -0.3 4 4
TRADD 0.022 0.006 -10000 0 -10000 0 0
MAP3K5 0.023 0.003 -10000 0 -10000 0 0
CFLAR 0.023 0.005 -10000 0 -10000 0 0
FADD 0.02 0.008 -10000 0 -10000 0 0
NF-kappa-B/RelA/I kappa B alpha/ubiquitin 0.044 0.041 -10000 0 -0.3 4 4
MAPK8 0.011 0.14 -10000 0 -0.59 12 12
APAF1 0.024 0.002 -10000 0 -10000 0 0
TRAF1 0.023 0.003 -10000 0 -10000 0 0
TRAF2 0.023 0.004 -10000 0 -10000 0 0
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8/FASLG 0.015 0.068 -10000 0 -0.29 12 12
TNFR1A/Caspase 2/TNF-alpha/FADD/TRADD/RIP1/cIAP2/TRAF1/TRAF2/Ask1/RAIDD 0.02 0.067 -10000 0 -0.41 1 1
CHUK 0.026 0.066 0.23 1 -0.33 1 2
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8 0.053 0.031 -10000 0 -10000 0 0
TCRz/NEF 0.001 0.093 -10000 0 -0.4 16 16
TNF 0.01 0.093 0.23 1 -0.59 8 9
FASLG -0.016 0.14 -10000 0 -0.63 17 17
NFKB1 0.023 0.014 -10000 0 -10000 0 0
TNFR1A/BAG4/TNF-alpha 0.026 0.063 -10000 0 -0.37 7 7
CASP6 0.017 0.13 -10000 0 -0.51 13 13
CASP7 0.022 0.11 0.34 3 -0.48 8 11
RELA 0.023 0.019 -10000 0 -10000 0 0
CASP2 0.023 0.004 -10000 0 -10000 0 0
CASP3 0.016 0.12 0.34 3 -0.5 7 10
TNFRSF1A 0.022 0.006 -10000 0 -10000 0 0
TNFR1A/BAG4 0.026 0.015 -10000 0 -10000 0 0
CASP8 0.023 0.005 -10000 0 -10000 0 0
CASP9 0.023 0.005 -10000 0 -10000 0 0
MAP3K14 0.027 0.074 -10000 0 -0.38 1 1
APAF-1/Caspase 9 0.017 0.07 -10000 0 -0.4 5 5
BCL2 0.009 0.12 -10000 0 -0.57 10 10
Regulation of p38-alpha and p38-beta

Figure S90.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S90.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
RIP1/MEKK3 0.031 0.006 -10000 0 -10000 0 0
response to insulin stimulus 0 0 -10000 0 -10000 0 0
RIPK1 0.023 0.004 -10000 0 -10000 0 0
response to stress 0 0 -10000 0 -10000 0 0
MAP2K6 0.024 0.011 0.23 1 -10000 0 1
mol:GTP 0 0 -10000 0 -10000 0 0
MAP2K4 0.023 0.005 -10000 0 -10000 0 0
RAC1-CDC42/GTP/PAK family 0.007 0.014 -10000 0 -10000 0 0
response to UV 0 0 -10000 0 -10000 0 0
YES1 0.022 0.005 -10000 0 -10000 0 0
interleukin-1 receptor activity 0 0 -10000 0 -10000 0 0
tumor necrosis factor receptor activity 0 0 -10000 0 -10000 0 0
MAP3K3 0.023 0.003 -10000 0 -10000 0 0
FYN 0.024 0.002 -10000 0 -10000 0 0
MAP3K12 0.023 0.003 -10000 0 -10000 0 0
FGR -0.016 0.15 -10000 0 -0.59 22 22
p38 alpha/TAB1 -0.024 0.07 -10000 0 -0.36 9 9
PRKG1 -0.009 0.14 -10000 0 -0.59 18 18
DUSP8 0.011 0.086 -10000 0 -0.59 7 7
PGK/cGMP/p38 alpha 0.002 0.11 -10000 0 -0.34 23 23
apoptosis -0.024 0.067 -10000 0 -0.35 9 9
RAL/GTP 0.031 0.007 -10000 0 -10000 0 0
LYN 0.023 0.005 -10000 0 -10000 0 0
DUSP1 -0.06 0.21 -10000 0 -0.59 46 46
PAK1 0.024 0.02 0.39 1 -10000 0 1
SRC 0.023 0.005 -10000 0 -10000 0 0
RAC1/OSM/MEKK3/MKK3 0.055 0.019 -10000 0 -10000 0 0
TRAF6 0.023 0.004 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
epidermal growth factor receptor activity 0 0 -10000 0 -10000 0 0
mol:LPS 0 0 -10000 0 -10000 0 0
mol:cGMP 0 0 -10000 0 -10000 0 0
CCM2 0.023 0.004 -10000 0 -10000 0 0
RAC1-CDC42/GTP 0.03 0.008 -10000 0 -10000 0 0
MAPK11 0.017 0.099 0.25 2 -0.38 7 9
BLK 0.014 0.086 0.23 7 -0.59 6 13
HCK 0.019 0.047 -10000 0 -0.59 2 2
MAP2K3 0.022 0.006 -10000 0 -10000 0 0
DUSP16 0.022 0.006 -10000 0 -10000 0 0
DUSP10 0.023 0.004 -10000 0 -10000 0 0
TRAF6/MEKK3 0.029 0.006 -10000 0 -10000 0 0
MAP3K7IP1 0 0 -10000 0 -10000 0 0
MAPK14 0.014 0.095 0.24 2 -0.39 9 11
positive regulation of innate immune response 0.019 0.11 0.28 2 -0.42 10 12
LCK 0.021 0.033 -10000 0 -0.59 1 1
p38alpha-beta/MKP7 0.024 0.11 0.3 1 -0.43 7 8
p38alpha-beta/MKP5 0.028 0.11 0.28 2 -0.44 6 8
PGK/cGMP -0.007 0.1 -10000 0 -0.42 19 19
PAK2 0.014 0.012 -10000 0 -10000 0 0
p38alpha-beta/MKP1 -0.008 0.15 0.28 2 -0.44 16 18
CDC42 0.023 0.005 -10000 0 -10000 0 0
RALB 0.023 0.004 -10000 0 -10000 0 0
RALA 0.023 0.004 -10000 0 -10000 0 0
PAK3 0.02 0.048 0.23 1 -0.59 2 3
E-cadherin signaling in the nascent adherens junction

Figure S91.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S91.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CTTN -0.015 0.1 -10000 0 -0.33 25 25
KLHL20 0.015 0.065 0.18 1 -0.27 6 7
CYFIP2 0.009 0.086 -10000 0 -0.59 7 7
Rac1/GDP 0.012 0.077 0.26 2 -0.3 1 3
ENAH -0.015 0.11 -10000 0 -0.34 27 27
AP1M1 0.023 0.005 -10000 0 -10000 0 0
RAP1B 0.023 0.004 -10000 0 -10000 0 0
RAP1A 0.023 0.005 -10000 0 -10000 0 0
CTNNB1 0.021 0.007 -10000 0 -10000 0 0
CDC42/GTP 0.013 0.034 -10000 0 -10000 0 0
ABI1/Sra1/Nap1 -0.013 0.039 -10000 0 -0.2 7 7
E-cadherin/beta catenin/alpha catenin/beta7/alphaE Integrin 0.049 0.043 -10000 0 -0.35 3 3
RAPGEF1 -0.006 0.093 -10000 0 -0.44 1 1
CTNND1 0.024 0.001 -10000 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion -0.011 0.11 -10000 0 -0.34 27 27
CRK -0.01 0.086 -10000 0 -0.32 19 19
E-cadherin/gamma catenin/alpha catenin 0.042 0.027 -10000 0 -0.38 1 1
alphaE/beta7 Integrin 0.03 0.037 -10000 0 -0.44 2 2
IQGAP1 0.023 0.003 -10000 0 -10000 0 0
NCKAP1 0.023 0.004 -10000 0 -10000 0 0
Rap1/GTP/I-afadin 0.042 0.013 -10000 0 -10000 0 0
DLG1 -0.004 0.073 -10000 0 -0.34 12 12
ChemicalAbstracts:7440-70-2 0 0 -10000 0 -10000 0 0
mol:PI-3-4-5-P3 -0.006 0.01 -10000 0 -10000 0 0
MLLT4 0.023 0.004 -10000 0 -10000 0 0
ARF6/GTP/NME1/Tiam1 0.042 0.013 -10000 0 -10000 0 0
PI3K 0.004 0.015 -10000 0 -10000 0 0
ARF6 0.023 0.005 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
E-cadherin/gamma catenin 0.032 0.027 -10000 0 -0.44 1 1
TIAM1 0.023 0.004 -10000 0 -10000 0 0
E-cadherin(dimer)/Ca2+ 0.048 0.028 -10000 0 -0.33 1 1
AKT1 0.006 0.029 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
CDH1 0.021 0.033 -10000 0 -0.59 1 1
RhoA/GDP 0.017 0.073 0.26 2 -0.3 1 3
actin cytoskeleton organization 0.015 0.052 0.16 5 -0.19 6 11
CDC42/GDP 0.015 0.075 0.26 2 -0.3 1 3
E-cadherin/Ca2+/gamma catenin/alpha catenin/p120 catenin 0.015 0.016 -10000 0 -0.27 1 1
ITGB7 0.02 0.046 -10000 0 -0.59 2 2
RAC1 0.023 0.004 -10000 0 -10000 0 0
E-cadherin/beta catenin/alpha catenin/p120 catenin 0.052 0.03 -10000 0 -0.35 1 1
E-cadherin/Ca2+/beta catenin/alpha catenin 0.036 0.024 -10000 0 -0.32 1 1
mol:GDP 0.001 0.083 0.26 2 -0.32 2 4
CDC42/GTP/IQGAP1 0.03 0.008 -10000 0 -10000 0 0
JUP 0.023 0.003 -10000 0 -10000 0 0
p120 catenin/RhoA/GDP 0.023 0.072 0.26 2 -0.3 1 3
RAC1/GTP/IQGAP1 0.031 0.006 -10000 0 -10000 0 0
PIP5K1C/AP1M1 0.033 0.008 -10000 0 -10000 0 0
RHOA 0.021 0.008 -10000 0 -10000 0 0
CDC42 0.023 0.005 -10000 0 -10000 0 0
CTNNA1 0.022 0.007 -10000 0 -10000 0 0
positive regulation of S phase of mitotic cell cycle 0.008 0.046 0.13 4 -0.24 6 10
NME1 0.024 0.011 0.23 1 -10000 0 1
clathrin coat assembly 0 0 -10000 0 -10000 0 0
TJP1 -0.014 0.11 -10000 0 -0.34 27 27
regulation of cell-cell adhesion 0.008 0.029 -10000 0 -0.22 1 1
WASF2 0.008 0.028 -10000 0 -0.14 1 1
Rap1/GTP 0.018 0.047 -10000 0 -10000 0 0
E-cadherin/gamma catenin/alpha catenin/beta7/alphaE Integrin 0.058 0.044 -10000 0 -0.33 3 3
CCND1 0.009 0.055 0.15 4 -0.3 6 10
VAV2 -0.019 0.13 -10000 0 -0.58 10 10
RAP1/GDP 0.021 0.061 0.25 1 -10000 0 1
adherens junction assembly -0.014 0.1 -10000 0 -0.33 27 27
homophilic cell adhesion 0 0 -10000 0 -10000 0 0
ABI1 0.023 0.005 -10000 0 -10000 0 0
PIP5K1C 0.023 0.005 -10000 0 -10000 0 0
regulation of heterotypic cell-cell adhesion 0.042 0.04 -10000 0 -0.32 3 3
E-cadherin/beta catenin 0.01 0.016 -10000 0 -0.26 1 1
mol:GTP 0 0 -10000 0 -10000 0 0
SRC -0.014 0.1 -10000 0 -0.34 25 25
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
Rac1/GTP -0.018 0.085 -10000 0 -0.41 9 9
E-cadherin/beta catenin/alpha catenin 0.041 0.028 -10000 0 -0.38 1 1
ITGAE 0.023 0.005 -10000 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin -0.012 0.11 -10000 0 -0.35 27 27
Class I PI3K signaling events

Figure S92.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S92.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ARF5/GTP -0.008 0.049 -10000 0 -10000 0 0
DAPP1 -0.01 0.12 0.23 1 -0.41 21 22
Src family/SYK family/BLNK-LAT/BTK-ITK -0.018 0.17 -10000 0 -0.56 23 23
mol:DAG 0.002 0.086 0.18 10 -0.24 20 30
HRAS 0.025 0.008 -10000 0 -10000 0 0
RAP1A 0.024 0.008 -10000 0 -10000 0 0
ARF5/GDP 0.022 0.068 -10000 0 -0.31 6 6
PLCG2 0.022 0.006 -10000 0 -10000 0 0
PLCG1 0.023 0.004 -10000 0 -10000 0 0
ARF5 0.023 0.004 -10000 0 -10000 0 0
mol:GTP -0.007 0.046 -10000 0 -0.29 2 2
ARF1/GTP -0.002 0.042 0.23 1 -0.29 2 3
RHOA 0.021 0.008 -10000 0 -10000 0 0
YES1 0.022 0.005 -10000 0 -10000 0 0
RAP1A/GTP -0.007 0.047 -10000 0 -0.29 2 2
ADAP1 -0.01 0.05 -10000 0 -0.3 4 4
ARAP3 -0.007 0.046 -10000 0 -0.29 2 2
INPPL1 0.023 0.005 -10000 0 -10000 0 0
PREX1 0.02 0.047 -10000 0 -0.59 2 2
ARHGEF6 0.013 0.08 -10000 0 -0.59 6 6
ARHGEF7 0.022 0.006 -10000 0 -10000 0 0
ARF1 0.023 0.004 -10000 0 -10000 0 0
NRAS 0.024 0.009 -10000 0 -10000 0 0
FYN 0.024 0.002 -10000 0 -10000 0 0
ARF6 0.023 0.005 -10000 0 -10000 0 0
FGR -0.016 0.15 -10000 0 -0.59 22 22
mol:Ca2+ 0.003 0.048 0.21 1 -10000 0 1
mol:IP4 0 0 -10000 0 -10000 0 0
TIAM1 0.023 0.004 -10000 0 -10000 0 0
ZAP70 0.012 0.08 -10000 0 -0.59 6 6
mol:IP3 0.002 0.064 0.17 11 -0.2 7 18
LYN 0.023 0.005 -10000 0 -10000 0 0
ARF1/GDP 0.021 0.068 -10000 0 -0.31 6 6
RhoA/GDP 0.028 0.05 -10000 0 -10000 0 0
PDK1/Src/Hsp90 0.043 0.015 -10000 0 -10000 0 0
BLNK 0.021 0.033 -10000 0 -0.59 1 1
actin cytoskeleton reorganization 0.01 0.072 0.25 1 -0.32 1 2
SRC 0.023 0.005 -10000 0 -10000 0 0
PLEKHA2 -0.009 0.02 -10000 0 -0.38 1 1
RAC1 0.023 0.004 -10000 0 -10000 0 0
PTEN 0.02 0.013 -10000 0 -10000 0 0
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
ARF6/GTP -0.01 0.046 -10000 0 -10000 0 0
RhoA/GTP -0.007 0.047 -10000 0 -0.28 2 2
Src family/SYK family/BLNK-LAT -0.008 0.11 -10000 0 -0.42 16 16
BLK 0.014 0.086 0.23 7 -0.59 6 13
PDPK1 0.023 0.004 -10000 0 -10000 0 0
CYTH1 -0.008 0.044 -10000 0 -0.28 2 2
HCK 0.019 0.047 -10000 0 -0.59 2 2
CYTH3 -0.008 0.045 -10000 0 -0.28 2 2
CYTH2 -0.009 0.044 -10000 0 -0.28 2 2
KRAS 0.023 0.009 -10000 0 -10000 0 0
GO:0030676 0 0 -10000 0 -10000 0 0
FOXO3 0.016 0.031 -10000 0 -10000 0 0
SGK1 0.02 0.032 -10000 0 -10000 0 0
INPP5D 0.018 0.057 -10000 0 -0.59 3 3
mol:GDP 0.009 0.068 -10000 0 -0.29 9 9
SOS1 0.023 0.004 -10000 0 -10000 0 0
SYK 0.023 0.004 -10000 0 -10000 0 0
ARF6/GDP 0.015 0.048 -10000 0 -10000 0 0
mol:PI-3-4-5-P3 -0.008 0.043 -10000 0 -0.29 2 2
ARAP3/RAP1A/GTP -0.007 0.048 -10000 0 -0.29 2 2
VAV1 0.021 0.033 -10000 0 -0.59 1 1
mol:PI-3-4-P2 0.006 0.042 -10000 0 -0.44 3 3
RAS family/GTP/PI3K Class I 0.037 0.047 -10000 0 -0.29 2 2
PLEKHA1 -0.013 0.034 -10000 0 -0.38 3 3
Rac1/GDP 0.02 0.068 -10000 0 -0.32 5 5
LAT 0.023 0.003 -10000 0 -10000 0 0
Rac1/GTP 0.01 0.069 -10000 0 -0.37 6 6
ITK -0.024 0.079 -10000 0 -0.31 19 19
Src family/SYK family/BLNK-LAT/BTK-ITK/PLC-gamma -0.004 0.11 0.24 3 -0.34 23 26
LCK 0.021 0.033 -10000 0 -0.59 1 1
BTK -0.023 0.079 -10000 0 -0.3 19 19
IGF1 pathway

