PARADIGM pathway analysis of mRNASeq expression data
Sarcoma (Primary solid tumor)
28 January 2016  |  analyses__2016_01_28
Maintainer Information
Citation Information
doi:10.7908/C1610ZRQ
Maintained by TCGA GDAC Team (Broad Institute/MD Anderson Cancer Center/Harvard Medical School)
Cite as Broad Institute TCGA Genome Data Analysis Center (2016): PARADIGM pathway analysis of mRNASeq expression data. Broad Institute of MIT and Harvard. doi:10.7908/C1610ZRQ
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 41 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
FOXA2 and FOXA3 transcription factor networks 109
Nephrin/Neph1 signaling in the kidney podocyte 78
E-cadherin signaling events 67
Stabilization and expansion of the E-cadherin adherens junction 56
ErbB2/ErbB3 signaling events 52
IL4-mediated signaling events 46
EGFR-dependent Endothelin signaling events 45
Signaling events mediated by the Hedgehog family 40
Signaling mediated by p38-alpha and p38-beta 39
E-cadherin signaling in the nascent adherens junction 39
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 259 . 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 ( 259 ).

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
FOXA2 and FOXA3 transcription factor networks 0.4208 109 5049 46 -1.5 0.01 1000 -1000 -0.065 -1000
Nephrin/Neph1 signaling in the kidney podocyte 0.3012 78 2671 34 -0.37 0 1000 -1000 -0.063 -1000
E-cadherin signaling events 0.2587 67 335 5 -0.34 0 1000 -1000 -0.042 -1000
Stabilization and expansion of the E-cadherin adherens junction 0.2162 56 4180 74 -0.35 0.19 1000 -1000 -0.089 -1000
ErbB2/ErbB3 signaling events 0.2008 52 3442 65 -0.52 0.026 1000 -1000 -0.062 -1000
IL4-mediated signaling events 0.1776 46 4265 91 -1.3 0.77 1000 -1000 -0.15 -1000
EGFR-dependent Endothelin signaling events 0.1737 45 961 21 -0.32 0 1000 -1000 -0.061 -1000
Signaling events mediated by the Hedgehog family 0.1544 40 2083 52 -0.37 0.18 1000 -1000 -0.075 -1000
Signaling mediated by p38-alpha and p38-beta 0.1506 39 1722 44 -0.4 0 1000 -1000 -0.054 -1000
E-cadherin signaling in the nascent adherens junction 0.1506 39 2977 76 -0.34 0 1000 -1000 -0.08 -1000
Glypican 2 network 0.1467 38 155 4 -0.1 -0.095 1000 -1000 -0.03 -1000
TCGA08_retinoblastoma 0.1351 35 286 8 -0.25 0.053 1000 -1000 -0.022 -1000
Wnt signaling 0.1313 34 238 7 -0.088 -0.01 1000 -1000 -0.044 -1000
TCGA08_p53 0.1081 28 199 7 -0.16 0.032 1000 -1000 -0.021 -1000
Reelin signaling pathway 0.1042 27 1541 56 -0.28 0 1000 -1000 -0.097 -1000
Signaling events regulated by Ret tyrosine kinase 0.1042 27 2222 82 -0.26 0 1000 -1000 -0.079 -1000
Syndecan-1-mediated signaling events 0.1004 26 888 34 -0.29 0 1000 -1000 -0.074 -1000
E-cadherin signaling in keratinocytes 0.0888 23 1009 43 -0.34 0.083 1000 -1000 -0.079 -1000
Osteopontin-mediated events 0.0849 22 838 38 -0.15 0 1000 -1000 -0.1 -1000
amb2 Integrin signaling 0.0849 22 1832 82 -0.3 0.005 1000 -1000 -0.081 -1000
Aurora B signaling 0.0811 21 1443 67 -0.31 0.001 1000 -1000 -0.067 -1000
Thromboxane A2 receptor signaling 0.0734 19 2034 105 -0.32 0.014 1000 -1000 -0.061 -1000
Noncanonical Wnt signaling pathway 0.0695 18 489 26 -0.088 0 1000 -1000 -0.076 -1000
Integrins in angiogenesis 0.0695 18 1536 84 -0.44 0.007 1000 -1000 -0.096 -1000
Aurora C signaling 0.0618 16 115 7 -0.13 0 1000 -1000 -0.039 -1000
BMP receptor signaling 0.0618 16 1329 81 -0.4 0.028 1000 -1000 -0.084 -1000
FOXM1 transcription factor network 0.0618 16 859 51 -0.24 0.014 1000 -1000 -0.16 -1000
LPA4-mediated signaling events 0.0579 15 180 12 -0.19 0.017 1000 -1000 -0.023 -1000
Coregulation of Androgen receptor activity 0.0579 15 1214 76 -0.7 0.027 1000 -1000 -0.055 -1000
Lissencephaly gene (LIS1) in neuronal migration and development 0.0579 15 849 54 -0.2 0.019 1000 -1000 -0.096 -1000
Ephrin A reverse signaling 0.0541 14 101 7 -0.072 0 1000 -1000 -0.038 -1000
Arf6 signaling events 0.0541 14 917 62 -0.32 0.012 1000 -1000 -0.065 -1000
Fc-epsilon receptor I signaling in mast cells 0.0541 14 1443 97 -0.14 0.026 1000 -1000 -0.08 -1000
PDGFR-alpha signaling pathway 0.0541 14 638 44 -0.11 0.007 1000 -1000 -0.062 -1000
TCR signaling in naïve CD8+ T cells 0.0541 14 1326 93 -0.21 0.1 1000 -1000 -0.087 -1000
Syndecan-4-mediated signaling events 0.0541 14 960 67 -0.18 0.036 1000 -1000 -0.086 -1000
IL23-mediated signaling events 0.0541 14 887 60 -0.24 0.014 1000 -1000 -0.14 -1000
p75(NTR)-mediated signaling 0.0502 13 1694 125 -0.48 0.027 1000 -1000 -0.093 -1000
S1P5 pathway 0.0502 13 230 17 -0.1 0.059 1000 -1000 -0.053 -1000
Endothelins 0.0502 13 1321 96 -0.49 0.024 1000 -1000 -0.082 -1000
Angiopoietin receptor Tie2-mediated signaling 0.0502 13 1208 88 -0.24 0.021 1000 -1000 -0.11 -1000
S1P4 pathway 0.0463 12 310 25 -0.1 0 1000 -1000 -0.057 -1000
Visual signal transduction: Cones 0.0425 11 425 38 -0.14 0 1000 -1000 -0.069 -1000
Calcium signaling in the CD4+ TCR pathway 0.0425 11 365 31 -0.24 0 1000 -1000 -0.1 -1000
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0425 11 378 33 -0.24 0 1000 -1000 -0.063 -1000
Class IB PI3K non-lipid kinase events 0.0425 11 33 3 -0.034 -1000 1000 -1000 -0.023 -1000
ErbB4 signaling events 0.0386 10 755 69 -0.1 0.041 1000 -1000 -0.087 -1000
Signaling events mediated by PTP1B 0.0386 10 824 76 -0.32 0.036 1000 -1000 -0.076 -1000
Glypican 1 network 0.0386 10 485 48 -0.24 0.007 1000 -1000 -0.054 -1000
Insulin-mediated glucose transport 0.0386 10 341 32 -0.16 0.019 1000 -1000 -0.055 -1000
RXR and RAR heterodimerization with other nuclear receptor 0.0386 10 558 52 -0.18 0.042 1000 -1000 -0.061 -1000
S1P1 pathway 0.0386 10 379 36 -0.23 0.012 1000 -1000 -0.073 -1000
Nongenotropic Androgen signaling 0.0386 10 536 52 -0.1 0.009 1000 -1000 -0.064 -1000
Calcineurin-regulated NFAT-dependent transcription in lymphocytes 0.0386 10 738 68 -0.21 0.027 1000 -1000 -0.13 -1000
IL2 signaling events mediated by STAT5 0.0386 10 221 22 -0.095 0.028 1000 -1000 -0.072 -1000
S1P3 pathway 0.0386 10 438 42 -0.1 0.001 1000 -1000 -0.056 -1000
Signaling events mediated by Stem cell factor receptor (c-Kit) 0.0386 10 798 78 -0.087 0.037 1000 -1000 -0.084 -1000
IL12-mediated signaling events 0.0347 9 792 87 -0.1 0.022 1000 -1000 -0.12 -1000
HIF-1-alpha transcription factor network 0.0347 9 701 76 -0.37 0.061 1000 -1000 -0.13 -1000
Glucocorticoid receptor regulatory network 0.0347 9 1129 114 -0.23 0.18 1000 -1000 -0.071 -1000
Signaling mediated by p38-gamma and p38-delta 0.0347 9 139 15 -0.14 0.02 1000 -1000 -0.055 -1000
Visual signal transduction: Rods 0.0347 9 500 52 -0.14 0 1000 -1000 -0.084 -1000
Regulation of Androgen receptor activity 0.0347 9 666 70 -0.74 0.012 1000 -1000 -0.073 -1000
Regulation of nuclear SMAD2/3 signaling 0.0309 8 1122 136 -0.37 0.067 1000 -1000 -0.079 -1000
Presenilin action in Notch and Wnt signaling 0.0309 8 498 61 -0.13 0.042 1000 -1000 -0.069 -1000
PLK1 signaling events 0.0309 8 754 85 -0.17 0.01 1000 -1000 -0.06 -1000
LPA receptor mediated events 0.0309 8 877 102 -0.15 0.027 1000 -1000 -0.084 -1000
Insulin Pathway 0.0309 8 661 74 -0.26 0.031 1000 -1000 -0.083 -1000
Neurotrophic factor-mediated Trk receptor signaling 0.0309 8 990 120 -0.17 0.053 1000 -1000 -0.069 -1000
Sphingosine 1-phosphate (S1P) pathway 0.0270 7 222 28 -0.1 0 1000 -1000 -0.057 -1000
Nectin adhesion pathway 0.0270 7 449 63 -0.34 0.034 1000 -1000 -0.069 -1000
Ephrin B reverse signaling 0.0270 7 360 48 -0.051 0.03 1000 -1000 -0.066 -1000
FoxO family signaling 0.0270 7 499 64 -0.41 0.039 1000 -1000 -0.084 -1000
Regulation of Telomerase 0.0270 7 716 102 -0.36 0.017 1000 -1000 -0.092 -1000
Plasma membrane estrogen receptor signaling 0.0270 7 659 86 -0.11 0.03 1000 -1000 -0.08 -1000
BARD1 signaling events 0.0232 6 351 57 -0.16 0.1 1000 -1000 -0.066 -1000
Canonical Wnt signaling pathway 0.0232 6 347 51 -0.13 0.04 1000 -1000 -0.059 -1000
Effects of Botulinum toxin 0.0232 6 175 26 -0.11 0 1000 -1000 -0.06 -1000
PLK2 and PLK4 events 0.0193 5 15 3 -0.017 0.005 1000 -1000 -0.022 -1000
Syndecan-2-mediated signaling events 0.0193 5 353 69 -0.19 0.032 1000 -1000 -0.058 -1000
Ceramide signaling pathway 0.0193 5 416 76 -0.32 0.1 1000 -1000 -0.068 -1000
IL2 signaling events mediated by PI3K 0.0193 5 296 58 -0.077 0.049 1000 -1000 -0.08 -1000
IL27-mediated signaling events 0.0193 5 276 51 -0.14 0.005 1000 -1000 -0.072 -1000
Signaling events mediated by PRL 0.0193 5 184 34 -0.18 0.027 1000 -1000 -0.068 -1000
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0154 4 367 85 -0.049 0.037 1000 -1000 -0.07 -1000
IL1-mediated signaling events 0.0154 4 298 62 -0.09 0.022 1000 -1000 -0.1 -1000
FAS signaling pathway (CD95) 0.0154 4 217 47 -0.11 0.017 1000 -1000 -0.05 -1000
Retinoic acid receptors-mediated signaling 0.0154 4 247 58 -0.058 0.032 1000 -1000 -0.067 -1000
Syndecan-3-mediated signaling events 0.0154 4 140 35 -0.064 0 1000 -1000 -0.068 -1000
IL6-mediated signaling events 0.0154 4 371 75 -0.075 0.082 1000 -1000 -0.093 -1000
Arf6 trafficking events 0.0154 4 292 71 -0.35 0.08 1000 -1000 -0.069 -1000
BCR signaling pathway 0.0154 4 401 99 -0.068 0.037 1000 -1000 -0.076 -1000
Ras signaling in the CD4+ TCR pathway 0.0154 4 73 17 -0.033 0.02 1000 -1000 -0.063 -1000
Caspase cascade in apoptosis 0.0116 3 237 74 -0.13 0.037 1000 -1000 -0.057 -1000
JNK signaling in the CD4+ TCR pathway 0.0116 3 60 17 -0.025 0.036 1000 -1000 -0.07 -1000
Cellular roles of Anthrax toxin 0.0116 3 138 39 -0.11 0.018 1000 -1000 -0.032 -1000
Aurora A signaling 0.0116 3 239 60 -0.16 0.016 1000 -1000 -0.059 -1000
IFN-gamma pathway 0.0116 3 217 68 -0.086 0.047 1000 -1000 -0.088 -1000
Class I PI3K signaling events mediated by Akt 0.0116 3 260 68 -0.21 0.037 1000 -1000 -0.062 -1000
Paxillin-independent events mediated by a4b1 and a4b7 0.0116 3 133 37 -0.065 0 1000 -1000 -0.073 -1000
TRAIL signaling pathway 0.0116 3 177 48 -0.036 0.037 1000 -1000 -0.058 -1000
Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0116 3 304 83 -0.09 0.017 1000 -1000 -0.076 -1000
EPHB forward signaling 0.0116 3 288 85 -0.14 0.046 1000 -1000 -0.079 -1000
Regulation of p38-alpha and p38-beta 0.0116 3 174 54 -0.07 0.036 1000 -1000 -0.069 -1000
IGF1 pathway 0.0116 3 180 57 -0.059 0.034 1000 -1000 -0.089 -1000
Rapid glucocorticoid signaling 0.0116 3 64 20 -0.041 0.006 1000 -1000 -0.035 -1000
Signaling events mediated by HDAC Class II 0.0077 2 219 75 -0.14 0.002 1000 -1000 -0.057 -1000
Hedgehog signaling events mediated by Gli proteins 0.0077 2 168 65 -0.1 0.037 1000 -1000 -0.079 -1000
Signaling events mediated by HDAC Class III 0.0077 2 113 40 -0.17 0.025 1000 -1000 -0.04 -1000
HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0077 2 98 45 -0.059 0.055 1000 -1000 -0.084 -1000
TCGA08_rtk_signaling 0.0077 2 67 26 -0.075 0.032 1000 -1000 -0.03 -1000
Class I PI3K signaling events 0.0077 2 170 73 -0.046 0.043 1000 -1000 -0.07 -1000
PDGFR-beta signaling pathway 0.0077 2 252 97 -0.14 0.05 1000 -1000 -0.081 -1000
a4b1 and a4b7 Integrin signaling 0.0039 1 8 5 -0.007 -0.002 1000 -1000 -0.035 -1000
HIF-2-alpha transcription factor network 0.0039 1 73 43 -0.083 0.097 1000 -1000 -0.098 -1000
Signaling events mediated by HDAC Class I 0.0039 1 201 104 -0.14 0 1000 -1000 -0.068 -1000
Paxillin-dependent events mediated by a4b1 0.0039 1 55 36 -0.065 0.019 1000 -1000 -0.07 -1000
Atypical NF-kappaB pathway 0.0039 1 47 31 -0.039 0.019 1000 -1000 -0.066 -1000
Sumoylation by RanBP2 regulates transcriptional repression 0.0039 1 53 27 -0.062 0 1000 -1000 -0.05 -1000
p38 MAPK signaling pathway 0.0039 1 54 44 -0.03 0.029 1000 -1000 -0.061 -1000
Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0000 0 14 23 -0.012 0.032 1000 -1000 -0.068 -1000
Canonical NF-kappaB pathway 0.0000 0 13 39 -0.016 0.066 1000 -1000 -0.083 -1000
Circadian rhythm pathway 0.0000 0 14 22 -0.011 0.035 1000 -1000 -0.073 -1000
Arf6 downstream pathway 0.0000 0 8 43 -0.013 0.018 1000 -1000 -0.046 -1000
EPO signaling pathway 0.0000 0 22 55 -0.006 0.067 1000 -1000 -0.084 -1000
mTOR signaling pathway 0.0000 0 17 53 -0.004 0.027 1000 -1000 -0.058 -1000
ceramide signaling pathway 0.0000 0 19 49 -0.011 0.044 1000 -1000 -0.054 -1000
Signaling events mediated by VEGFR1 and VEGFR2 0.0000 0 105 125 -0.034 0.079 1000 -1000 -0.1 -1000
VEGFR1 specific signals 0.0000 0 35 56 -0.016 0.048 1000 -1000 -0.083 -1000
Arf1 pathway 0.0000 0 7 54 -0.007 0.017 1000 -1000 -0.039 -1000
Alternative NF-kappaB pathway 0.0000 0 0 13 0 0 1000 -1000 -0.06 -1000
Total NA 1626 86106 7203 -25 -1000 131000 -131000 -9.3 -131000
FOXA2 and FOXA3 transcription factor networks

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
ACADVL -0.99 0.41 -9999 0 -1.2 200 200
PCK1 -1.1 0.72 -9999 0 -1.6 152 152
HNF4A -1.2 0.56 -9999 0 -1.4 203 203
KCNJ11 -1.3 0.55 -9999 0 -1.5 212 212
AKT1 -0.37 0.09 -9999 0 -0.42 168 168
response to starvation 0 0.001 -9999 0 -10000 0 0
DLK1 -1.2 0.51 -9999 0 -1.3 211 211
NKX2-1 -0.29 0.18 -9999 0 -10000 0 0
ACADM -0.99 0.42 -9999 0 -1.1 202 202
TAT -0.53 0.29 -9999 0 -0.95 72 72
CEBPB -0.016 0.036 -9999 0 -0.32 2 2
CEBPA -0.015 0.046 -9999 0 -0.38 3 3
TTR -0.46 0.26 -9999 0 -0.8 67 67
PKLR -1.4 0.51 -9999 0 -1.5 225 225
APOA1 -1.1 0.46 -9999 0 -1.3 200 200
CPT1C -1 0.42 -9999 0 -1.2 197 197
ALAS1 -0.35 0.091 -9999 0 -0.88 1 1
TFRC -0.75 0.42 -9999 0 -0.99 149 149
FOXF1 -0.15 0.3 -9999 0 -0.75 51 51
NF1 0.01 0.05 -9999 0 -0.79 1 1
HNF1A (dimer) -0.079 0.18 -9999 0 -0.82 13 13
CPT1A -0.99 0.41 -9999 0 -1.2 195 195
HMGCS1 -0.99 0.41 -9999 0 -1.2 196 196
NR3C1 0.012 0.007 -9999 0 -10000 0 0
CPT1B -0.99 0.41 -9999 0 -1.2 198 198
chromatin remodeling 0 0 -9999 0 -10000 0 0
SP1 0 0 -9999 0 -10000 0 0
GCK -1 0.43 -9999 0 -1.2 203 203
CREB1 -0.046 0.057 -9999 0 -10000 0 0
IGFBP1 -0.32 0.08 -9999 0 -0.53 1 1
PDX1 -0.44 0.15 -9999 0 -0.84 15 15
UCP2 -0.99 0.41 -9999 0 -1.1 202 202
ALDOB -1.5 0.5 -9999 0 -1.6 236 236
AFP -0.19 0.24 -9999 0 -0.62 34 34
BDH1 -1 0.45 -9999 0 -1.2 196 196
HADH -1 0.43 -9999 0 -1.2 202 202
F2 -1.1 0.46 -9999 0 -1.3 206 206
HNF1A -0.079 0.18 -9999 0 -0.83 13 13
G6PC -0.57 0.66 -9999 0 -1.5 79 79
SLC2A2 -1.1 0.7 -9999 0 -1.7 127 127
INS -0.009 0.007 -9999 0 -10000 0 0
FOXA1 -0.077 0.21 -9999 0 -0.71 20 20
FOXA3 -0.31 0.37 -9999 0 -0.83 79 79
FOXA2 -1.2 0.5 -9999 0 -1.3 238 238
ABCC8 -1.1 0.43 -9999 0 -1.2 205 205
ALB -0.38 0.54 -9999 0 -1.1 75 75
Nephrin/Neph1 signaling in the kidney podocyte

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
positive regulation of NF-kappaB transcription factor activity 0.3 0.31 0.64 117 -10000 0 117
KIRREL -0.052 0.096 -10000 0 -0.38 17 17
Nephrin/NEPH1Par3/Par6/Atypical PKCs -0.3 0.31 -10000 0 -0.64 117 117
PLCG1 0 0 -10000 0 -10000 0 0
ARRB2 0 0 -10000 0 -10000 0 0
WASL 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/CD2AP -0.28 0.3 -10000 0 -0.55 128 128
ChemicalAbstracts:57-88-5 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/NCK1-2/N-WASP -0.21 0.23 -10000 0 -0.42 128 128
FYN -0.26 0.28 -10000 0 -0.52 128 128
mol:Ca2+ -0.27 0.29 -10000 0 -0.54 128 128
mol:DAG -0.27 0.29 -10000 0 -0.54 128 128
NPHS2 -0.13 0.27 -10000 0 -0.85 31 31
mol:IP3 -0.27 0.29 -10000 0 -0.54 128 128
regulation of endocytosis -0.24 0.26 -10000 0 -0.48 128 128
Nephrin/NEPH1/podocin/Cholesterol -0.28 0.3 -10000 0 -0.55 128 128
establishment of cell polarity -0.3 0.31 -10000 0 -0.64 117 117
Nephrin/NEPH1/podocin/NCK1-2 -0.25 0.27 -10000 0 -0.5 128 128
Nephrin/NEPH1/beta Arrestin2 -0.25 0.27 -10000 0 -0.49 128 128
NPHS1 -0.37 0.4 -10000 0 -0.81 116 116
Nephrin/NEPH1/podocin -0.26 0.28 -10000 0 -0.52 128 128
TJP1 0 0 -10000 0 -10000 0 0
NCK1 0 0 -10000 0 -10000 0 0
NCK2 0 0 -10000 0 -10000 0 0
heterophilic cell adhesion 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/PLCgamma1 -0.28 0.3 -10000 0 -0.55 128 128
CD2AP 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/GRB2 -0.28 0.3 -10000 0 -0.55 128 128
GRB2 0 0 -10000 0 -10000 0 0
homophilic cell adhesion 0 0 -10000 0 -10000 0 0
TRPC6 -0.26 0.28 -10000 0 -0.51 130 130
cytoskeleton organization -0.28 0.3 -10000 0 -0.55 128 128
Nephrin/NEPH1 -0.22 0.24 -10000 0 -0.48 117 117
Nephrin/NEPH1/ZO-1 -0.25 0.26 -10000 0 -0.52 117 117
E-cadherin signaling events

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
E-cadherin/beta catenin-gamma catenin -0.23 0.26 -9999 0 -0.53 111 111
E-cadherin/beta catenin -0.26 0.3 -9999 0 -0.61 111 111
CTNNB1 0 0 -9999 0 -10000 0 0
JUP 0 0 -9999 0 -10000 0 0
CDH1 -0.34 0.39 -9999 0 -0.79 113 113
Stabilization and expansion of the E-cadherin adherens junction