Figure S93.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S93.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
NCK2 0.023 0.003 -10000 0 -10000 0 0
PTK2 0.022 0.006 -10000 0 -10000 0 0
CRKL 0.008 0.038 -10000 0 -0.29 5 5
GRB2/SOS1/SHC 0.044 0.014 -10000 0 -10000 0 0
HRAS 0.023 0.004 -10000 0 -10000 0 0
IRS1/Crk 0.017 0.039 -10000 0 -0.29 5 5
IGF-1R heterotetramer/IGF1/PTP1B 0.039 0.051 -10000 0 -0.36 5 5
AKT1 0.062 0.093 0.24 9 -0.28 1 10
BAD 0.056 0.089 0.23 9 -10000 0 9
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0.008 0.038 -10000 0 -0.29 5 5
IGF-1R heterotetramer/IGF1/IRS1/Shp2 0.022 0.044 -10000 0 -0.3 6 6
RAF1 0.057 0.12 0.28 7 -0.43 8 15
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos 0.047 0.048 -10000 0 -0.29 6 6
YWHAZ 0.022 0.005 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1 0.024 0.047 -10000 0 -0.32 6 6
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
RPS6KB1 0.065 0.096 0.25 11 -0.28 1 12
GNB2L1 0.021 0.007 -10000 0 -10000 0 0
positive regulation of MAPKKK cascade 0.056 0.1 0.27 11 -0.35 3 14
PXN 0.023 0.003 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
cell adhesion 0 0 -10000 0 -10000 0 0
GRB2/SOS1 0.034 0.008 -10000 0 -10000 0 0
HRAS/GTP 0.022 0.038 -10000 0 -0.28 4 4
IGF-1R heterotetramer/IGF1/GRB2/Sos/Shc 0.06 0.047 -10000 0 -0.29 4 4
IGF-1R heterotetramer 0.023 0.017 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS/Nck 0.037 0.047 -10000 0 -0.3 6 6
Crk/p130 Cas/Paxillin 0.044 0.043 -10000 0 -0.28 4 4
IGF1R 0.023 0.017 -10000 0 -10000 0 0
IGF1 0.017 0.077 0.26 1 -0.6 5 6
IRS2/Crk 0.015 0.039 -10000 0 -0.29 5 5
PI3K 0.025 0.04 -10000 0 -0.26 2 2
apoptosis -0.062 0.091 -10000 0 -0.24 13 13
HRAS/GDP 0.017 0.003 -10000 0 -10000 0 0
PRKCD 0.007 0.055 -10000 0 -0.41 5 5
RAF1/14-3-3 E 0.054 0.13 0.28 8 -0.37 9 17
BAD/14-3-3 0.065 0.094 0.25 13 -10000 0 13
PRKCZ 0.062 0.094 0.24 9 -0.28 1 10
Crk/p130 Cas/Paxillin/FAK1 0.058 0.058 -10000 0 -10000 0 0
PTPN1 0.023 0.004 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos/Shc/RACK1 0.006 0.061 -10000 0 -0.4 6 6
BCAR1 0.022 0.006 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1/SHC/GRB10 0.05 0.046 -10000 0 -0.31 4 4
mol:GDP 0 0 -10000 0 -10000 0 0
SOS1 0.023 0.004 -10000 0 -10000 0 0
IRS1/NCK2 0.023 0.045 -10000 0 -0.3 6 6
GRB10 0.023 0.005 -10000 0 -10000 0 0
PTPN11 0.008 0.041 -10000 0 -0.3 6 6
IRS1 0.009 0.046 -10000 0 -0.32 6 6
IRS2 0.007 0.042 -10000 0 -0.3 6 6
IGF-1R heterotetramer/IGF1 0.028 0.061 -10000 0 -0.46 5 5
GRB2 0.023 0.004 -10000 0 -10000 0 0
PDPK1 0.063 0.096 0.26 7 -0.29 1 8
YWHAE 0.022 0.005 -10000 0 -10000 0 0
PRKD1 -0.004 0.081 -10000 0 -0.37 12 12
SHC1 0.023 0.005 -10000 0 -10000 0 0
S1P3 pathway

Figure S94.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S94.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PDGFRB 0.02 0.033 -10000 0 -0.59 1 1
mol:S1P 0.001 0.002 -10000 0 -10000 0 0
S1P1/S1P/Gi 0.003 0.058 -10000 0 -0.26 10 10
GNAO1 0.023 0.037 0.23 2 -0.59 1 3
S1P/S1P3/G12/G13 0.044 0.012 -10000 0 -10000 0 0
AKT1 0.011 0.084 -10000 0 -0.44 11 11
AKT3 0.021 0.075 -10000 0 -1 1 1
mol:GTP 0 0 -10000 0 -10000 0 0
PDGFB-D/PDGFRB 0.02 0.033 -10000 0 -0.59 1 1
GNAI2 0.022 0.008 -10000 0 -10000 0 0
GNAI3 0.023 0.006 -10000 0 -10000 0 0
GNAI1 0.022 0.033 -10000 0 -0.59 1 1
mol:GDP 0 0 -10000 0 -10000 0 0
S1PR3 0.024 0.006 -10000 0 -10000 0 0
S1PR2 0.023 0.005 -10000 0 -10000 0 0
EDG1 0 0 -10000 0 -10000 0 0
mol:Ca2+ 0.021 0.04 -10000 0 -0.25 1 1
MAPK3 0.012 0.042 -10000 0 -10000 0 0
MAPK1 0.01 0.036 -10000 0 -10000 0 0
JAK2 0.014 0.051 -10000 0 -10000 0 0
CXCR4 0.011 0.043 -10000 0 -10000 0 0
FLT1 0.024 0.006 -10000 0 -10000 0 0
RhoA/GDP 0.016 0.006 -10000 0 -10000 0 0
Rac1/GDP 0.017 0.003 -10000 0 -10000 0 0
SRC 0.011 0.043 -10000 0 -10000 0 0
S1P/S1P3/Gi 0.021 0.041 -10000 0 -0.26 1 1
RAC1 0.023 0.004 -10000 0 -10000 0 0
RhoA/GTP 0.022 0.054 -10000 0 -10000 0 0
VEGFA 0.025 0.003 -10000 0 -10000 0 0
S1P/S1P2/Gi 0.02 0.04 -10000 0 -0.26 4 4
VEGFR1 homodimer/VEGFA homodimer 0.036 0.011 -10000 0 -10000 0 0
RHOA 0.021 0.008 -10000 0 -10000 0 0
S1P/S1P3/Gq -0.048 0.13 -10000 0 -0.29 78 78
GNAQ 0.021 0.033 -10000 0 -0.59 1 1
GNAZ 0.016 0.066 -10000 0 -0.59 4 4
G12/G13 0.034 0.007 -10000 0 -10000 0 0
GNA14 -0.11 0.25 -10000 0 -0.59 77 77
GNA15 0.021 0.033 -10000 0 -0.59 1 1
GNA12 0.023 0.005 -10000 0 -10000 0 0
GNA13 0.023 0.003 -10000 0 -10000 0 0
GNA11 0.023 0.004 -10000 0 -10000 0 0
Rac1/GTP 0.018 0.059 -10000 0 -10000 0 0
PDGFR-beta signaling pathway

Figure S95.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S95.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
S1P1/Sphingosine-1-phosphate 0.001 0.097 0.26 1 -0.38 12 13
PDGFB-D/PDGFRB/SLAP 0.009 0.1 -10000 0 -0.46 15 15
PDGFB-D/PDGFRB/APS/CBL 0.041 0.028 -10000 0 -0.38 1 1
AKT1 0.064 0.098 0.31 12 -10000 0 12
mol:PI-4-5-P2 0 0.001 -10000 0 -10000 0 0
mol:Sphingosine-1-phosphate 0.005 0.11 -10000 0 -0.39 17 17
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
FGR -0.05 0.19 -10000 0 -0.59 35 35
mol:Ca2+ -0.006 0.12 -10000 0 -0.43 19 19
MYC 0.022 0.11 0.34 1 -0.41 3 4
SHC1 0.023 0.005 -10000 0 -10000 0 0
HRAS/GDP 0.027 0.033 -10000 0 -0.32 1 1
LRP1/PDGFRB/PDGFB 0.04 0.042 -10000 0 -0.37 3 3
GRB10 0.023 0.005 -10000 0 -10000 0 0
PTPN11 0.024 0.002 -10000 0 -10000 0 0
GO:0007205 -0.007 0.12 -10000 0 -0.43 19 19
PTEN 0.022 0.007 -10000 0 -10000 0 0
GRB2 0.023 0.004 -10000 0 -10000 0 0
GRB7 0.025 0.028 0.39 2 -10000 0 2
PDGFB-D/PDGFRB/SHP2 0.032 0.027 -10000 0 -0.44 1 1
PDGFB-D/PDGFRB/GRB10 0.031 0.028 -10000 0 -0.44 1 1
cell cycle arrest 0.009 0.1 -10000 0 -0.46 15 15
HRAS 0.023 0.004 -10000 0 -10000 0 0
HIF1A 0.058 0.092 0.3 12 -10000 0 12
GAB1 -0.003 0.12 -10000 0 -0.43 13 13
mol:GTP 0 0 -10000 0 -10000 0 0
DNM2 -0.001 0.1 0.32 1 -0.38 11 12
PDGFB-D/PDGFRB 0.043 0.029 -10000 0 -0.39 1 1
mol:GDP 0 0 -10000 0 -10000 0 0
PDGFB-D/PDGFRB/LMW-PTP 0.031 0.028 -10000 0 -0.44 1 1
S1P1/Sphingosine-1-phosphate/PDGFB-D/PDGFRB 0.006 0.081 -10000 0 -0.42 4 4
positive regulation of MAPKKK cascade 0.032 0.027 -10000 0 -0.44 1 1
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
mol:IP3 -0.007 0.12 -10000 0 -0.44 19 19
E5 0 0.001 -10000 0 -10000 0 0
CSK 0.023 0.003 -10000 0 -10000 0 0
PDGFB-D/PDGFRB/GRB7 0.033 0.033 0.27 2 -0.44 1 3
SHB 0.021 0.007 -10000 0 -10000 0 0
BLK -0.056 0.18 -10000 0 -0.48 47 47
PTPN2 0.023 0.005 -10000 0 -10000 0 0
PDGFB-D/PDGFRB/SNX15 0.032 0.027 -10000 0 -0.44 1 1
BCAR1 0.022 0.006 -10000 0 -10000 0 0
VAV2 -0.003 0.12 -10000 0 -0.45 13 13
CBL 0.023 0.004 -10000 0 -10000 0 0
PDGFB-D/PDGFRB/DEP1 0.031 0.027 -10000 0 -0.44 1 1
LCK -0.009 0.11 -10000 0 -0.54 12 12
PDGFRB 0.021 0.034 -10000 0 -0.6 1 1
ACP1 0.023 0.004 -10000 0 -10000 0 0
HCK 0.005 0.06 -10000 0 -0.49 3 3
ABL1 -0.004 0.11 0.23 1 -0.4 14 15
PDGFB-D/PDGFRB/CBL -0.007 0.14 -10000 0 -0.47 19 19
PTPN1 0.023 0.005 -10000 0 -10000 0 0
SNX15 0.024 0.001 -10000 0 -10000 0 0
STAT3 0.023 0.003 -10000 0 -10000 0 0
STAT1 0.023 0.004 -10000 0 -10000 0 0
cell proliferation 0.023 0.1 0.33 1 -0.38 3 4
SLA -0.005 0.12 -10000 0 -0.59 15 15
actin cytoskeleton reorganization 0.042 0.069 0.34 4 -0.32 1 5
SRC 0.002 0.074 -10000 0 -0.65 3 3
PI3K -0.01 0.021 -10000 0 -0.3 1 1
PDGFB-D/PDGFRB/GRB7/SHC 0.043 0.026 0.26 2 -10000 0 2
SH2B2 0.022 0.006 -10000 0 -10000 0 0
PLCgamma1/SPHK1 0.005 0.12 -10000 0 -0.41 15 15
LYN 0.003 0.066 -10000 0 -0.57 3 3
LRP1 0.02 0.046 -10000 0 -0.59 2 2
SOS1 0.023 0.004 -10000 0 -10000 0 0
STAT5B 0.023 0.003 -10000 0 -10000 0 0
STAT5A 0.021 0.033 -10000 0 -0.59 1 1
NCK1-2/p130 Cas 0.053 0.039 -10000 0 -0.33 1 1
SPHK1 0.023 0.005 -10000 0 -10000 0 0
EDG1 0 0.002 -10000 0 -10000 0 0
mol:DAG -0.007 0.12 -10000 0 -0.44 19 19
PLCG1 -0.008 0.12 -10000 0 -0.45 19 19
NHERF/PDGFRB 0.041 0.045 0.26 1 -0.33 4 5
YES1 0.004 0.045 -10000 0 -0.37 2 2
cell migration 0.04 0.045 0.26 1 -0.33 4 5
SHC/Grb2/SOS1 0.059 0.032 -10000 0 -10000 0 0
SLC9A3R2 0.019 0.047 -10000 0 -0.59 2 2
SLC9A3R1 0.025 0.025 0.28 3 -10000 0 3
NHERF1-2/PDGFRB/PTEN 0.049 0.045 -10000 0 -0.34 3 3
FYN 0.004 0.064 -10000 0 -0.54 3 3
DOK1 0.013 0.037 -10000 0 -0.35 1 1
HRAS/GTP 0.017 0.003 -10000 0 -10000 0 0
PDGFB 0.023 0.005 -10000 0 -10000 0 0
RAC1 0.002 0.12 0.29 1 -0.48 7 8
PRKCD 0.013 0.039 -10000 0 -0.36 1 1
FER 0.014 0.039 -10000 0 -0.36 1 1
MAPKKK cascade 0.005 0.06 0.34 2 -10000 0 2
RASA1 0.014 0.039 -10000 0 -0.36 1 1
NCK1 0.021 0.008 -10000 0 -10000 0 0
NCK2 0.023 0.003 -10000 0 -10000 0 0
p62DOK/Csk 0.028 0.034 -10000 0 -0.33 1 1
PDGFB-D/PDGFRB/SHB 0.029 0.028 -10000 0 -0.44 1 1
chemotaxis -0.003 0.1 0.23 1 -0.39 14 15
STAT1-3-5/STAT1-3-5 0.048 0.036 -10000 0 -0.32 2 2
Bovine Papilomavirus E5/PDGFRB 0.015 0.025 -10000 0 -0.44 1 1
PTPRJ 0.023 0.003 -10000 0 -10000 0 0
Signaling events mediated by PRL

Figure S96.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S96.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CCNE1 0.078 0.11 0.27 77 -10000 0 77
mol:Halofuginone 0.002 0 -10000 0 -10000 0 0
ITGA1 0.018 0.047 -10000 0 -0.59 2 2
CDKN1A 0.009 0.038 -10000 0 -0.31 3 3
PRL-3/alpha Tubulin 0.032 0.01 -10000 0 -10000 0 0
mol:Ca2+ -0.024 0.056 -10000 0 -0.44 6 6
AGT 0.011 0.087 0.23 1 -0.59 7 8
CCNA2 -0.021 0.065 0.39 1 -0.36 5 6
TUBA1B 0.024 0.002 -10000 0 -10000 0 0
EGR1 -0.004 0.077 -10000 0 -0.43 11 11
CDK2/Cyclin E1 0.065 0.099 0.34 6 -0.32 1 7
MAPK3 0.009 0.003 -10000 0 -10000 0 0
PRL-2 /Rab GGTase beta 0.033 0.008 -10000 0 -10000 0 0
MAPK1 0.009 0.003 -10000 0 -10000 0 0
PTP4A1 -0.012 0.053 -10000 0 -10000 0 0
PTP4A3 0.022 0.006 -10000 0 -10000 0 0
PTP4A2 0.023 0.004 -10000 0 -10000 0 0
ITGB1 0.009 0.003 -10000 0 -10000 0 0
SRC 0.023 0.005 -10000 0 -10000 0 0
RAC1 0.009 0.036 -10000 0 -0.36 2 2
Rab GGTase beta/Rab GGTase alpha 0.032 0.01 -10000 0 -10000 0 0
PRL-1/ATF-5 0.018 0.073 -10000 0 -10000 0 0
RABGGTA 0.023 0.005 -10000 0 -10000 0 0
BCAR1 -0.016 0.006 -10000 0 -10000 0 0
RHOC 0.006 0.047 -10000 0 -0.31 6 6
RHOA 0.001 0.062 -10000 0 -0.32 11 11
cell motility 0.01 0.068 -10000 0 -0.34 1 1
PRL-1/alpha Tubulin 0.016 0.07 -10000 0 -10000 0 0
PRL-3/alpha1 Integrin 0.027 0.039 -10000 0 -0.44 2 2
ROCK1 0.017 0.055 -10000 0 -0.35 1 1
RABGGTB 0.023 0.005 -10000 0 -10000 0 0
CDK2 0.024 0.002 -10000 0 -10000 0 0
mitosis -0.012 0.053 -10000 0 -10000 0 0
ATF5 0.026 0.025 0.23 5 -10000 0 5
Nephrin/Neph1 signaling in the kidney podocyte

Figure S97.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S97.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
positive regulation of NF-kappaB transcription factor activity -0.035 0.059 0.45 3 -0.24 1 4
KIRREL 0.019 0.058 -10000 0 -0.6 3 3
Nephrin/NEPH1Par3/Par6/Atypical PKCs 0.035 0.059 0.24 1 -0.45 3 4
PLCG1 0.023 0.004 -10000 0 -10000 0 0
ARRB2 0.022 0.005 -10000 0 -10000 0 0
WASL 0.023 0.004 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/CD2AP 0.053 0.053 -10000 0 -0.34 3 3
ChemicalAbstracts:57-88-5 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/NCK1-2/N-WASP 0.016 0.032 -10000 0 -0.29 1 1
FYN 0.008 0.071 0.29 9 -0.32 3 12
mol:Ca2+ 0.05 0.049 -10000 0 -0.34 2 2
mol:DAG 0.051 0.05 -10000 0 -0.34 2 2
NPHS2 0.014 0.028 0.25 2 -10000 0 2
mol:IP3 0.051 0.05 -10000 0 -0.34 2 2
regulation of endocytosis 0.043 0.047 -10000 0 -0.3 3 3
Nephrin/NEPH1/podocin/Cholesterol 0.04 0.05 -10000 0 -0.34 3 3
establishment of cell polarity 0.035 0.059 0.24 1 -0.45 3 4
Nephrin/NEPH1/podocin/NCK1-2 0.056 0.056 -10000 0 -0.32 3 3
Nephrin/NEPH1/beta Arrestin2 0.046 0.049 -10000 0 -0.3 3 3
NPHS1 0.028 0.06 0.26 19 -10000 0 19
Nephrin/NEPH1/podocin 0.042 0.05 -10000 0 -0.32 3 3
TJP1 0.023 0.003 -10000 0 -10000 0 0
NCK1 0.021 0.008 -10000 0 -10000 0 0
NCK2 0.023 0.003 -10000 0 -10000 0 0
heterophilic cell adhesion 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/PLCgamma1 0.052 0.051 -10000 0 -0.34 2 2
CD2AP 0.023 0.004 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/GRB2 0.053 0.05 -10000 0 -0.34 2 2
GRB2 0.023 0.004 -10000 0 -10000 0 0
homophilic cell adhesion 0 0 -10000 0 -10000 0 0
TRPC6 -0.008 0.096 0.28 7 -0.39 12 19
cytoskeleton organization 0.007 0.037 -10000 0 -0.34 1 1
Nephrin/NEPH1 0.03 0.045 0.2 1 -0.32 3 4
Nephrin/NEPH1/ZO-1 0.044 0.052 -10000 0 -0.36 3 3
Signaling events mediated by HDAC Class II