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
adherens junction organization -0.14 0.16 -10000 0 -0.33 111 111
epithelial cell differentiation -0.19 0.22 -10000 0 -0.45 111 111
CYFIP2 -0.092 0.26 -10000 0 -0.8 30 30
ENAH -0.078 0.16 -10000 0 -10000 0 0
EGFR -0.006 0.057 -10000 0 -0.48 3 3
EPHA2 0 0 -10000 0 -10000 0 0
MYO6 -0.18 0.21 -10000 0 -0.43 111 111
CTNNB1 0 0 -10000 0 -10000 0 0
ABI1/Sra1/Nap1 -0.061 0.17 -10000 0 -0.53 30 30
AQP5 -0.18 0.21 -10000 0 -0.4 116 116
CTNND1 0 0 -10000 0 -10000 0 0
mol:PI-4-5-P2 -0.18 0.21 -10000 0 -0.42 111 111
regulation of calcium-dependent cell-cell adhesion -0.19 0.21 -10000 0 -0.43 116 116
EGF -0.32 0.39 -10000 0 -0.8 103 103
NCKAP1 0 0 -10000 0 -10000 0 0
AQP3 -0.3 0.31 -10000 0 -0.74 65 65
cortical microtubule organization -0.19 0.22 -10000 0 -0.45 111 111
GO:0000145 -0.16 0.21 -10000 0 -0.4 111 111
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin -0.2 0.22 -10000 0 -0.45 111 111
MLLT4 -0.003 0.049 -10000 0 -0.8 1 1
ARF6/GDP -0.15 0.17 -10000 0 -10000 0 0
ARF6 0 0 -10000 0 -10000 0 0
Ephrin A1/EPHA2/NCK1/GIT1 0 0 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
VASP -0.17 0.19 -10000 0 -0.39 111 111
PVRL2 0 0 -10000 0 -10000 0 0
ZYX -0.18 0.21 -10000 0 -0.43 111 111
ARF6/GTP 0 0 -10000 0 -10000 0 0
CDH1 -0.34 0.39 -10000 0 -0.79 113 113
EGFR/EGFR/EGF/EGF -0.34 0.32 -10000 0 -0.56 158 158
RhoA/GDP -0.18 0.21 -10000 0 -0.42 111 111
actin cytoskeleton organization -0.17 0.2 -10000 0 -0.4 111 111
IGF-1R heterotetramer -0.009 0.085 -10000 0 -0.8 3 3
GIT1 0 0 -10000 0 -10000 0 0
IGF1R -0.009 0.085 -10000 0 -0.8 3 3
IGF1 -0.02 0.1 -10000 0 -0.44 12 12
DIAPH1 -0.1 0.25 -10000 0 -0.78 30 30
Wnt receptor signaling pathway 0.19 0.22 0.45 111 -10000 0 111
RHOA 0 0 -10000 0 -10000 0 0
RhoA/GTP -0.15 0.18 -10000 0 -10000 0 0
CTNNA1 0 0 -10000 0 -10000 0 0
VCL -0.18 0.2 -10000 0 -0.41 111 111
EFNA1 0 0 -10000 0 -10000 0 0
LPP -0.18 0.2 -10000 0 -0.4 111 111
Ephrin A1/EPHA2 -0.18 0.2 -10000 0 -0.41 111 111
SEC6/SEC8 -0.16 0.18 -10000 0 -10000 0 0
MGAT3 -0.2 0.22 -10000 0 -0.43 116 116
HGF/MET -0.2 0.22 -10000 0 -0.43 121 121
HGF -0.038 0.16 -10000 0 -0.7 14 14
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN -0.14 0.16 -10000 0 -0.33 111 111
actin cable formation -0.075 0.16 -10000 0 -0.33 23 23
KIAA1543 -0.35 0.3 -10000 0 -0.55 166 166
KIFC3 -0.18 0.21 -10000 0 -0.43 111 111
NCK1 0 0 -10000 0 -10000 0 0
EXOC3 0 0 -10000 0 -10000 0 0
ACTN1 -0.18 0.21 -10000 0 -0.43 111 111
NCK1/GIT1 0 0 -10000 0 -10000 0 0
mol:GDP -0.19 0.22 -10000 0 -0.45 111 111
EXOC4 0 0 -10000 0 -10000 0 0
STX4 -0.18 0.21 -10000 0 -0.43 111 111
PIP5K1C -0.18 0.21 -10000 0 -0.43 111 111
LIMA1 0 0 -10000 0 -10000 0 0
ABI1 0 0 -10000 0 -10000 0 0
ROCK1 -0.13 0.15 -10000 0 -10000 0 0
adherens junction assembly -0.3 0.3 -10000 0 -0.73 60 60
IGF-1R heterotetramer/IGF1 -0.19 0.21 -10000 0 -0.42 116 116
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin -0.002 0.038 -10000 0 -0.61 1 1
MET -0.012 0.098 -10000 0 -0.8 4 4
PLEKHA7 -0.19 0.22 -10000 0 -0.44 112 112
mol:GTP 0 0 -10000 0 -10000 0 0
establishment of epithelial cell apical/basal polarity -0.15 0.18 -10000 0 -10000 0 0
cortical actin cytoskeleton stabilization -0.14 0.16 -10000 0 -0.33 111 111
regulation of cell-cell adhesion -0.17 0.2 -10000 0 -0.4 111 111
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN/cortical actin cytoskeleton -0.14 0.16 -10000 0 -0.33 111 111
ErbB2/ErbB3 signaling events

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
USP8 0.005 0.008 -9999 0 -10000 0 0
RAS family/GTP -0.24 0.21 -9999 0 -0.68 30 30
NFATC4 -0.22 0.16 -9999 0 -0.48 27 27
ERBB2IP 0.01 0.007 -9999 0 -10000 0 0
HSP90 (dimer) 0 0 -9999 0 -10000 0 0
mammary gland morphogenesis -0.3 0.21 -9999 0 -0.43 182 182
JUN -0.057 0.067 -9999 0 -0.24 10 10
HRAS 0 0 -9999 0 -10000 0 0
DOCK7 -0.28 0.2 -9999 0 -0.4 182 182
ErbB2/ErbB3/neuregulin 1 beta/SHC -0.37 0.27 -9999 0 -0.52 182 182
AKT1 0.003 0.005 -9999 0 -10000 0 0
BAD 0.005 0.008 -9999 0 -10000 0 0
MAPK10 -0.21 0.14 -9999 0 -0.37 90 90
mol:GTP 0 0.001 -9999 0 -10000 0 0
ErbB2/ErbB3/neuregulin 1 beta -0.33 0.24 -9999 0 -0.47 182 182
RAF1 -0.21 0.21 -9999 0 -0.66 26 26
ErbB2/ErbB3/neuregulin 2 -0.36 0.27 -9999 0 -0.53 176 176
STAT3 -0.004 0.003 -9999 0 -10000 0 0
cell migration -0.16 0.12 -9999 0 -0.31 69 69
mol:PI-3-4-5-P3 -0.005 0.003 -9999 0 -10000 0 0
cell proliferation -0.19 0.18 -9999 0 -0.52 33 33
FOS -0.13 0.15 -9999 0 -0.53 17 17
NRAS 0 0 -9999 0 -10000 0 0
mol:Ca2+ -0.3 0.21 -9999 0 -0.43 182 182
MAPK3 -0.19 0.17 -9999 0 -0.49 33 33
MAPK1 -0.19 0.17 -9999 0 -0.49 36 36
JAK2 -0.28 0.2 -9999 0 -0.4 182 182
NF2 -0.016 0.011 -9999 0 -10000 0 0
ErbB2/ErbB3/neuregulin 1 beta/SHC/GRB2/SOS1 -0.3 0.26 -9999 0 -0.43 179 179
NRG1 -0.1 0.26 -9999 0 -0.72 37 37
GRB2/SOS1 0 0 -9999 0 -10000 0 0
MAPK8 -0.24 0.16 -9999 0 -0.34 180 180
MAPK9 -0.14 0.094 -9999 0 -0.28 26 26
ERBB2 -0.022 0.12 -9999 0 -0.63 9 9
ERBB3 -0.52 0.38 -9999 0 -0.8 169 169
SHC1 0 0 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
apoptosis 0.026 0.018 -9999 0 -10000 0 0
STAT3 (dimer) -0.004 0.003 -9999 0 -10000 0 0
RNF41 0.007 0.011 -9999 0 -10000 0 0
FRAP1 0.003 0.004 -9999 0 -10000 0 0
RAC1-CDC42/GTP -0.2 0.14 -9999 0 -0.42 27 27
ErbB2/ErbB2/HSP90 (dimer) -0.019 0.099 -9999 0 -0.54 9 9
CHRNA1 -0.15 0.13 -9999 0 -0.41 8 8
myelination -0.21 0.17 -9999 0 -0.41 39 39
PPP3CB -0.26 0.18 -9999 0 -0.37 182 182
KRAS 0 0 -9999 0 -10000 0 0
RAC1-CDC42/GDP -0.26 0.23 -9999 0 -0.43 98 98
NRG2 -0.046 0.19 -9999 0 -0.8 15 15
mol:GDP -0.3 0.25 -9999 0 -0.43 179 179
SOS1 0 0 -9999 0 -10000 0 0
MAP2K2 -0.19 0.19 -9999 0 -0.61 24 24
SRC 0 0 -9999 0 -10000 0 0
mol:cAMP -0.004 0.002 -9999 0 -10000 0 0
PTPN11 -0.28 0.2 -9999 0 -0.4 182 182
MAP2K1 -0.22 0.19 -9999 0 -0.54 36 36
heart morphogenesis -0.3 0.21 -9999 0 -0.43 182 182
RAS family/GDP -0.24 0.22 -9999 0 -0.73 27 27
GRB2 0 0 -9999 0 -10000 0 0
PRKACA -0.022 0.015 -9999 0 -10000 0 0
CHRNE -0.009 0.03 -9999 0 -0.12 13 13
HSP90AA1 0 0 -9999 0 -10000 0 0
activation of caspase activity -0.003 0.005 -9999 0 -10000 0 0
nervous system development -0.3 0.21 -9999 0 -0.43 182 182
CDC42 0 0 -9999 0 -10000 0 0
IL4-mediated signaling events

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
BCL2L1 -0.69 0.43 -10000 0 -1.2 89 89
STAT6 (cleaved dimer) -0.7 0.42 -10000 0 -1 144 144
IGHG1 -0.24 0.12 -10000 0 -0.38 1 1
IGHG3 -0.67 0.41 -10000 0 -1 130 130
AKT1 -0.3 0.18 -10000 0 -0.65 7 7
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHP1 -0.22 0.14 -10000 0 -1 2 2
IL4/IL4R/JAK1/IL2R gamma/JAK3/IRS1 -0.32 0.18 -10000 0 -0.61 12 12
THY1 -0.7 0.43 -10000 0 -1.1 100 100
MYB -0.019 0.075 -10000 0 -0.32 15 15
HMGA1 -0.015 0.068 -10000 0 -0.32 12 12
IL4/IL4R/JAK1/IL2R gamma/JAK3 -0.39 0.2 -10000 0 -0.58 92 92
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHIP -0.32 0.18 -10000 0 -0.65 8 8
SP1 0.011 0.006 -10000 0 -10000 0 0
INPP5D -0.005 0.04 -10000 0 -0.32 4 4
SOCS5 0.026 0.009 -10000 0 -10000 0 0
STAT6 (dimer)/ETS1 -0.68 0.42 -10000 0 -1 130 130
SOCS1 -0.45 0.25 -10000 0 -0.72 86 86
SOCS3 -0.32 0.18 -10000 0 -0.82 2 2
FCER2 -0.5 0.28 -10000 0 -0.82 68 68
PARP14 0 0 -10000 0 -10000 0 0
CCL17 -0.7 0.43 -10000 0 -1.1 114 114
GRB2 0 0 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP -0.26 0.14 -10000 0 -0.69 3 3
T cell proliferation -0.68 0.44 -10000 0 -1.1 114 114
IL4R/JAK1 -0.69 0.43 -10000 0 -1.1 117 117
EGR2 -0.7 0.44 -10000 0 -1.2 100 100
JAK2 -0.023 0.031 -10000 0 -0.39 1 1
JAK3 -0.012 0.09 -10000 0 -0.32 20 20
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
JAK1 0.001 0.005 -10000 0 -10000 0 0
COL1A2 -0.25 0.18 -10000 0 -1.7 2 2
CCL26 -0.71 0.46 -10000 0 -1.2 89 89
IL4R -0.73 0.46 -10000 0 -1.1 118 118
PTPN6 0.025 0.023 -10000 0 -0.31 1 1
IL13RA2 -0.86 0.59 -10000 0 -1.4 122 122
IL13RA1 -0.022 0.022 -10000 0 -10000 0 0
IRF4 -0.14 0.095 -10000 0 -10000 0 0
ARG1 -0.17 0.092 -10000 0 -10000 0 0
CBL -0.36 0.2 -10000 0 -0.56 70 70
GTF3A 0.01 0.007 -10000 0 -10000 0 0
PIK3CA 0 0 -10000 0 -10000 0 0
IL13RA1/JAK2 -0.034 0.031 -10000 0 -0.3 1 1
IRF4/BCL6 -0.13 0.078 -10000 0 -10000 0 0
CD40LG -0.007 0.081 -10000 0 -0.34 14 14
MAPK14 -0.36 0.2 -10000 0 -0.57 55 55
mitosis -0.29 0.17 -10000 0 -0.62 7 7
STAT6 -0.79 0.51 -10000 0 -1.2 126 126
SPI1 -0.013 0.079 -10000 0 -0.32 16 16
RPS6KB1 -0.28 0.16 -10000 0 -0.7 3 3
STAT6 (dimer) -0.79 0.51 -10000 0 -1.2 127 127
STAT6 (dimer)/PARP14 -0.73 0.47 -10000 0 -1.1 126 126
mast cell activation 0.017 0.008 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/DOK2 -0.3 0.17 -10000 0 -0.65 8 8
FRAP1 -0.3 0.18 -10000 0 -0.65 7 7
LTA -0.7 0.43 -10000 0 -1.1 115 115
FES 0 0 -10000 0 -10000 0 0
T-helper 1 cell differentiation 0.77 0.49 1.2 127 -10000 0 127
CCL11 -0.89 0.61 -10000 0 -1.4 136 136
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES -0.3 0.17 -10000 0 -0.67 7 7
IL2RG -0.028 0.12 -10000 0 -0.36 29 29
IL10 -0.7 0.44 -10000 0 -1.1 108 108
IRS1 -0.001 0.02 -10000 0 -0.32 1 1
IRS2 0 0 -10000 0 -10000 0 0
IL4 -0.17 0.079 -10000 0 -10000 0 0
IL5 -0.7 0.43 -10000 0 -1.1 112 112
IL4/IL4R/JAK1/IL13RA1/JAK2 -0.56 0.31 -10000 0 -0.83 120 120
COL1A1 -0.28 0.15 -10000 0 -10000 0 0
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
IL4/IL4R/JAK1 -0.7 0.45 -10000 0 -1.2 87 87
IL2R gamma/JAK3 -0.043 0.11 -10000 0 -0.45 12 12
TFF3 -0.86 0.61 -10000 0 -1.5 112 112
ALOX15 -0.7 0.43 -10000 0 -1.1 112 112
MYBL1 -0.02 0.078 -10000 0 -0.32 16 16
T-helper 2 cell differentiation -0.56 0.32 -10000 0 -0.85 118 118
SHC1 0 0 -10000 0 -10000 0 0
CEBPB 0.005 0.029 -10000 0 -0.32 2 2
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES/IRS2 -0.3 0.17 -10000 0 -0.63 8 8
mol:PI-3-4-5-P3 -0.3 0.18 -10000 0 -0.65 7 7
PI3K -0.31 0.18 -10000 0 -0.7 7 7
DOK2 -0.014 0.065 -10000 0 -0.32 11 11
ETS1 0.025 0.011 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP/GRB2 -0.24 0.14 -10000 0 -0.69 3 3
ITGB3 -0.7 0.45 -10000 0 -1.1 110 110
PIGR -1.3 0.59 -10000 0 -1.6 204 204
IGHE 0.058 0.028 -10000 0 -10000 0 0
MAPKKK cascade -0.24 0.14 -10000 0 -0.68 3 3
BCL6 0 0 -10000 0 -10000 0 0
OPRM1 -0.7 0.43 -10000 0 -1.2 97 97
RETNLB -0.7 0.43 -10000 0 -1.1 105 105
SELP -0.92 0.63 -10000 0 -1.5 125 125
AICDA -0.68 0.42 -10000 0 -1.1 106 106
EGFR-dependent Endothelin signaling events

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
HRAS 0 0 -9999 0 -10000 0 0
EGFR -0.006 0.057 -9999 0 -0.48 3 3
EGF/EGFR -0.19 0.23 -9999 0 -0.45 109 109
EGF/EGFR dimer/SHC/GRB2/SOS1 -0.18 0.22 -9999 0 -0.45 104 104
mol:GTP 0 0 -9999 0 -10000 0 0
EDNRA -0.002 0.028 -9999 0 -0.32 2 2
response to oxidative stress 0 0 -9999 0 -10000 0 0
EGF -0.32 0.39 -9999 0 -0.8 103 103
EGF/EGFR dimer/SHC -0.21 0.26 -9999 0 -0.53 104 104
mol:GDP -0.18 0.22 -9999 0 -0.44 104 104
mol:Ca2+ 0 0 -9999 0 -10000 0 0
EDN1 -0.025 0.14 -9999 0 -0.8 8 8
GRB2/SOS1 0 0 -9999 0 -10000 0 0
HRAS/GTP -0.16 0.2 -9999 0 -0.41 104 104
SHC1 0 0 -9999 0 -10000 0 0
HRAS/GDP -0.17 0.2 -9999 0 -0.42 104 104
FRAP1 -0.17 0.21 -9999 0 -0.43 104 104
EGF/EGFR dimer -0.25 0.3 -9999 0 -0.61 104 104
SOS1 0 0 -9999 0 -10000 0 0
GRB2 0 0 -9999 0 -10000 0 0
ETA receptor/Endothelin-1 -0.02 0.11 -9999 0 -0.61 8 8
Signaling events mediated by the Hedgehog family

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
TGFB2 -0.076 0.2 -10000 0 -0.63 6 6
IHH -0.16 0.33 -10000 0 -0.82 52 52
SHH Np/Cholesterol/GAS1 -0.079 0.18 -10000 0 -0.48 41 41
LRPAP1 0 0 -10000 0 -10000 0 0
dorsoventral neural tube patterning 0.079 0.18 0.48 41 -10000 0 41
SMO/beta Arrestin2 -0.13 0.21 -10000 0 -0.52 52 52
SMO -0.14 0.22 -10000 0 -0.55 53 53
AKT1 -0.057 0.092 -10000 0 -0.32 3 3
ARRB2 0 0 -10000 0 -10000 0 0
BOC -0.012 0.082 -10000 0 -0.46 7 7
ADRBK1 0 0 -10000 0 -10000 0 0
heart looping -0.11 0.24 -10000 0 -0.54 53 53
STIL -0.18 0.22 -10000 0 -0.52 58 58
DHH N/PTCH2 -0.043 0.14 -10000 0 -0.62 13 13
DHH N/PTCH1 -0.12 0.2 -10000 0 -0.46 60 60
PIK3CA 0 0 -10000 0 -10000 0 0
DHH -0.042 0.17 -10000 0 -0.68 16 16
PTHLH -0.098 0.27 -10000 0 -1.2 6 6
determination of left/right symmetry -0.11 0.24 -10000 0 -0.54 53 53
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
skeletal system development -0.096 0.26 -10000 0 -1.1 6 6
IHH N/Hhip -0.25 0.32 -10000 0 -0.64 93 93
DHH N/Hhip -0.16 0.27 -10000 0 -0.63 60 60
mol:Cholesterol 0 0 -10000 0 -10000 0 0
heart development -0.11 0.24 -10000 0 -0.54 53 53
pancreas development -0.17 0.31 -10000 0 -0.69 65 65
HHAT 0 0 -10000 0 -10000 0 0
PI3K -0.003 0.04 -10000 0 -0.61 1 1
EntrezGene:84976 0 0 -10000 0 -10000 0 0
GAS1 -0.006 0.057 -10000 0 -0.48 3 3
somite specification -0.11 0.24 -10000 0 -0.54 53 53
SHH Np/Cholesterol/PTCH1 -0.16 0.22 -10000 0 -0.52 42 42
SHH Np/Cholesterol/PTCH2 -0.085 0.18 -10000 0 -0.48 41 41
SHH Np/Cholesterol/Megalin -0.3 0.3 -10000 0 -0.55 142 142
SHH -0.087 0.22 -10000 0 -0.61 40 40
catabolic process -0.088 0.21 -10000 0 -0.48 52 52
SMO/Vitamin D3 -0.16 0.23 -10000 0 -0.74 17 17
SHH Np/Cholesterol/Hhip -0.18 0.26 -10000 0 -0.55 80 80
LRP2 -0.37 0.4 -10000 0 -0.8 121 121
receptor-mediated endocytosis -0.3 0.28 -10000 0 -0.73 55 55
SHH Np/Cholesterol/BOC -0.083 0.18 -10000 0 -0.49 42 42
SHH Np/Cholesterol/CDO -0.08 0.18 -10000 0 -0.48 41 41
mesenchymal cell differentiation 0.18 0.26 0.54 80 -10000 0 80
mol:Vitamin D3 -0.13 0.24 -10000 0 -0.45 80 80
IHH N/PTCH2 -0.12 0.22 -10000 0 -0.55 52 52
CDON -0.008 0.063 -10000 0 -0.42 5 5
IHH N/PTCH1 -0.11 0.2 -10000 0 -0.48 52 52
Megalin/LRPAP1 -0.28 0.3 -10000 0 -0.61 121 121
PTCH2 -0.018 0.083 -10000 0 -0.36 13 13
SHH Np/Cholesterol -0.077 0.18 -10000 0 -0.49 40 40
PTCH1 -0.088 0.21 -10000 0 -0.48 52 52
HHIP -0.17 0.31 -10000 0 -0.69 65 65
Signaling mediated by p38-alpha and p38-beta

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
PTGS2 -0.23 0.53 -9999 0 -1.3 52 52
MKNK1 0 0 -9999 0 -10000 0 0
MAPK14 -0.044 0.13 -9999 0 -0.3 53 53
ATF2/c-Jun -0.049 0.095 -9999 0 -0.5 1 1
MAPK11 -0.046 0.14 -9999 0 -0.46 3 3
MITF -0.045 0.16 -9999 0 -0.36 55 55
MAPKAPK5 -0.044 0.16 -9999 0 -0.36 54 54
KRT8 -0.4 0.33 -9999 0 -0.54 197 197
MAPKAPK3 0 0 -9999 0 -10000 0 0
MAPKAPK2 0 0 -9999 0 -10000 0 0
p38alpha-beta/CK2 -0.068 0.2 -9999 0 -0.45 54 54
CEBPB -0.045 0.16 -9999 0 -0.36 54 54
SLC9A1 -0.044 0.16 -9999 0 -0.36 54 54
mol:GDP 0 0 -9999 0 -10000 0 0
ATF2 -0.038 0.16 -9999 0 -0.34 54 54
p38alpha-beta/MNK1 -0.075 0.14 -9999 0 -0.5 3 3
JUN -0.019 0.11 -9999 0 -0.5 1 1
PPARGC1A -0.15 0.3 -9999 0 -0.5 91 91
USF1 -0.044 0.16 -9999 0 -0.36 54 54
RAB5/GDP/GDI1 -0.053 0.1 -9999 0 -0.33 3 3
NOS2 -0.05 0.19 -9999 0 -0.9 4 4
DDIT3 -0.045 0.16 -9999 0 -0.36 54 54
RAB5A 0 0 -9999 0 -10000 0 0
HSPB1 -0.027 0.13 -9999 0 -0.38 2 2
p38alpha-beta/HBP1 -0.075 0.14 -9999 0 -0.5 3 3
CREB1 -0.045 0.17 -9999 0 -0.37 54 54
RAB5/GDP 0 0 -9999 0 -10000 0 0
EIF4E -0.031 0.14 -9999 0 -0.44 3 3
RPS6KA4 -0.044 0.16 -9999 0 -0.36 54 54
PLA2G4A -0.056 0.2 -9999 0 -0.64 14 14
GDI1 -0.044 0.16 -9999 0 -0.36 54 54
TP53 -0.058 0.2 -9999 0 -0.44 54 54
RPS6KA5 -0.047 0.16 -9999 0 -0.36 56 56
ESR1 -0.066 0.2 -9999 0 -0.42 56 56
HBP1 0 0 -9999 0 -10000 0 0
MEF2C -0.044 0.16 -9999 0 -0.36 54 54
MEF2A -0.044 0.16 -9999 0 -0.36 54 54
EIF4EBP1 -0.045 0.17 -9999 0 -0.37 54 54
KRT19 -0.28 0.32 -9999 0 -0.5 150 150
ELK4 -0.044 0.16 -9999 0 -0.36 54 54
ATF6 -0.044 0.16 -9999 0 -0.36 54 54
ATF1 -0.045 0.17 -9999 0 -0.37 54 54
p38alpha-beta/MAPKAPK2 -0.075 0.14 -9999 0 -0.36 54 54
p38alpha-beta/MAPKAPK3 -0.075 0.14 -9999 0 -0.5 3 3
E-cadherin signaling in the nascent adherens junction

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
CTTN -0.25 0.29 -9999 0 -0.58 111 111
KLHL20 -0.074 0.084 -9999 0 -0.35 1 1
CYFIP2 -0.092 0.26 -9999 0 -0.8 30 30
Rac1/GDP -0.12 0.2 -9999 0 -0.4 3 3
ENAH -0.25 0.29 -9999 0 -0.58 111 111
AP1M1 0 0 -9999 0 -10000 0 0
RAP1B -0.002 0.028 -9999 0 -0.32 2 2
RAP1A 0 0 -9999 0 -10000 0 0
CTNNB1 0 0 -9999 0 -10000 0 0
CDC42/GTP -0.12 0.14 -9999 0 -0.37 2 2
ABI1/Sra1/Nap1 -0.064 0.077 -9999 0 -0.24 24 24
E-cadherin/beta catenin/alpha catenin/beta7/alphaE Integrin -0.21 0.24 -9999 0 -0.48 111 111
RAPGEF1 -0.18 0.26 -9999 0 -0.49 111 111
CTNND1 0 0 -9999 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion -0.26 0.3 -9999 0 -0.6 111 111
CRK -0.21 0.28 -9999 0 -0.54 111 111
E-cadherin/gamma catenin/alpha catenin -0.23 0.26 -9999 0 -0.53 111 111
alphaE/beta7 Integrin -0.002 0.018 -9999 0 -10000 0 0
IQGAP1 0 0 -9999 0 -10000 0 0
NCKAP1 0 0 -9999 0 -10000 0 0
Rap1/GTP/I-afadin -0.003 0.033 -9999 0 -0.48 1 1
DLG1 -0.25 0.29 -9999 0 -0.58 111 111
ChemicalAbstracts:7440-70-2 0 0 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 -0.089 0.1 -9999 0 -0.26 1 1
MLLT4 -0.003 0.049 -9999 0 -0.8 1 1
ARF6/GTP/NME1/Tiam1 -0.005 0.025 -9999 0 -10000 0 0
PI3K -0.12 0.13 -9999 0 -0.34 1 1
ARF6 0 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
E-cadherin/gamma catenin -0.26 0.3 -9999 0 -0.61 111 111
TIAM1 -0.01 0.056 -9999 0 -0.32 8 8
E-cadherin(dimer)/Ca2+ -0.2 0.22 -9999 0 -0.45 111 111
AKT1 -0.064 0.073 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
CDH1 -0.34 0.39 -9999 0 -0.79 113 113
RhoA/GDP -0.12 0.2 -9999 0 -0.35 107 107
actin cytoskeleton organization -0.055 0.062 -9999 0 -0.24 1 1
CDC42/GDP -0.12 0.2 -9999 0 -0.35 107 107
E-cadherin/Ca2+/gamma catenin/alpha catenin/p120 catenin -0.15 0.17 -9999 0 -0.34 111 111
ITGB7 -0.002 0.028 -9999 0 -0.32 2 2
RAC1 0 0 -9999 0 -10000 0 0
E-cadherin/beta catenin/alpha catenin/p120 catenin -0.21 0.24 -9999 0 -0.48 111 111
E-cadherin/Ca2+/beta catenin/alpha catenin -0.2 0.23 -9999 0 -0.46 111 111
mol:GDP -0.15 0.23 -9999 0 -0.41 111 111
CDC42/GTP/IQGAP1 0 0 -9999 0 -10000 0 0
JUP 0 0 -9999 0 -10000 0 0
p120 catenin/RhoA/GDP -0.15 0.17 -9999 0 -0.39 4 4
RAC1/GTP/IQGAP1 0 0 -9999 0 -10000 0 0
PIP5K1C/AP1M1 0 0 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
CDC42 0 0 -9999 0 -10000 0 0
CTNNA1 0 0 -9999 0 -10000 0 0
positive regulation of S phase of mitotic cell cycle -0.035 0.042 -9999 0 -0.29 1 1
NME1 0 0 -9999 0 -10000 0 0
clathrin coat assembly 0 0 -9999 0 -10000 0 0
TJP1 -0.25 0.29 -9999 0 -0.58 111 111
regulation of cell-cell adhesion -0.11 0.12 -9999 0 -0.32 2 2
WASF2 -0.033 0.039 -9999 0 -0.14 1 1
Rap1/GTP -0.14 0.16 -9999 0 -0.43 2 2
E-cadherin/gamma catenin/alpha catenin/beta7/alphaE Integrin -0.19 0.22 -9999 0 -0.45 111 111
CCND1 -0.042 0.051 -9999 0 -0.38 1 1
VAV2 -0.2 0.28 -9999 0 -0.52 111 111
RAP1/GDP -0.14 0.16 -9999 0 -0.43 2 2
adherens junction assembly -0.24 0.28 -9999 0 -0.56 111 111
homophilic cell adhesion 0 0 -9999 0 -10000 0 0
ABI1 0 0 -9999 0 -10000 0 0
PIP5K1C 0 0 -9999 0 -10000 0 0
regulation of heterotypic cell-cell adhesion -0.18 0.21 -9999 0 -0.42 111 111
E-cadherin/beta catenin -0.21 0.24 -9999 0 -0.5 111 111
mol:GTP 0 0 -9999 0 -10000 0 0
SRC -0.25 0.29 -9999 0 -0.58 111 111
PIK3CA 0 0 -9999 0 -10000 0 0
Rac1/GTP -0.12 0.14 -9999 0 -0.39 5 5
E-cadherin/beta catenin/alpha catenin -0.23 0.26 -9999 0 -0.53 111 111
ITGAE 0 0 -9999 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin -0.27 0.31 -9999 0 -0.62 111 111
Glypican 2 network

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
MDK -0.044 0.11 -9999 0 -0.32 35 35
GPC2 -0.1 0.15 -9999 0 -0.32 84 84
GPC2/Midkine -0.096 0.13 -9999 0 -0.41 18 18
neuron projection morphogenesis -0.095 0.13 -9999 0 -0.41 18 18
TCGA08_retinoblastoma

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
CDKN2B -0.041 0.12 -10000 0 -0.35 31 31
CDKN2C 0.024 0.07 -10000 0 -0.38 6 6
CDKN2A -0.25 0.15 -10000 0 -0.34 195 195
CCND2 0.045 0.05 0.15 30 -0.12 4 34
RB1 -0.049 0.046 -10000 0 -0.23 4 4
CDK4 0.053 0.046 0.24 4 -10000 0 4
CDK6 0.052 0.05 0.2 7 -0.18 1 8
G1/S progression 0.049 0.046 0.23 4 -10000 0 4
Wnt signaling

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
Noncanonical Wnts/FZD -0.088 0.14 -9999 0 -0.38 42 42
FZD6 -0.012 0.098 -9999 0 -0.8 4 4
WNT6 -0.01 0.056 -9999 0 -0.32 8 8
WNT4 -0.07 0.21 -9999 0 -0.61 30 30
FZD3 -0.069 0.22 -9999 0 -0.78 23 23
WNT5A -0.088 0.14 -9999 0 -0.32 71 71
WNT11 -0.076 0.14 -9999 0 -0.33 60 60
TCGA08_p53

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
CDKN2A -0.16 0.1 -10000 0 -0.22 195 195
TP53 -0.017 0.054 -10000 0 -10000 0 0
Senescence -0.017 0.054 -10000 0 -10000 0 0
Apoptosis -0.017 0.054 -10000 0 -10000 0 0
Activated_Oncogenes 0 0 -10000 0 -10000 0 0
MDM2 0.032 0.11 0.32 1 -0.22 3 4
MDM4 0 0 -10000 0 -10000 0 0
Reelin signaling pathway

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
CDK5R1/CDK5 -0.006 0.034 -9999 0 -10000 0 0
VLDLR -0.046 0.19 -9999 0 -0.8 15 15
CRKL 0 0 -9999 0 -10000 0 0
LRPAP1 0 0 -9999 0 -10000 0 0
FYN -0.001 0.02 -9999 0 -0.32 1 1
ITGA3 -0.028 0.15 -9999 0 -0.8 9 9
RELN/VLDLR/Fyn -0.16 0.26 -9999 0 -0.57 70 70
MAPK8IP1/MKK7/MAP3K11/JNK1 -0.003 0.039 -9999 0 -0.45 2 2
AKT1 -0.1 0.16 -9999 0 -0.55 11 11
MAP2K7 0 0 -9999 0 -10000 0 0
RAPGEF1 0 0 -9999 0 -10000 0 0
DAB1 -0.042 0.11 -9999 0 -0.32 34 34
RELN/LRP8/DAB1 -0.15 0.22 -9999 0 -0.5 66 66
LRPAP1/LRP8 -0.012 0.049 -9999 0 -10000 0 0
RELN/LRP8/DAB1/Fyn -0.14 0.2 -9999 0 -0.48 64 64
DAB1/alpha3/beta1 Integrin -0.16 0.22 -9999 0 -0.7 15 15
long-term memory -0.2 0.25 -9999 0 -0.51 91 91
DAB1/LIS1 -0.15 0.22 -9999 0 -0.48 72 72
DAB1/CRLK/C3G -0.14 0.22 -9999 0 -0.68 16 16
PIK3CA 0 0 -9999 0 -10000 0 0
DAB1/NCK2 -0.15 0.22 -9999 0 -0.49 70 70
ARHGEF2 0 0 -9999 0 -10000 0 0
mol:Src family inhibitors PP1 and PP2 0 0 -9999 0 -10000 0 0
GRIN2A -0.14 0.28 -9999 0 -0.64 56 56
CDK5R1 -0.009 0.052 -9999 0 -0.32 7 7
RELN -0.2 0.34 -9999 0 -0.76 67 67
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
RELN/LRP8/Fyn -0.14 0.23 -9999 0 -0.53 64 64
GRIN2A/RELN/LRP8/DAB1/Fyn -0.21 0.26 -9999 0 -0.53 91 91
MAPK8 -0.003 0.049 -9999 0 -0.8 1 1
RELN/VLDLR/DAB1 -0.17 0.25 -9999 0 -0.55 70 70
ITGB1 0 0 -9999 0 -10000 0 0
MAP1B -0.16 0.23 -9999 0 -0.5 72 72
RELN/LRP8 -0.14 0.23 -9999 0 -0.53 64 64
GRIN2B/RELN/LRP8/DAB1/Fyn -0.14 0.2 -9999 0 -0.48 64 64
PI3K -0.003 0.04 -9999 0 -0.61 1 1
mol:PP2 0 0 -9999 0 -10000 0 0
alpha3/beta1 Integrin -0.021 0.11 -9999 0 -0.61 9 9
RAP1A -0.13 0.2 -9999 0 -0.64 15 15
PAFAH1B1 0 0 -9999 0 -10000 0 0
MAPK8IP1 -0.003 0.049 -9999 0 -0.8 1 1
CRLK/C3G 0 0 -9999 0 -10000 0 0
GRIN2B 0 0 -9999 0 -10000 0 0
NCK2 0 0 -9999 0 -10000 0 0
neuron differentiation -0.06 0.1 -9999 0 -0.46 3 3
neuron adhesion -0.14 0.19 -9999 0 -0.6 15 15
LRP8 -0.019 0.075 -9999 0 -0.32 15 15
GSK3B -0.094 0.15 -9999 0 -0.51 11 11
RELN/VLDLR/DAB1/Fyn -0.16 0.23 -9999 0 -0.51 70 70
MAP3K11 0 0 -9999 0 -10000 0 0
RELN/VLDLR/DAB1/P13K -0.11 0.17 -9999 0 -0.38 71 71
CDK5 0 0 -9999 0 -10000 0 0
MAPT -0.28 0.37 -9999 0 -0.74 100 100
neuron migration -0.09 0.22 -9999 0 -0.44 63 63
RELN/LRP8/DAB1/Fyn/MAPK8IP1/MKK7/MAP3K11/JNK1 -0.061 0.1 -9999 0 -0.47 3 3
RELN/VLDLR -0.15 0.25 -9999 0 -0.54 70 70
Signaling events regulated by Ret tyrosine kinase

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
PTK2 -0.033 0.053 -9999 0 -10000 0 0
Crk/p130 Cas/Paxillin -0.065 0.14 -9999 0 -0.37 44 44
JUN -0.069 0.13 -9999 0 -0.43 17 17
HRAS 0 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/GRB10 -0.13 0.22 -9999 0 -0.55 49 49
RAP1A 0 0 -9999 0 -10000 0 0
FRS2 -0.025 0.086 -9999 0 -0.32 20 20
RAP1A/GDP 0 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/DOK1 -0.13 0.22 -9999 0 -0.57 45 45
EntrezGene:5979 0 0 -9999 0 -10000 0 0
PTPN11 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/Enigma -0.12 0.2 -9999 0 -0.52 45 45
RHOA 0 0 -9999 0 -10000 0 0
RAP1A/GTP -0.12 0.21 -9999 0 -0.53 45 45
GRB7 -0.14 0.3 -9999 0 -0.79 45 45
RET51/GFRalpha1/GDNF -0.13 0.22 -9999 0 -0.57 46 46
MAPKKK cascade -0.097 0.18 -9999 0 -0.46 45 45
BCAR1 0 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/IRS1 -0.12 0.2 -9999 0 -0.52 45 45
lamellipodium assembly -0.065 0.13 -9999 0 -0.34 44 44
RET51/GFRalpha1/GDNF/SHC -0.13 0.22 -9999 0 -0.55 49 49
PIK3CA 0 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/SHC -0.12 0.2 -9999 0 -0.52 45 45
RET9/GFRalpha1/GDNF/Shank3 -0.12 0.2 -9999 0 -0.52 45 45
MAPK3 -0.11 0.2 -9999 0 -0.5 45 45
DOK1 0 0 -9999 0 -10000 0 0
DOK6 -0.25 0.37 -9999 0 -0.8 81 81
PXN 0 0 -9999 0 -10000 0 0
neurite development -0.15 0.21 -9999 0 -0.62 31 31
DOK5 -0.036 0.16 -9999 0 -0.66 14 14
GFRA1 -0.15 0.3 -9999 0 -0.69 55 55
MAPK8 -0.074 0.14 -9999 0 -0.36 46 46
HRAS/GTP -0.11 0.21 -9999 0 -0.53 45 45
tube development -0.11 0.18 -9999 0 -0.5 43 43
MAPK1 -0.11 0.2 -9999 0 -0.5 45 45
RET9/GFRalpha1/GDNF/FRS2/SHP2/Grb2 -0.074 0.13 -9999 0 -0.36 43 43
Rac1/GDP 0 0 -9999 0 -10000 0 0
SRC 0 0 -9999 0 -10000 0 0
PDLIM7 0 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/Dok6 -0.26 0.32 -9999 0 -0.61 103 103
SHC1 0 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/Dok4 -0.14 0.24 -9999 0 -0.59 45 45
RET51/GFRalpha1/GDNF/Dok5 -0.15 0.25 -9999 0 -0.62 51 51
PRKCA -0.006 0.07 -9999 0 -0.8 2 2
HRAS/GDP 0 0 -9999 0 -10000 0 0
CREB1 -0.078 0.16 -9999 0 -0.42 43 43
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
RET9/GFRalpha1/GDNF/SHC/GAB1/Grb2 -0.07 0.13 -9999 0 -0.36 43 43
RET51/GFRalpha1/GDNF/Grb7 -0.22 0.29 -9999 0 -0.58 85 85
mol:GDP 0 0 -9999 0 -10000 0 0
RET -0.035 0.14 -9999 0 -0.51 18 18
DOK4 -0.006 0.07 -9999 0 -0.8 2 2
JNK cascade -0.043 0.14 -9999 0 -0.42 17 17
RET9/GFRalpha1/GDNF/FRS2 -0.13 0.19 -9999 0 -0.51 47 47
SHANK3 0 0 -9999 0 -10000 0 0
RASA1 0 0 -9999 0 -10000 0 0
NCK1 0 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/SHC/Grb2/SOS1 -0.07 0.13 -9999 0 -0.36 43 43
RET51/GFRalpha1/GDNF/FRS2/SHP2/Grb2 -0.084 0.15 -9999 0 -0.39 45 45
RET51/GFRalpha1/GDNF/DOK/RasGAP/NCK -0.079 0.15 -9999 0 -0.39 45 45
RET51/GFRalpha1/GDNF/SHC/Grb2/SOS1 -0.085 0.18 -9999 0 -0.42 45 45
PI3K -0.1 0.21 -9999 0 -0.54 44 44
SOS1 0 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/Shank3/Grb2 -0.11 0.18 -9999 0 -0.5 43 43
GRB10 0 0 -9999 0 -10000 0 0
activation of MAPKK activity -0.079 0.14 -9999 0 -0.36 44 44
RET51/GFRalpha1/GDNF/FRS2 -0.14 0.22 -9999 0 -0.54 53 53
GAB1 0 0 -9999 0 -10000 0 0
IRS1 -0.001 0.02 -9999 0 -0.32 1 1
IRS2 0 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/SHC/GAB1/Grb2 -0.085 0.18 -9999 0 -0.42 45 45
RET51/GFRalpha1/GDNF/PKC alpha -0.14 0.23 -9999 0 -0.58 47 47
GRB2 0 0 -9999 0 -10000 0 0
PRKACA 0 0 -9999 0 -10000 0 0
GDNF -0.065 0.13 -9999 0 -0.32 52 52
RAC1 0 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/IRS1 -0.13 0.22 -9999 0 -0.57 46 46
Rac1/GTP -0.078 0.16 -9999 0 -0.42 44 44
RET9/GFRalpha1/GDNF -0.13 0.21 -9999 0 -0.57 45 45
GFRalpha1/GDNF -0.15 0.24 -9999 0 -0.65 45 45
Syndecan-1-mediated signaling events

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
TGFB1 -0.001 0.02 -9999 0 -0.32 1 1
CCL5 -0.052 0.12 -9999 0 -0.32 42 42
SDCBP 0 0 -9999 0 -10000 0 0
FGFR/FGF2/Syndecan-1 -0.14 0.16 -9999 0 -0.37 51 51
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
RP11-540L11.1 0 0 -9999 0 -10000 0 0
Syndecan-1/Laminin-5 -0.13 0.14 -9999 0 -0.36 41 41
Syndecan-1/Syntenin -0.13 0.14 -9999 0 -0.44 16 16
MAPK3 -0.11 0.13 -9999 0 -0.51 6 6
HGF/MET -0.038 0.14 -9999 0 -0.61 15 15
TGFB1/TGF beta receptor Type II -0.001 0.02 -9999 0 -0.32 1 1
BSG 0 0 -9999 0 -10000 0 0
keratinocyte migration -0.13 0.14 -9999 0 -0.36 41 41
Syndecan-1/RANTES -0.16 0.15 -9999 0 -0.44 27 27
Syndecan-1/CD147 -0.12 0.14 -9999 0 -0.42 16 16
Syndecan-1/Syntenin/PIP2 -0.13 0.14 -9999 0 -0.42 16 16
LAMA5 0 0 -9999 0 -10000 0 0
positive regulation of cell-cell adhesion -0.13 0.13 -9999 0 -0.41 16 16
MMP7 -0.29 0.38 -9999 0 -0.79 95 95
HGF -0.038 0.16 -9999 0 -0.7 14 14
Syndecan-1/CASK -0.13 0.15 -9999 0 -0.36 51 51
Syndecan-1/HGF/MET -0.15 0.16 -9999 0 -0.46 31 31
regulation of cell adhesion -0.093 0.13 -9999 0 -0.49 6 6
HPSE -0.02 0.078 -9999 0 -0.32 16 16
positive regulation of cell migration -0.14 0.16 -9999 0 -0.37 51 51
SDC1 -0.14 0.16 -9999 0 -0.38 51 51
Syndecan-1/Collagen -0.14 0.16 -9999 0 -0.37 51 51
PPIB 0 0 -9999 0 -10000 0 0
MET -0.012 0.098 -9999 0 -0.8 4 4
PRKACA 0 0 -9999 0 -10000 0 0
MMP9 -0.13 0.16 -9999 0 -0.33 106 106
MAPK1 -0.11 0.13 -9999 0 -0.51 6 6
homophilic cell adhesion -0.14 0.16 -9999 0 -0.37 51 51
MMP1 -0.095 0.18 -9999 0 -0.37 66 66
E-cadherin signaling in keratinocytes