Figure S98.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S98.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
G beta1gamma2/HDAC5 0.051 0.037 -10000 0 -0.35 2 2
HDAC3 0.022 0.006 -10000 0 -10000 0 0
Ran/GTP/Exportin 1/HDAC4 -0.008 0.003 -10000 0 -10000 0 0
GATA1/HDAC4 -0.013 0.14 -10000 0 -0.43 34 34
GATA1/HDAC5 -0.011 0.14 -10000 0 -0.42 34 34
GATA2/HDAC5 -0.017 0.14 -10000 0 -0.42 36 36
HDAC5/BCL6/BCoR 0.027 0.024 -10000 0 -10000 0 0
HDAC9 0.024 0.016 0.23 2 -10000 0 2
Glucocorticoid receptor/Hsp90/HDAC6 0.042 0.016 -10000 0 -10000 0 0
HDAC4/ANKRA2 0.032 0.011 -10000 0 -10000 0 0
HDAC5/YWHAB 0.034 0.007 -10000 0 -10000 0 0
NPC/RanGAP1/SUMO1/Ubc9 0.011 0.004 -10000 0 -10000 0 0
GATA2 -0.043 0.19 -10000 0 -0.59 36 36
HDAC4/RFXANK 0.032 0.01 -10000 0 -10000 0 0
BCOR 0.023 0.004 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
HDAC10 0.022 0.006 -10000 0 -10000 0 0
HDAC5 0.023 0.003 -10000 0 -10000 0 0
GNB1/GNG2 0.03 0.037 -10000 0 -0.44 2 2
Histones 0.02 0.039 -10000 0 -0.26 4 4
ADRBK1 0.023 0.004 -10000 0 -10000 0 0
HDAC4 0.023 0.004 -10000 0 -10000 0 0
XPO1 0.021 0.007 -10000 0 -10000 0 0
HDAC5/ANKRA2 0.032 0.011 -10000 0 -10000 0 0
HDAC4/Ubc9 0.033 0.009 -10000 0 -10000 0 0
HDAC7 0.023 0.003 -10000 0 -10000 0 0
HDAC5/14-3-3 E 0.033 0.009 -10000 0 -10000 0 0
TUBA1B 0.024 0.002 -10000 0 -10000 0 0
HDAC6 0.023 0.004 -10000 0 -10000 0 0
HDAC5/RFXANK 0.033 0.009 -10000 0 -10000 0 0
CAMK4 0.018 0.047 -10000 0 -0.59 2 2
Tubulin/HDAC6 0.046 0.011 -10000 0 -10000 0 0
SUMO1 0.023 0.005 -10000 0 -10000 0 0
EntrezGene:9972 0 0 -10000 0 -10000 0 0
YWHAB 0.023 0.004 -10000 0 -10000 0 0
GATA1 -0.036 0.18 -10000 0 -0.59 33 33
EntrezGene:8021 0 0 -10000 0 -10000 0 0
YWHAE 0.022 0.005 -10000 0 -10000 0 0
NR3C1 0.022 0.006 -10000 0 -10000 0 0
SUMO1/HDAC4 0.034 0.025 -10000 0 -10000 0 0
SRF 0.023 0.003 -10000 0 -10000 0 0
HDAC4/YWHAB 0.033 0.008 -10000 0 -10000 0 0
Tubulin 0.034 0.006 -10000 0 -10000 0 0
HDAC4/14-3-3 E 0.032 0.01 -10000 0 -10000 0 0
GNB1 0.022 0.005 -10000 0 -10000 0 0
RANGAP1 0.023 0.004 -10000 0 -10000 0 0
BCL6/BCoR 0.02 0.017 -10000 0 -10000 0 0
HDAC4/HDAC3/SMRT (N-CoR2) 0.043 0.026 -10000 0 -0.36 1 1
HDAC4/SRF 0.04 0.038 -10000 0 -0.38 2 2
HDAC4/ER alpha 0.014 0.093 -10000 0 -0.44 14 14
EntrezGene:23225 0 0 -10000 0 -10000 0 0
positive regulation of chromatin silencing 0.02 0.039 -10000 0 -0.26 4 4
cell motility 0.045 0.011 -10000 0 -10000 0 0
EntrezGene:23636 0 0 -10000 0 -10000 0 0
UBE2I 0.023 0.004 -10000 0 -10000 0 0
HDAC7/HDAC3 0.032 0.01 -10000 0 -10000 0 0
BCL6 0.014 0.012 -10000 0 -10000 0 0
HDAC4/CaMK II delta B 0.023 0.004 -10000 0 -10000 0 0
Hsp90/HDAC6 0.033 0.009 -10000 0 -10000 0 0
ESR1 -0.002 0.12 -10000 0 -0.59 14 14
HDAC6/HDAC11 0.031 0.011 -10000 0 -10000 0 0
Ran/GTP/Exportin 1 0.032 0.03 -10000 0 -10000 0 0
NPC 0.014 0.001 -10000 0 -10000 0 0
MEF2C 0.018 0.047 -10000 0 -0.59 2 2
RAN 0.023 0.003 -10000 0 -10000 0 0
HDAC4/MEF2C 0.059 0.043 -10000 0 -0.32 3 3
GNG2 0.019 0.047 -10000 0 -0.59 2 2
NCOR2 0.022 0.033 -10000 0 -0.59 1 1
TUBB2A 0.023 0.004 -10000 0 -10000 0 0
HDAC11 0.021 0.007 -10000 0 -10000 0 0
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
RANBP2 0.024 0.002 -10000 0 -10000 0 0
ANKRA2 0.022 0.007 -10000 0 -10000 0 0
RFXANK 0.023 0.005 -10000 0 -10000 0 0
nuclear import -0.027 0.01 -10000 0 -10000 0 0
Ephrin A reverse signaling

Figure S99.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S99.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
MAPKKK cascade 0.03 0.036 0.24 1 -0.38 1 2
EFNA5 0.02 0.033 -10000 0 -0.59 1 1
FYN 0.004 0.034 0.2 1 -0.35 1 2
neuron projection morphogenesis 0.03 0.036 0.24 1 -0.38 1 2
cell-cell signaling 0 0 -10000 0 -10000 0 0
Ephrin A5/EPHA5 0.03 0.036 0.24 1 -0.38 1 2
EPHA5 0.031 0.048 0.25 15 -10000 0 15
Signaling events mediated by HDAC Class III

Figure S100.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S100.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
EP300 0.023 0.005 -10000 0 -10000 0 0
HDAC4 0.023 0.004 -10000 0 -10000 0 0
induction of apoptosis 0 0 -10000 0 -10000 0 0
regulation of S phase of mitotic cell cycle 0.008 0.02 -10000 0 -0.31 1 1
CDKN1A -0.008 0.003 -10000 0 -10000 0 0
KAT2B 0.021 0.007 -10000 0 -10000 0 0
BAX 0.023 0.004 -10000 0 -10000 0 0
FOXO3 -0.004 0.003 -10000 0 -10000 0 0
FOXO1 0.022 0.006 -10000 0 -10000 0 0
FOXO4 0.012 0.004 -10000 0 -10000 0 0
response to UV 0 0 -10000 0 -10000 0 0
XRCC6 0.023 0.005 -10000 0 -10000 0 0
TAT 0.023 0.023 0.31 2 -10000 0 2
mol:Lysophosphatidic acid 0 0 -10000 0 -10000 0 0
MYOD1 -0.012 0.025 -10000 0 -10000 0 0
PPARGC1A -0.074 0.22 -10000 0 -0.59 54 54
FHL2 0.025 0.016 0.23 2 -10000 0 2
response to nutrient levels 0 0 -10000 0 -10000 0 0
KU70/SIRT1 0.031 0.009 -10000 0 -10000 0 0
HIST2H4A -0.008 0.02 0.31 1 -10000 0 1
SIRT1/FOXO3a 0.01 0.032 -10000 0 -0.2 7 7
SIRT1 0.02 0.005 -10000 0 -10000 0 0
response to hypoxia 0 0 -10000 0 -10000 0 0
SIRT1/MEF2D/HDAC4 0.041 0.015 -10000 0 -10000 0 0
SIRT1/Histone H1b 0.022 0.032 -10000 0 -0.21 1 1
apoptosis -0.042 0.013 -10000 0 -10000 0 0
SIRT1/PGC1A -0.041 0.15 -10000 0 -0.38 54 54
p53/SIRT1 0.026 0.008 -10000 0 -10000 0 0
SIRT1/FOXO4 0.02 0.032 -10000 0 -10000 0 0
FOXO1/FHL2/SIRT1 0.041 0.016 -10000 0 -10000 0 0
HIST1H1E 0.013 0.007 -10000 0 -10000 0 0
SIRT1/p300 0.031 0.009 -10000 0 -10000 0 0
muscle cell differentiation -0.015 0.031 -10000 0 -10000 0 0
TP53 0.02 0.005 -10000 0 -10000 0 0
KU70/SIRT1/BAX 0.042 0.014 -10000 0 -10000 0 0
CREBBP 0.023 0.005 -10000 0 -10000 0 0
MEF2D 0.023 0.005 -10000 0 -10000 0 0
HIV-1 Tat/SIRT1 0.032 0.017 0.27 1 -10000 0 1
ACSS2 -0.008 0.005 -10000 0 -10000 0 0
SIRT1/PCAF/MYOD 0.015 0.031 -10000 0 -10000 0 0
IL1-mediated signaling events

Figure S101.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S101.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
UBC13/UEV1A 0.033 0.006 -10000 0 -10000 0 0
PRKCZ 0.022 0.005 -10000 0 -10000 0 0
MAP3K7IP2 0 0 -10000 0 -10000 0 0
ERC1 0.022 0.007 -10000 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4 0 0.056 -10000 0 -0.35 2 2
IRAK/TOLLIP 0.025 0.007 -10000 0 -10000 0 0
IKBKB 0.023 0.021 0.39 1 -10000 0 1
IKBKG 0.023 0.004 -10000 0 -10000 0 0
IL1 alpha/IL1R2 0.03 0.11 0.32 2 -0.44 14 16
IL1A 0.007 0.13 0.23 14 -0.59 14 28
IL1B 0.002 0.059 -10000 0 -0.44 6 6
IRAK/TRAF6/p62/Atypical PKCs 0.031 0.034 -10000 0 -10000 0 0
IL1R2 0.038 0.052 0.23 24 -10000 0 24
IL1R1 0.02 0.046 -10000 0 -0.59 2 2
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP 0.028 0.063 0.26 1 -0.35 2 3
TOLLIP 0.023 0.004 -10000 0 -10000 0 0
TICAM2 0.02 0.033 -10000 0 -0.59 1 1
MAP3K3 0.023 0.003 -10000 0 -10000 0 0
TAK1/TAB1/TAB2 0.016 0.002 -10000 0 -10000 0 0
IKK complex/ELKS 0.033 0.058 -10000 0 -10000 0 0
JUN -0.009 0.034 -10000 0 -10000 0 0
MAP3K7 0.023 0.003 -10000 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/PI3K 0.023 0.055 -10000 0 -0.32 6 6
IL1 alpha/IL1R1/IL1RAP/MYD88 0.021 0.085 -10000 0 -0.37 11 11
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4 0.028 0.085 -10000 0 -0.36 11 11
IL1 beta fragment/IL1R1/IL1RAP 0.015 0.054 -10000 0 -0.35 6 6
NFKB1 0.022 0.006 -10000 0 -10000 0 0
MAPK8 -0.006 0.037 -10000 0 -10000 0 0
IRAK1 0.005 0.012 -10000 0 -10000 0 0
IL1RN/IL1R1 0.03 0.058 0.27 1 -0.55 3 4
IRAK4 0.023 0.003 -10000 0 -10000 0 0
PRKCI 0.013 0.012 -10000 0 -10000 0 0
TRAF6 0.023 0.004 -10000 0 -10000 0 0
PI3K 0.017 0.018 -10000 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP 0.002 0.054 -10000 0 -0.36 2 2
CHUK 0.023 0.005 -10000 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/MYD88s 0.015 0.054 -10000 0 -0.35 6 6
IL1 beta/IL1R2 0.033 0.068 0.35 1 -0.38 6 7
IRAK/TRAF6/TAK1/TAB1/TAB2 0.031 0.01 -10000 0 -10000 0 0
NF kappa B1 p50/RelA 0.017 0.049 -10000 0 -0.3 6 6
IRAK3 0.011 0.086 -10000 0 -0.59 7 7
IL1 beta fragment/IL1R1/IL1RAP/TICAM2/IRAK4 0.026 0.058 -10000 0 -0.32 6 6
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP 0.004 0.068 -10000 0 -0.32 12 12
IL1 alpha/IL1R1/IL1RAP 0.015 0.088 -10000 0 -0.41 11 11
RELA 0.024 0.001 -10000 0 -10000 0 0
MAP3K7IP1 0 0 -10000 0 -10000 0 0
SQSTM1 0.022 0.007 -10000 0 -10000 0 0
MYD88 0.021 0.007 -10000 0 -10000 0 0
IRAK/TRAF6/MEKK3 0.041 0.023 -10000 0 -10000 0 0
IL1RAP 0.014 0.012 -10000 0 -10000 0 0
UBE2N 0.024 0.002 -10000 0 -10000 0 0
IRAK/TRAF6 0.01 0.046 -10000 0 -10000 0 0
CASP1 0.02 0.047 -10000 0 -0.59 2 2
IL1RN/IL1R2 0.042 0.053 0.27 1 -0.44 2 3
IL1 beta fragment/IL1R1/IL1RAP/MYD88 0.021 0.055 -10000 0 -0.33 6 6
TMEM189-UBE2V1 0.022 0.004 -10000 0 -10000 0 0
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP -0.003 0.081 -10000 0 -0.42 7 7
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
IL1RN 0.021 0.051 0.39 1 -0.59 2 3
TRAF6/TAK1/TAB1/TAB2 0.043 0.012 -10000 0 -10000 0 0
MAP2K6 -0.003 0.041 -10000 0 -10000 0 0
Signaling events mediated by HDAC Class I

Figure S102.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S102.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
NF kappa B/RelA 0.031 0.079 -10000 0 -0.38 8 8
Ran/GTP/Exportin 1/HDAC1 -0.008 0.003 -10000 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha 0.016 0.086 -10000 0 -0.36 8 8
SUMO1 0.023 0.005 -10000 0 -10000 0 0
ZFPM1 0.021 0.033 -10000 0 -0.59 1 1
NPC/RanGAP1/SUMO1/Ubc9 0.011 0.004 -10000 0 -10000 0 0
FKBP3 0.023 0.005 -10000 0 -10000 0 0
Histones 0.04 0.07 -10000 0 -10000 0 0
YY1/LSF 0.013 0.064 -10000 0 -0.3 3 3
SMG5 0.023 0.005 -10000 0 -10000 0 0
RAN 0.023 0.003 -10000 0 -10000 0 0
I kappa B alpha/HDAC3 0.012 0.046 -10000 0 -0.28 7 7
I kappa B alpha/HDAC1 0.018 0.061 -10000 0 -0.28 1 1
SAP18 0.022 0.006 -10000 0 -10000 0 0
RELA 0.021 0.056 0.28 1 -0.28 7 8
HDAC1/Smad7 0.041 0.028 -10000 0 -0.38 1 1
RANGAP1 0.023 0.004 -10000 0 -10000 0 0
HDAC3/TR2 0.017 0.066 -10000 0 -0.28 1 1
NuRD/MBD3 Complex 0.026 0.04 -10000 0 -0.48 1 1
NF kappa B1 p50/RelA 0.018 0.079 0.23 1 -0.35 3 4
EntrezGene:23225 0 0 -10000 0 -10000 0 0
GATA2 -0.043 0.19 -10000 0 -0.59 36 36
GATA1 -0.036 0.18 -10000 0 -0.59 33 33
Mad/Max 0.033 0.009 -10000 0 -10000 0 0
NuRD/MBD3 Complex/GATA1/Fog1 -0.003 0.096 -10000 0 -0.41 5 5
RBBP7 0.023 0.005 -10000 0 -10000 0 0
NPC 0.014 0.001 -10000 0 -10000 0 0
RBBP4 0.023 0.004 -10000 0 -10000 0 0
MAX 0.023 0.005 -10000 0 -10000 0 0
EntrezGene:9972 0 0 -10000 0 -10000 0 0
FBXW11 0.022 0.007 -10000 0 -10000 0 0
NFKBIA 0.011 0.036 -10000 0 -0.22 7 7
KAT2B 0.021 0.007 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
SIN3/HDAC complex 0.016 0.03 -10000 0 -0.35 1 1
SIN3 complex 0.053 0.021 -10000 0 -10000 0 0
SMURF1 0.022 0.006 -10000 0 -10000 0 0
CHD3 0.022 0.006 -10000 0 -10000 0 0
SAP30 0.022 0.007 -10000 0 -10000 0 0
EntrezGene:23636 0 0 -10000 0 -10000 0 0
NCOR1 0.023 0.005 -10000 0 -10000 0 0
YY1/HDAC3 0.015 0.057 -10000 0 -0.38 3 3
YY1/HDAC2 0.014 0.064 -10000 0 -0.3 3 3
YY1/HDAC1 0.015 0.062 -10000 0 -0.29 3 3
NuRD/MBD2 Complex (MeCP1) 0.025 0.035 -10000 0 -10000 0 0
PPARG -0.019 0.13 -10000 0 -0.34 38 38
HDAC8/hEST1B 0.044 0.014 -10000 0 -10000 0 0
UBE2I 0.023 0.004 -10000 0 -10000 0 0
beta TrCP1/SCF ubiquitin ligase complex 0.022 0.007 -10000 0 -10000 0 0
TNFRSF1A 0.022 0.006 -10000 0 -10000 0 0
HDAC3/SMRT (N-CoR2) 0.017 0.069 -10000 0 -0.38 2 2
MBD3L2 0.017 0.004 -10000 0 -10000 0 0
ubiquitin-dependent protein catabolic process 0.041 0.027 -10000 0 -0.38 1 1
CREBBP 0.023 0.005 -10000 0 -10000 0 0
NuRD/MBD3/MBD3L2 Complex 0.021 0.064 -10000 0 -0.35 4 4
HDAC1 0.023 0.004 -10000 0 -10000 0 0
HDAC3 0.011 0.036 -10000 0 -10000 0 0
HDAC2 0.024 0.002 -10000 0 -10000 0 0
YY1 0.013 0.013 -10000 0 -10000 0 0
HDAC8 0.023 0.003 -10000 0 -10000 0 0
SMAD7 0.021 0.033 -10000 0 -0.59 1 1
NCOR2 0.022 0.033 -10000 0 -0.59 1 1
MXD1 0.023 0.004 -10000 0 -10000 0 0
STAT3 0.016 0.005 -10000 0 -10000 0 0
NFKB1 0.022 0.006 -10000 0 -10000 0 0
EntrezGene:8021 0 0 -10000 0 -10000 0 0
RANBP2 0.024 0.002 -10000 0 -10000 0 0
YY1/LSF/HDAC1 0.027 0.063 -10000 0 -0.28 2 2
YY1/SAP30/HDAC1 0.027 0.058 -10000 0 -10000 0 0
EP300 0.023 0.005 -10000 0 -10000 0 0
STAT3 (dimer non-phopshorylated) 0.016 0.005 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.011 0.036 -10000 0 -0.22 7 7
histone deacetylation 0.025 0.038 -10000 0 -10000 0 0
STAT3 (dimer non-phopshorylated)/HDAC3 0.016 0.036 -10000 0 -10000 0 0
nuclear export -0.043 0.014 -10000 0 -10000 0 0
PRKACA 0.023 0.005 -10000 0 -10000 0 0
GATAD2B 0.023 0.005 -10000 0 -10000 0 0
GATAD2A 0.023 0.005 -10000 0 -10000 0 0
GATA2/HDAC3 -0.023 0.13 -10000 0 -0.36 36 36
GATA1/HDAC1 -0.013 0.14 -10000 0 -0.44 33 33
GATA1/HDAC3 -0.019 0.12 -10000 0 -0.35 32 32
CHD4 0.022 0.006 -10000 0 -10000 0 0
TNF-alpha/TNFR1A 0.021 0.07 -10000 0 -0.36 10 10
SIN3/HDAC complex/Mad/Max 0.014 0.053 -10000 0 -0.34 4 4
NuRD Complex 0.022 0.06 -10000 0 -0.34 3 3
positive regulation of chromatin silencing 0.037 0.068 -10000 0 -10000 0 0
SIN3B 0.023 0.005 -10000 0 -10000 0 0
MTA2 0.024 0.001 -10000 0 -10000 0 0
SIN3A 0.024 0.001 -10000 0 -10000 0 0
XPO1 0.021 0.007 -10000 0 -10000 0 0
SUMO1/HDAC1 0.033 0.027 -10000 0 -10000 0 0
HDAC complex 0.057 0.016 -10000 0 -10000 0 0
GATA1/Fog1 -0.015 0.14 -10000 0 -0.44 34 34
FKBP25/HDAC1/HDAC2 0.044 0.013 -10000 0 -10000 0 0
TNF 0.01 0.093 0.23 1 -0.59 8 9
negative regulation of cell growth 0.011 0.059 -10000 0 -0.34 4 4
NuRD/MBD2/PRMT5 Complex 0.025 0.035 -10000 0 -10000 0 0
Ran/GTP/Exportin 1 0.032 0.03 -10000 0 -10000 0 0
NF kappa B/RelA/I kappa B alpha 0.005 0.069 -10000 0 -0.35 8 8
SIN3/HDAC complex/NCoR1 0 0.074 -10000 0 -0.3 13 13
TFCP2 0.024 0.002 -10000 0 -10000 0 0
NR2C1 0.024 0.002 -10000 0 -10000 0 0
MBD3 0.021 0.033 -10000 0 -0.59 1 1
MBD2 0.023 0.005 -10000 0 -10000 0 0
EPHB forward signaling