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
keratinocyte differentiation -0.071 0.083 -10000 0 -0.43 1 1
adherens junction organization -0.12 0.17 -10000 0 -0.31 111 111
mol:GTP 0 0 -10000 0 -10000 0 0
Rac1/GDP -0.069 0.083 -10000 0 -0.54 1 1
FMN1 -0.14 0.16 -10000 0 -0.44 12 12
mol:IP3 -0.075 0.087 -10000 0 -0.4 1 1
E-cadherin/Ca2+/beta catenin-gamma catenin/alpha catenin/p120 catenin -0.14 0.16 -10000 0 -0.32 111 111
CTNNB1 0.009 0.01 -10000 0 -10000 0 0
AKT1 -0.086 0.099 -10000 0 -0.39 1 1
E-cadherin/beta catenin-gamma catenin/alpha catenin/p120 catenin -0.24 0.28 -10000 0 -0.56 111 111
CTNND1 0 0 -10000 0 -10000 0 0
mol:PI-4-5-P2 -0.11 0.16 -10000 0 -0.3 111 111
VASP -0.13 0.15 -10000 0 -0.38 1 1
ZYX -0.13 0.15 -10000 0 -0.38 1 1
JUB -0.13 0.15 -10000 0 -0.3 111 111
EGFR(dimer) -0.13 0.16 -10000 0 -0.52 3 3
E-cadherin/beta catenin-gamma catenin -0.22 0.25 -10000 0 -0.51 111 111
mol:PI-3-4-5-P3 -0.093 0.11 -10000 0 -0.37 2 2
PIK3CA 0 0 -10000 0 -10000 0 0
PI3K -0.094 0.11 -10000 0 -0.38 2 2
FYN -0.21 0.2 -10000 0 -0.49 50 50
mol:Ca2+ -0.073 0.085 -10000 0 -0.39 1 1
JUP 0.009 0.01 -10000 0 -10000 0 0
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
mol:DAG -0.074 0.087 -10000 0 -0.4 1 1
CDH1 -0.34 0.39 -10000 0 -0.79 113 113
RhoA/GDP -0.069 0.083 -10000 0 -0.54 1 1
establishment of polarity of embryonic epithelium -0.11 0.16 -10000 0 -0.38 1 1
SRC 0 0 -10000 0 -10000 0 0
RAC1 0 0 -10000 0 -10000 0 0
RHOA 0 0 -10000 0 -10000 0 0
EGFR -0.006 0.057 -10000 0 -0.48 3 3
CASR -0.27 0.22 -10000 0 -0.48 124 124
RhoA/GTP -0.065 0.076 -10000 0 -0.35 1 1
AKT2 -0.086 0.099 -10000 0 -0.39 1 1
actin cable formation -0.12 0.17 -10000 0 -0.42 12 12
apoptosis 0.083 0.097 0.41 1 -10000 0 1
CTNNA1 0 0 -10000 0 -10000 0 0
mol:GDP -0.075 0.091 -10000 0 -0.49 2 2
PIP5K1A -0.13 0.15 -10000 0 -0.38 1 1
PLCG1 -0.076 0.088 -10000 0 -0.41 1 1
Rac1/GTP -0.12 0.14 -10000 0 -0.47 3 3
homophilic cell adhesion -0.001 0.003 -10000 0 -10000 0 0
Osteopontin-mediated 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
IKK alpha homodimer -0.089 0.18 -9999 0 -0.44 52 52
NF kappa B1 p50/RelA/I kappa B alpha -0.077 0.16 -9999 0 -0.59 4 4
alphaV/beta3 Integrin/Osteopontin/Src -0.11 0.23 -9999 0 -0.6 49 49
AP1 -0.11 0.19 -9999 0 -0.72 9 9
ILK -0.093 0.19 -9999 0 -0.47 52 52
bone resorption -0.081 0.17 -9999 0 -0.86 3 3
PTK2B 0 0 -9999 0 -10000 0 0
PYK2/p130Cas -0.089 0.19 -9999 0 -0.44 52 52
ITGAV 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CD44/Rho Family GTPase/ROCK2 -0.002 0.022 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Osteopontin -0.11 0.22 -9999 0 -0.53 52 52
MAP3K1 -0.096 0.2 -9999 0 -0.48 52 52
JUN -0.002 0.028 -9999 0 -0.32 2 2
MAPK3 -0.047 0.2 -9999 0 -0.44 52 52
MAPK1 -0.047 0.2 -9999 0 -0.44 52 52
Rac1/GDP 0 0 -9999 0 -10000 0 0
NFKB1 0 0 -9999 0 -10000 0 0
MAPK8 -0.054 0.2 -9999 0 -0.44 53 53
ITGB3 -0.015 0.11 -9999 0 -0.79 5 5
NFKBIA -0.037 0.2 -9999 0 -0.43 52 52
FOS -0.049 0.19 -9999 0 -0.8 16 16
CD44 -0.004 0.034 -9999 0 -0.32 3 3
CHUK 0 0 -9999 0 -10000 0 0
PLAU -0.03 0.18 -9999 0 -0.67 3 3
NF kappa B1 p50/RelA -0.073 0.15 -9999 0 -0.72 2 2
BCAR1 0 0 -9999 0 -10000 0 0
RELA 0 0 -9999 0 -10000 0 0
alphaV beta3 Integrin -0.012 0.083 -9999 0 -0.6 5 5
mol:GDP 0 0 -9999 0 -10000 0 0
SYK -0.1 0.21 -9999 0 -0.5 52 52
VAV3 -0.061 0.22 -9999 0 -0.47 52 52
MAP3K14 -0.062 0.21 -9999 0 -0.48 52 52
ROCK2 0 0 -9999 0 -10000 0 0
SPP1 -0.15 0.31 -9999 0 -0.79 49 49
RAC1 0 0 -9999 0 -10000 0 0
Rac1/GTP -0.086 0.18 -9999 0 -0.43 52 52
MMP2 -0.11 0.17 -9999 0 -0.62 11 11
amb2 Integrin signaling

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
alphaM/beta2 Integrin/proMMP-2 -0.035 0.093 -9999 0 -0.53 6 6
alphaM/beta2 Integrin/GPIbA -0.017 0.065 -9999 0 -0.52 3 3
alphaM/beta2 Integrin/proMMP-9 -0.083 0.11 -9999 0 -0.4 12 12
PLAUR -0.045 0.11 -9999 0 -0.32 36 36
HMGB1 -0.004 0.011 -9999 0 -10000 0 0
alphaM/beta2 Integrin/Talin -0.015 0.062 -9999 0 -0.61 2 2
AGER -0.004 0.011 -9999 0 -10000 0 0
RAP1A 0 0 -9999 0 -10000 0 0
SELPLG -0.007 0.048 -9999 0 -0.32 6 6
mol:LDL 0 0 -9999 0 -10000 0 0
alphaM/beta2 Integrin/RAGE/HMGB1 -0.031 0.085 -9999 0 -0.7 2 2
mol:GTP 0 0 -9999 0 -10000 0 0
MMP9 -0.13 0.16 -9999 0 -0.33 106 106
CYR61 -0.009 0.085 -9999 0 -0.8 3 3
TLN1 0 0 -9999 0 -10000 0 0
Rap1/GTP -0.1 0.14 -9999 0 -0.5 14 14
RHOA 0 0 -9999 0 -10000 0 0
P-selectin oligomer -0.24 0.37 -9999 0 -0.8 79 79
MYH2 -0.3 0.27 -9999 0 -0.55 116 116
MST1R -0.024 0.084 -9999 0 -0.32 19 19
leukocyte activation during inflammatory response -0.16 0.24 -9999 0 -0.5 79 79
APOB -0.18 0.33 -9999 0 -0.78 59 59
mol:GDP 0 0 -9999 0 -10000 0 0
complement component iC3b receptor activity 0 0 -9999 0 -10000 0 0
MMP2 -0.038 0.12 -9999 0 -0.38 26 26
JAM3 0 0 -9999 0 -10000 0 0
GP1BA -0.002 0.028 -9999 0 -0.32 2 2
alphaM/beta2 Integrin/CTGF -0.031 0.11 -9999 0 -0.55 10 10
alphaM/beta2 Integrin -0.12 0.16 -9999 0 -0.36 48 48
JAM3 homodimer 0 0 -9999 0 -10000 0 0
ICAM2 0 0 -9999 0 -10000 0 0
ICAM1 -0.002 0.028 -9999 0 -0.32 2 2
phagocytosis triggered by activation of immune response cell surface activating receptor -0.12 0.16 -9999 0 -0.36 48 48
cell adhesion -0.016 0.065 -9999 0 -0.52 3 3
NFKB1 -0.048 0.13 -9999 0 -0.84 2 2
THY1 -0.003 0.049 -9999 0 -0.8 1 1
RhoA/GDP 0 0 -9999 0 -10000 0 0
Lipoprotein(a) -0.18 0.28 -9999 0 -0.58 78 78
alphaM/beta2 Integrin/LRP/tPA -0.031 0.1 -9999 0 -0.58 7 7
IL6 -0.054 0.31 -9999 0 -0.96 26 26
ITGB2 -0.015 0.059 -9999 0 -0.32 9 9
elevation of cytosolic calcium ion concentration -0.037 0.082 -9999 0 -0.48 4 4
alphaM/beta2 Integrin/JAM2/JAM3 -0.012 0.055 -9999 0 -0.56 2 2
JAM2 0 0 -9999 0 -10000 0 0
alphaM/beta2 Integrin/ICAM1 -0.026 0.078 -9999 0 -0.47 5 5
alphaM/beta2 Integrin/uPA/Plg -0.12 0.21 -9999 0 -0.5 56 56
RhoA/GTP -0.16 0.2 -9999 0 -0.43 56 56
positive regulation of phagocytosis -0.086 0.12 -9999 0 -0.45 15 15
Ron/MSP -0.022 0.084 -9999 0 -0.61 3 3
alphaM/beta2 Integrin/uPAR/uPA -0.038 0.083 -9999 0 -0.48 4 4
alphaM/beta2 Integrin/uPAR -0.038 0.084 -9999 0 -0.44 5 5
PLAU -0.012 0.062 -9999 0 -0.32 10 10
PLAT -0.02 0.12 -9999 0 -0.73 7 7
actin filament polymerization -0.28 0.26 -9999 0 -0.52 116 116
MST1 -0.009 0.085 -9999 0 -0.8 3 3
alphaM/beta2 Integrin/lipoprotein(a) -0.16 0.24 -9999 0 -0.51 79 79
TNF 0.005 0.14 -9999 0 -0.75 2 2
RAP1B -0.002 0.028 -9999 0 -0.32 2 2
alphaM/beta2 Integrin/uPA -0.021 0.072 -9999 0 -0.47 4 4
fibrinolysis -0.12 0.2 -9999 0 -0.5 56 56
HCK -0.016 0.07 -9999 0 -0.32 13 13
dendritic cell antigen processing and presentation -0.12 0.16 -9999 0 -0.36 48 48
VTN -0.18 0.33 -9999 0 -0.79 59 59
alphaM/beta2 Integrin/CYR61 -0.021 0.082 -9999 0 -0.56 5 5
LPA -0.086 0.25 -9999 0 -0.8 28 28
LRP1 -0.017 0.073 -9999 0 -0.32 14 14
cell migration -0.09 0.11 -9999 0 -0.48 8 8
FN1 -0.061 0.13 -9999 0 -0.32 49 49
alphaM/beta2 Integrin/Thy1 -0.017 0.069 -9999 0 -0.58 3 3
MPO -0.042 0.11 -9999 0 -0.32 34 34
KNG1 -0.19 0.34 -9999 0 -0.8 61 61
RAP1/GDP -0.001 0.015 -9999 0 -10000 0 0
ROCK1 -0.13 0.2 -9999 0 -0.6 17 17
ELA2 0 0 -9999 0 -10000 0 0
PLG -0.17 0.33 -9999 0 -0.8 55 55
CTGF -0.025 0.14 -9999 0 -0.8 8 8
alphaM/beta2 Integrin/Hck -0.024 0.079 -9999 0 -0.4 8 8
ITGAM -0.012 0.078 -9999 0 -0.68 3 3
alphaM/beta2 Integrin/P-Selectin/PSGL1 -0.16 0.23 -9999 0 -0.5 80 80
HP -0.03 0.093 -9999 0 -0.32 24 24
leukocyte adhesion -0.024 0.073 -9999 0 -0.56 3 3
SELP -0.24 0.37 -9999 0 -0.8 79 79
Aurora B signaling

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
Condensin I complex -0.064 0.07 -9999 0 -10000 0 0
STMN1 -0.076 0.12 -9999 0 -0.41 4 4
Aurora B/RasGAP/Survivin -0.14 0.15 -9999 0 -0.33 86 86
Chromosomal passenger complex/Cul3 protein complex -0.066 0.11 -9999 0 -0.38 22 22
BIRC5 -0.16 0.16 -9999 0 -0.32 128 128
DES -0.31 0.33 -9999 0 -0.66 124 124
Aurora C/Aurora B/INCENP -0.055 0.082 -9999 0 -0.3 3 3
Aurora B/TACC1 -0.064 0.087 -9999 0 -10000 0 0
Aurora B/PP2A -0.079 0.11 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CBX5 -0.008 0.02 -9999 0 -10000 0 0
mitotic metaphase/anaphase transition -0.002 0.003 -9999 0 -10000 0 0
NDC80 -0.14 0.17 -9999 0 -0.41 57 57
Cul3 protein complex -0.045 0.15 -9999 0 -0.53 22 22
KIF2C -0.042 0.043 -9999 0 -0.12 1 1
PEBP1 0 0 -9999 0 -10000 0 0
KIF20A -0.17 0.16 -9999 0 -0.32 135 135
mol:GDP 0 0 -9999 0 -10000 0 0
Aurora B/RasGAP -0.079 0.11 -9999 0 -10000 0 0
SEPT1 -0.005 0.04 -9999 0 -0.32 4 4
SMC2 0 0 -9999 0 -10000 0 0
SMC4 -0.002 0.028 -9999 0 -0.32 2 2
NSUN2/NPM1/Nucleolin 0 0.025 -9999 0 -10000 0 0
PSMA3 0 0 -9999 0 -10000 0 0
G2/M transition of mitotic cell cycle -0.002 0.002 -9999 0 -10000 0 0
H3F3B -0.031 0.049 -9999 0 -10000 0 0
AURKB -0.13 0.16 -9999 0 -0.32 107 107
AURKC -0.004 0.034 -9999 0 -0.32 3 3
CDCA8 -0.11 0.16 -9999 0 -0.33 89 89
cytokinesis -0.1 0.087 -9999 0 -10000 0 0
Aurora B/Septin1 -0.085 0.095 -9999 0 -10000 0 0
AURKA -0.016 0.074 -9999 0 -0.33 14 14
INCENP -0.003 0.029 -9999 0 -0.33 2 2
KLHL13 -0.068 0.22 -9999 0 -0.8 22 22
BUB1 -0.13 0.16 -9999 0 -0.32 104 104
hSgo1/Aurora B/Survivin -0.15 0.17 -9999 0 -0.36 88 88
EVI5 0.001 0.002 -9999 0 -10000 0 0
RhoA/GTP -0.075 0.092 -9999 0 -0.37 3 3
SGOL1 -0.051 0.12 -9999 0 -0.32 41 41
CENPA -0.05 0.067 -9999 0 -10000 0 0
NCAPG -0.15 0.16 -9999 0 -0.32 124 124
Aurora B/HC8 Proteasome -0.079 0.11 -9999 0 -10000 0 0
NCAPD2 -0.001 0.02 -9999 0 -0.32 1 1
Aurora B/PP1-gamma -0.079 0.11 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
NCAPH -0.12 0.16 -9999 0 -0.32 94 94
NPM1 -0.02 0.031 -9999 0 -10000 0 0
RASA1 0 0 -9999 0 -10000 0 0
KLHL9 0 0 -9999 0 -10000 0 0
mitotic prometaphase -0.005 0.005 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process -0.079 0.1 -9999 0 -10000 0 0
PPP1CC 0 0 -9999 0 -10000 0 0
Centraspindlin -0.085 0.1 -9999 0 -0.33 16 16
RhoA/GDP 0 0 -9999 0 -10000 0 0
NSUN2 -0.02 0.031 -9999 0 -10000 0 0
MYLK -0.11 0.17 -9999 0 -0.47 46 46
KIF23 -0.038 0.1 -9999 0 -0.33 30 30
VIM -0.072 0.11 -9999 0 -10000 0 0
RACGAP1 -0.003 0.029 -9999 0 -0.33 2 2
mitosis 0 0 -9999 0 -10000 0 0
NCL -0.02 0.031 -9999 0 -10000 0 0
Chromosomal passenger complex -0.08 0.081 -9999 0 -0.24 2 2
Chromosomal passenger complex/EVI5 -0.13 0.2 -9999 0 -0.4 67 67
TACC1 0 0 -9999 0 -10000 0 0
PPP2R5D 0 0 -9999 0 -10000 0 0
CUL3 0 0 -9999 0 -10000 0 0
response to DNA damage stimulus 0 0 -9999 0 -10000 0 0
Thromboxane A2 receptor signaling

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
TGM2 -0.055 0.2 -10000 0 -0.8 18 18
GNB1/GNG2 -0.04 0.075 -10000 0 -0.19 51 51
AKT1 -0.013 0.12 -10000 0 -0.22 52 52
EGF -0.32 0.39 -10000 0 -0.8 103 103
mol:TXA2 0 0.001 -10000 0 -10000 0 0
FGR -0.004 0.01 -10000 0 -10000 0 0
mol:Ca2+ -0.019 0.16 -10000 0 -0.3 58 58
LYN -0.004 0.01 -10000 0 -10000 0 0
RhoA/GTP -0.027 0.051 -10000 0 -0.14 7 7
mol:PGI2 0 0 -10000 0 -10000 0 0
SYK -0.021 0.17 -10000 0 -0.35 51 51
GNG2 -0.007 0.048 -10000 0 -0.32 6 6
ARRB2 0 0 -10000 0 -10000 0 0
TP alpha/Gq family/GDP/G beta5/gamma2 0.014 0.058 -10000 0 -0.48 1 1
G beta5/gamma2 -0.052 0.099 -10000 0 -0.24 50 50
PRKCH -0.026 0.17 -10000 0 -0.36 51 51
DNM1 -0.004 0.034 -10000 0 -0.32 3 3
TXA2/TP beta/beta Arrestin3 -0.003 0.009 -10000 0 -10000 0 0
mol:GTP 0 0.001 -10000 0 -10000 0 0
PTGDR -0.044 0.11 -10000 0 -0.32 35 35
G12 family/GTP -0.067 0.12 -10000 0 -0.31 51 51
ADRBK1 0 0 -10000 0 -10000 0 0
ADRBK2 0 0 -10000 0 -10000 0 0
RhoA/GTP/ROCK1 0 0 -10000 0 -10000 0 0
mol:GDP 0.002 0.091 0.23 3 -10000 0 3
mol:NADP 0 0 -10000 0 -10000 0 0
RAB11A 0 0 -10000 0 -10000 0 0
PRKG1 -0.02 0.087 -10000 0 -0.35 15 15
mol:IP3 -0.032 0.19 -10000 0 -0.38 58 58
cell morphogenesis 0 0 -10000 0 -10000 0 0
PLCB2 -0.059 0.25 -10000 0 -0.52 58 58
mol:cGMP 0 0.001 -10000 0 -10000 0 0
BLK -0.015 0.035 -10000 0 -10000 0 0
mol:PDG2 0 0 -10000 0 -10000 0 0
HCK -0.009 0.025 -10000 0 -10000 0 0
RHOA 0 0 -10000 0 -10000 0 0
PTGIR -0.006 0.044 -10000 0 -0.32 5 5
PRKCB1 -0.034 0.19 -10000 0 -0.37 58 58
GNAQ 0 0 -10000 0 -10000 0 0
mol:L-citrulline 0 0 -10000 0 -10000 0 0
TXA2/TXA2-R family -0.056 0.25 -10000 0 -0.54 52 52
LCK -0.017 0.041 -10000 0 -0.37 1 1
TXA2/TP beta/beta Arrestin3/RAB11/GDP -0.009 0.02 -10000 0 -10000 0 0
TXA2-R family/G12 family/GDP/G beta/gamma -0.001 0.004 -10000 0 -10000 0 0
TXA2/TP beta/beta Arrestin2/RAB11/GDP -0.007 0.018 -10000 0 -10000 0 0
MAPK14 -0.002 0.12 -10000 0 -0.23 50 50
TGM2/GTP -0.046 0.22 -10000 0 -0.45 58 58
MAPK11 -0.002 0.12 -10000 0 -0.23 50 50
ARHGEF1 -0.011 0.09 -10000 0 -0.19 18 18
GNAI2 0 0 -10000 0 -10000 0 0
JNK cascade -0.03 0.19 -10000 0 -0.39 52 52
RAB11/GDP 0 0 -10000 0 -10000 0 0
ICAM1 -0.014 0.14 -10000 0 -0.28 51 51
cAMP biosynthetic process -0.031 0.18 -10000 0 -0.36 58 58
Gq family/GTP/EBP50 -0.021 0.07 -10000 0 -0.25 21 21
actin cytoskeleton reorganization 0 0 -10000 0 -10000 0 0
SRC -0.004 0.01 -10000 0 -10000 0 0
GNB5 0 0 -10000 0 -10000 0 0
GNB1 0 0 -10000 0 -10000 0 0
EGF/EGFR -0.021 0.076 -10000 0 -10000 0 0
VCAM1 -0.027 0.17 -10000 0 -0.35 51 51
TP beta/Gq family/GDP/G beta5/gamma2 0.014 0.058 -10000 0 -0.48 1 1
platelet activation -0.004 0.16 -10000 0 -0.3 51 51
PGI2/IP -0.004 0.03 -10000 0 -0.22 5 5
PRKACA -0.012 0.029 -10000 0 -10000 0 0
Gq family/GDP/G beta5/gamma2 0.012 0.057 -10000 0 -0.44 1 1
TXA2/TP beta/beta Arrestin2 0 0.004 -10000 0 -10000 0 0
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
TBXA2R -0.01 0.024 -10000 0 -10000 0 0
mol:DAG -0.04 0.21 -10000 0 -0.43 52 52
EGFR -0.006 0.057 -10000 0 -0.48 3 3
TXA2/TP alpha -0.05 0.24 -10000 0 -0.49 58 58
Gq family/GTP -0.017 0.074 -10000 0 -0.29 17 17
YES1 -0.004 0.01 -10000 0 -10000 0 0
GNAI2/GTP -0.006 0.014 -10000 0 -10000 0 0
PGD2/DP -0.03 0.075 -10000 0 -0.22 35 35
SLC9A3R1 -0.012 0.098 -10000 0 -0.8 4 4
FYN -0.005 0.012 -10000 0 -10000 0 0
mol:NO 0 0 -10000 0 -10000 0 0
GNA15 -0.006 0.044 -10000 0 -0.32 5 5
PGK/cGMP -0.011 0.051 -10000 0 -0.54 1 1
RhoA/GDP 0 0 -10000 0 -10000 0 0
TP alpha/TGM2/GDP/G beta/gamma -0.037 0.1 -10000 0 -0.4 18 18
NOS3 0 0 -10000 0 -10000 0 0
RAC1 0 0 -10000 0 -10000 0 0
PRKCA -0.028 0.18 -10000 0 -0.36 52 52
PRKCB -0.03 0.18 -10000 0 -0.38 51 51
PRKCE -0.026 0.18 -10000 0 -0.36 51 51
PRKCD -0.032 0.19 -10000 0 -0.39 51 51
PRKCG -0.038 0.2 -10000 0 -0.41 52 52
muscle contraction -0.047 0.24 -10000 0 -0.5 52 52
PRKCZ -0.049 0.2 -10000 0 -0.39 54 54
ARR3 0 0 -10000 0 -10000 0 0
TXA2/TP beta -0.007 0.017 -10000 0 -10000 0 0
PRKCQ -0.035 0.19 -10000 0 -0.38 53 53
MAPKKK cascade -0.046 0.22 -10000 0 -0.46 52 52
SELE -0.037 0.19 -10000 0 -0.4 51 51
TP beta/GNAI2/GDP/G beta/gamma -0.009 0.022 -10000 0 -10000 0 0
ROCK1 0 0 -10000 0 -10000 0 0
GNA14 -0.049 0.19 -10000 0 -0.8 16 16
chemotaxis -0.07 0.29 -10000 0 -0.63 51 51
GNA12 0 0 -10000 0 -10000 0 0
GNA13 0 0 -10000 0 -10000 0 0
GNA11 -0.003 0.049 -10000 0 -0.8 1 1
Rac1/GTP 0 0 -10000 0 -10000 0 0
Noncanonical Wnt signaling pathway