Figure S103.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S103.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Ephrin A5/EPHB2 0.028 0.028 -10000 0 -0.38 1 1
cell-cell adhesion 0.016 0.014 -10000 0 -10000 0 0
Ephrin B/EPHB2/RasGAP 0.059 0.033 -10000 0 -10000 0 0
ITSN1 0.023 0.004 -10000 0 -10000 0 0
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
SHC1 0.023 0.005 -10000 0 -10000 0 0
Ephrin B1/EPHB3 0.027 0.047 0.24 13 -10000 0 13
Ephrin B1/EPHB1 0.043 0.048 0.24 8 -10000 0 8
HRAS/GDP -0.028 0.088 -10000 0 -0.28 1 1
Ephrin B/EPHB1/GRB7 0.065 0.051 -10000 0 -10000 0 0
Endophilin/SYNJ1 -0.008 0.026 -10000 0 -10000 0 0
KRAS 0.022 0.006 -10000 0 -10000 0 0
Ephrin B/EPHB1/Src 0.062 0.05 -10000 0 -10000 0 0
endothelial cell migration 0.024 0.026 -10000 0 -10000 0 0
GRB2 0.023 0.004 -10000 0 -10000 0 0
GRB7 0.025 0.028 0.39 2 -10000 0 2
PAK1 0.008 0.067 0.3 2 -0.32 1 3
HRAS 0.023 0.004 -10000 0 -10000 0 0
RRAS -0.008 0.023 -10000 0 -10000 0 0
DNM1 0.023 0.003 -10000 0 -10000 0 0
cell-cell signaling 0 0 -10000 0 -10000 0 0
CRK 0.007 0.062 -10000 0 -10000 0 0
lamellipodium assembly -0.016 0.014 -10000 0 -10000 0 0
Ephrin B/EPHB1/Src/p52 SHC/GRB2 0.021 0.04 0.26 1 -10000 0 1
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
EPHB2 0.024 0.02 0.23 3 -10000 0 3
EPHB3 0.029 0.074 0.37 15 -10000 0 15
EPHB1 0.048 0.078 0.26 38 -10000 0 38
EPHB4 0.022 0.005 -10000 0 -10000 0 0
mol:GDP -0.038 0.071 -10000 0 -0.29 1 1
Ephrin B/EPHB2 0.049 0.027 -10000 0 -10000 0 0
Ephrin B/EPHB3 0.036 0.049 -10000 0 -10000 0 0
JNK cascade 0.029 0.12 0.35 37 -10000 0 37
Ephrin B/EPHB1 0.053 0.046 0.24 4 -10000 0 4
RAP1/GDP -0.031 0.088 -10000 0 -0.3 1 1
EFNB2 0.022 0.006 -10000 0 -10000 0 0
EFNB3 0.023 0.017 0.23 2 -10000 0 2
EFNB1 0.023 0.004 -10000 0 -10000 0 0
Ephrin B2/EPHB1-2 0.05 0.049 0.25 7 -10000 0 7
RAP1B 0.023 0.004 -10000 0 -10000 0 0
RAP1A 0.023 0.005 -10000 0 -10000 0 0
CDC42/GTP 0.038 0.041 -10000 0 -10000 0 0
Rap1/GTP 0.013 0.025 -10000 0 -10000 0 0
axon guidance 0.028 0.028 -10000 0 -0.37 1 1
MAPK3 0.01 0.034 0.21 2 -10000 0 2
MAPK1 0.01 0.036 0.21 3 -10000 0 3
Rac1/GDP -0.039 0.083 -10000 0 -0.31 1 1
actin cytoskeleton reorganization -0.038 0.042 -10000 0 -10000 0 0
CDC42/GDP -0.038 0.084 -10000 0 -0.29 3 3
PI3K 0.026 0.028 -10000 0 -10000 0 0
EFNA5 0.02 0.033 -10000 0 -0.59 1 1
Ephrin B2/EPHB4 0.029 0.01 -10000 0 -10000 0 0
Ephrin B/EPHB2/Intersectin/N-WASP 0.022 0.015 -10000 0 -10000 0 0
CDC42 0.023 0.005 -10000 0 -10000 0 0
RAS family/GTP 0.01 0.023 -10000 0 -10000 0 0
PTK2 0.028 0.14 0.55 22 -10000 0 22
MAP4K4 0.029 0.12 0.36 37 -10000 0 37
SRC 0.023 0.005 -10000 0 -10000 0 0
KALRN 0.019 0.034 -10000 0 -0.59 1 1
Intersectin/N-WASP 0.033 0.008 -10000 0 -10000 0 0
neuron projection morphogenesis 0.017 0.099 0.31 30 -10000 0 30
MAP2K1 0.014 0.036 0.24 1 -10000 0 1
WASL 0.023 0.004 -10000 0 -10000 0 0
Ephrin B1/EPHB1-2/NCK1 0.057 0.045 0.3 1 -10000 0 1
cell migration 0.012 0.067 0.28 3 -10000 0 3
NRAS 0.023 0.005 -10000 0 -10000 0 0
SYNJ1 -0.008 0.026 -10000 0 -10000 0 0
PXN 0.023 0.003 -10000 0 -10000 0 0
TF -0.013 0.046 0.2 1 -0.31 4 5
HRAS/GTP 0.039 0.031 -10000 0 -10000 0 0
Ephrin B1/EPHB1-2 0.052 0.049 0.25 8 -10000 0 8
cell adhesion mediated by integrin -0.025 0.055 -10000 0 -0.27 4 4
RAC1 0.023 0.004 -10000 0 -10000 0 0
mol:GTP 0.043 0.034 -10000 0 -10000 0 0
RAC1-CDC42/GTP -0.012 0.016 -10000 0 -10000 0 0
RASA1 0.022 0.007 -10000 0 -10000 0 0
RAC1-CDC42/GDP -0.031 0.087 -10000 0 -0.3 1 1
ruffle organization 0.011 0.075 0.35 4 -10000 0 4
NCK1 0.021 0.008 -10000 0 -10000 0 0
receptor internalization -0.01 0.025 0.2 1 -10000 0 1
Ephrin B/EPHB2/KALRN 0.054 0.042 -10000 0 -0.33 1 1
ROCK1 0.085 0.085 0.2 13 -10000 0 13
RAS family/GDP -0.042 0.045 -10000 0 -10000 0 0
Rac1/GTP 0.009 0.021 -10000 0 -10000 0 0
Ephrin B/EPHB1/Src/Paxillin 0.02 0.035 -10000 0 -10000 0 0
Canonical NF-kappaB pathway

Figure S104.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S104.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
FBXW11 0.023 0.007 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha 0.036 0.094 0.22 3 -0.37 7 10
ERC1 0.022 0.007 -10000 0 -10000 0 0
RIP2/NOD2 0.029 0.037 -10000 0 -0.44 2 2
NFKBIA 0.009 0.016 0.21 2 -10000 0 2
BIRC2 0.023 0.004 -10000 0 -10000 0 0
IKBKB 0.023 0.021 0.39 1 -10000 0 1
RIPK2 0.023 0.005 -10000 0 -10000 0 0
IKBKG 0.018 0.031 -10000 0 -10000 0 0
IKK complex/A20 0.024 0.11 -10000 0 -0.45 8 8
NEMO/A20/RIP2 0.023 0.005 -10000 0 -10000 0 0
XPO1 0.021 0.007 -10000 0 -10000 0 0
NEMO/ATM 0.017 0.1 -10000 0 -0.47 8 8
tumor necrosis factor receptor activity 0 0 -10000 0 -10000 0 0
RAN 0.023 0.003 -10000 0 -10000 0 0
Exportin 1/RanGTP 0.029 0.01 -10000 0 -10000 0 0
IKK complex/ELKS 0.021 0.092 -10000 0 -0.42 8 8
BCL10/MALT1/TRAF6 0.044 0.014 -10000 0 -10000 0 0
NOD2 0.019 0.047 -10000 0 -0.59 2 2
NFKB1 0.024 0.006 -10000 0 -10000 0 0
RELA 0.025 0.001 -10000 0 -10000 0 0
MALT1 0.023 0.005 -10000 0 -10000 0 0
cIAP1/UbcH5C 0.033 0.009 -10000 0 -10000 0 0
ATM 0.023 0.003 -10000 0 -10000 0 0
TNF/TNFR1A 0.021 0.07 -10000 0 -0.36 10 10
TRAF6 0.023 0.004 -10000 0 -10000 0 0
PRKCA 0.022 0.033 -10000 0 -0.59 1 1
CHUK 0.023 0.005 -10000 0 -10000 0 0
UBE2D3 0.023 0.005 -10000 0 -10000 0 0
TNF 0.01 0.093 0.23 1 -0.59 8 9
NF kappa B1 p50/RelA 0.047 0.018 -10000 0 -10000 0 0
BCL10 0.023 0.004 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.009 0.016 0.21 2 -10000 0 2
beta TrCP1/SCF ubiquitin ligase complex 0.023 0.007 -10000 0 -10000 0 0
TNFRSF1A 0.022 0.006 -10000 0 -10000 0 0
IKK complex 0.026 0.1 -10000 0 -0.44 8 8
CYLD 0.022 0.006 -10000 0 -10000 0 0
IKK complex/PKC alpha 0.034 0.1 -10000 0 -0.48 7 7
BARD1 signaling events

Figure S105.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S105.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BARD1/CSTF1 0.033 0.008 -10000 0 -10000 0 0
ATM 0.023 0.003 -10000 0 -10000 0 0
UBE2D3 0.023 0.005 -10000 0 -10000 0 0
PRKDC 0.023 0.005 -10000 0 -10000 0 0
ATR 0.019 0.009 -10000 0 -10000 0 0
UBE2L3 0.023 0.005 -10000 0 -10000 0 0
FANCD2 0.013 0.008 -10000 0 -10000 0 0
protein ubiquitination 0.081 0.058 -10000 0 -10000 0 0
XRCC5 0.023 0.005 -10000 0 -10000 0 0
XRCC6 0.023 0.005 -10000 0 -10000 0 0
M/R/N Complex 0.042 0.016 -10000 0 -10000 0 0
MRE11A 0.023 0.004 -10000 0 -10000 0 0
DNA-PK 0.044 0.014 -10000 0 -10000 0 0
FA complex/FANCD2/Ubiquitin 0.017 0.088 0.3 1 -0.47 7 8
FANCF 0.023 0.003 -10000 0 -10000 0 0
BRCA1 0.023 0.003 -10000 0 -10000 0 0
CCNE1 0.078 0.11 0.27 77 -10000 0 77
CDK2/Cyclin E1 0.071 0.073 0.27 20 -10000 0 20
FANCG 0.023 0.029 0.39 2 -10000 0 2
BRCA1/BACH1/BARD1 0.033 0.008 -10000 0 -10000 0 0
FANCE 0.023 0.003 -10000 0 -10000 0 0
FANCC 0.023 0.003 -10000 0 -10000 0 0
NBN 0.023 0.005 -10000 0 -10000 0 0
FANCA 0.024 0.023 0.31 2 -10000 0 2
DNA repair 0.019 0.068 0.31 4 -0.37 1 5
BRCA1/BARD1/ubiquitin 0.033 0.008 -10000 0 -10000 0 0
BARD1/DNA-PK 0.055 0.019 -10000 0 -10000 0 0
FANCL 0.023 0.021 0.39 1 -10000 0 1
mRNA polyadenylation -0.033 0.008 -10000 0 -10000 0 0
BRCA1/BARD1/CTIP/M/R/N Complex 0.023 0.027 -10000 0 -10000 0 0
BRCA1/BACH1/BARD1/TopBP1 0.041 0.018 -10000 0 -10000 0 0
BRCA1/BARD1/P53 0.045 0.027 -10000 0 -10000 0 0
BARD1/CSTF1/BRCA1 0.045 0.012 -10000 0 -10000 0 0
BRCA1/BACH1 0.023 0.003 -10000 0 -10000 0 0
BARD1 0.023 0.005 -10000 0 -10000 0 0
PCNA 0.023 0.005 -10000 0 -10000 0 0
BRCA1/BARD1/UbcH5C 0.044 0.014 -10000 0 -10000 0 0
BRCA1/BARD1/UbcH7 0.044 0.014 -10000 0 -10000 0 0
BRCA1/BARD1/RAD51/PCNA 0.071 0.048 -10000 0 -10000 0 0
BARD1/DNA-PK/P53 0.06 0.025 -10000 0 -10000 0 0
BRCA1/BARD1/Ubiquitin 0.033 0.008 -10000 0 -10000 0 0
BRCA1/BARD1/CTIP 0.035 0.013 -10000 0 -10000 0 0
FA complex 0.032 0.042 0.41 1 -0.26 1 2
BARD1/EWS 0.032 0.01 -10000 0 -10000 0 0
RBBP8 0.01 0.003 -10000 0 -10000 0 0
TP53 0.022 0.006 -10000 0 -10000 0 0
TOPBP1 0.021 0.007 -10000 0 -10000 0 0
G1/S transition of mitotic cell cycle -0.044 0.026 -10000 0 -10000 0 0
BRCA1/BARD1 0.089 0.063 -10000 0 -10000 0 0
CSTF1 0.023 0.003 -10000 0 -10000 0 0
BARD1/EWS-Fli1 0.017 0.003 -10000 0 -10000 0 0
CDK2 0.024 0.002 -10000 0 -10000 0 0
UniProt:Q9BZD1 0 0 -10000 0 -10000 0 0
RAD51 0.054 0.073 0.23 52 -10000 0 52
RAD50 0.022 0.007 -10000 0 -10000 0 0
BRCA1/BARD1/DNA-directed RNA polymerase II holoenzyme 0.033 0.008 -10000 0 -10000 0 0
EWSR1 0.023 0.005 -10000 0 -10000 0 0
EPO signaling pathway

Figure S106.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S106.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BCL2L1 0.045 0.053 -10000 0 -10000 0 0
CRKL 0.025 0.062 0.31 5 -0.28 1 6
mol:DAG 0.03 0.037 -10000 0 -10000 0 0
HRAS 0.021 0.079 0.29 13 -10000 0 13
MAPK8 0.021 0.048 0.21 3 -10000 0 3
RAP1A 0.026 0.063 0.31 5 -0.28 1 6
GAB1 0.027 0.063 0.31 5 -0.28 1 6
MAPK14 0.023 0.05 0.21 4 -10000 0 4
EPO 0.029 0.035 0.25 8 -10000 0 8
PLCG1 0.03 0.037 -10000 0 -10000 0 0
EPOR/TRPC2/IP3 Receptors 0.027 0.01 -10000 0 -10000 0 0
RAPGEF1 0.023 0.004 -10000 0 -10000 0 0
EPO/EPOR (dimer)/SOCS3 0.046 0.044 -10000 0 -0.41 2 2
GAB1/SHC/GRB2/SOS1 0.048 0.049 -10000 0 -10000 0 0
EPO/EPOR (dimer) 0.039 0.028 0.23 1 -10000 0 1
IRS2 0.024 0.064 0.31 5 -0.3 2 7
STAT1 0.035 0.039 -10000 0 -10000 0 0
STAT5B 0.034 0.038 -10000 0 -10000 0 0
cell proliferation 0.004 0.051 0.21 3 -10000 0 3
GAB1/SHIP/PIK3R1/SHP2/SHC 0.036 0.042 -10000 0 -10000 0 0
TEC 0.023 0.064 0.31 5 -0.3 2 7
SOCS3 0.02 0.047 -10000 0 -0.59 2 2
STAT1 (dimer) 0.035 0.038 -10000 0 -10000 0 0
JAK2 0.024 0.011 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
EPO/EPOR (dimer)/JAK2 0.064 0.052 0.33 1 -0.29 1 2
EPO/EPOR 0.039 0.028 0.23 1 -10000 0 1
LYN 0.024 0.005 -10000 0 -10000 0 0
TEC/VAV2 0.035 0.065 0.27 4 -0.44 2 6
elevation of cytosolic calcium ion concentration 0.026 0.01 -10000 0 -10000 0 0
SHC1 0.023 0.005 -10000 0 -10000 0 0
EPO/EPOR (dimer)/LYN 0.051 0.03 -10000 0 -10000 0 0
mol:IP3 0.03 0.037 -10000 0 -10000 0 0
PI3K regualtory subunit polypeptide 1/IRS2/SHIP 0.045 0.065 0.3 5 -0.3 3 8
SH2B3 0.025 0.034 -10000 0 -0.59 1 1
NFKB1 0.022 0.05 0.21 3 -10000 0 3
EPO/EPOR (dimer)/JAK2/SOCS3 0.009 0.028 -10000 0 -0.22 2 2
PTPN6 0.021 0.043 -10000 0 -0.29 1 1
TEC/VAV2/GRB2 0.045 0.065 0.27 4 -0.43 2 6
EPOR 0.027 0.01 -10000 0 -10000 0 0
INPP5D 0.018 0.057 -10000 0 -0.59 3 3
mol:GDP 0.048 0.049 -10000 0 -10000 0 0
SOS1 0.023 0.004 -10000 0 -10000 0 0
PLCG2 0.022 0.006 -10000 0 -10000 0 0
CRKL/CBL/C3G 0.048 0.053 0.27 4 -10000 0 4
VAV2 0.025 0.068 0.31 5 -0.3 3 8
CBL 0.027 0.063 0.31 5 -0.28 1 6
SHC/Grb2/SOS1 0.031 0.03 -10000 0 -10000 0 0
STAT5A 0.032 0.043 -10000 0 -0.36 1 1
GRB2 0.023 0.004 -10000 0 -10000 0 0
STAT5 (dimer) 0.047 0.047 -10000 0 -10000 0 0
LYN/PLCgamma2 0.032 0.011 -10000 0 -10000 0 0
PTPN11 0.024 0.002 -10000 0 -10000 0 0
BTK 0.006 0.1 0.32 4 -0.32 18 22
BCL2 0.047 0.058 -10000 0 -10000 0 0
Class I PI3K signaling events mediated by Akt

Figure S107.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S107.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BCL2L1 0.009 0.003 -10000 0 -10000 0 0
BAD/BCL-XL/YWHAZ 0.033 0.015 -10000 0 -10000 0 0
CDKN1B 0.021 0.058 -10000 0 -0.36 4 4
CDKN1A 0.017 0.051 -10000 0 -0.36 4 4
FRAP1 0 0 -10000 0 -10000 0 0
PRKDC 0.023 0.005 -10000 0 -10000 0 0
FOXO3 0.017 0.047 -10000 0 -0.39 3 3
AKT1 0.008 0.042 -10000 0 -0.41 3 3
BAD 0.024 0.002 -10000 0 -10000 0 0
AKT3 0.01 0.02 -10000 0 -0.36 1 1
mol:GTP 0 0 -10000 0 -10000 0 0
FOXO4 0.016 0.05 -10000 0 -0.36 4 4
AKT1/ASK1 0.034 0.06 -10000 0 -0.38 3 3
BAD/YWHAZ 0.044 0.014 -10000 0 -10000 0 0
RICTOR 0.019 0.01 -10000 0 -10000 0 0
RAF1 0.021 0.007 -10000 0 -10000 0 0
JNK cascade -0.033 0.059 0.37 3 -10000 0 3
TSC1 0.015 0.049 -10000 0 -0.36 4 4
YWHAZ 0.022 0.005 -10000 0 -10000 0 0
AKT1/RAF1 0.037 0.065 -10000 0 -0.38 3 3
EP300 0.023 0.005 -10000 0 -10000 0 0
mol:GDP 0.009 0.046 -10000 0 -0.38 4 4
mol:PI-3-4-5-P3 0 0 -10000 0 -10000 0 0
TSC2 0.019 0.032 -10000 0 -0.29 2 2
YWHAQ 0.023 0.005 -10000 0 -10000 0 0
TBC1D4 0.004 0.002 -10000 0 -10000 0 0
MAP3K5 0.023 0.003 -10000 0 -10000 0 0
MAPKAP1 0.023 0.003 -10000 0 -10000 0 0
negative regulation of cell cycle -0.027 0.064 0.31 5 -10000 0 5
YWHAH 0.023 0.005 -10000 0 -10000 0 0
AKT1S1 0.017 0.047 -10000 0 -0.39 3 3
CASP9 0.016 0.046 -10000 0 -0.39 3 3
YWHAB 0.023 0.004 -10000 0 -10000 0 0
p27Kip1/KPNA1 0.039 0.071 0.3 1 -0.57 1 2
GBL 0 0 -10000 0 -10000 0 0
PDK1/Src/Hsp90 0.043 0.015 -10000 0 -10000 0 0
YWHAE 0.022 0.005 -10000 0 -10000 0 0
SRC 0.023 0.005 -10000 0 -10000 0 0
AKT2/p21CIP1 0.016 0.053 0.25 1 -0.46 2 3
KIAA1303 0 0 -10000 0 -10000 0 0
mTOR/RHEB/GTP/Raptor/GBL 0.012 0.043 -10000 0 -0.28 6 6
CHUK 0.019 0.027 -10000 0 -0.29 1 1
BAD/BCL-XL 0.037 0.062 -10000 0 -0.57 1 1
mTORC2 0.024 0.013 -10000 0 -10000 0 0
AKT2 0.011 0.004 -10000 0 -10000 0 0
FOXO1-3a-4/14-3-3 family 0.034 0.081 0.22 1 -0.41 4 5
PDPK1 0.023 0.004 -10000 0 -10000 0 0
MDM2 0.018 0.053 -10000 0 -0.36 4 4
MAPKKK cascade -0.037 0.064 0.37 3 -10000 0 3
MDM2/Cbp/p300 0.049 0.068 0.3 1 -0.53 1 2
TSC1/TSC2 0.015 0.047 0.24 2 -0.57 1 3
proteasomal ubiquitin-dependent protein catabolic process 0.047 0.065 0.29 1 -0.5 1 2
glucose import -0.002 0.03 0.2 2 -0.33 2 4
mTOR/RHEB/GDP/Raptor/GBL/PRAS40 0.018 0.041 0.23 1 -0.33 1 2
response to stress 0 0 -10000 0 -10000 0 0
SLC2A4 -0.003 0.028 0.2 1 -0.33 2 3
GSK3A 0.017 0.048 -10000 0 -0.39 3 3
FOXO1 0.017 0.043 -10000 0 -0.44 2 2
GSK3B 0.027 0.067 -10000 0 -0.36 4 4
SFN 0.036 0.067 0.23 27 -0.45 2 29
G1/S transition of mitotic cell cycle 0.037 0.082 0.28 14 -0.59 1 15
p27Kip1/14-3-3 family 0.027 0.064 -10000 0 -0.5 2 2
PRKACA 0.023 0.005 -10000 0 -10000 0 0
KPNA1 0.021 0.008 -10000 0 -10000 0 0
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
YWHAG 0.023 0.004 -10000 0 -10000 0 0
RHEB 0.023 0.004 -10000 0 -10000 0 0
CREBBP 0.023 0.005 -10000 0 -10000 0 0
TRAIL signaling pathway

Figure S108.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S108.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TNFSF10 0.013 0.012 -10000 0 -10000 0 0
positive regulation of NF-kappaB transcription factor activity 0.01 0.051 -10000 0 -0.27 8 8
MAP2K4 0.014 0.03 -10000 0 -10000 0 0
IKBKB 0.023 0.021 0.39 1 -10000 0 1
TNFRSF10B 0.021 0.008 -10000 0 -10000 0 0
TNFRSF10A 0.019 0.034 -10000 0 -0.59 1 1
SMPD1 0.006 0.006 -10000 0 -10000 0 0
IKBKG 0.023 0.004 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
TNFRSF10D 0.007 0.092 -10000 0 -0.59 8 8
TRAIL/TRAILR2 0.018 0.018 -10000 0 -10000 0 0
TRAIL/TRAILR3 -0.002 0.081 -10000 0 -0.28 22 22
TRAIL/TRAILR1 0.016 0.03 -10000 0 -0.44 1 1
TRAIL/TRAILR4 0.01 0.051 -10000 0 -0.27 8 8
TRAIL/TRAILR1/DAP3/GTP 0.022 0.03 -10000 0 -0.34 1 1
IKK complex 0.009 0.026 -10000 0 -10000 0 0
RIPK1 0.023 0.004 -10000 0 -10000 0 0
response to oxidative stress 0 0 -10000 0 -10000 0 0
DAP3/GTP 0.017 0.004 -10000 0 -10000 0 0
MAPK3 0.006 0.005 -10000 0 -10000 0 0
MAP3K1 0.017 0.03 -10000 0 -10000 0 0
TRAILR4 (trimer) 0.007 0.092 -10000 0 -0.59 8 8
TRADD 0.022 0.006 -10000 0 -10000 0 0
TRAILR1 (trimer) 0.019 0.034 -10000 0 -0.59 1 1
TRAIL/TRAILR1/FADD/TRADD/RIP/TRAF2 0.01 0.02 -10000 0 -0.27 1 1
CFLAR 0.023 0.005 -10000 0 -10000 0 0
MAPK1 0.006 0.005 -10000 0 -10000 0 0
TRAIL/TRAILR1/FADD/TRADD/RIP 0.028 0.04 -10000 0 -0.33 1 1
mol:ceramide 0.006 0.006 -10000 0 -10000 0 0
FADD 0.02 0.008 -10000 0 -10000 0 0
MAPK8 0.046 0.054 0.28 1 -10000 0 1
TRAF2 0.023 0.004 -10000 0 -10000 0 0
TRAILR3 (trimer) -0.018 0.15 -10000 0 -0.59 22 22
CHUK 0.023 0.005 -10000 0 -10000 0 0
TRAIL/TRAILR1/FADD 0.02 0.032 -10000 0 -0.38 1 1
DAP3 0.023 0.005 -10000 0 -10000 0 0
CASP10 0.065 0.091 0.4 8 -10000 0 8
JNK cascade 0.01 0.051 -10000 0 -0.27 8 8
TRAIL (trimer) 0.013 0.012 -10000 0 -10000 0 0
TNFRSF10C -0.018 0.15 -10000 0 -0.59 22 22
TRAIL/TRAILR1/DAP3/GTP/FADD 0.023 0.034 -10000 0 -0.33 1 1
TRAIL/TRAILR2/FADD 0.021 0.024 -10000 0 -10000 0 0
cell death 0.006 0.006 -10000 0 -10000 0 0
TRAIL/TRAILR2/FADD/TRADD/RIP/TRAF2 0.011 0.013 -10000 0 -10000 0 0
TRAILR2 (trimer) 0.021 0.008 -10000 0 -10000 0 0
CASP8 -0.005 0.077 -10000 0 -0.48 8 8
negative regulation of caspase activity 0 0 -10000 0 -10000 0 0
TRAIL/TRAILR2/FADD/TRADD/RIP 0.029 0.035 -10000 0 -10000 0 0
ceramide signaling pathway

Figure S109.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S109.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
MAP4K4 0.012 0.073 -10000 0 -0.48 2 2
BAG4 0.019 0.009 -10000 0 -10000 0 0
BAD 0.005 0.031 0.18 1 -10000 0 1
NFKBIA 0.022 0.006 -10000 0 -10000 0 0
BIRC3 0.014 0.073 -10000 0 -0.59 5 5
BAX 0.006 0.03 0.21 1 -10000 0 1
EnzymeConsortium:3.1.4.12 0.005 0.021 0.085 1 -0.096 2 3
IKBKB 0.024 0.081 0.26 2 -0.46 2 4
MAP2K2 0.006 0.037 0.18 7 -10000 0 7
MAP2K1 0.005 0.037 0.2 3 -10000 0 3
SMPD1 0.005 0.024 -10000 0 -0.14 2 2
GO:0005551 0 0 -10000 0 -10000 0 0
FADD/Caspase 8 0.039 0.093 0.26 10 -0.47 2 12
MAP2K4 0.006 0.025 0.17 1 -10000 0 1
protein ubiquitination 0.018 0.076 -10000 0 -0.47 2 2
EnzymeConsortium:2.7.1.37 0.005 0.039 0.21 3 -10000 0 3
response to UV 0 0 0.002 6 -10000 0 6
RAF1 0.008 0.036 0.19 6 -10000 0 6
CRADD 0.024 0.002 -10000 0 -10000 0 0
mol:ceramide 0.008 0.03 0.11 1 -0.15 2 3
I-kappa-B-alpha/RELA/p50/ubiquitin 0.03 0.008 -10000 0 -10000 0 0
MADD 0.023 0.003 -10000 0 -10000 0 0
MAP3K1 0.007 0.028 0.18 1 -10000 0 1
TRADD 0.022 0.006 -10000 0 -10000 0 0
RELA/p50 0.024 0.001 -10000 0 -10000 0 0
MAPK3 0.007 0.04 0.2 3 -10000 0 3
MAPK1 0.007 0.038 0.21 2 -10000 0 2
p50/RELA/I-kappa-B-alpha 0.033 0.008 -10000 0 -10000 0 0
FADD 0.035 0.094 0.26 11 -0.48 2 13
KSR1 0.008 0.038 0.18 6 -10000 0 6
MAPK8 0.005 0.028 0.16 3 -10000 0 3
TRAF2 0.023 0.004 -10000 0 -10000 0 0
response to radiation 0 0 0.002 1 -10000 0 1
CHUK 0.012 0.07 -10000 0 -0.45 2 2
TNF R/SODD 0.026 0.015 -10000 0 -10000 0 0
TNF 0.01 0.093 0.23 1 -0.59 8 9
CYCS 0.006 0.034 0.18 2 -10000 0 2
IKBKG 0.015 0.075 0.26 1 -0.46 2 3
TNF/TNF R/TRADD/MADD/cIAP/RIP/TRAF2/RAIDD 0.014 0.076 -10000 0 -0.38 5 5
RELA 0.024 0.001 -10000 0 -10000 0 0
RIPK1 0.023 0.004 -10000 0 -10000 0 0
AIFM1 0.005 0.03 0.14 1 -10000 0 1
TNF/TNF R/SODD 0.026 0.063 -10000 0 -0.37 7 7
TNFRSF1A 0.022 0.006 -10000 0 -10000 0 0
response to heat 0 0 0.002 1 -10000 0 1
CASP8 0.017 0.081 -10000 0 -0.49 8 8
NSMAF 0.015 0.075 0.24 2 -0.47 2 4
response to hydrogen peroxide 0 0 0.002 6 -10000 0 6
BCL2 0.024 0.012 0.23 1 -10000 0 1
FoxO family signaling

Figure S110.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S110.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
G6PC 0.003 0.041 -10000 0 -10000 0 0
PLK1 0.063 0.1 -10000 0 -10000 0 0
CDKN1B 0.073 0.1 0.31 1 -0.37 8 9
FOXO3 0.073 0.084 -10000 0 -0.58 1 1
KAT2B 0.028 0.016 -10000 0 -10000 0 0
FOXO1/SIRT1 0.023 0.036 -10000 0 -10000 0 0
CAT 0.053 0.1 -10000 0 -10000 0 0
CTNNB1 0.021 0.007 -10000 0 -10000 0 0
AKT1 0.03 0.015 -10000 0 -10000 0 0
FOXO1 0.01 0.043 -10000 0 -10000 0 0
MAPK10 0.02 0.042 0.19 8 -0.32 3 11
mol:GTP 0.001 0 -10000 0 -10000 0 0
FOXO4 0.04 0.052 -10000 0 -10000 0 0
response to oxidative stress 0.01 0.008 -10000 0 -10000 0 0
FOXO3A/SIRT1 0.07 0.09 -10000 0 -10000 0 0
XPO1 0.022 0.007 -10000 0 -10000 0 0
EP300 0.024 0.005 -10000 0 -10000 0 0
BCL2L11 0.033 0.05 -10000 0 -0.79 1 1
FOXO1/SKP2 0.02 0.04 0.26 2 -10000 0 2
mol:GDP 0.01 0.008 -10000 0 -10000 0 0
RAN 0.024 0.003 -10000 0 -10000 0 0
GADD45A 0.046 0.16 -10000 0 -0.58 17 17
YWHAQ 0.023 0.005 -10000 0 -10000 0 0
FOXO1/14-3-3 family 0.017 0.12 0.26 1 -0.45 13 14
MST1 0.028 0.016 -10000 0 -10000 0 0
CSNK1D 0.023 0.005 -10000 0 -10000 0 0
CSNK1E 0.023 0.005 -10000 0 -10000 0 0
FOXO4/14-3-3 family 0.02 0.077 -10000 0 -0.39 4 4
YWHAB 0.023 0.004 -10000 0 -10000 0 0
MAPK8 0.024 0.029 0.19 9 -10000 0 9
MAPK9 0.023 0.031 0.19 10 -10000 0 10
YWHAG 0.023 0.004 -10000 0 -10000 0 0
YWHAE 0.022 0.005 -10000 0 -10000 0 0
YWHAZ 0.022 0.005 -10000 0 -10000 0 0
SIRT1 0.022 0.013 -10000 0 -10000 0 0
SOD2 0.064 0.096 -10000 0 -0.61 1 1
RBL2 0.038 0.2 -10000 0 -0.79 16 16
RAL/GDP 0.039 0.012 -10000 0 -10000 0 0
CHUK 0.029 0.015 -10000 0 -10000 0 0
Ran/GTP 0.019 0.002 -10000 0 -10000 0 0
CSNK1G2 0.023 0.005 -10000 0 -10000 0 0
RAL/GTP 0.041 0.011 -10000 0 -10000 0 0
CSNK1G1 0.024 0.002 -10000 0 -10000 0 0
FASLG -0.015 0.27 -10000 0 -1.4 13 13
SKP2 0.021 0.03 0.39 2 -10000 0 2
USP7 0.024 0.004 -10000 0 -10000 0 0
IKBKB 0.029 0.025 0.39 1 -10000 0 1
CCNB1 0.064 0.085 -10000 0 -10000 0 0
FOXO1-3a-4/beta catenin 0.074 0.083 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.019 0.04 0.26 2 -10000 0 2
CSNK1A1 0.022 0.007 -10000 0 -10000 0 0
SGK1 0.03 0.014 -10000 0 -10000 0 0
CSNK1G3 0.022 0.007 -10000 0 -10000 0 0
Ran/GTP/Exportin 1 0.032 0.011 -10000 0 -10000 0 0
ZFAND5 0.033 0.064 0.48 1 -10000 0 1
SFN 0.036 0.067 0.23 27 -0.45 2 29
CDK2 0.024 0.003 -10000 0 -10000 0 0
FOXO3A/14-3-3 0.029 0.081 -10000 0 -0.38 6 6
CREBBP 0.023 0.005 -10000 0 -10000 0 0
FBXO32 0.066 0.11 -10000 0 -0.54 1 1
BCL6 0.056 0.089 -10000 0 -10000 0 0
RALB 0.024 0.004 -10000 0 -10000 0 0
RALA 0.024 0.004 -10000 0 -10000 0 0
YWHAH 0.023 0.005 -10000 0 -10000 0 0
Regulation of Telomerase