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
NFATC2 -0.034 0.098 -9999 0 -0.32 27 27
GNB1/GNG2 -0.076 0.12 -9999 0 -0.41 16 16
mol:DAG -0.067 0.11 -9999 0 -0.49 5 5
PLCG1 -0.069 0.12 -9999 0 -0.51 5 5
YES1 -0.079 0.13 -9999 0 -0.35 42 42
FZD3 -0.069 0.22 -9999 0 -0.78 23 23
FZD6 -0.012 0.098 -9999 0 -0.8 4 4
G protein -0.069 0.12 -9999 0 -0.42 11 11
MAP3K7 -0.068 0.18 -9999 0 -0.49 29 29
mol:Ca2+ -0.065 0.11 -9999 0 -0.47 5 5
mol:IP3 -0.067 0.11 -9999 0 -0.49 5 5
NLK -0.004 0.011 -9999 0 -10000 0 0
GNB1 0 0 -9999 0 -10000 0 0
CAMK2A -0.083 0.2 -9999 0 -0.54 29 29
MAP3K7IP1 0 0 -9999 0 -10000 0 0
Noncanonical Wnts/FZD -0.088 0.14 -9999 0 -0.38 42 42
CSNK1A1 0 0 -9999 0 -10000 0 0
GNAS -0.079 0.13 -9999 0 -0.35 42 42
GO:0007205 -0.044 0.12 -9999 0 -0.48 5 5
WNT6 -0.01 0.056 -9999 0 -0.32 8 8
WNT4 -0.07 0.21 -9999 0 -0.61 30 30
NFAT1/CK1 alpha -0.074 0.12 -9999 0 -0.46 8 8
GNG2 -0.007 0.048 -9999 0 -0.32 6 6
WNT5A -0.088 0.14 -9999 0 -0.32 71 71
WNT11 -0.076 0.14 -9999 0 -0.33 60 60
CDC42 -0.072 0.12 -9999 0 -0.4 16 16
Integrins in angiogenesis

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
VEGFR2 homodimer/VEGFA homodimer 0 0 -9999 0 -10000 0 0
alphaV beta3 Integrin -0.02 0.1 -9999 0 -0.53 10 10
PTK2 -0.15 0.18 -9999 0 -0.52 22 22
IGF1R -0.009 0.085 -9999 0 -0.8 3 3
PI4KB 0 0 -9999 0 -10000 0 0
MFGE8 0 0 -9999 0 -10000 0 0
SRC 0 0 -9999 0 -10000 0 0
CDKN1B -0.14 0.26 -9999 0 -0.63 58 58
VEGFA 0 0 -9999 0 -10000 0 0
ILK -0.14 0.26 -9999 0 -0.63 58 58
ROCK1 0 0 -9999 0 -10000 0 0
AKT1 -0.13 0.25 -9999 0 -0.58 58 58
PTK2B -0.009 0.061 -9999 0 -0.44 5 5
alphaV/beta3 Integrin/JAM-A -0.12 0.21 -9999 0 -0.48 64 64
CBL 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
alphaV beta3 Integrin/ANGPTL3 -0.2 0.26 -9999 0 -0.53 98 98
IGF-1R heterotetramer/IGF1/IRS1/Shp2 -0.016 0.087 -9999 0 -0.57 5 5
VEGF/Rho/ROCK/alphaV/beta3 Integrin -0.064 0.12 -9999 0 -0.54 1 1
alphaV/beta3 Integrin/Syndecan-1 -0.018 0.092 -9999 0 -0.53 8 8
PI4KA 0 0 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1 -0.048 0.13 -9999 0 -0.54 13 13
PI4 Kinase 0 0 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Osteopontin -0.11 0.22 -9999 0 -0.54 52 52
RPS6KB1 -0.044 0.12 -9999 0 -0.64 6 6
TLN1 0 0 -9999 0 -10000 0 0
MAPK3 -0.077 0.17 -9999 0 -0.78 10 10
GPR124 -0.001 0.02 -9999 0 -0.32 1 1
MAPK1 -0.077 0.17 -9999 0 -0.78 10 10
PXN 0 0 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
alphaV/beta3 Integrin/Tumstatin -0.3 0.28 -9999 0 -0.54 144 144
cell adhesion -0.16 0.2 -9999 0 -0.41 98 98
ANGPTL3 -0.29 0.38 -9999 0 -0.8 93 93
VEGFR2 homodimer/VEGFA homodimer/Src 0 0 -9999 0 -10000 0 0
IGF-1R heterotetramer -0.009 0.085 -9999 0 -0.8 3 3
Rac1/GDP 0 0 -9999 0 -10000 0 0
TGFBR2 0 0 -9999 0 -10000 0 0
ITGB3 -0.015 0.11 -9999 0 -0.8 5 5
IGF1 -0.02 0.1 -9999 0 -0.44 12 12
RAC1 0 0 -9999 0 -10000 0 0
regulation of cell-matrix adhesion -0.011 0.073 -9999 0 -0.52 5 5
apoptosis 0 0 -9999 0 -10000 0 0
CD47 0 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/CD47 -0.01 0.072 -9999 0 -0.53 5 5
VCL 0 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Del1 -0.097 0.12 -9999 0 -0.59 7 7
CSF1 -0.006 0.044 -9999 0 -0.32 5 5
PIK3C2A -0.14 0.26 -9999 0 -0.63 58 58
PI4 Kinase/Pyk2 -0.098 0.18 -9999 0 -0.76 4 4
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin -0.009 0.066 -9999 0 -0.48 5 5
FAK1/Vinculin -0.12 0.14 -9999 0 -0.41 22 22
alphaV beta3/Integrin/ppsTEM5 -0.011 0.073 -9999 0 -0.53 5 5
RHOA 0 0 -9999 0 -10000 0 0
VTN -0.18 0.33 -9999 0 -0.79 59 59
BCAR1 0 0 -9999 0 -10000 0 0
FGF2 -0.015 0.11 -9999 0 -0.8 5 5
F11R 0.007 0.086 -9999 0 -0.61 5 5
alphaV/beta3 Integrin/Lactadherin -0.01 0.072 -9999 0 -0.53 5 5
alphaV/beta3 Integrin/TGFBR2 -0.01 0.072 -9999 0 -0.53 5 5
alphaV/beta3 Integrin/c-FMS/Cbl/Cas -0.003 0.019 -9999 0 -10000 0 0
HSP90AA1 0 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Talin -0.009 0.067 -9999 0 -0.48 5 5
mol:GDP 0 0 -9999 0 -10000 0 0
FN1 -0.061 0.13 -9999 0 -0.32 49 49
alphaV/beta3 Integrin/Pyk2 -0.009 0.062 -9999 0 -0.45 5 5
SDC1 -0.012 0.09 -9999 0 -0.61 5 5
VAV3 -0.005 0.034 -9999 0 -0.45 1 1
PTPN11 0 0 -9999 0 -10000 0 0
IRS1 -0.001 0.02 -9999 0 -0.32 1 1
FAK1/Paxillin -0.12 0.14 -9999 0 -0.41 22 22
cell migration -0.099 0.13 -9999 0 -0.42 7 7
ITGAV 0 0 -9999 0 -10000 0 0
PI3K -0.11 0.19 -9999 0 -0.43 65 65
SPP1 -0.15 0.31 -9999 0 -0.8 49 49
KDR 0 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Caspase 8 0 0 -9999 0 -10000 0 0
COL4A3 -0.44 0.4 -9999 0 -0.8 144 144
angiogenesis -0.072 0.21 -9999 0 -0.73 12 12
Rac1/GTP -0.004 0.03 -9999 0 -0.41 1 1
EDIL3 -0.17 0.17 -9999 0 -0.33 131 131
cell proliferation -0.01 0.072 -9999 0 -0.52 5 5
Aurora C signaling

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
INCENP -0.002 0.028 -9999 0 -0.32 2 2
Aurora C/Aurora B/INCENP -0.064 0.077 -9999 0 -0.31 3 3
metaphase 0 0 -9999 0 -10000 0 0
mitosis 0 0 -9999 0 -10000 0 0
H3F3B -0.018 0.022 -9999 0 -10000 0 0
AURKB -0.13 0.16 -9999 0 -0.32 107 107
AURKC -0.004 0.034 -9999 0 -0.32 3 3
BMP receptor signaling

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
BMP7/BMPR2/BMPR1A-1B/FS -0.16 0.23 -9999 0 -0.52 63 63
SMAD6-7/SMURF1 0 0 -9999 0 -10000 0 0
NOG -0.044 0.11 -9999 0 -10000 0 0
SMAD9 -0.024 0.084 -9999 0 -0.5 7 7
SMAD4 0 0 -9999 0 -10000 0 0
SMAD5 -0.001 0.1 -9999 0 -0.34 21 21
BMP7/USAG1 -0.4 0.36 -9999 0 -0.7 139 139
SMAD5/SKI -0.03 0.087 -9999 0 -0.35 2 2
SMAD1 0.028 0.029 -9999 0 -10000 0 0
BMP2 -0.012 0.09 -9999 0 -0.61 5 5
SMAD1/SMAD1/SMAD4 -0.002 0.007 -9999 0 -10000 0 0
BMPR1A -0.003 0.049 -9999 0 -0.8 1 1
BMPR1B -0.074 0.22 -9999 0 -0.64 30 30
BMPR1A-1B/BAMBI -0.14 0.24 -9999 0 -0.56 62 62
AHSG -0.007 0.048 -9999 0 -0.32 6 6
CER1 -0.002 0.028 -9999 0 -0.32 2 2
BMP2-4/CER1 -0.013 0.071 -9999 0 -0.53 4 4
BMP2-4/BMPR2/BMPR1A-1B/RGM/ENDOFIN/GADD34/PP1CA -0.03 0.076 -9999 0 -10000 0 0
BMP2-4 (homodimer) -0.014 0.081 -9999 0 -0.61 4 4
RGMB -0.002 0.028 -9999 0 -0.32 2 2
BMP6/BMPR2/BMPR1A-1B -0.045 0.13 -9999 0 -0.48 21 21
RGMA -0.019 0.1 -9999 0 -0.45 11 11
SMURF1 0 0 -9999 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/XIAP -0.032 0.08 -9999 0 -0.32 2 2
BMP2-4/USAG1 -0.24 0.26 -9999 0 -0.53 114 114
SMAD6/SMURF1/SMAD5 -0.03 0.087 -9999 0 -0.35 2 2
SOSTDC1 -0.35 0.39 -9999 0 -0.77 118 118
BMP7/BMPR2/BMPR1A-1B -0.15 0.22 -9999 0 -0.52 63 63
SKI 0 0 -9999 0 -10000 0 0
BMP6 (homodimer) -0.002 0.028 -9999 0 -0.32 2 2
HFE2 -0.025 0.086 -9999 0 -0.32 20 20
ZFYVE16 0 0 -9999 0 -10000 0 0
MAP3K7 0 0 -9999 0 -10000 0 0
BMP2-4/CHRD -0.031 0.12 -9999 0 -0.56 12 12
SMAD5/SMAD5/SMAD4 -0.03 0.087 -9999 0 -10000 0 0
MAPK1 0 0 -9999 0 -10000 0 0
TAK1/TAB family -0.024 0.066 -9999 0 -10000 0 0
BMP7 (homodimer) -0.19 0.3 -9999 0 -0.57 87 87
NUP214 0 0 -9999 0 -10000 0 0
BMP6/FETUA -0.007 0.037 -9999 0 -10000 0 0
SMAD1/SKI -0.004 0.014 -9999 0 -10000 0 0
SMAD6 0 0 -9999 0 -10000 0 0
CTDSP2 -0.012 0.062 -9999 0 -0.32 10 10
BMP2-4/FETUA -0.016 0.073 -9999 0 -0.53 4 4
MAP3K7IP1 0 0 -9999 0 -10000 0 0
GREM1 -0.19 0.24 -9999 0 -0.41 120 120
BMPR2 (homodimer) 0 0 -9999 0 -10000 0 0
GADD34/PP1CA 0 0 -9999 0 -10000 0 0
BMPR1A-1B (homodimer) -0.057 0.17 -9999 0 -0.61 21 21
CHRDL1 -0.12 0.27 -9999 0 -0.71 43 43
ENDOFIN/SMAD1 -0.004 0.014 -9999 0 -10000 0 0
SMAD6-7/SMURF1/SMAD1 -0.003 0.01 -9999 0 -10000 0 0
SMAD6/SMURF1 0 0 -9999 0 -10000 0 0
BAMBI -0.14 0.3 -9999 0 -0.8 45 45
SMURF2 0 0 -9999 0 -10000 0 0
BMP2-4/CHRDL1 -0.088 0.19 -9999 0 -0.53 39 39
BMP2-4/GREM1 -0.12 0.16 -9999 0 -0.52 30 30
SMAD7 0 0 -9999 0 -10000 0 0
SMAD8A/SMAD8A/SMAD4 -0.021 0.078 -9999 0 -0.46 7 7
SMAD1/SMAD6 -0.004 0.014 -9999 0 -10000 0 0
TAK1/SMAD6 0 0 -9999 0 -10000 0 0
BMP7 -0.19 0.3 -9999 0 -0.57 87 87
BMP6 -0.002 0.028 -9999 0 -0.32 2 2
MAP3K7IP2 0 0 -9999 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/SMAD7/SMURF1 -0.026 0.068 -9999 0 -10000 0 0
PPM1A 0 0 -9999 0 -10000 0 0
SMAD1/SMURF2 -0.004 0.014 -9999 0 -10000 0 0
SMAD7/SMURF1 0 0 -9999 0 -10000 0 0
CTDSPL 0 0 -9999 0 -10000 0 0
PPP1CA 0 0 -9999 0 -10000 0 0
XIAP 0 0 -9999 0 -10000 0 0
CTDSP1 0 0 -9999 0 -10000 0 0
PPP1R15A 0 0 -9999 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/FS -0.038 0.085 -9999 0 -0.33 4 4
CHRD -0.029 0.15 -9999 0 -0.8 9 9
BMPR2 0 0 -9999 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM -0.034 0.084 -9999 0 -0.32 3 3
BMP4 -0.008 0.063 -9999 0 -0.42 5 5
FST -0.045 0.12 -9999 0 -0.35 33 33
BMP2-4/NOG -0.034 0.095 -9999 0 -0.57 4 4
BMP7/BMPR2/BMPR1A-1B/SMAD6/SMURF1 -0.14 0.21 -9999 0 -0.49 63 63
FOXM1 transcription factor 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
NFATC3 -0.11 0.34 -9999 0 -0.88 13 13
PLK1 -0.062 0.12 -9999 0 -10000 0 0
BIRC5 -0.066 0.12 -9999 0 -10000 0 0
HSPA1B -0.11 0.34 -9999 0 -0.88 13 13
MAP2K1 0.013 0.026 -9999 0 -10000 0 0
BRCA2 -0.14 0.36 -9999 0 -0.9 17 17
FOXM1 -0.14 0.38 -9999 0 -1 17 17
XRCC1 -0.11 0.34 -9999 0 -0.86 15 15
FOXM1B/p19 -0.16 0.35 -9999 0 -0.88 20 20
Cyclin D1/CDK4 -0.11 0.33 -9999 0 -0.87 12 12
CDC2 -0.12 0.35 -9999 0 -0.89 17 17
TGFA -0.11 0.34 -9999 0 -0.94 14 14
SKP2 -0.11 0.34 -9999 0 -0.85 17 17
CCNE1 -0.039 0.11 -9999 0 -0.33 34 34
CKS1B -0.11 0.34 -9999 0 -0.88 13 13
RB1 -0.081 0.12 -9999 0 -10000 0 0
FOXM1C/SP1 -0.21 0.27 -9999 0 -0.91 18 18
AURKB -0.052 0.12 -9999 0 -10000 0 0
CENPF -0.14 0.37 -9999 0 -0.94 15 15
CDK4 -0.044 0.12 -9999 0 -0.32 41 41
MYC -0.096 0.32 -9999 0 -0.78 14 14
CHEK2 0.013 0.026 -9999 0 -10000 0 0
ONECUT1 -0.12 0.34 -9999 0 -0.88 15 15
CDKN2A -0.24 0.14 -9999 0 -0.32 195 195
LAMA4 -0.11 0.34 -9999 0 -0.88 13 13
FOXM1B/HNF6 -0.13 0.37 -9999 0 -1 15 15
FOS -0.16 0.43 -9999 0 -1.3 21 21
SP1 0 0.001 -9999 0 -10000 0 0
CDC25B -0.11 0.34 -9999 0 -0.88 13 13
response to radiation -0.001 0.027 -9999 0 -10000 0 0
CENPB -0.11 0.34 -9999 0 -0.88 13 13
CENPA -0.15 0.36 -9999 0 -0.92 16 16
NEK2 -0.13 0.36 -9999 0 -0.93 15 15
HIST1H2BA -0.12 0.34 -9999 0 -0.91 11 11
CCNA2 -0.094 0.15 -9999 0 -0.33 76 76
EP300 0 0 -9999 0 -10000 0 0
CCNB1/CDK1 -0.13 0.37 -9999 0 -0.98 15 15
CCNB2 -0.15 0.37 -9999 0 -0.94 15 15
CCNB1 -0.12 0.36 -9999 0 -0.92 15 15
ETV5 -0.11 0.34 -9999 0 -0.87 14 14
ESR1 -0.13 0.38 -9999 0 -1 17 17
CCND1 -0.11 0.33 -9999 0 -0.89 13 13
GSK3A 0.014 0.02 -9999 0 -10000 0 0
Cyclin A-E1/CDK1-2 -0.062 0.13 -9999 0 -0.36 18 18
CDK2 0.003 0.021 -9999 0 -0.32 1 1
G2/M transition of mitotic cell cycle -0.002 0.033 -9999 0 -10000 0 0
FOXM1B/Cbp/p300 -0.21 0.26 -9999 0 -0.88 18 18
GAS1 -0.12 0.35 -9999 0 -0.92 14 14
MMP2 -0.12 0.36 -9999 0 -0.98 14 14
RB1/FOXM1C -0.12 0.35 -9999 0 -0.93 12 12
CREBBP 0 0 -9999 0 -10000 0 0
LPA4-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
ADCY4 0.017 0 -9999 0 -10000 0 0
ADCY5 -0.19 0.27 -9999 0 -0.53 97 97
ADCY6 0.017 0.012 -9999 0 -10000 0 0
ADCY7 0.017 0 -9999 0 -10000 0 0
ADCY1 -0.008 0.064 -9999 0 -10000 0 0
ADCY2 -0.06 0.17 -9999 0 -0.53 27 27
ADCY3 0.016 0.017 -9999 0 -10000 0 0
ADCY8 -0.053 0.17 -9999 0 -0.53 27 27
PRKCE 0.009 0 -9999 0 -10000 0 0
ADCY9 0.017 0 -9999 0 -10000 0 0
mol:DAG 0 0 -9999 0 -10000 0 0
cAMP biosynthetic process -0.066 0.1 -9999 0 -0.28 29 29
Coregulation of Androgen receptor activity

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
NRIP1 -0.009 0.052 -9999 0 -0.8 1 1
SVIL -0.012 0.071 -9999 0 -0.8 2 2
ZNF318 0.02 0.056 -9999 0 -10000 0 0
JMJD2C -0.035 0.064 -9999 0 -0.14 73 73
T-DHT/AR/Ubc9 -0.1 0.13 -9999 0 -0.45 21 21
CARM1 0 0 -9999 0 -10000 0 0
PRDX1 0.001 0.004 -9999 0 -10000 0 0
PELP1 0.004 0.011 -9999 0 -10000 0 0
CTNNB1 -0.004 0.013 -9999 0 -10000 0 0
AKT1 0.006 0.017 -9999 0 -10000 0 0
PTK2B -0.003 0.009 -9999 0 -10000 0 0
MED1 0.006 0.018 -9999 0 -10000 0 0
MAK 0.015 0.07 -9999 0 -0.32 4 4
response to oxidative stress 0.001 0.003 -9999 0 -10000 0 0
HIP1 -0.009 0.052 -9999 0 -0.8 1 1
GSN -0.006 0.018 -9999 0 -10000 0 0
NCOA2 -0.021 0.096 -9999 0 -0.39 14 14
NCOA6 -0.006 0.016 -9999 0 -10000 0 0
DNA-PK 0.019 0.054 -9999 0 -10000 0 0
NCOA4 0 0 -9999 0 -10000 0 0
PIAS3 -0.004 0.013 -9999 0 -10000 0 0
cell proliferation -0.026 0.06 -9999 0 -10000 0 0
XRCC5 0.005 0.014 -9999 0 -10000 0 0
UBE3A -0.01 0.028 -9999 0 -10000 0 0
T-DHT/AR/SNURF -0.12 0.14 -9999 0 -0.46 30 30
FHL2 -0.046 0.066 -9999 0 -10000 0 0
RANBP9 -0.006 0.016 -9999 0 -10000 0 0
JMJD1A -0.083 0.08 -9999 0 -0.15 149 149
CDK6 -0.002 0.05 -9999 0 -0.8 1 1
TGFB1I1 -0.006 0.017 -9999 0 -10000 0 0
T-DHT/AR/CyclinD1 -0.11 0.13 -9999 0 -0.44 25 25
XRCC6 0.005 0.014 -9999 0 -10000 0 0
T-DHT/AR -0.18 0.17 -9999 0 -0.42 62 62
CTDSP1 0 0.001 -9999 0 -10000 0 0
CTDSP2 0.001 0.072 -9999 0 -0.32 9 9
BRCA1 -0.009 0.036 -9999 0 -0.37 2 2
TCF4 0.008 0.034 -9999 0 -0.32 1 1
CDKN2A -0.24 0.14 -9999 0 -0.32 174 174
SRF 0.02 0.017 -9999 0 -10000 0 0
NKX3-1 -0.22 0.3 -9999 0 -1.4 14 14
KLK3 -0.16 0.5 -9999 0 -1.6 28 28
TMF1 0 0 -9999 0 -10000 0 0
HNRNPA1 0.008 0.021 -9999 0 -10000 0 0
AOF2 -0.008 0.023 -9999 0 -0.073 28 28
APPL1 0.027 0.032 -9999 0 -10000 0 0
T-DHT/AR/Caspase 8 -0.098 0.13 -9999 0 -0.44 22 22
AR -0.11 0.18 -9999 0 -0.53 31 31
UBA3 0 0.001 -9999 0 -10000 0 0
PATZ1 0.008 0.021 -9999 0 -10000 0 0
PAWR -0.018 0.12 -9999 0 -0.8 6 6
PRKDC 0.005 0.014 -9999 0 -10000 0 0
PA2G4 0.009 0.026 -9999 0 -10000 0 0
UBE2I 0 0 -9999 0 -10000 0 0
T-DHT/AR/Cyclin D3/CDK11 p58 -0.092 0.12 -9999 0 -0.4 24 24
RPS6KA3 -0.006 0.018 -9999 0 -10000 0 0
T-DHT/AR/ARA70 -0.1 0.13 -9999 0 -0.43 24 24
LATS2 0.008 0.021 -9999 0 -10000 0 0
T-DHT/AR/PRX1 -0.085 0.12 -9999 0 -0.52 12 12
Cyclin D3/CDK11 p58 -0.003 0.026 -9999 0 -0.21 4 4
VAV3 -0.01 0.06 -9999 0 -0.5 3 3
KLK2 -0.39 0.53 -9999 0 -1.2 73 73
CASP8 0.003 0.008 -9999 0 -10000 0 0
T-DHT/AR/TIF2/CARM1 -0.1 0.13 -9999 0 -0.49 18 18
TMPRSS2 -0.7 0.59 -9999 0 -1.2 145 145
CCND1 -0.006 0.053 -9999 0 -0.56 2 2
PIAS1 -0.01 0.028 -9999 0 -10000 0 0
mol:T-DHT -0.058 0.048 -9999 0 -0.088 173 173
CDC2L1 0.001 0.002 -9999 0 -10000 0 0
PIAS4 -0.016 0.047 -9999 0 -10000 0 0
T-DHT/AR/CDK6 -0.1 0.13 -9999 0 -0.44 23 23
CMTM2 -0.004 0.045 -9999 0 -0.32 5 5
SNURF -0.018 0.12 -9999 0 -0.8 6 6
ZMIZ1 -0.044 0.038 -9999 0 -10000 0 0
CCND3 -0.005 0.039 -9999 0 -0.32 4 4
TGIF1 0.008 0.021 -9999 0 -10000 0 0
FKBP4 -0.006 0.016 -9999 0 -10000 0 0
Lissencephaly gene (LIS1) in neuronal migration and development

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
DYNC1H1 0 0 -9999 0 -10000 0 0
VLDLR -0.046 0.19 -9999 0 -0.8 15 15
LRPAP1 0 0 -9999 0 -10000 0 0
NUDC 0 0 -9999 0 -10000 0 0
RELN/LRP8 -0.14 0.23 -9999 0 -0.53 64 64
CaM/Ca2+ 0 0 -9999 0 -10000 0 0
KATNA1 0 0 -9999 0 -10000 0 0
GO:0030286 0 0 -9999 0 -10000 0 0
ABL1 -0.12 0.21 -9999 0 -0.48 62 62
IQGAP1/CaM 0 0 -9999 0 -10000 0 0
DAB1 -0.042 0.11 -9999 0 -0.32 34 34
IQGAP1 0 0 -9999 0 -10000 0 0
PLA2G7 -0.11 0.15 -9999 0 -0.32 91 91
CALM1 0 0 -9999 0 -10000 0 0
DYNLT1 0 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
LRPAP1/LRP8 -0.012 0.049 -9999 0 -10000 0 0
UniProt:Q4QZ09 0 0 -9999 0 -10000 0 0
CLIP1 0 0 -9999 0 -10000 0 0
CDK5R1 -0.009 0.052 -9999 0 -0.32 7 7
LIS1/Poliovirus Protein 3A 0 0 -9999 0 -10000 0 0
CDK5R2 -0.055 0.12 -9999 0 -0.32 44 44
mol:PP1 0 0 -9999 0 -10000 0 0
RELN/VLDLR/DAB1 -0.18 0.27 -9999 0 -0.59 70 70
YWHAE 0 0 -9999 0 -10000 0 0
NDEL1/14-3-3 E -0.1 0.16 -9999 0 -0.46 12 12
MAP1B 0 0 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
p35/CDK5 -0.11 0.18 -9999 0 -0.43 62 62
RELN -0.2 0.34 -9999 0 -0.76 67 67
PAFAH/LIS1 -0.058 0.079 -9999 0 -10000 0 0
LIS1/CLIP170 0 0 -9999 0 -10000 0 0
LIS1/NDEL1/Katanin 60/Dynein Light chain/Dynein heavy chain -0.076 0.13 -9999 0 -0.42 1 1
RELN/VLDLR/DAB1/LIS1/PAFAH1B2/PAFAH1B3 -0.1 0.17 -9999 0 -0.58 11 11
GO:0005869 0 0 -9999 0 -10000 0 0
NDEL1 -0.11 0.17 -9999 0 -0.5 12 12
LIS1/IQGAP1 0 0 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
PAFAH1B1 0.019 0 -9999 0 -10000 0 0
PAFAH1B3 -0.003 0.049 -9999 0 -0.8 1 1
PAFAH1B2 0 0 -9999 0 -10000 0 0
MAP1B/LIS1/Dynein heavy chain 0 0 -9999 0 -10000 0 0
NDEL1/Katanin 60/Dynein heavy chain -0.097 0.16 -9999 0 -0.48 5 5
LRP8 -0.019 0.075 -9999 0 -0.32 15 15
NDEL1/Katanin 60 -0.1 0.16 -9999 0 -0.46 12 12
P39/CDK5 -0.13 0.19 -9999 0 -0.44 62 62
LIS1/NudC/Dynein intermediate chain/microtubule organizing center 0 0 -9999 0 -10000 0 0
CDK5 -0.12 0.19 -9999 0 -0.45 62 62
PPP2R5D 0 0 -9999 0 -10000 0 0
LIS1/CLIP170/Dynein Complex/Dynactin Complex 0 0 -9999 0 -10000 0 0
CSNK2A1 0 0 -9999 0 -10000 0 0
RELN/VLDLR/DAB1/LIS1 -0.15 0.23 -9999 0 -0.5 70 70
RELN/VLDLR -0.15 0.25 -9999 0 -0.54 70 70
CDC42 0 0 -9999 0 -10000 0 0
Ephrin A reverse signaling

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
MAPKKK cascade -0.056 0.11 -9999 0 -0.51 8 8
EFNA5 -0.027 0.13 -9999 0 -0.62 11 11
FYN -0.049 0.097 -9999 0 -0.46 8 8
neuron projection morphogenesis -0.056 0.11 -9999 0 -0.51 8 8
cell-cell signaling 0 0 -9999 0 -10000 0 0
Ephrin A5/EPHA5 -0.056 0.11 -9999 0 -0.51 8 8
EPHA5 -0.072 0.13 -9999 0 -0.32 58 58
Arf6 signaling events

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
CENTA1/KIF3B -0.016 0.092 -9999 0 -0.53 8 8
ARNO/beta Arrestin1-2 -0.007 0.024 -9999 0 -10000 0 0
EGFR -0.006 0.057 -9999 0 -0.48 3 3
EPHA2 0 0 -9999 0 -10000 0 0
USP6 -0.002 0.028 -9999 0 -0.32 2 2
IQSEC1 0 0 -9999 0 -10000 0 0
EGFR/EGFR/EGF/EGF -0.25 0.3 -9999 0 -0.61 104 104
ARRB2 -0.004 0.018 -9999 0 -10000 0 0
mol:GTP 0.009 0.031 -9999 0 -0.16 8 8
ARRB1 0 0 -9999 0 -10000 0 0
FBXO8 0 0 -9999 0 -10000 0 0
TSHR -0.034 0.098 -9999 0 -0.32 27 27
EGF -0.32 0.39 -9999 0 -0.8 103 103
somatostatin receptor activity 0 0 -9999 0 -0.001 28 28
ARAP2 -0.003 0.049 -9999 0 -0.8 1 1
mol:GDP -0.042 0.088 -9999 0 -0.27 20 20
mol:PI-3-4-5-P3 0 0 -9999 0 -0.001 23 23
ITGA2B -0.007 0.048 -9999 0 -0.32 6 6
ARF6 0 0 -9999 0 -10000 0 0
Ephrin A1/EPHA2/NCK1/GIT1 0 0 -9999 0 -10000 0 0
ADAP1 -0.025 0.14 -9999 0 -0.8 8 8
KIF13B 0 0 -9999 0 -10000 0 0
HGF/MET -0.038 0.14 -9999 0 -0.61 15 15
PXN 0 0 -9999 0 -10000 0 0
ARF6/GTP -0.056 0.11 -9999 0 -0.29 26 26
EGFR/EGFR/EGF/EGF/ARFGEP100 -0.21 0.26 -9999 0 -0.53 104 104
ADRB2 -0.014 0.065 -9999 0 -0.32 11 11
receptor agonist activity 0 0 -9999 0 0 27 27
actin filament binding 0 0 -9999 0 -0.001 28 28
SRC 0 0 -9999 0 -10000 0 0
ITGB3 -0.015 0.11 -9999 0 -0.8 5 5
GNAQ 0 0 -9999 0 -10000 0 0
EFA6/PI-4-5-P2 0 0 -9999 0 -0.001 25 25
ARF6/GDP 0.012 0.046 -9999 0 -0.28 1 1
ARF6/GDP/GULP/ACAP1 -0.064 0.13 -9999 0 -0.56 12 12
alphaIIb/beta3 Integrin/paxillin/GIT1 -0.013 0.073 -9999 0 -0.51 5 5
ACAP1 -0.024 0.084 -9999 0 -0.32 19 19
ACAP2 0 0 -9999 0 -10000 0 0
LHCGR/beta Arrestin2 -0.005 0.027 -9999 0 -10000 0 0
EFNA1 0 0 -9999 0 -10000 0 0
HGF -0.038 0.16 -9999 0 -0.7 14 14
CYTH3 0.009 0.002 -9999 0 -10000 0 0
CYTH2 0.005 0.002 -9999 0 -10000 0 0
NCK1 0 0 -9999 0 -10000 0 0
fibronectin binding 0 0 -9999 0 0 18 18
endosomal lumen acidification 0 0 -9999 0 -0.001 27 27
microtubule-based process 0 0 -9999 0 -10000 0 0
GULP1 -0.034 0.16 -9999 0 -0.8 11 11
GNAQ/ARNO 0 0 -9999 0 -10000 0 0
mol:Phosphatidic acid 0 0 -9999 0 -10000 0 0
PIP3-E 0 0 -9999 0 0 14 14
MET -0.012 0.098 -9999 0 -0.8 4 4
GNA14 -0.049 0.19 -9999 0 -0.8 16 16
GNA15 -0.006 0.044 -9999 0 -0.32 5 5
GIT1 0 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -0.001 25 25
GNA11 -0.003 0.049 -9999 0 -0.8 1 1
LHCGR -0.013 0.062 -9999 0 -0.32 10 10
AGTR1 -0.14 0.3 -9999 0 -0.8 44 44
desensitization of G-protein coupled receptor protein signaling pathway -0.005 0.027 -9999 0 -10000 0 0
IPCEF1/ARNO -0.17 0.21 -9999 0 -0.42 104 104
alphaIIb/beta3 Integrin -0.016 0.093 -9999 0 -0.64 5 5
Fc-epsilon receptor I signaling in mast cells

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
PPAP2A 0 0 -9999 0 -10000 0 0
LAT2 -0.077 0.14 -9999 0 -0.43 21 21
AP1 -0.081 0.15 -9999 0 -0.45 24 24
mol:PIP3 -0.066 0.2 -9999 0 -0.5 23 23
IKBKB -0.022 0.12 -9999 0 -0.32 10 10
AKT1 -0.094 0.17 -9999 0 -0.67 9 9
IKBKG -0.022 0.12 -9999 0 -0.32 10 10
MS4A2 -0.072 0.22 -9999 0 -0.7 26 26
mol:Sphingosine-1-phosphate 0 0 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
MAP3K1 -0.021 0.13 -9999 0 -0.45 9 9
mol:Ca2+ -0.045 0.16 -9999 0 -0.36 23 23
LYN 0 0 -9999 0 -10000 0 0
CBLB -0.073 0.14 -9999 0 -0.42 21 21
SHC1 0 0 -9999 0 -10000 0 0
RasGAP/p62DOK 0 0 -9999 0 -10000 0 0
positive regulation of cell migration 0 0 -9999 0 -10000 0 0
INPP5D -0.005 0.04 -9999 0 -0.32 4 4
PLD2 -0.11 0.21 -9999 0 -0.48 59 59
PTPN13 -0.063 0.18 -9999 0 -0.51 22 22
PTPN11 0 0.003 -9999 0 -10000 0 0
GO:0007205 0 0 -9999 0 -10000 0 0
regulation of mast cell degranulation -0.018 0.14 -9999 0 -0.41 9 9
SYK -0.007 0.073 -9999 0 -0.64 3 3
GRB2 0 0 -9999 0 -10000 0 0
LAT/PLCgamma1/GRB2/SLP76/GADs -0.11 0.18 -9999 0 -0.46 38 38
LAT -0.078 0.14 -9999 0 -0.42 23 23
PAK2 -0.031 0.14 -9999 0 -0.51 9 9
NFATC2 -0.044 0.069 -9999 0 -10000 0 0
HRAS -0.042 0.15 -9999 0 -0.54 10 10
GAB2 -0.001 0.02 -9999 0 -0.32 1 1
PLA2G1B 0.026 0.02 -9999 0 -10000 0 0
Fc epsilon R1 -0.14 0.26 -9999 0 -0.59 59 59
Antigen/IgE/Fc epsilon R1 -0.13 0.24 -9999 0 -0.54 59 59
mol:GDP -0.049 0.16 -9999 0 -0.42 23 23
JUN -0.002 0.028 -9999 0 -0.32 2 2
mol:Ca++ 0 0 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
FOS -0.049 0.19 -9999 0 -0.8 16 16
Antigen/IgE/Fc epsilon R1/LYN/SYK -0.079 0.15 -9999 0 -0.43 23 23
CHUK -0.022 0.12 -9999 0 -0.32 10 10
KLRG1 -0.075 0.14 -9999 0 -0.39 23 23
VAV1 -0.084 0.14 -9999 0 -0.43 23 23
calcium-dependent protein kinase C activity 0 0 -9999 0 -10000 0 0
CBL -0.073 0.14 -9999 0 -0.42 21 21
negative regulation of mast cell degranulation -0.07 0.13 -9999 0 -0.47 12 12
BTK -0.071 0.14 -9999 0 -0.43 21 21
Fc epsilon R1/FcgammaRIIB/SHIP/RasGAP/p62DOK -0.11 0.22 -9999 0 -0.43 62 62
GAB2/PI3K/SHP2 -0.1 0.19 -9999 0 -0.75 9 9
Antigen/IgE/Fc epsilon R1/LYN/SYK/WIP -0.083 0.16 -9999 0 -0.34 61 61
RAF1 0.016 0.024 -9999 0 -10000 0 0
Fc epsilon R1/FcgammaRIIB/SHIP -0.13 0.24 -9999 0 -0.52 62 62
FCER1G -0.006 0.054 -9999 0 -0.32 7 7
FCER1A -0.14 0.31 -9999 0 -0.81 46 46
Antigen/IgE/Fc epsilon R1/Fyn -0.12 0.22 -9999 0 -0.51 59 59
MAPK3 0.025 0.02 -9999 0 -10000 0 0
MAPK1 0.025 0.02 -9999 0 -10000 0 0
NFKB1 0 0 -9999 0 -10000 0 0
MAPK8 0 0.06 -9999 0 -0.64 1 1
DUSP1 0 0 -9999 0 -10000 0 0
NF-kappa-B/RelA -0.033 0.056 -9999 0 -0.23 1 1
actin cytoskeleton reorganization -0.048 0.15 -9999 0 -0.57 8 8
mol:Glucocorticoid Dexamethasone 0 0 -9999 0 -10000 0 0
PI3K -0.072 0.13 -9999 0 -0.56 9 9
FER -0.073 0.14 -9999 0 -0.42 21 21
RELA 0 0 -9999 0 -10000 0 0
ITK -0.023 0.035 -9999 0 -10000 0 0
SOS1 0 0 -9999 0 -10000 0 0
PLCG1 -0.048 0.16 -9999 0 -0.57 10 10
cytokine secretion -0.024 0.041 -9999 0 -10000 0 0
SPHK1 -0.11 0.16 -9999 0 -0.43 38 38
PTK2 -0.05 0.16 -9999 0 -0.59 8 8
NTAL/PLCgamma1/GRB2/SLP76/GADs -0.11 0.19 -9999 0 -0.44 59 59
EDG1 0 0 -9999 0 -10000 0 0
mol:DAG -0.059 0.2 -9999 0 -0.48 23 23
MAP2K2 0.022 0.021 -9999 0 -10000 0 0
MAP2K1 0.022 0.021 -9999 0 -10000 0 0
MAP2K7 0 0 -9999 0 -10000 0 0
KLRG1/SHP2 -0.071 0.13 -9999 0 -0.49 10 10
MAP2K4 0.011 0.009 -9999 0 -10000 0 0
Fc epsilon R1/FcgammaRIIB -0.14 0.26 -9999 0 -0.56 62 62
mol:Choline -0.11 0.21 -9999 0 -0.47 59 59
SHC/Grb2/SOS1 -0.066 0.13 -9999 0 -0.54 8 8
FYN -0.001 0.02 -9999 0 -0.32 1 1
DOK1 0 0 -9999 0 -10000 0 0
PXN -0.04 0.14 -9999 0 -0.54 8 8
HCLS1 -0.076 0.14 -9999 0 -0.42 21 21
PRKCB -0.044 0.16 -9999 0 -0.37 23 23
FCGR2B -0.021 0.12 -9999 0 -0.68 8 8
IGHE -0.002 0.006 -9999 0 -10000 0 0
KLRG1/SHIP -0.071 0.13 -9999 0 -0.48 12 12
LCP2 -0.004 0.034 -9999 0 -10000 0 0
PLA2G4A -0.094 0.18 -9999 0 -0.5 31 31
RASA1 0 0 -9999 0 -10000 0 0
mol:Phosphatidic acid -0.11 0.21 -9999 0 -0.47 59 59
IKK complex -0.003 0.092 -9999 0 -0.23 9 9
WIPF1 0 0 -9999 0 -10000 0 0
PDGFR-alpha signaling pathway

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
PDGFRA -0.077 0.23 -9999 0 -0.7 28 28
PDGF/PDGFRA/CRKL -0.056 0.17 -9999 0 -0.6 22 22
positive regulation of JUN kinase activity -0.042 0.13 -9999 0 -0.46 22 22
CRKL 0 0 -9999 0 -10000 0 0
PDGF/PDGFRA/Caveolin-3 -0.071 0.17 -9999 0 -0.6 22 22
AP1 -0.11 0.3 -9999 0 -1.2 16 16
mol:IP3 -0.041 0.18 -9999 0 -0.62 22 22
PLCG1 -0.041 0.18 -9999 0 -0.62 22 22
PDGF/PDGFRA/alphaV Integrin -0.056 0.17 -9999 0 -0.6 22 22
RAPGEF1 0 0 -9999 0 -10000 0 0
CRK 0 0 -9999 0 -10000 0 0
mol:Ca2+ -0.04 0.18 -9999 0 -0.61 22 22
CAV3 -0.021 0.08 -9999 0 -0.32 17 17
CAV1 -0.003 0.049 -9999 0 -0.8 1 1
SHC/Grb2/SOS1 -0.042 0.13 -9999 0 -0.46 22 22
PDGF/PDGFRA/Shf -0.056 0.17 -9999 0 -0.6 22 22
FOS -0.072 0.31 -9999 0 -1.2 16 16
JUN -0.008 0.025 -9999 0 -10000 0 0
oligodendrocyte development -0.055 0.17 -9999 0 -0.6 22 22
GRB2 0 0 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
mol:DAG -0.041 0.18 -9999 0 -0.62 22 22
PDGF/PDGFRA -0.077 0.23 -9999 0 -0.7 28 28
actin cytoskeleton reorganization -0.055 0.17 -9999 0 -0.6 22 22
SRF 0.006 0.013 -9999 0 -10000 0 0
SHC1 0 0 -9999 0 -10000 0 0
PI3K -0.05 0.15 -9999 0 -0.51 23 23
PDGF/PDGFRA/Crk/C3G -0.047 0.14 -9999 0 -0.51 22 22
JAK1 -0.038 0.17 -9999 0 -0.6 22 22
ELK1/SRF -0.042 0.13 -9999 0 -0.46 22 22
SHB 0 0 -9999 0 -10000 0 0
SHF 0 0 -9999 0 -10000 0 0
CSNK2A1 0.007 0.016 -9999 0 -10000 0 0
GO:0007205 -0.039 0.18 -9999 0 -0.63 22 22
SOS1 0 0 -9999 0 -10000 0 0
Ras protein signal transduction -0.042 0.13 -9999 0 -0.46 22 22
PDGF/PDGFRA/SHB -0.056 0.17 -9999 0 -0.6 22 22
PDGF/PDGFRA/Caveolin-1 -0.058 0.17 -9999 0 -0.6 23 23
ITGAV 0 0 -9999 0 -10000 0 0
ELK1 -0.029 0.16 -9999 0 -0.56 22 22
PIK3CA 0 0 -9999 0 -10000 0 0
PDGF/PDGFRA/Crk -0.056 0.17 -9999 0 -0.6 22 22
JAK-STAT cascade -0.038 0.17 -9999 0 -0.6 22 22
cell proliferation -0.055 0.17 -9999 0 -0.6 22 22
TCR signaling in naïve CD8+ T cells