Figure S111.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S111.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Telomerase catalytic core complex 0.039 0.11 -10000 0 -0.55 4 4
RAD9A 0.023 0.004 -10000 0 -10000 0 0
AP1 -0.038 0.17 -10000 0 -0.42 55 55
IFNAR2 0.025 0.007 -10000 0 -10000 0 0
AKT1 0.007 0.062 -10000 0 -0.29 12 12
ER alpha/Oestrogen 0 0.089 -10000 0 -0.43 14 14
NFX1/SIN3/HDAC complex 0.014 0.055 -10000 0 -0.33 3 3
EGF 0.01 0.093 0.22 1 -0.59 8 9
SMG5 0.023 0.005 -10000 0 -10000 0 0
SMG6 0.022 0.005 -10000 0 -10000 0 0
SP3/HDAC2 0.038 0.011 -10000 0 -10000 0 0
TERT/c-Abl 0.047 0.11 -10000 0 -0.55 3 3
SAP18 0.023 0.006 -10000 0 -10000 0 0
MRN complex 0.042 0.016 -10000 0 -10000 0 0
WT1 0.037 0.048 0.23 20 -10000 0 20
WRN 0.021 0.008 -10000 0 -10000 0 0
SP1 0.026 0.008 -10000 0 -10000 0 0
SP3 0.024 0.005 -10000 0 -10000 0 0
TERF2IP 0.022 0.006 -10000 0 -10000 0 0
Telomerase/Nucleolin 0.049 0.1 -10000 0 -0.54 2 2
Mad/Max 0.035 0.011 -10000 0 -10000 0 0
TERT 0.039 0.11 -10000 0 -0.6 3 3
CCND1 0.048 0.19 0.54 1 -1.1 6 7
MAX 0.024 0.006 -10000 0 -10000 0 0
RBBP7 0.023 0.005 -10000 0 -10000 0 0
RBBP4 0.023 0.004 -10000 0 -10000 0 0
TERF2 0.019 0.007 -10000 0 -10000 0 0
PTGES3 0.024 0.002 -10000 0 -10000 0 0
SIN3A 0.024 0.001 -10000 0 -10000 0 0
Telomerase/911 0.045 0.061 -10000 0 -0.34 1 1
CDKN1B 0.011 0.042 -10000 0 -0.37 4 4
RAD1 0.019 0.01 -10000 0 -10000 0 0
XRCC5 0.023 0.005 -10000 0 -10000 0 0
XRCC6 0.023 0.005 -10000 0 -10000 0 0
SAP30 0.022 0.007 -10000 0 -10000 0 0
TRF2/PARP2 0.03 0.011 -10000 0 -10000 0 0
UBE3A 0.024 0.005 -10000 0 -10000 0 0
JUN 0.023 0.006 -10000 0 -10000 0 0
E6 0.001 0.002 -10000 0 -10000 0 0
HPV-16 E6/E6AP 0.019 0.006 -10000 0 -10000 0 0
FOS -0.069 0.22 -10000 0 -0.59 52 52
IFN-gamma/IRF1 0.032 0.053 -10000 0 -0.43 4 4
PARP2 0.022 0.006 -10000 0 -10000 0 0
BLM 0.028 0.031 0.25 6 -10000 0 6
Telomerase 0.022 0.055 -10000 0 -10000 0 0
IRF1 0.025 0.008 -10000 0 -10000 0 0
ESR1 -0.001 0.12 -10000 0 -0.59 14 14
KU/TER 0.033 0.009 -10000 0 -10000 0 0
ATM/TRF2 0.033 0.009 -10000 0 -10000 0 0
ubiquitin-dependent protein catabolic process 0.016 0.056 -10000 0 -0.29 2 2
HPV-16 E6/E6AP/NFX1/SIN3/HDAC complex 0.016 0.057 -10000 0 -0.3 2 2
HDAC1 0.023 0.004 -10000 0 -10000 0 0
HDAC2 0.026 0.008 -10000 0 -10000 0 0
ATM 0.012 0.013 -10000 0 -10000 0 0
SMAD3 0.002 0.01 -10000 0 -10000 0 0
ABL1 0.023 0.003 -10000 0 -10000 0 0
MXD1 0.024 0.006 -10000 0 -10000 0 0
MRE11A 0.023 0.004 -10000 0 -10000 0 0
HUS1 0.023 0.005 -10000 0 -10000 0 0
RPS6KB1 0.023 0.003 -10000 0 -10000 0 0
TERT/NF kappa B1/14-3-3 0.05 0.13 -10000 0 -0.63 4 4
NR2F2 0.021 0.005 -10000 0 -10000 0 0
MAPK3 0 0.013 -10000 0 -10000 0 0
MAPK1 0 0.013 -10000 0 -10000 0 0
TGFB1/TGF beta receptor Type II 0.022 0.005 -10000 0 -10000 0 0
NFKB1 0.022 0.006 -10000 0 -10000 0 0
HNRNPC 0.022 0.006 -10000 0 -10000 0 0
DNA damage response signal transduction by p53 class mediator resulting in induction of apoptosis 0.012 0.013 -10000 0 -10000 0 0
NBN 0.023 0.005 -10000 0 -10000 0 0
EGFR 0.019 0.096 0.39 7 -0.59 6 13
mol:Oestrogen 0.001 0.001 -10000 0 -10000 0 0
EGF/EGFR 0.017 0.1 0.28 5 -0.46 13 18
MYC 0.022 0.009 -10000 0 -10000 0 0
IL2 0.023 0.009 -10000 0 -10000 0 0
KU 0.033 0.009 -10000 0 -10000 0 0
RAD50 0.022 0.007 -10000 0 -10000 0 0
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
TGFB1 0.022 0.005 -10000 0 -10000 0 0
TRF2/BLM 0.034 0.021 0.26 1 -10000 0 1
FRAP1 0 0 -10000 0 -10000 0 0
KU/TERT 0.055 0.11 -10000 0 -0.55 3 3
SP1/HDAC2 0.041 0.013 -10000 0 -10000 0 0
PINX1 0.021 0.008 -10000 0 -10000 0 0
Telomerase/EST1A 0.048 0.1 -10000 0 -0.54 2 2
Smad3/Myc 0.02 0.009 -10000 0 -10000 0 0
911 complex 0.036 0.021 -10000 0 -10000 0 0
IFNG 0.02 0.067 0.23 1 -0.58 4 5
Telomerase/PinX1 0.045 0.099 -10000 0 -0.54 2 2
Telomerase/AKT1/mTOR/p70S6K 0.019 0.096 -10000 0 -0.49 8 8
SIN3B 0.023 0.005 -10000 0 -10000 0 0
YWHAE 0.022 0.005 -10000 0 -10000 0 0
Telomerase/EST1B 0.047 0.099 -10000 0 -0.54 2 2
response to DNA damage stimulus 0.005 0.012 -10000 0 -10000 0 0
MRN complex/TRF2/Rap1 0.058 0.024 -10000 0 -10000 0 0
TRF2/WRN 0.028 0.016 -10000 0 -0.17 1 1
Telomerase/hnRNP C1/C2 0.047 0.1 -10000 0 -0.54 2 2
E2F1 0.025 0.008 -10000 0 -10000 0 0
ZNFX1 0.023 0.004 -10000 0 -10000 0 0
PIF1 0.032 0.042 0.23 15 -10000 0 15
NCL 0.023 0.004 -10000 0 -10000 0 0
DKC1 0.023 0.004 -10000 0 -10000 0 0
telomeric DNA binding 0 0 -10000 0 -10000 0 0
VEGFR1 specific signals

Figure S112.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S112.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
VEGFR1 homodimer/VEGFB homodimer 0.026 0.008 -10000 0 -10000 0 0
VEGFR1 homodimer/NRP1 0.01 0.003 -10000 0 -10000 0 0
mol:DAG 0.009 0.02 -10000 0 -10000 0 0
VEGFR1 homodimer/NRP1/VEGFR 121 0.023 0.008 -10000 0 -10000 0 0
CaM/Ca2+ 0.021 0.021 -10000 0 -10000 0 0
HIF1A 0.026 0.005 -10000 0 -10000 0 0
GAB1 0.022 0.006 -10000 0 -10000 0 0
AKT1 0.062 0.074 0.32 1 -10000 0 1
PLCG1 0.009 0.02 -10000 0 -10000 0 0
NOS3 0.039 0.053 0.3 1 -10000 0 1
CBL 0.023 0.004 -10000 0 -10000 0 0
mol:NO 0.045 0.07 0.42 4 -10000 0 4
FLT1 0.013 0.004 -10000 0 -10000 0 0
PGF 0.03 0.038 0.23 12 -10000 0 12
VEGFR1 homodimer/NRP2/VEGFR121 0.034 0.031 -10000 0 -0.34 1 1
CALM1 0.023 0.005 -10000 0 -10000 0 0
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
eNOS/Hsp90 0.047 0.065 -10000 0 -10000 0 0
endothelial cell proliferation 0.011 0.05 -10000 0 -10000 0 0
mol:Ca2+ 0.009 0.02 -10000 0 -10000 0 0
MAPK3 -0.009 0.038 0.35 2 -10000 0 2
MAPK1 -0.009 0.038 0.35 2 -10000 0 2
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
PLGF homodimer 0.03 0.038 0.23 12 -10000 0 12
PRKACA 0.023 0.005 -10000 0 -10000 0 0
RP11-342D11.1 0 0 -10000 0 -10000 0 0
CAV1 -0.14 0.27 -10000 0 -0.59 92 92
VEGFA homodimer 0.023 0.003 -10000 0 -10000 0 0
VEGFR1 homodimer/VEGFA homodimer 0.025 0.008 -10000 0 -10000 0 0
platelet activating factor biosynthetic process -0.01 0.037 0.33 2 -10000 0 2
PI3K 0.03 0.036 -10000 0 -10000 0 0
PRKCA -0.011 0.025 -10000 0 -10000 0 0
PRKCB -0.019 0.056 -10000 0 -10000 0 0
VEGFR1 homodimer/PLGF homodimer 0.029 0.026 -10000 0 -10000 0 0
VEGFA 0.023 0.003 -10000 0 -10000 0 0
VEGFB 0.024 0.002 -10000 0 -10000 0 0
mol:IP3 0.009 0.02 -10000 0 -10000 0 0
RASA1 0.011 0.02 -10000 0 -10000 0 0
NRP2 0.019 0.047 -10000 0 -0.59 2 2
VEGFR1 homodimer 0.013 0.004 -10000 0 -10000 0 0
VEGFB homodimer 0.024 0.002 -10000 0 -10000 0 0
NCK1 0.021 0.008 -10000 0 -10000 0 0
eNOS/Caveolin-1 -0.029 0.16 0.53 2 -0.45 8 10
PTPN11 0.024 0.002 -10000 0 -10000 0 0
mol:PI-3-4-5-P3 0.029 0.034 -10000 0 -10000 0 0
mol:L-citrulline 0.045 0.07 0.42 4 -10000 0 4
VEGFR1 homodimer/VEGFA homodimer/CBL/CD2AP 0.049 0.018 -10000 0 -10000 0 0
VEGFR1 homodimer/VEGFA homodimer/NCK1 0.033 0.017 -10000 0 -10000 0 0
CD2AP 0.023 0.004 -10000 0 -10000 0 0
PI3K/GAB1 0.034 0.039 -10000 0 -10000 0 0
PDPK1 0.059 0.088 0.34 1 -10000 0 1
VEGFR1 homodimer/VEGFA homodimer/SHP2 0.037 0.013 -10000 0 -10000 0 0
mol:NADP 0.045 0.07 0.42 4 -10000 0 4
HSP90AA1 0.022 0.005 -10000 0 -10000 0 0
ubiquitin-dependent protein catabolic process 0.047 0.017 -10000 0 -10000 0 0
VEGFR1 homodimer/NRP2 0.022 0.032 -10000 0 -0.36 2 2
p38 MAPK signaling pathway

Figure S113.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S113.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TRAF6/ASK1 0.017 0.011 -10000 0 -10000 0 0
TRAF2/ASK1 0.031 0.006 -10000 0 -10000 0 0
ATM 0.023 0.003 -10000 0 -10000 0 0
MAP2K3 -0.001 0.087 -10000 0 -0.33 9 9
response to stress 0 0 -10000 0 -10000 0 0
MAP2K6 0.002 0.074 -10000 0 -0.37 6 6
hyperosmotic response 0 0 -10000 0 -10000 0 0
response to oxidative stress 0 0 -10000 0 -10000 0 0
GADD45G 0.018 0.057 -10000 0 -0.59 3 3
TXN 0.006 0.001 -10000 0 -10000 0 0
CALM1 0.023 0.005 -10000 0 -10000 0 0
GADD45A 0.023 0.005 -10000 0 -10000 0 0
GADD45B 0.005 0.1 -10000 0 -0.59 10 10
MAP3K1 0.022 0.007 -10000 0 -10000 0 0
MAP3K6 0.023 0.005 -10000 0 -10000 0 0
MAP3K7 0.023 0.003 -10000 0 -10000 0 0
MAP3K4 0.023 0.004 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
ASK1/ASK2 0.033 0.008 -10000 0 -10000 0 0
TAK1/TAB family -0.004 0.024 -10000 0 -0.14 8 8
RAC1/OSM/MEKK3 0.044 0.01 -10000 0 -10000 0 0
TRAF2 0.023 0.004 -10000 0 -10000 0 0
RAC1/OSM/MEKK3/MKK3 0.018 0.076 -10000 0 -0.31 3 3
TRAF6 0.006 0.001 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
mol:LPS 0 0 -10000 0 -10000 0 0
CAMK2B 0.05 0.073 0.24 43 -10000 0 43
CCM2 0.023 0.004 -10000 0 -10000 0 0
CaM/Ca2+/CAMKIIB 0.045 0.045 0.24 3 -10000 0 3
MAPK11 0.022 0.006 -10000 0 -10000 0 0
response to DNA damage stimulus 0 0 -10000 0 -10000 0 0
CaM/Ca2+/CAMKIIB/ASK1 0.056 0.045 0.24 3 -10000 0 3
OSM/MEKK3 0.034 0.007 -10000 0 -10000 0 0
TAOK1 0.012 0.002 -10000 0 -10000 0 0
TAOK2 0.012 0.002 -10000 0 -10000 0 0
TAOK3 0.012 0.002 -10000 0 -10000 0 0
MAP3K7IP1 0 0 -10000 0 -10000 0 0
MAPK14 0.023 0.003 -10000 0 -10000 0 0
MAP3K7IP2 0 0 -10000 0 -10000 0 0
MAP3K5 0.023 0.003 -10000 0 -10000 0 0
MAP3K10 0.022 0.007 -10000 0 -10000 0 0
MAP3K3 0.023 0.003 -10000 0 -10000 0 0
TRX/ASK1 0.02 0.014 -10000 0 -10000 0 0
GADD45/MTK1/MTK1 0.038 0.073 -10000 0 -0.32 13 13
Circadian rhythm pathway

Figure S114.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S114.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
chromatin modification 0.038 0.026 -10000 0 -10000 0 0
CLOCK 0.023 0.007 -10000 0 -10000 0 0
TIMELESS/CRY2 0.035 0.016 -10000 0 -10000 0 0
DEC1/BMAL1 0.041 0.035 -10000 0 -10000 0 0
ATR 0.019 0.009 -10000 0 -10000 0 0
NR1D1 0.016 0.006 -10000 0 -10000 0 0
ARNTL 0.025 0.004 -10000 0 -10000 0 0
TIMELESS 0.016 0.006 -10000 0 -10000 0 0
NPAS2 0.025 0.003 -10000 0 -10000 0 0
CRY2 0.023 0.004 -10000 0 -10000 0 0
mol:CO -0.006 0 -10000 0 -10000 0 0
CHEK1 0.024 0.012 0.23 1 -10000 0 1
mol:HEME 0.006 0 -10000 0 -10000 0 0
PER1 0.019 0.047 -10000 0 -0.59 2 2
BMAL/CLOCK/NPAS2 0.05 0.018 -10000 0 -10000 0 0
BMAL1/CLOCK 0.022 0.052 -10000 0 -10000 0 0
S phase of mitotic cell cycle 0.038 0.026 -10000 0 -10000 0 0
TIMELESS/CHEK1/ATR 0.038 0.026 -10000 0 -10000 0 0
mol:NADPH 0.006 0 -10000 0 -10000 0 0
PER1/TIMELESS 0.031 0.03 -10000 0 -10000 0 0
PER1-2 / CRY1-2 0 0 -10000 0 -10000 0 0
DEC1 0.033 0.05 0.23 21 -10000 0 21
Arf6 downstream pathway