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
GRB2/SOS1/SHC -0.044 0.11 -10000 0 -0.47 6 6
FYN -0.01 0.16 -10000 0 -0.49 15 15
LAT/GRAP2/SLP76 -0.038 0.14 -10000 0 -0.49 14 14
IKBKB 0 0 -10000 0 -10000 0 0
AKT1 0.003 0.12 -10000 0 -0.36 16 16
B2M 0 0 -10000 0 -10000 0 0
IKBKG -0.013 0.031 -10000 0 -10000 0 0
MAP3K8 -0.003 0.049 -10000 0 -0.8 1 1
mol:Ca2+ -0.033 0.052 -10000 0 -0.12 68 68
integrin-mediated signaling pathway -0.001 0.011 -10000 0 -10000 0 0
LAT/GRAP2/SLP76/VAV1/PI3K Class IA -0.01 0.16 -10000 0 -0.48 19 19
TRPV6 -0.21 0.36 -10000 0 -0.79 70 70
CD28 -0.024 0.084 -10000 0 -0.32 19 19
SHC1 -0.012 0.16 -10000 0 -0.47 15 15
receptor internalization -0.018 0.14 -10000 0 -0.41 21 21
PRF1 -0.018 0.14 -10000 0 -0.71 2 2
KRAS 0 0 -10000 0 -10000 0 0
GRB2 0 0 -10000 0 -10000 0 0
COT/AKT1 0.007 0.1 -10000 0 -0.3 12 12
LAT -0.017 0.16 -10000 0 -0.49 17 17
EntrezGene:6955 0 0.003 -10000 0 -10000 0 0
CD3D -0.052 0.14 -10000 0 -0.37 37 37
CD3E -0.053 0.15 -10000 0 -0.42 33 33
CD3G -0.085 0.14 -10000 0 -0.32 68 68
RASGRP2 -0.006 0.031 -10000 0 -0.18 7 7
RASGRP1 0.01 0.12 -10000 0 -0.4 9 9
HLA-A 0 0 -10000 0 -10000 0 0
RASSF5 -0.001 0.02 -10000 0 -0.32 1 1
RAP1A/GTP/RAPL -0.001 0.011 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
mol:GDP 0.02 0.042 -10000 0 -0.12 2 2
PDK1/CARD11/BCL10/MALT1/TRAF6 -0.024 0.056 -10000 0 -0.22 10 10
PRKCA -0.016 0.081 -10000 0 -0.29 9 9
GRAP2 -0.011 0.059 -10000 0 -0.32 9 9
mol:IP3 0.021 0.17 0.26 60 -0.42 10 70
EntrezGene:6957 0 0.004 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8 -0.021 0.13 -10000 0 -0.35 21 21
ORAI1 0.1 0.16 0.38 68 -10000 0 68
CSK -0.015 0.16 -10000 0 -0.46 17 17
B7 family/CD28 -0.058 0.15 -10000 0 -0.52 17 17
CHUK 0 0 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8/LCK/ZAP-70 -0.025 0.17 -10000 0 -0.48 22 22
PTPN6 -0.016 0.16 -10000 0 -0.47 17 17
VAV1 -0.022 0.18 -10000 0 -0.53 18 18
Monovalent TCR/CD3 -0.048 0.11 -10000 0 -0.32 25 25
CBL 0 0 -10000 0 -10000 0 0
LCK -0.017 0.17 -10000 0 -0.5 18 18
PAG1 -0.015 0.16 -10000 0 -0.48 15 15
RAP1A 0 0 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8/LCK -0.06 0.15 -10000 0 -0.48 21 21
CD80 -0.023 0.083 -10000 0 -0.32 18 18
CD86 -0.001 0.02 -10000 0 -0.32 1 1
PDK1/CARD11/BCL10/MALT1 -0.029 0.067 -10000 0 -0.26 13 13
HRAS 0 0 -10000 0 -10000 0 0
GO:0035030 -0.056 0.12 -10000 0 -0.45 17 17
CD8A -0.065 0.13 -10000 0 -0.33 52 52
CD8B -0.048 0.13 -10000 0 -0.36 35 35
PTPRC -0.021 0.088 -10000 0 -0.36 15 15
PDK1/PKC theta 0.001 0.15 -10000 0 -0.44 16 16
CSK/PAG1 -0.011 0.16 -10000 0 -0.49 12 12
SOS1 0 0 -10000 0 -10000 0 0
peptide-MHC class I 0 0 -10000 0 -10000 0 0
GRAP2/SLP76 -0.042 0.15 -10000 0 -0.56 12 12
STIM1 0.054 0.085 -10000 0 -10000 0 0
RAS family/GTP 0.024 0.055 -10000 0 -0.18 2 2
TCR/CD3/MHC I/CD8/LCK/ZAP-70/CBL/ubiquitin -0.02 0.15 -10000 0 -0.45 17 17
mol:DAG -0.013 0.12 -10000 0 -0.36 12 12
RAP1A/GDP 0.009 0.018 -10000 0 -10000 0 0
PLCG1 0 0 -10000 0 -10000 0 0
CD247 -0.028 0.092 -10000 0 -0.33 22 22
cytotoxic T cell degranulation -0.017 0.13 -10000 0 -0.69 2 2
RAP1A/GTP -0.003 0.011 -10000 0 -10000 0 0
mol:PI-3-4-5-P3 -0.003 0.14 -10000 0 -0.4 19 19
LAT/GRAP2/SLP76/VAV1/PLCgamma1 0.011 0.2 0.28 58 -0.54 11 69
NRAS 0 0 -10000 0 -10000 0 0
ZAP70 -0.046 0.11 -10000 0 -0.32 37 37
GRB2/SOS1 0 0 -10000 0 -10000 0 0
LAT/GRAP2/SLP76/VAV1 -0.041 0.15 -10000 0 -0.49 17 17
MALT1 0 0 -10000 0 -10000 0 0
TRAF6 0 0 -10000 0 -10000 0 0
CD8 heterodimer -0.073 0.15 -10000 0 -0.43 33 33
CARD11 -0.024 0.084 -10000 0 -0.32 19 19
PRKCB -0.017 0.084 -10000 0 -0.3 10 10
PRKCE -0.014 0.077 -10000 0 -0.28 7 7
PRKCQ -0.008 0.16 -10000 0 -0.5 17 17
LCP2 -0.004 0.034 -10000 0 -10000 0 0
BCL10 0 0 -10000 0 -10000 0 0
regulation of survival gene product expression 0.006 0.11 -10000 0 -0.31 15 15
IKK complex 0.027 0.045 -10000 0 -0.11 3 3
RAS family/GDP -0.002 0.005 -10000 0 -10000 0 0
MAP3K14 0.014 0.081 -10000 0 -0.26 5 5
PDPK1 0.006 0.12 -10000 0 -0.35 13 13
TCR/CD3/MHC I/CD8/Fyn -0.03 0.18 -10000 0 -0.77 7 7
Syndecan-4-mediated 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
PTK2 -0.01 0.041 -9999 0 -10000 0 0
Syndecan-4/Syndesmos -0.11 0.17 -9999 0 -0.68 10 10
positive regulation of JNK cascade -0.12 0.17 -9999 0 -0.61 16 16
Syndecan-4/ADAM12 -0.18 0.19 -9999 0 -0.58 30 30
CCL5 -0.052 0.12 -9999 0 -0.32 42 42
Rac1/GDP 0 0 -9999 0 -10000 0 0
DNM2 0 0 -9999 0 -10000 0 0
ITGA5 -0.002 0.028 -9999 0 -0.32 2 2
SDCBP 0 0 -9999 0 -10000 0 0
PLG -0.16 0.32 -9999 0 -0.78 55 55
ADAM12 -0.16 0.16 -9999 0 -0.32 131 131
mol:GTP 0 0 -9999 0 -10000 0 0
NUDT16L1 0 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
Syndecan-4/PKC alpha -0.056 0.048 -9999 0 -10000 0 0
Syndecan-4/Laminin alpha1 -0.13 0.19 -9999 0 -0.64 18 18
Syndecan-4/CXCL12/CXCR4 -0.12 0.18 -9999 0 -0.65 16 16
Syndecan-4/Laminin alpha3 -0.13 0.19 -9999 0 -0.66 14 14
MDK -0.044 0.11 -9999 0 -0.32 35 35
Syndecan-4/FZD7 -0.12 0.18 -9999 0 -0.68 10 10
Syndecan-4/Midkine -0.13 0.18 -9999 0 -0.62 15 15
FZD7 -0.003 0.049 -9999 0 -0.8 1 1
Syndecan-4/FGFR1/FGF -0.11 0.17 -9999 0 -0.62 11 11
THBS1 -0.006 0.07 -9999 0 -0.8 2 2
integrin-mediated signaling pathway -0.15 0.18 -9999 0 -0.56 25 25
positive regulation of MAPKKK cascade -0.12 0.17 -9999 0 -0.61 16 16
Syndecan-4/TACI -0.11 0.18 -9999 0 -0.69 10 10
CXCR4 -0.017 0.073 -9999 0 -0.32 14 14
cell adhesion -0.014 0.041 -9999 0 -0.38 2 2
Syndecan-4/Dynamin -0.11 0.17 -9999 0 -0.68 10 10
Syndecan-4/TSP1 -0.12 0.18 -9999 0 -0.72 10 10
Syndecan-4/GIPC -0.11 0.17 -9999 0 -0.68 10 10
Syndecan-4/RANTES -0.14 0.18 -9999 0 -0.59 19 19
ITGB1 0 0 -9999 0 -10000 0 0
LAMA1 -0.035 0.14 -9999 0 -0.47 19 19
LAMA3 -0.035 0.12 -9999 0 -0.38 24 24
RAC1 0 0 -9999 0 -10000 0 0
PRKCA 0.036 0.08 -9999 0 -0.71 2 2
Syndecan-4/alpha-Actinin -0.11 0.17 -9999 0 -0.68 10 10
TFPI -0.037 0.17 -9999 0 -0.8 12 12
F2 -0.002 0.027 -9999 0 -0.31 2 2
alpha5/beta1 Integrin -0.002 0.018 -9999 0 -10000 0 0
positive regulation of cell adhesion -0.14 0.19 -9999 0 -0.65 18 18
ACTN1 0 0 -9999 0 -10000 0 0
TNC -0.091 0.16 -9999 0 -0.35 67 67
Syndecan-4/CXCL12 -0.12 0.19 -9999 0 -0.7 14 14
FGF6 0 0 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
CXCL12 -0.017 0.11 -9999 0 -0.72 6 6
TNFRSF13B 0 0 -9999 0 -10000 0 0
FGF2 -0.015 0.11 -9999 0 -0.8 5 5
FGFR1 0 0 -9999 0 -10000 0 0
Syndecan-4/PI-4-5-P2 -0.11 0.18 -9999 0 -0.6 15 15
mol:GDP 0 0 -9999 0 -10000 0 0
FN1 -0.057 0.13 -9999 0 -0.32 49 49
cell migration -0.021 0.019 -9999 0 -10000 0 0
PRKCD 0.004 0.008 -9999 0 -10000 0 0
vasculogenesis -0.11 0.17 -9999 0 -0.68 10 10
SDC4 -0.11 0.19 -9999 0 -0.64 15 15
Syndecan-4/Tenascin C -0.15 0.19 -9999 0 -0.58 25 25
Syndecan-4/PI-4-5-P2/PKC alpha -0.044 0.038 -9999 0 -10000 0 0
Syndecan-4/Syntenin -0.11 0.17 -9999 0 -0.68 10 10
MMP9 -0.13 0.16 -9999 0 -0.32 106 106
Rac1/GTP -0.014 0.041 -9999 0 -0.39 2 2
cytoskeleton organization -0.11 0.17 -9999 0 -0.65 10 10
GIPC1 0 0 -9999 0 -10000 0 0
Syndecan-4/TFPI -0.13 0.19 -9999 0 -0.68 15 15
IL23-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
CCL2 -0.13 0.43 -9999 0 -1.3 23 23
IL23A -0.1 0.36 -9999 0 -1.1 18 18
NF kappa B1 p50/RelA/I kappa B alpha -0.17 0.29 -9999 0 -0.92 25 25
positive regulation of T cell mediated cytotoxicity -0.12 0.38 -9999 0 -1 27 27
ITGA3 -0.13 0.4 -9999 0 -1.1 26 26
IL17F -0.053 0.25 -9999 0 -0.66 19 19
IL12B -0.006 0.08 -9999 0 -0.33 14 14
STAT1 (dimer) -0.18 0.31 -9999 0 -0.96 27 27
CD4 -0.097 0.34 -9999 0 -0.91 24 24
IL23 -0.15 0.32 -9999 0 -1.1 17 17
IL23R -0.007 0.077 -9999 0 -10000 0 0
IL1B -0.12 0.4 -9999 0 -1.2 19 19
T-helper cell lineage commitment 0 0 -9999 0 -10000 0 0
IL24 -0.1 0.33 -9999 0 -0.99 18 18
TYK2 0.009 0.015 -9999 0 -10000 0 0
STAT4 -0.01 0.056 -9999 0 -0.32 8 8
STAT3 0 0 -9999 0 -10000 0 0
IL18RAP -0.01 0.057 -9999 0 -0.33 8 8
IL12RB1 -0.018 0.094 -9999 0 -0.33 21 21
PIK3CA 0 0 -9999 0 -10000 0 0
IL12Rbeta1/TYK2 -0.016 0.065 -9999 0 -10000 0 0
IL23R/JAK2 -0.004 0.093 -9999 0 -10000 0 0
positive regulation of chronic inflammatory response -0.12 0.38 -9999 0 -1 27 27
natural killer cell activation 0.002 0.007 -9999 0 -10000 0 0
JAK2 0.014 0.027 -9999 0 -0.31 1 1
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
NFKB1 0 0 -9999 0 -10000 0 0
RELA 0 0 -9999 0 -10000 0 0
positive regulation of dendritic cell antigen processing and presentation -0.13 0.32 -9999 0 -1 17 17
ALOX12B -0.099 0.33 -9999 0 -0.97 19 19
CXCL1 -0.24 0.56 -9999 0 -1.3 52 52
T cell proliferation -0.12 0.38 -9999 0 -1 27 27
NFKBIA 0 0 -9999 0 -10000 0 0
IL17A -0.03 0.2 -9999 0 -0.55 10 10
PI3K -0.17 0.3 -9999 0 -0.93 27 27
IFNG -0.009 0.031 -9999 0 -0.089 7 7
STAT3 (dimer) -0.16 0.28 -9999 0 -0.89 26 26
IL18R1 -0.021 0.13 -9999 0 -0.8 7 7
IL23/IL23R/JAK2/TYK2/SOCS3 -0.042 0.2 -9999 0 -0.54 10 10
IL18/IL18R -0.046 0.15 -9999 0 -0.55 19 19
macrophage activation -0.01 0.014 -9999 0 -0.043 19 19
TNF -0.1 0.35 -9999 0 -1.1 18 18
STAT3/STAT4 -0.18 0.3 -9999 0 -0.93 26 26
STAT4 (dimer) -0.19 0.31 -9999 0 -0.94 29 29
IL18 -0.04 0.17 -9999 0 -0.79 13 13
IL19 -0.099 0.33 -9999 0 -0.99 18 18
STAT5A (dimer) -0.18 0.31 -9999 0 -0.96 27 27
STAT1 -0.001 0.02 -9999 0 -0.32 1 1
SOCS3 0 0 -9999 0 -10000 0 0
CXCL9 -0.12 0.35 -9999 0 -1 18 18
MPO -0.1 0.34 -9999 0 -1 18 18
positive regulation of humoral immune response -0.12 0.38 -9999 0 -1 27 27
IL23/IL23R/JAK2/TYK2 -0.12 0.4 -9999 0 -1.1 27 27
IL6 -0.17 0.49 -9999 0 -1.4 31 31
STAT5A 0 0 -9999 0 -10000 0 0
IL2 -0.002 0.008 -9999 0 -10000 0 0
positive regulation of tyrosine phosphorylation of STAT protein 0.002 0.007 -9999 0 -10000 0 0
CD3E -0.12 0.37 -9999 0 -1.1 23 23
keratinocyte proliferation -0.12 0.38 -9999 0 -1 27 27
NOS2 -0.1 0.35 -9999 0 -1 20 20
p75(NTR)-mediated signaling

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
Sortilin/TRAF6 0 0 -10000 0 -10000 0 0
Necdin/E2F1 -0.13 0.22 -10000 0 -0.71 27 27
proNGF (dimer)/p75(NTR)/Sortilin/NADE/14-3-3 E -0.028 0.097 -10000 0 -0.45 12 12
NGF (dimer)/p75(NTR)/BEX1 -0.11 0.21 -10000 0 -0.55 44 44
NT-4/5 (dimer)/p75(NTR) -0.033 0.12 -10000 0 -0.62 9 9
IKBKB 0 0 -10000 0 -10000 0 0
AKT1 -0.03 0.099 -10000 0 -0.44 13 13
IKBKG 0 0 -10000 0 -10000 0 0
BDNF -0.014 0.1 -10000 0 -0.7 5 5
MGDIs/NGR/p75(NTR)/LINGO1 -0.052 0.13 -10000 0 -0.45 18 18
FURIN 0 0 -10000 0 -10000 0 0
proBDNF (dimer)/p75(NTR)/Sortilin -0.036 0.12 -10000 0 -0.54 13 13
LINGO1 -0.006 0.044 -10000 0 -0.32 5 5
Sortilin/TRAF6/NRIF 0 0.006 -10000 0 -10000 0 0
proBDNF (dimer) -0.014 0.1 -10000 0 -0.7 5 5
NTRK1 -0.03 0.13 -10000 0 -0.46 17 17
RTN4R -0.042 0.11 -10000 0 -0.32 34 34
neuron apoptosis 0.003 0.11 -10000 0 -0.46 11 11
IRAK1 0 0 -10000 0 -10000 0 0
SHC1 -0.034 0.12 -10000 0 -0.52 12 12
ARHGDIA 0 0 -10000 0 -10000 0 0
RhoA/GTP 0 0 -10000 0 -10000 0 0
Gamma Secretase 0 0.008 -10000 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-H1 -0.03 0.1 -10000 0 -0.48 12 12
MAGEH1 0 0 -10000 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/Necdin -0.08 0.18 -10000 0 -0.5 37 37
Mammalian IAPs/DIABLO -0.007 0.054 -10000 0 -0.48 3 3
proNGF (dimer) -0.01 0.087 -10000 0 -0.68 4 4
MAGED1 0 0 -10000 0 -10000 0 0
APP -0.003 0.049 -10000 0 -0.8 1 1
NT-4/5 (dimer) 0 0 -10000 0 -10000 0 0
ZNF274 0 0 -10000 0 -10000 0 0
RhoA/GDP/RHOGDI -0.028 0.098 -10000 0 -0.45 12 12
NGF -0.01 0.087 -10000 0 -0.68 4 4
cell cycle arrest -0.003 0.12 -10000 0 -0.43 12 12
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK -0.018 0.069 -10000 0 -0.33 12 12
NT-4/5 (dimer)/p75(NTR)/TRAF6 -0.028 0.1 -10000 0 -0.53 9 9
NCSTN -0.001 0.02 -10000 0 -0.32 1 1
mol:GTP -0.034 0.11 -10000 0 -0.52 12 12
PSENEN 0 0 -10000 0 -10000 0 0
mol:ceramide -0.03 0.1 -10000 0 -0.47 12 12
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK/p62/Atypical PKCs -0.044 0.1 -10000 0 -0.53 2 2
p75(NTR)/beta APP -0.034 0.13 -10000 0 -0.66 9 9
BEX1 -0.12 0.27 -10000 0 -0.63 49 49
mol:GDP -0.035 0.12 -10000 0 -0.53 12 12
NGF (dimer) -0.28 0.3 -10000 0 -0.55 134 134
MGDIs/NGR/p75(NTR)/LINGO1/RHOGDI -0.046 0.11 -10000 0 -0.51 9 9
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
RAC1/GTP -0.029 0.1 -10000 0 -0.46 12 12
MYD88 0 0 -10000 0 -10000 0 0
CHUK 0 0 -10000 0 -10000 0 0
NGF (dimer)/p75(NTR)/PKA -0.034 0.12 -10000 0 -0.53 12 12
RHOB -0.003 0.049 -10000 0 -0.8 1 1
RHOA 0 0 -10000 0 -10000 0 0
MAGE-G1/E2F1 -0.069 0.099 -10000 0 -10000 0 0
NT3 (dimer) -0.11 0.27 -10000 0 -0.69 42 42
TP53 -0.027 0.096 -10000 0 -0.43 13 13
PRDM4 -0.03 0.1 -10000 0 -0.48 12 12
BDNF (dimer) -0.48 0.37 -10000 0 -0.67 185 185
PIK3CA 0 0 -10000 0 -10000 0 0
SORT1 0 0 -10000 0 -10000 0 0
activation of caspase activity -0.028 0.096 -10000 0 -0.44 12 12
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6 -0.03 0.1 -10000 0 -0.48 12 12
RHOC 0 0 -10000 0 -10000 0 0
XIAP 0 0 -10000 0 -10000 0 0
MAPK10 -0.066 0.18 -10000 0 -0.59 10 10
DIABLO 0 0 -10000 0 -10000 0 0
SMPD2 -0.03 0.1 -10000 0 -0.48 12 12
APH1B 0 0 -10000 0 -10000 0 0
APH1A 0 0 -10000 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin -0.034 0.12 -10000 0 -0.53 12 12
PSEN1 0 0 -10000 0 -10000 0 0
APAF-1/Pro-Caspase 9 0 0 -10000 0 -10000 0 0
NT3 (dimer)/p75(NTR) -0.12 0.24 -10000 0 -0.64 40 40
MAPK8 0.025 0.11 -10000 0 -0.42 9 9
MAPK9 0.027 0.11 -10000 0 -0.42 9 9
APAF1 0 0 -10000 0 -10000 0 0
NTF3 -0.11 0.27 -10000 0 -0.7 42 42
NTF4 0 0 -10000 0 -10000 0 0
NDN -0.083 0.24 -10000 0 -0.8 27 27
RAC1/GDP 0 0 -10000 0 -10000 0 0
RhoA-B-C/GDP -0.027 0.099 -10000 0 -0.45 12 12
p75 CTF/Sortilin/TRAF6/NRIF 0 0 -10000 0 -10000 0 0
RhoA-B-C/GTP -0.034 0.11 -10000 0 -0.52 12 12
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF -0.03 0.1 -10000 0 -0.46 13 13
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6 -0.032 0.11 -10000 0 -0.49 13 13
PRKACB 0 0 -10000 0 -10000 0 0
proBDNF (dimer)/p75 ECD -0.01 0.076 -10000 0 -0.61 4 4
ChemicalAbstracts:86-01-1 0 0 -10000 0 -10000 0 0
BIRC3 -0.01 0.087 -10000 0 -0.68 4 4
BIRC2 -0.001 0.02 -10000 0 -0.32 1 1
neuron projection morphogenesis -0.018 0.15 0.23 24 -0.48 12 36
BAD -0.005 0.12 -10000 0 -0.48 10 10
RIPK2 0 0 -10000 0 -10000 0 0
NGFR -0.045 0.16 -10000 0 -0.51 23 23
CYCS -0.028 0.096 -10000 0 -0.44 12 12
ADAM17 0 0 -10000 0 -10000 0 0
NGF (dimer)/p75(NTR)/TRAF6/RIP2 -0.03 0.1 -10000 0 -0.48 12 12
BCL2L11 -0.005 0.12 -10000 0 -0.48 10 10
BDNF (dimer)/p75(NTR) -0.043 0.14 -10000 0 -0.62 13 13
PI3K -0.033 0.11 -10000 0 -0.48 13 13
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-G1 -0.03 0.1 -10000 0 -0.48 12 12
NDNL2 0 0 -10000 0 -10000 0 0
YWHAE 0 0 -10000 0 -10000 0 0
PRKCI 0 0 -10000 0 -10000 0 0
NGF (dimer)/p75(NTR) -0.04 0.14 -10000 0 -0.61 12 12
ChemicalAbstracts:146-91-8 0 0 -10000 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/NRAGE -0.03 0.1 -10000 0 -0.48 12 12
TRAF6 0 0 -10000 0 -10000 0 0
RAC1 0 0 -10000 0 -10000 0 0
PRKCZ -0.09 0.25 -10000 0 -0.78 30 30
PLG -0.17 0.33 -10000 0 -0.8 55 55
oligodendrocyte cell fate commitment 0 0 -10000 0 -10000 0 0
CASP6 -0.034 0.11 -10000 0 -0.46 16 16
SQSTM1 0 0 -10000 0 -10000 0 0
NGFRAP1 0 0 -10000 0 -10000 0 0
CASP3 -0.003 0.12 -10000 0 -0.44 10 10
E2F1 -0.11 0.15 -10000 0 -0.32 85 85
CASP9 0 0 -10000 0 -10000 0 0
IKK complex -0.047 0.11 -10000 0 -0.45 9 9
NGF (dimer)/TRKA -0.029 0.11 -10000 0 -0.61 8 8
MMP7 -0.29 0.38 -10000 0 -0.79 95 95
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF -0.028 0.097 -10000 0 -0.45 12 12
MMP3 -0.34 0.39 -10000 0 -0.77 113 113
APAF-1/Caspase 9 -0.024 0.081 -10000 0 -0.44 2 2
S1P5 pathway

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
mol:S1P 0 0 -10000 0 -10000 0 0
telencephalon oligodendrocyte cell migration 0.059 0.13 0.34 34 -10000 0 34
GNAI2 0 0 -10000 0 -10000 0 0
S1P/S1P5/G12 -0.009 0.038 -10000 0 -10000 0 0
mol:GDP 0 0 -10000 0 -10000 0 0
GNAO1 -0.1 0.27 -10000 0 -0.78 34 34
RhoA/GTP -0.06 0.13 -10000 0 -0.35 34 34
negative regulation of cAMP metabolic process -0.067 0.14 -10000 0 -0.36 47 47
GNAZ -0.052 0.2 -10000 0 -0.8 17 17
GNAI3 0 0 -10000 0 -10000 0 0
GNA12 0 0 -10000 0 -10000 0 0
S1PR5 -0.016 0.07 -10000 0 -0.32 13 13
mol:GTP 0 0 -10000 0 -10000 0 0
S1P/S1P5/Gi -0.068 0.15 -10000 0 -0.36 47 47
RhoA/GDP 0 0 -10000 0 -10000 0 0
RHOA 0 0 -10000 0 -10000 0 0
GNAI1 -0.012 0.098 -10000 0 -0.8 4 4
Endothelins