Figure S115.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S115.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PLAUR 0.018 0.018 -10000 0 -10000 0 0
regulation of axonogenesis -0.005 0.023 0.24 1 -10000 0 1
myoblast fusion -0.027 0.036 0.34 1 -10000 0 1
mol:GTP 0.016 0.028 -10000 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion -0.047 0.027 -10000 0 -10000 0 0
ARF1/GTP 0.028 0.026 -10000 0 -10000 0 0
mol:GM1 0.007 0.021 -10000 0 -10000 0 0
mol:Choline 0.005 0.02 0.23 2 -10000 0 2
lamellipodium assembly 0.009 0.049 -10000 0 -0.33 6 6
MAPK3 0.018 0.018 -10000 0 -10000 0 0
ARF6/GTP/NME1/Tiam1 0.048 0.028 -10000 0 -10000 0 0
ARF1 0.023 0.004 -10000 0 -10000 0 0
ARF6/GDP 0.027 0.036 -10000 0 -0.34 1 1
ARF1/GDP 0.027 0.046 -10000 0 -0.28 2 2
ARF6 0.031 0.011 -10000 0 -10000 0 0
RAB11A 0.024 0.002 -10000 0 -10000 0 0
TIAM1 0.024 0.006 -10000 0 -10000 0 0
fibronectin binding 0 0 -10000 0 -10000 0 0
MAPK1 0.018 0.017 -10000 0 -10000 0 0
actin filament bundle formation -0.026 0.042 0.3 1 -10000 0 1
KALRN 0.009 0.026 -10000 0 -0.31 2 2
RAB11FIP3/RAB11A 0.034 0.007 -10000 0 -10000 0 0
RhoA/GDP 0.027 0.042 -10000 0 -0.3 1 1
NME1 0.025 0.012 0.23 1 -10000 0 1
Rac1/GDP 0.028 0.043 -10000 0 -0.3 1 1
substrate adhesion-dependent cell spreading 0.016 0.028 -10000 0 -10000 0 0
cortical actin cytoskeleton organization 0.009 0.049 -10000 0 -0.33 6 6
RAC1 0.023 0.004 -10000 0 -10000 0 0
liver development 0.016 0.028 -10000 0 -10000 0 0
ARF6/GTP 0.016 0.028 -10000 0 -10000 0 0
RhoA/GTP 0.026 0.025 -10000 0 -10000 0 0
mol:GDP 0.008 0.03 -10000 0 -10000 0 0
ARF6/GTP/RAB11FIP3/RAB11A 0.041 0.027 -10000 0 -10000 0 0
RHOA 0.021 0.008 -10000 0 -10000 0 0
PLD1 0.01 0.027 0.28 2 -10000 0 2
RAB11FIP3 0.023 0.005 -10000 0 -10000 0 0
tube morphogenesis 0.009 0.049 -10000 0 -0.33 6 6
ruffle organization 0.005 0.023 -10000 0 -0.24 1 1
regulation of epithelial cell migration 0.016 0.028 -10000 0 -10000 0 0
PLD2 0.016 0.02 -10000 0 -10000 0 0
PIP5K1A 0.005 0.023 -10000 0 -0.24 1 1
mol:Phosphatidic acid 0.005 0.02 0.23 2 -10000 0 2
Rac1/GTP 0.009 0.049 -10000 0 -0.33 6 6
Insulin-mediated glucose transport

Figure S116.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S116.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Insulin responsive Vesicles 0.045 0.1 -10000 0 -0.38 5 5
CaM/Ca2+ 0.017 0.004 -10000 0 -10000 0 0
AKT1 0.022 0.006 -10000 0 -10000 0 0
AKT2 0.022 0.006 -10000 0 -10000 0 0
STXBP4 0.024 0.002 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
mol:glucose 0.034 0.11 0.24 1 -0.38 9 10
YWHAZ 0.022 0.005 -10000 0 -10000 0 0
CALM1 0.023 0.005 -10000 0 -10000 0 0
YWHAQ 0.023 0.005 -10000 0 -10000 0 0
TBC1D4 0.009 0.003 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
YWHAH 0.023 0.005 -10000 0 -10000 0 0
YWHAB 0.023 0.004 -10000 0 -10000 0 0
SNARE/Synip 0.044 0.014 -10000 0 -10000 0 0
YWHAG 0.023 0.004 -10000 0 -10000 0 0
ASIP 0.022 0.016 0.23 2 -10000 0 2
PRKCI 0.013 0.012 -10000 0 -10000 0 0
AS160/CaM/Ca2+ 0.017 0.004 -10000 0 -10000 0 0
RHOQ 0.022 0.006 -10000 0 -10000 0 0
GYS1 0.007 0.003 -10000 0 -10000 0 0
PRKCZ 0.022 0.005 -10000 0 -10000 0 0
TRIP10 0.023 0.005 -10000 0 -10000 0 0
TC10/GTP/CIP4/Exocyst 0.029 0.01 -10000 0 -10000 0 0
AS160/14-3-3 0.02 0.039 -10000 0 -10000 0 0
VAMP2 0.022 0.006 -10000 0 -10000 0 0
SLC2A4 0.033 0.12 -10000 0 -0.42 9 9
STX4 0.023 0.003 -10000 0 -10000 0 0
GSK3B 0.014 0.007 -10000 0 -10000 0 0
SFN 0.036 0.067 0.23 27 -0.45 2 29
LNPEP 0.022 0.007 -10000 0 -10000 0 0
YWHAE 0.022 0.005 -10000 0 -10000 0 0
Paxillin-independent events mediated by a4b1 and a4b7

Figure S117.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S117.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PTK2 0.015 0.026 -10000 0 -0.32 2 2
CRKL 0.023 0.005 -10000 0 -10000 0 0
Rac1/GDP 0.017 0.003 -10000 0 -10000 0 0
DOCK1 0.023 0.005 -10000 0 -10000 0 0
ITGA4 0.023 0.004 -10000 0 -10000 0 0
alpha4/beta7 Integrin/MAdCAM1 0.05 0.038 -10000 0 -0.35 2 2
EPO 0.026 0.032 0.23 8 -10000 0 8
alpha4/beta7 Integrin 0.031 0.036 -10000 0 -0.44 2 2
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0.022 0.005 -10000 0 -10000 0 0
alpha4/beta1 Integrin 0.033 0.009 -10000 0 -10000 0 0
EPO/EPOR (dimer) 0.035 0.024 -10000 0 -10000 0 0
lamellipodium assembly 0.051 0.11 -10000 0 -0.58 6 6
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
PI3K 0.017 0.018 -10000 0 -10000 0 0
ARF6 0.023 0.005 -10000 0 -10000 0 0
JAK2 0.018 0.011 -10000 0 -10000 0 0
PXN 0.023 0.003 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
MADCAM1 0.023 0.012 0.23 1 -10000 0 1
cell adhesion 0.048 0.037 -10000 0 -0.34 2 2
CRKL/CBL 0.033 0.009 -10000 0 -10000 0 0
ITGB1 0.023 0.005 -10000 0 -10000 0 0
SRC -0.008 0.041 -10000 0 -0.35 2 2
ITGB7 0.02 0.046 -10000 0 -0.59 2 2
RAC1 0.023 0.004 -10000 0 -10000 0 0
alpha4/beta1 Integrin/VCAM1 0.042 0.036 -10000 0 -0.38 2 2
p130Cas/Crk/Dock1 0.028 0.039 -10000 0 -0.31 2 2
VCAM1 0.021 0.049 0.23 2 -0.59 2 4
RHOA 0.021 0.008 -10000 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/GIT1 0.056 0.017 -10000 0 -10000 0 0
BCAR1 -0.009 0.041 -10000 0 -0.33 2 2
EPOR 0.023 0.004 -10000 0 -10000 0 0
mol:GDP 0 0 -10000 0 -10000 0 0
CBL 0.023 0.004 -10000 0 -10000 0 0
GIT1 0.023 0.003 -10000 0 -10000 0 0
Rac1/GTP 0.051 0.11 -10000 0 -0.61 6 6
S1P5 pathway

Figure S118.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S118.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
mol:S1P 0 0 -10000 0 -10000 0 0
telencephalon oligodendrocyte cell migration -0.016 0.057 0.27 3 -10000 0 3
GNAI2 0.021 0.008 -10000 0 -10000 0 0
S1P/S1P5/G12 0.03 0.025 -10000 0 -0.38 1 1
mol:GDP 0 0 -10000 0 -10000 0 0
GNAO1 0.022 0.037 0.23 2 -0.59 1 3
RhoA/GTP 0.017 0.058 -10000 0 -0.27 3 3
negative regulation of cAMP metabolic process 0.016 0.042 -10000 0 -0.26 5 5
GNAZ 0.015 0.066 -10000 0 -0.59 4 4
GNAI3 0.023 0.005 -10000 0 -10000 0 0
GNA12 0.023 0.005 -10000 0 -10000 0 0
S1PR5 0.022 0.037 0.23 2 -0.59 1 3
mol:GTP 0 0 -10000 0 -10000 0 0
S1P/S1P5/Gi 0.016 0.043 -10000 0 -0.26 5 5
RhoA/GDP 0.016 0.006 -10000 0 -10000 0 0
RHOA 0.021 0.008 -10000 0 -10000 0 0
GNAI1 0.021 0.033 -10000 0 -0.59 1 1
Signaling mediated by p38-gamma and p38-delta

Figure S119.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S119.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
EEF2K -0.009 0.003 -10000 0 -10000 0 0
SNTA1 0.023 0.005 -10000 0 -10000 0 0
response to hypoxia 0 0 -10000 0 -10000 0 0
STMN1 -0.009 0.004 -10000 0 -10000 0 0
MAPK12 0 0.019 0.2 3 -10000 0 3
CCND1 0.003 0.061 -10000 0 -0.43 6 6
p38 gamma/SNTA1 0.022 0.037 -10000 0 -10000 0 0
MAP2K3 0.022 0.006 -10000 0 -10000 0 0
PKN1 0.023 0.005 -10000 0 -10000 0 0
G2/M transition checkpoint 0.004 0.037 0.2 11 -10000 0 11
MAP2K6 0.004 0.003 -10000 0 -10000 0 0
MAPT 0.004 0.054 0.18 1 -0.34 5 6
MAPK13 0.01 0.003 -10000 0 -10000 0 0
hyperosmotic response 0 0 -10000 0 -10000 0 0
ZAK 0.011 0.003 -10000 0 -10000 0 0
Paxillin-dependent events mediated by a4b1

Figure S120.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S120.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CRKL 0.023 0.005 -10000 0 -10000 0 0
Rac1/GDP 0.022 0.008 -10000 0 -10000 0 0
DOCK1 0.023 0.005 -10000 0 -10000 0 0
ITGA4 0.023 0.004 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
alpha4/beta7 Integrin 0.031 0.036 -10000 0 -0.44 2 2
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0.022 0.005 -10000 0 -10000 0 0
alpha4/beta1 Integrin 0.044 0.014 -10000 0 -10000 0 0
alpha4/beta7 Integrin/Paxillin 0.034 0.031 -10000 0 -0.35 2 2
lamellipodium assembly -0.011 0.096 -10000 0 -0.38 15 15
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
PI3K 0.017 0.018 -10000 0 -10000 0 0
ARF6 0.023 0.005 -10000 0 -10000 0 0
TLN1 0.021 0.008 -10000 0 -10000 0 0
PXN 0.01 0.002 -10000 0 -10000 0 0
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
ARF6/GTP 0.044 0.018 -10000 0 -10000 0 0
cell adhesion 0.041 0.02 -10000 0 -10000 0 0
CRKL/CBL 0.033 0.009 -10000 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin 0.035 0.012 -10000 0 -10000 0 0
ITGB1 0.023 0.005 -10000 0 -10000 0 0
ITGB7 0.02 0.046 -10000 0 -0.59 2 2
ARF6/GDP 0.022 0.008 -10000 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/VCAM1 0.044 0.035 -10000 0 -0.33 2 2
p130Cas/Crk/Dock1 0.042 0.016 -10000 0 -10000 0 0
VCAM1 0.021 0.049 0.23 2 -0.59 2 4
alpha4/beta1 Integrin/Paxillin/Talin 0.042 0.021 -10000 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/GIT1 0.047 0.017 -10000 0 -10000 0 0
BCAR1 0.022 0.006 -10000 0 -10000 0 0
mol:GDP -0.045 0.016 -10000 0 -10000 0 0
CBL 0.023 0.004 -10000 0 -10000 0 0
PRKACA 0.023 0.005 -10000 0 -10000 0 0
GIT1 0.023 0.003 -10000 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/Talin/Actin Cytoskeleton 0.042 0.021 -10000 0 -10000 0 0
Rac1/GTP -0.013 0.11 -10000 0 -0.43 15 15
Arf6 trafficking events

Figure S121.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S121.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
SLC2A4 0.019 0.047 -10000 0 -0.59 2 2
CLTC 0.023 0.058 -10000 0 -0.34 7 7
calcium ion-dependent exocytosis 0.007 0.023 -10000 0 -0.24 1 1
Dynamin 2/GTP 0.021 0.007 -10000 0 -10000 0 0
EXOC4 0.023 0.004 -10000 0 -10000 0 0
CD59 0.005 0.038 -10000 0 -0.32 4 4
CPE 0.009 0.022 -10000 0 -0.38 1 1
CTNNB1 0.021 0.007 -10000 0 -10000 0 0
membrane fusion 0.008 0.017 -10000 0 -10000 0 0
CTNND1 -0.006 0.03 0.18 9 -10000 0 9
DNM2 0.023 0.005 -10000 0 -10000 0 0
mol:PI-4-5-P2 0.006 0.034 0.25 1 -0.26 1 2
TSHR 0.012 0.015 -10000 0 -10000 0 0
INS 0.008 0.082 -10000 0 -0.51 8 8
BIN1 0.022 0.033 -10000 0 -0.59 1 1
mol:Choline 0.008 0.017 -10000 0 -10000 0 0
growth hormone secretagogue receptor activity 0 0 -10000 0 -10000 0 0
mol:GDP 0.011 0.005 -10000 0 -10000 0 0
membrane depolarization 0 0 -10000 0 -10000 0 0
ARF6 0.023 0.005 -10000 0 -10000 0 0
mol:Ca2+ 0.021 0.006 -10000 0 -10000 0 0
JUP 0.005 0.038 -10000 0 -0.32 4 4
ASAP2/amphiphysin II 0.041 0.024 -10000 0 -0.33 1 1
ARF6/GTP 0.017 0.004 -10000 0 -10000 0 0
CDH1 0.005 0.044 -10000 0 -0.43 3 3
clathrin-independent pinocytosis 0.017 0.004 -10000 0 -10000 0 0
MAPK8IP3 0.023 0.004 -10000 0 -10000 0 0
positive regulation of endocytosis 0.017 0.004 -10000 0 -10000 0 0
EXOC2 0.023 0.004 -10000 0 -10000 0 0
substrate adhesion-dependent cell spreading 0.013 0.036 -10000 0 -0.31 2 2
insulin receptor binding 0 0 -10000 0 -10000 0 0
SPAG9 0.023 0.003 -10000 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion -0.032 0.05 0.31 3 -10000 0 3
positive regulation of phagocytosis 0.011 0.003 -10000 0 -10000 0 0
ARF6/GTP/JIP3 0.03 0.008 -10000 0 -10000 0 0
ACAP1 0.01 0.018 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
CHRM2 -0.043 0.096 -10000 0 -0.41 4 4
clathrin heavy chain/ACAP1 0.007 0.045 0.24 1 -0.35 2 3
JIP4/KLC1 0.042 0.013 -10000 0 -10000 0 0
EXOC1 0.022 0.006 -10000 0 -10000 0 0
exocyst 0.013 0.037 -10000 0 -0.32 2 2
RALA/GTP 0.017 0.003 -10000 0 -10000 0 0
ARF6/GTP/ARF6/GTP/JIP4/Dynactin Complex 0.031 0.007 -10000 0 -10000 0 0
receptor recycling 0.017 0.004 -10000 0 -10000 0 0
CTNNA1 -0.006 0.029 0.18 8 -10000 0 8
NME1 0.011 0.005 -10000 0 -10000 0 0
clathrin coat assembly 0.025 0.059 -10000 0 -0.33 7 7
IL2RA 0.006 0.032 -10000 0 -0.3 3 3
VAMP3 0.011 0.003 -10000 0 -10000 0 0
GLUT4/clathrin heavy chain/ACAP1 0.033 0.054 -10000 0 -0.3 3 3
EXOC6 0.022 0.005 -10000 0 -10000 0 0
PLD1 0.007 0.015 0.18 2 -10000 0 2
PLD2 0.01 0.009 -10000 0 -10000 0 0
EXOC5 0.023 0.004 -10000 0 -10000 0 0
PIP5K1C 0.006 0.029 -10000 0 -0.26 1 1
SDC1 0.005 0.041 -10000 0 -0.32 4 4
ARF6/GDP 0.02 0.006 -10000 0 -10000 0 0
EXOC7 0.023 0.004 -10000 0 -10000 0 0
E-cadherin/beta catenin 0.034 0.052 -10000 0 -0.32 3 3
mol:Phosphatidic acid 0.008 0.017 -10000 0 -10000 0 0
endocytosis -0.039 0.023 0.32 1 -10000 0 1
SCAMP2 0.024 0.001 -10000 0 -10000 0 0
ADRB2 -0.058 0.14 -10000 0 -0.42 8 8
EXOC3 0.019 0.01 -10000 0 -10000 0 0
ASAP2 0.023 0.005 -10000 0 -10000 0 0
Dynamin 2/GDP 0.024 0.008 -10000 0 -10000 0 0
KLC1 0.022 0.006 -10000 0 -10000 0 0
AVPR2 -0.055 0.15 0.26 1 -0.42 13 14
RALA 0.023 0.004 -10000 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin 0.029 0.048 -10000 0 -0.32 1 1
Class IB PI3K non-lipid kinase events

Figure S122.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S122.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
cAMP biosynthetic process -0.021 0.033 0.59 1 -10000 0 1
PI3K Class IB/PDE3B 0.021 0.033 -10000 0 -0.59 1 1
PDE3B 0.021 0.033 -10000 0 -0.59 1 1
Regulation of cytoplasmic and nuclear SMAD2/3 signaling

Figure S123.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S123.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
SMAD4 0.023 0.005 -9999 0 -10000 0 0
SMAD2 0.003 0.044 -9999 0 -0.25 1 1
SMAD3 0.021 0.028 -9999 0 -10000 0 0
SMAD3/SMAD4 0.029 0.04 -9999 0 -0.29 3 3
SMAD4/Ubc9/PIASy 0.043 0.015 -9999 0 -10000 0 0
SMAD2/SMAD2/SMAD4 0.039 0.057 -9999 0 -10000 0 0
PPM1A 0.023 0.004 -9999 0 -10000 0 0
CALM1 0.023 0.005 -9999 0 -10000 0 0
SMAD2/SMAD4 0.01 0.054 -9999 0 -0.26 2 2
MAP3K1 0.022 0.007 -9999 0 -10000 0 0
TRAP-1/SMAD4 0.033 0.008 -9999 0 -10000 0 0
MAPK3 0.023 0.003 -9999 0 -10000 0 0
MAPK1 0.022 0.006 -9999 0 -10000 0 0
NUP214 0.023 0.003 -9999 0 -10000 0 0
CTDSP1 0.023 0.005 -9999 0 -10000 0 0
CTDSP2 0.023 0.003 -9999 0 -10000 0 0
CTDSPL 0.021 0.007 -9999 0 -10000 0 0
KPNB1 0.023 0.003 -9999 0 -10000 0 0
TGFBRAP1 0.023 0.003 -9999 0 -10000 0 0
UBE2I 0.023 0.004 -9999 0 -10000 0 0
NUP153 0.023 0.004 -9999 0 -10000 0 0
KPNA2 0.023 0.003 -9999 0 -10000 0 0
PIAS4 0.023 0.005 -9999 0 -10000 0 0
PLK2 and PLK4 events

Figure S124.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S124.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PLK2 0.022 0.007 -10000 0 -9999 0 0
PLK4 0.023 0.012 0.23 1 -9999 0 1
regulation of centriole replication 0.009 0.005 -10000 0 -9999 0 0
a4b1 and a4b7 Integrin signaling

Figure S125.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S125.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ITGB1 0.023 0.005 -9999 0 -10000 0 0
ITGB7 0.02 0.046 -9999 0 -0.59 2 2
ITGA4 0.023 0.004 -9999 0 -10000 0 0
alpha4/beta7 Integrin 0.031 0.036 -9999 0 -0.44 2 2
alpha4/beta1 Integrin 0.033 0.009 -9999 0 -10000 0 0
Atypical NF-kappaB pathway

Figure S126.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S126.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BCL3/RelA 0.033 0.008 -10000 0 -10000 0 0
FBXW11 0.022 0.007 -10000 0 -10000 0 0
NF kappa B1 p50/c-Rel 0.019 0.011 -10000 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha 0.026 0.039 -10000 0 -10000 0 0
NFKBIA 0.013 0.025 -10000 0 -0.23 1 1
MAPK14 0.023 0.003 -10000 0 -10000 0 0
NF kappa B1 p105/p50 0.02 0.01 -10000 0 -10000 0 0
ARRB2 0.011 0.003 -10000 0 -10000 0 0
REL 0.021 0.007 -10000 0 -10000 0 0
response to oxidative stress 0 0 -10000 0 -10000 0 0
BCL3/NF kappa B1 p50 0.021 0.01 -10000 0 -10000 0 0
response to UV 0 0 -10000 0 -10000 0 0
NF kappa B1 p105/RelA 0.022 0.009 -10000 0 -10000 0 0
PIK3CA 0.013 0.012 -10000 0 -10000 0 0
NF kappa B1 p50 dimer 0.019 0.034 0.42 2 -10000 0 2
PIK3R1 0.022 0.007 -10000 0 -10000 0 0
NFKB1 0.011 0.031 0.59 1 -10000 0 1
RELA 0.024 0.001 -10000 0 -10000 0 0
positive regulation of anti-apoptosis 0.021 0.036 0.25 1 -0.24 1 2
NF kappa B1 p50/RelA/I kappa B alpha/beta Arrestin2 0.026 0.041 -10000 0 -10000 0 0
SRC 0.023 0.005 -10000 0 -10000 0 0
PI3K 0.017 0.018 -10000 0 -10000 0 0
NF kappa B1 p50/RelA 0.021 0.036 0.25 1 -0.24 1 2
IKBKB 0.023 0.021 0.39 1 -10000 0 1
beta TrCP1/SCF ubiquitin ligase complex 0.022 0.007 -10000 0 -10000 0 0
SYK 0.023 0.004 -10000 0 -10000 0 0
I kappa B alpha/PIK3R1 0.026 0.035 -10000 0 -10000 0 0
cell death 0.025 0.04 -10000 0 -10000 0 0
NF kappa B1 p105/c-Rel 0.019 0.011 -10000 0 -10000 0 0
LCK 0.021 0.033 -10000 0 -0.59 1 1
BCL3 0.023 0.005 -10000 0 -10000 0 0
Sumoylation by RanBP2 regulates transcriptional repression

Figure S127.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S127.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HDAC1 0.023 0.004 -10000 0 -9999 0 0
Ran/GTP/Exportin 1/HDAC4 -0.007 0.006 -10000 0 -9999 0 0
MDM2/SUMO1 0.032 0.028 -10000 0 -9999 0 0
HDAC4 0.023 0.004 -10000 0 -9999 0 0
Ran/GTP/Exportin 1/HDAC1 -0.007 0.006 -10000 0 -9999 0 0
SUMO1 0.023 0.005 -10000 0 -9999 0 0
NPC/RanGAP1/SUMO1 0.008 0.011 -10000 0 -9999 0 0
mol:GTP 0 0 -10000 0 -9999 0 0
XPO1 0.006 0.003 -10000 0 -9999 0 0
EntrezGene:23636 0 0 -10000 0 -9999 0 0
RAN 0.023 0.003 -10000 0 -9999 0 0
EntrezGene:8021 0 0 -10000 0 -9999 0 0
RANBP2 0.024 0.002 -10000 0 -9999 0 0
SUMO1/HDAC4 0.034 0.025 -10000 0 -9999 0 0
SUMO1/HDAC1 0.033 0.027 -10000 0 -9999 0 0
RANGAP1 0.023 0.004 -10000 0 -9999 0 0
MDM2/SUMO1/SUMO1 0.053 0.02 -10000 0 -9999 0 0
NPC/RanGAP1/SUMO1/RanBP2/Ubc9 0.011 0.004 -10000 0 -9999 0 0
Ran/GTP 0.024 0.026 -10000 0 -9999 0 0
EntrezGene:23225 0 0 -10000 0 -9999 0 0
MDM2 0.023 0.004 -10000 0 -9999 0 0
UBE2I 0.023 0.004 -10000 0 -9999 0 0
Ran/GTP/Exportin 1 0.036 0.055 0.25 2 -9999 0 2
NPC 0.014 0.001 -10000 0 -9999 0 0
PIAS2 0.022 0.006 -10000 0 -9999 0 0
PIAS1 0.024 0.002 -10000 0 -9999 0 0
EntrezGene:9972 0 0 -10000 0 -9999 0 0
Rapid glucocorticoid signaling

Figure S128.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S128.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Gs family/GDP/Gbeta gamma 0.034 0.041 -10000 0 -0.32 4 4
MAPK9 0.005 0.002 -10000 0 -10000 0 0
adrenocorticotropin secretion -0.008 0.008 -10000 0 -10000 0 0
GNB1/GNG2 0.027 0.032 -10000 0 -0.38 2 2
GNB1 0.022 0.005 -10000 0 -10000 0 0
regulation of calcium ion transport via voltage-gated calcium channel activity 0 0 -10000 0 -10000 0 0
mol:GDP 0 0 -10000 0 -10000 0 0
MAPK14 0.006 0.001 -10000 0 -10000 0 0
Gs family/GTP 0.013 0.027 -10000 0 -0.34 2 2
EntrezGene:2778 0 0 -10000 0 -10000 0 0
vasopressin secretion 0 0 -10000 0 -10000 0 0
G-protein coupled receptor activity 0 0 -10000 0 -10000 0 0
ChemicalAbstracts:86-01-1 0 0 -10000 0 -10000 0 0
glutamate secretion 0.001 0.007 0.087 2 -10000 0 2
GNAL 0.02 0.047 -10000 0 -0.59 2 2
GNG2 0.019 0.047 -10000 0 -0.59 2 2
CRH 0.019 0.016 0.23 2 -10000 0 2
mol:cortisol 0 0 -10000 0 -10000 0 0
MAPK8 0.006 0.001 -10000 0 -10000 0 0
MAPK11 0.006 0.001 -10000 0 -10000 0 0
E-cadherin signaling events

Figure S129.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S129.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
E-cadherin/beta catenin-gamma catenin 0.041 0.028 -9999 0 -0.38 1 1
E-cadherin/beta catenin 0.03 0.028 -9999 0 -0.44 1 1
CTNNB1 0.021 0.007 -9999 0 -10000 0 0
JUP 0.023 0.003 -9999 0 -10000 0 0
CDH1 0.021 0.033 -9999 0 -0.59 1 1
Arf1 pathway

Figure S130.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S130.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
coatomer protein complex 0.006 0.019 -10000 0 -10000 0 0
EntrezGene:79658 0 0 -10000 0 -10000 0 0
ARF1/GDP/Membrin/GBF1/p115/Brefeldin A 0.011 0.033 -10000 0 -0.16 3 3
AP2 0.019 0.022 0.27 1 -10000 0 1
mol:DAG 0 0 -10000 0 -10000 0 0
Arfaptin 2/Rac/GTP 0.031 0.008 -10000 0 -10000 0 0
CLTB 0.022 0.007 -10000 0 -10000 0 0
coatomer protein complex/ARF1/GTP/ER cargo protein 0.013 0.007 -10000 0 -10000 0 0
CD4 0.015 0.066 -10000 0 -0.59 4 4
CLTA 0.021 0.008 -10000 0 -10000 0 0
mol:GTP -0.002 0.002 -10000 0 -10000 0 0
ARFGAP1 0.005 0.001 -10000 0 -10000 0 0
mol:PI-4-5-P2 0.005 0.01 -10000 0 -10000 0 0
ARF1/GTP 0.027 0.011 -10000 0 -10000 0 0
coatomer protein complex/ARF1/GTP/ARF-GAP1/ER cargo protein 0.007 0.004 -10000 0 -10000 0 0
mol:Choline 0.005 0.01 -10000 0 -10000 0 0
mol:GDP 0 0 -10000 0 -10000 0 0
ARF1 0.023 0.007 -10000 0 -10000 0 0
DDEF1 0.004 0.01 -10000 0 -10000 0 0
ARF1/GDP 0.003 0.014 -10000 0 -10000 0 0
AP2M1 0.014 0.023 0.39 1 -10000 0 1
EntrezGene:1313 0 0 -10000 0 -10000 0 0
actin filament polymerization 0.01 0.005 -10000 0 -10000 0 0
Rac/GTP 0.018 0.005 -10000 0 -10000 0 0
ARF1/GTP/GGA3/ARF-GAP1 0.032 0.011 -10000 0 -10000 0 0
ARFIP2 0.02 0.012 -10000 0 -10000 0 0
COPA 0.023 0.005 -10000 0 -10000 0 0
RAC1 0.023 0.004 -10000 0 -10000 0 0
ARF1/GTP/coatomer protein complex 0.01 0.039 -10000 0 -0.21 3 3
ARF1/GTP/ARHGAP10 0.015 0.006 -10000 0 -10000 0 0
GGA3 0.023 0.004 -10000 0 -10000 0 0
ARF1/GTP/Membrin 0.02 0.022 -10000 0 -0.24 2 2
AP2A1 0.023 0.004 -10000 0 -10000 0 0
coatomer protein complex/ARF1/GTP/ARF-GAP1 0 0.044 -10000 0 -0.21 6 6
ARF1/GDP/Membrin 0.021 0.025 -10000 0 -0.26 2 2
Arfaptin 2/Rac/GDP 0.03 0.009 -10000 0 -10000 0 0
CYTH2 0.025 0.006 -10000 0 -10000 0 0
ARF1/GTP/GGA3 0.031 0.01 -10000 0 -10000 0 0
mol:ATP 0 0 -10000 0 -10000 0 0
Rac/GDP 0.017 0.003 -10000 0 -10000 0 0
mol:Brefeldin A 0 0 -10000 0 -10000 0 0
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex/Coatomer protein complex/ARF1/GTP 0.009 0.025 -10000 0 -0.23 2 2
PLD2 0.005 0.01 -10000 0 -10000 0 0
ARF-GAP1/v-SNARE 0.005 0.001 -10000 0 -10000 0 0
PIP5K1A 0.005 0.01 -10000 0 -10000 0 0
ARF1/GTP/Membrin/GBF1/p115 0.015 0.02 -10000 0 -10000 0 0
mol:Phosphatic acid 0 0 -10000 0 -10000 0 0
mol:Phosphatidic acid 0.005 0.01 -10000 0 -10000 0 0
KDEL Receptor/Ligand/ARF-GAP1 0.005 0.001 -10000 0 -10000 0 0
GOSR2 0.009 0.026 -10000 0 -0.32 2 2
USO1 0.005 0.044 -10000 0 -0.32 6 6
GBF1 0.001 0.056 -10000 0 -0.32 10 10
ARF1/GTP/Arfaptin 2 0.031 0.011 -10000 0 -10000 0 0
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex 0.022 0.034 0.26 1 -10000 0 1
Alternative NF-kappaB pathway

Figure S131.  Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S131.  Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
IKK alpha homodimer 0.033 0.009 -10000 0 -9999 0 0
FBXW11 0.022 0.007 -10000 0 -9999 0 0
proteasomal ubiquitin-dependent protein catabolic process 0 0 -10000 0 -9999 0 0
beta TrCP1/SCF ubiquitin ligase complex 0.022 0.007 -10000 0 -9999 0 0
CHUK 0.023 0.005 -10000 0 -9999 0 0
NF kappa B2 p100/RelB 0.062 0.027 -10000 0 -9999 0 0
NFKB1 0.022 0.006 -10000 0 -9999 0 0
MAP3K14 0.023 0.003 -10000 0 -9999 0 0
NF kappa B1 p50/RelB 0.033 0.016 0.27 1 -9999 0 1
RELB 0.024 0.02 0.39 1 -9999 0 1
NFKB2 0.023 0.005 -10000 0 -9999 0 0
NF kappa B2 p52/RelB 0.03 0.014 0.24 1 -9999 0 1
regulation of B cell activation 0.03 0.014 0.24 1 -9999 0 1
Inferred Pathway Levels Matrix

Table 3.  Get Full Table First 10 out of 7202 rows and 4 out of 345 columns in the PARADIGM inferred pathway levels matrix.

pid_entity TCGA.98.8023 TCGA.98.8022 TCGA.98.8021 TCGA.98.8020
109_MAP3K5 0.023 -0.01 0.023 0.023
47_PPARGC1A 0.024 0.024 0.024 0.024
105_BMP4 0.024 0.024 0.024 0.024
105_BMP6 0.024 0.024 0.024 0.024
105_BMP7 0.024 0.024 0.23 0.024
105_BMP2 0.024 0.024 0 0.024
131_RELN/VLDLR 0.061 0.061 0.061 0.061
30_TGFB1/TGF beta receptor Type II 0.023 0.022 0.023 0.023
84_STAT5B 0.027 0.028 0.027 0.11
84_STAT5A 0.027 0.028 0.027 0.11
Methods & Data
Input
  • Expression Data Normalization = Normal controls were used to median center the expression data used in this analysis.

  • mRNASeq Expression File Used = /xchip/cga/gdac-prod/tcga-gdac/jobResults/mRNAseq_preprocessor/LUSC-TP/3353194/LUSC-TP.uncv2.mRNAseq_RSEM_normalized_log2_PARADIGM.txt

  • Copy Number File Used = /xchip/cga/gdac-prod/tcga-gdac/jobResults/Gistic2_Analysis/LUSC-TP/3471926/all_data_by_genes.txt

Data Sets and Pathway Interactions

Both copy number and expression data are incorporated into PARADIGM's inference. Whenever normal tissue controls are available for analysis in the expression data, each patient's gene-value is normalized by subtracting the gene's median level observed in the normal control. Copy number data is also normalized to reflect the difference in copy number between a gene's levels detected in tumor versus control (e.g. blood normal). The collection of pathways used by PARADIGM includes those from NCI-PID on September 15, 2009 containing 131 pathways, 11,563 interactions, and 7,204 entities. All gene identifiers were translated into HUGO standard identifiers wherever possible. We refer to molecular entities as "concepts," which include gene products such as proteins and miRNAs, small molecules, protein complexes, and abstract concepts. Each concept is represented as "node" in PARADIGM's graphical model. The abstract concepts correspond to general cellular processes (such as "apoptosis" or "DNA damage response") and families of genes that share functional activity such as the RAS family of signal transducers. Various types of concept-concept interactions are included in the pathways including protein-protein interactions, transcriptional regulatory interactions, and protein modifications such as phosphorylation and ubiquitinylation interactions.

Pathway Inference Method

The PARADIGM algorithm (described in PMID: 20529912) assigns an integrated pathway level (IPL) reflecting the activity of a concept determined through a belief propagation strategy. The belief propagation is given the copy number and gene expression measurements of all of the genes and iteratively updates hidden states reflecting the activities of all of the genes in a pathway so as to maximize the likelihood of the observed data given the interactions in the pathway. In the end, the inferred level of a concept reflects both the data observed for the concept and the neighborhood of activity surrounding the concept.

Determining significantly altered levels

The significance of the IPL obtained for each concept in each patient sample is assessed using a permutation analysis. Importantly, the permutation analysis preserves data tuples so as to preserve any implicit correlations between the different data modalities. For example, genes that are deleted have concomitantly lower expression levels. Preserving the copy number and expression pairs therefore retains this data property. The simulation therefore makes "null samples" by permuting data tuples across all of the genes in the genome so that each gene in a null sample is associated with a random tuple of another gene with equal probability. This approach has the added benefit of preserving the pathway structure so that every observed IPL can be compared to a distribution of random IPLs derived from exactly the same interaction context. PARADIGM inferences are then obtained for 1000 "null" patients and serve as a background distribution to contrast the observed IPLs against. Pathway concepts are excluded from further analysis if they did not obtain a minimum IPL of 0.5 in any patient sample both observed or simulated.

An IPL I(i,j) for concept i in sample j, is considered to be deviated if its absolute level is two standard deviations from the average level observed for concept i in the 1000 null samples. The degree to which a concept has significantly altered levels across a patient cohort is summarized in the proportion of deviated samples (PDS) score. For example, a protein with a PDS of 0.10 reflects that the protein's level of activity was inferred to be significantly higher or lower in tumors compared to normal in 10% of the patient samples. An average PDS for a pathway is also reported by computing the mean PDS over all concepts in the pathway.

Download Results

This is an experimental feature. The full results of the analysis summarized in this report can be downloaded from the TCGA Data Coordination Center.

References
[2] Charles J. Vaske, Stephen C. Benz, J. Zachary Sanborn, Dent Earl, Christopher Szeto, Jingchun Zhu, David Haussler, and Joshua M. Stuart, Inference of patient-specific pathway activities from multi-dimensional cancer genomics data using PARADIGM, Bioinformatics 12(26):237-245 (2010)