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
AKT1 -0.052 0.14 0.27 2 -0.6 8 10
PTK2B 0 0 -10000 0 -10000 0 0
mol:Ca2+ 0.015 0.14 -10000 0 -1 2 2
EDN1 -0.049 0.16 -10000 0 -0.85 8 8
EDN3 -0.035 0.11 -10000 0 -0.34 27 27
EDN2 -0.007 0.048 -10000 0 -0.32 6 6
HRAS/GDP -0.025 0.1 0.2 1 -0.41 5 6
ETA receptor/Endothelin-1/Gq/GTP/PLC beta -0.021 0.098 0.19 1 -0.35 11 12
ADCY4 -0.064 0.15 -10000 0 -0.52 18 18
ADCY5 -0.23 0.28 -10000 0 -0.54 103 103
ADCY6 -0.064 0.15 -10000 0 -0.52 18 18
ADCY7 -0.064 0.15 -10000 0 -0.52 18 18
ADCY1 -0.08 0.15 -10000 0 -0.51 20 20
ADCY2 -0.12 0.2 -10000 0 -0.53 41 41
ADCY3 -0.065 0.15 -10000 0 -0.52 18 18
ADCY8 -0.12 0.2 -10000 0 -0.51 44 44
ADCY9 -0.064 0.15 -10000 0 -0.52 18 18
arachidonic acid secretion 0.002 0.15 -10000 0 -0.43 12 12
ETB receptor/Endothelin-1/Gq/GTP -0.012 0.12 -10000 0 -0.36 21 21
GNAO1 -0.1 0.27 -10000 0 -0.78 34 34
HRAS 0 0 -10000 0 -10000 0 0
ETA receptor/Endothelin-1/G12/GTP -0.022 0.15 0.36 7 -0.56 8 15
ETA receptor/Endothelin-1/Gs/GTP -0.045 0.18 0.34 7 -0.55 18 25
mol:GTP 0.001 0.003 -10000 0 -10000 0 0
COL3A1 -0.088 0.19 -10000 0 -0.62 12 12
EDNRB -0.011 0.052 -10000 0 -0.79 1 1
response to oxidative stress 0 0 -10000 0 -10000 0 0
CYSLTR2 -0.065 0.15 -10000 0 -0.56 11 11
CYSLTR1 -0.053 0.14 -10000 0 -0.58 9 9
SLC9A1 -0.022 0.076 0.19 3 -0.31 8 11
mol:GDP 0.008 0.12 -10000 0 -0.43 6 6
SLC9A3 -0.49 0.29 -10000 0 -0.6 212 212
RAF1 0.002 0.13 -10000 0 -0.41 7 7
JUN 0.021 0.11 -10000 0 -0.5 1 1
JAK2 -0.053 0.14 0.27 3 -0.6 8 11
mol:IP3 -0.026 0.11 -10000 0 -0.39 15 15
ETA receptor/Endothelin-1 -0.038 0.19 0.43 7 -0.61 11 18
PLCB1 0 0 -10000 0 -10000 0 0
PLCB2 -0.005 0.04 -10000 0 -0.32 4 4
ETA receptor/Endothelin-3 -0.033 0.091 -10000 0 -0.44 3 3
FOS -0.023 0.26 -10000 0 -1 16 16
Gai/GDP -0.12 0.27 -10000 0 -0.77 34 34
CRK 0 0 -10000 0 -10000 0 0
mol:Ca ++ -0.024 0.17 -10000 0 -0.6 11 11
BCAR1 0 0 -10000 0 -10000 0 0
PRKCB1 -0.004 0.12 -10000 0 -0.36 16 16
GNAQ 0 0.002 -10000 0 -10000 0 0
GNAZ -0.052 0.2 -10000 0 -0.8 17 17
GNAL -0.041 0.17 -10000 0 -0.7 15 15
Gs family/GDP -0.054 0.12 -10000 0 -0.46 15 15
ETA receptor/Endothelin-1/Gq/GTP -0.013 0.12 -10000 0 -0.38 17 17
MAPK14 0.008 0.094 -10000 0 -0.34 7 7
TRPC6 0.014 0.15 -10000 0 -1.2 2 2
GNAI2 0 0 -10000 0 -10000 0 0
GNAI3 0 0 -10000 0 -10000 0 0
GNAI1 -0.012 0.098 -10000 0 -0.8 4 4
ETB receptor/Endothelin-1/Gq/GTP/PLC beta -0.018 0.092 -10000 0 -0.33 12 12
ETB receptor/Endothelin-2 -0.011 0.049 -10000 0 -0.6 1 1
ETB receptor/Endothelin-3 -0.03 0.087 -10000 0 -0.69 2 2
ETB receptor/Endothelin-1 -0.04 0.14 -10000 0 -0.66 9 9
MAPK3 -0.011 0.22 -10000 0 -0.74 17 17
MAPK1 -0.011 0.22 -10000 0 -0.74 17 17
Rac1/GDP -0.034 0.093 -10000 0 -0.46 3 3
cAMP biosynthetic process -0.13 0.2 -10000 0 -0.55 27 27
MAPK8 0.014 0.12 -10000 0 -0.5 4 4
SRC 0 0 -10000 0 -10000 0 0
ETB receptor/Endothelin-1/Gi/GTP -0.066 0.16 -10000 0 -0.4 34 34
p130Cas/CRK/Src/PYK2 0.024 0.12 -10000 0 -0.48 2 2
mol:K + 0 0 -10000 0 -10000 0 0
G12/GDP -0.034 0.093 0.2 1 -0.46 3 4
COL1A2 -0.079 0.19 -10000 0 -0.74 10 10
EntrezGene:2778 0 0 -10000 0 -10000 0 0
ETA receptor/Endothelin-2 -0.015 0.06 -10000 0 -0.38 1 1
mol:DAG -0.026 0.11 -10000 0 -0.39 15 15
MAP2K2 0 0.16 -10000 0 -0.5 18 18
MAP2K1 0 0.16 -10000 0 -0.5 18 18
EDNRA -0.024 0.078 -10000 0 -10000 0 0
positive regulation of muscle contraction -0.04 0.12 -10000 0 -0.53 8 8
Gq family/GDP -0.039 0.13 -10000 0 -0.49 17 17
HRAS/GTP 0.001 0.12 -10000 0 -0.38 10 10
PRKCH 0.003 0.12 -10000 0 -0.46 5 5
RAC1 0 0 -10000 0 -10000 0 0
PRKCA 0 0.12 -10000 0 -0.44 7 7
PRKCB -0.003 0.12 -10000 0 -0.41 12 12
PRKCE 0.003 0.12 -10000 0 -0.4 10 10
PRKCD 0.003 0.12 -10000 0 -0.4 9 9
PRKCG -0.006 0.12 -10000 0 -0.4 10 10
regulation of vascular smooth muscle contraction -0.031 0.3 -10000 0 -1.1 16 16
PRKCQ -0.012 0.14 -10000 0 -0.41 16 16
PLA2G4A -0.001 0.16 -10000 0 -0.46 12 12
GNA14 -0.049 0.19 -10000 0 -0.8 16 16
GNA15 -0.006 0.044 -10000 0 -0.32 5 5
GNA12 0 0 -10000 0 -10000 0 0
GNA11 -0.003 0.049 -10000 0 -0.8 1 1
Rac1/GTP -0.022 0.15 0.36 7 -0.56 8 15
MMP1 -0.051 0.21 -10000 0 -1.1 7 7
Angiopoietin receptor Tie2-mediated signaling

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
AKT1 -0.003 0.26 -10000 0 -0.95 18 18
NCK1/PAK1/Dok-R -0.032 0.11 -10000 0 -0.43 18 18
NCK1/Dok-R -0.081 0.31 -10000 0 -1.2 18 18
PIK3CA 0.001 0.003 -10000 0 -10000 0 0
mol:beta2-estradiol 0.007 0.063 0.24 17 -10000 0 17
RELA 0 0 -10000 0 -10000 0 0
SHC1 0 0.001 -10000 0 -10000 0 0
Rac/GDP 0 0 -10000 0 -10000 0 0
F2 0.01 0.071 0.25 16 -0.34 2 18
TNIP2 0 0 -10000 0 -10000 0 0
NF kappa B/RelA -0.077 0.28 -10000 0 -1.1 18 18
FN1 -0.061 0.13 -10000 0 -0.32 49 49
PLD2 -0.032 0.34 -10000 0 -1.2 18 18
PTPN11 0 0 -10000 0 -10000 0 0
GRB14 -0.24 0.36 -10000 0 -0.8 78 78
ELK1 -0.012 0.3 -10000 0 -1.1 18 18
GRB7 -0.14 0.3 -10000 0 -0.79 45 45
PAK1 0 0 -10000 0 -10000 0 0
Tie2/Ang1/alpha5/beta1 Integrin -0.068 0.31 -10000 0 -1.2 18 18
CDKN1A 0.009 0.18 -10000 0 -0.6 18 18
ITGA5 -0.002 0.028 -10000 0 -0.32 2 2
mol:GTP 0 0 -10000 0 -10000 0 0
RasGAP/Dok-R -0.081 0.31 -10000 0 -1.2 18 18
CRK 0 0 -10000 0 -10000 0 0
mol:NO 0.018 0.19 -10000 0 -0.68 18 18
PLG -0.13 0.39 -10000 0 -1.4 18 18
mol:GDP 0 0 -10000 0 -10000 0 0
chemokinesis -0.064 0.23 -10000 0 -0.91 18 18
GRB2 0 0 -10000 0 -10000 0 0
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
ANGPT2 -0.048 0.2 -10000 0 -0.74 12 12
BMX -0.037 0.34 -10000 0 -1.2 18 18
ANGPT1 -0.063 0.37 -10000 0 -1.4 17 17
tube development 0.001 0.2 -10000 0 -0.68 18 18
ANGPT4 -0.017 0.072 -10000 0 -0.32 14 14
response to hypoxia 0 0.019 -10000 0 -10000 0 0
Tie2/Ang1/GRB14 -0.21 0.38 -10000 0 -1.4 18 18
alpha5/beta1 Integrin -0.002 0.018 -10000 0 -10000 0 0
FGF2 -0.015 0.11 -10000 0 -0.8 5 5
STAT5A (dimer) -0.002 0.23 -10000 0 -0.78 18 18
mol:L-citrulline 0.018 0.19 -10000 0 -0.68 18 18
AGTR1 -0.14 0.3 -10000 0 -0.8 44 44
MAPK14 -0.031 0.32 -10000 0 -1.2 18 18
Tie2/SHP2 -0.034 0.18 -10000 0 -1.4 4 4
TEK -0.038 0.2 -10000 0 -1.6 4 4
RPS6KB1 -0.001 0.25 -10000 0 -0.9 18 18
Angiotensin II/AT1 -0.1 0.23 -10000 0 -0.62 44 44
Tie2/Ang1/GRB2 -0.091 0.34 -10000 0 -1.3 18 18
MAPK3 -0.016 0.31 -10000 0 -1.1 18 18
MAPK1 -0.016 0.31 -10000 0 -1.1 18 18
Tie2/Ang1/GRB7 -0.16 0.36 -10000 0 -1.3 18 18
NFKB1 0 0 -10000 0 -10000 0 0
MAPK8 -0.034 0.34 -10000 0 -1.2 18 18
PI3K -0.019 0.3 -10000 0 -1.1 18 18
FES -0.03 0.32 -10000 0 -1.2 18 18
Crk/Dok-R -0.081 0.31 -10000 0 -1.2 18 18
Tie2/Ang1/ABIN2 -0.091 0.34 -10000 0 -1.3 18 18
blood circulation 0 0 -10000 0 -10000 0 0
negative regulation of caspase activity 0.004 0.23 -10000 0 -0.83 18 18
STAT5A 0 0 -10000 0 -10000 0 0
mol:ROS 0 0 -10000 0 -10000 0 0
PTK2 -0.001 0.25 -10000 0 -0.9 18 18
Tie2/Ang2 -0.021 0.27 -10000 0 -0.95 18 18
Tie2/Ang1 -0.052 0.38 -10000 0 -1.4 18 18
FOXO1 0.008 0.24 -10000 0 -0.84 18 18
ELF1 0.013 0.014 -10000 0 -10000 0 0
ELF2 -0.034 0.33 -10000 0 -1.2 18 18
mol:Choline -0.026 0.32 -10000 0 -1.2 18 18
cell migration -0.016 0.063 -10000 0 -0.25 5 5
FYN -0.006 0.23 -10000 0 -0.78 18 18
DOK2 -0.014 0.065 -10000 0 -0.32 11 11
negative regulation of cell cycle 0.012 0.16 -10000 0 -0.54 18 18
ETS1 0.001 0.059 -10000 0 -10000 0 0
PXN 0.014 0.21 -10000 0 -0.73 18 18
ITGB1 0 0 -10000 0 -10000 0 0
NOS3 0.012 0.22 -10000 0 -0.78 18 18
RAC1 0 0 -10000 0 -10000 0 0
TNF -0.01 0.087 -10000 0 -0.34 9 9
MAPKKK cascade -0.026 0.32 -10000 0 -1.2 18 18
RASA1 0 0 -10000 0 -10000 0 0
Tie2/Ang1/Shc -0.089 0.34 -10000 0 -1.3 18 18
NCK1 0 0 -10000 0 -10000 0 0
vasculogenesis 0.021 0.18 -10000 0 -0.6 18 18
mol:Phosphatidic acid -0.026 0.32 -10000 0 -1.2 18 18
mol:Angiotensin II 0.001 0.002 -10000 0 -10000 0 0
mol:NADP 0.018 0.19 -10000 0 -0.68 18 18
Rac1/GTP -0.061 0.21 -10000 0 -0.84 18 18
MMP2 -0.049 0.35 -10000 0 -1.3 18 18
S1P4 pathway

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
mol:S1P 0 0 -9999 0 -10000 0 0
GNAO1 -0.1 0.27 -9999 0 -0.78 34 34
CDC42/GTP -0.059 0.13 -9999 0 -0.35 34 34
PLCG1 -0.061 0.14 -9999 0 -0.36 34 34
mol:GTP 0 0 -9999 0 -10000 0 0
GNAI2 0 0 -9999 0 -10000 0 0
GNAI3 0 0 -9999 0 -10000 0 0
G12/G13 0 0 -9999 0 -10000 0 0
cell migration -0.058 0.13 -9999 0 -0.34 34 34
S1PR5 -0.016 0.07 -9999 0 -0.32 13 13
S1PR4 -0.006 0.044 -9999 0 -0.32 5 5
MAPK3 -0.061 0.14 -9999 0 -0.59 7 7
MAPK1 -0.061 0.14 -9999 0 -0.36 34 34
S1P/S1P5/Gi -0.068 0.15 -9999 0 -0.36 47 47
GNAI1 -0.012 0.098 -9999 0 -0.8 4 4
CDC42/GDP 0 0 -9999 0 -10000 0 0
S1P/S1P5/G12 -0.009 0.038 -9999 0 -10000 0 0
RHOA -0.002 0.018 -9999 0 -10000 0 0
S1P/S1P4/Gi -0.066 0.15 -9999 0 -0.36 47 47
mol:GDP 0 0 -9999 0 -10000 0 0
GNAZ -0.052 0.2 -9999 0 -0.8 17 17
S1P/S1P4/G12/G13 -0.003 0.02 -9999 0 -10000 0 0
GNA12 0 0 -9999 0 -10000 0 0
GNA13 0 0 -9999 0 -10000 0 0
CDC42 0 0 -9999 0 -10000 0 0
Visual signal transduction: Cones

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
Cone Metarhodopsin II/Cone Transducin -0.003 0.021 -9999 0 -10000 0 0
RGS9BP -0.095 0.26 -9999 0 -0.8 31 31
mol:GTP 0 0 -9999 0 -10000 0 0
GRK1 -0.007 0.048 -9999 0 -0.32 6 6
mol:Na + -0.022 0.058 -9999 0 -10000 0 0
mol:ADP -0.002 0.034 -9999 0 -10000 0 0
GNAT2 0 0 -9999 0 -10000 0 0
RGS9-1/Gbeta5/R9AP -0.14 0.25 -9999 0 -0.56 65 65
mol:GDP 0 0 -9999 0 -10000 0 0
PDE6H/GNAT2/GTP 0 0 -9999 0 -10000 0 0
GRK7 0 0 -9999 0 -10000 0 0
CNGB3 -0.016 0.07 -9999 0 -0.32 13 13
Cone Metarhodopsin II/X-Arrestin 0 0 -9999 0 -10000 0 0
mol:Ca2+ -0.031 0.07 -9999 0 -0.31 6 6
Cone PDE6 -0.12 0.22 -9999 0 -0.48 65 65
Cone Metarhodopsin II -0.004 0.024 -9999 0 -10000 0 0
Na + (4 Units) -0.031 0.07 -9999 0 -0.31 6 6
GNAT2/GDP -0.12 0.21 -9999 0 -0.48 65 65
GNB5 0 0 -9999 0 -10000 0 0
mol:GMP (4 units) 0 0 -9999 0 -10000 0 0
Cone Transducin -0.003 0.023 -9999 0 -10000 0 0
SLC24A2 -0.025 0.086 -9999 0 -0.32 20 20
GNB3/GNGT2 -0.005 0.032 -9999 0 -10000 0 0
GNB3 0 0 -9999 0 -10000 0 0
GNAT2/GTP 0 0 -9999 0 -10000 0 0
CNGA3 -0.024 0.084 -9999 0 -0.32 19 19
ARR3 0 0 -9999 0 -10000 0 0
absorption of light 0 0 -9999 0 -10000 0 0
cGMP/Cone CNG Channel -0.022 0.058 -9999 0 -10000 0 0
mol:Pi -0.14 0.25 -9999 0 -0.55 65 65
Cone CNG Channel -0.017 0.045 -9999 0 -10000 0 0
mol:all-trans-retinal 0 0 -9999 0 -10000 0 0
mol:K + -0.025 0.086 -9999 0 -0.32 20 20
RGS9 -0.12 0.28 -9999 0 -0.8 38 38
PDE6C 0 0 -9999 0 -10000 0 0
GNGT2 -0.007 0.048 -9999 0 -0.32 6 6
mol:cGMP (4 units) 0 0 -9999 0 -10000 0 0
PDE6H 0 0 -9999 0 -10000 0 0
Calcium signaling in the CD4+ TCR pathway

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
NFATC1 -0.014 0.022 -9999 0 -10000 0 0
NFATC2 -0.033 0.061 -9999 0 -10000 0 0
NFATC3 -0.014 0.02 -9999 0 -10000 0 0
CD40LG -0.17 0.22 -9999 0 -0.64 29 29
PTGS2 -0.24 0.32 -9999 0 -0.78 60 60
JUNB 0 0 -9999 0 -10000 0 0
CaM/Ca2+/Calcineurin A alpha-beta B1 -0.009 0.013 -9999 0 -10000 0 0
CaM/Ca2+ -0.009 0.013 -9999 0 -10000 0 0
CALM1 -0.002 0.004 -9999 0 -10000 0 0
JUN -0.004 0.029 -9999 0 -0.33 2 2
mol:Ca2+ -0.01 0.012 -9999 0 -10000 0 0
Calcineurin A alpha-beta B1/FKBP12/FK506 -0.001 0.002 -9999 0 -10000 0 0
FOSL1 -0.032 0.1 -9999 0 -0.34 24 24
CREM 0 0 -9999 0 -10000 0 0
Jun/NFAT1-c-4/p21SNFT -0.085 0.12 -9999 0 -0.46 8 8
FOS -0.051 0.19 -9999 0 -0.8 16 16
IFNG -0.2 0.24 -9999 0 -0.6 51 51
AP-1/NFAT1-c-4 -0.2 0.25 -9999 0 -0.75 27 27
FASLG -0.19 0.23 -9999 0 -0.61 45 45
NFAT1-c-4/ICER1 -0.05 0.071 -9999 0 -10000 0 0
IL2RA -0.2 0.24 -9999 0 -0.64 44 44
FKBP12/FK506 0 0 -9999 0 -10000 0 0
CSF2 -0.17 0.21 -9999 0 -0.62 28 28
JunB/Fra1/NFAT1-c-4 -0.053 0.082 -9999 0 -0.39 1 1
IL4 -0.17 0.21 -9999 0 -0.62 27 27
IL2 -0.01 0.013 -9999 0 -10000 0 0
IL3 -0.018 0.022 -9999 0 -10000 0 0
FKBP1A 0 0 -9999 0 -10000 0 0
BATF3 -0.004 0.053 -9999 0 -0.56 2 2
mol:FK506 0 0 -9999 0 -10000 0 0
POU2F1 -0.001 0.02 -9999 0 -0.32 1 1
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha

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
HIF3A -0.15 0.31 -9999 0 -0.78 51 51
oxygen homeostasis 0 0 -9999 0 -10000 0 0
TCEB2 0 0 -9999 0 -10000 0 0
TCEB1 0 0 -9999 0 -10000 0 0
HIF1A/p53 -0.014 0.034 -9999 0 -10000 0 0
HIF1A -0.016 0.038 -9999 0 -10000 0 0
COPS5 0 0 -9999 0 -10000 0 0
VHL/Elongin B/Elongin C/RBX1/CUL2 0 0 -9999 0 -10000 0 0
FIH (dimer) 0 0 -9999 0 -10000 0 0
CDKN2A -0.24 0.14 -9999 0 -0.32 195 195
ARNT/IPAS -0.12 0.24 -9999 0 -0.61 49 49
HIF1AN 0 0 -9999 0 -10000 0 0
GNB2L1 -0.001 0.02 -9999 0 -0.32 1 1
HIF1A/ARNT -0.014 0.034 -9999 0 -10000 0 0
CUL2 0 0 -9999 0 -10000 0 0
OS9 -0.021 0.08 -9999 0 -0.32 17 17
RACK1/Elongin B/Elongin C -0.001 0.01 -9999 0 -10000 0 0
response to hypoxia 0 0 -9999 0 -10000 0 0
HIF1A/Hsp90 -0.014 0.034 -9999 0 -10000 0 0
PHD1-3/OS9 -0.068 0.16 -9999 0 -0.48 32 32
HIF1A/RACK1/Elongin B/Elongin C -0.011 0.029 -9999 0 -10000 0 0
VHL 0 0 -9999 0 -10000 0 0
HSP90AA1 0 0 -9999 0 -10000 0 0
HIF1A/JAB1 -0.014 0.034 -9999 0 -10000 0 0
EGLN3 -0.098 0.26 -9999 0 -0.8 32 32
EGLN2 0 0 -9999 0 -10000 0 0
EGLN1 0 0 -9999 0 -10000 0 0
TP53 0 0 -9999 0 -10000 0 0
VHL/Elongin B/Elongin C/RBX1/CUL2/HIF1A 0 0 -9999 0 -10000 0 0
ARNT 0 0 -9999 0 -10000 0 0
ARD1A 0 0 -9999 0 -10000 0 0
RBX1 0 0 -9999 0 -10000 0 0
HIF1A/p19ARF -0.11 0.069 -9999 0 -0.54 1 1
Class IB PI3K non-lipid kinase events

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
cAMP biosynthetic process 0.034 0.16 0.79 11 -10000 0 11
PI3K Class IB/PDE3B -0.034 0.16 -10000 0 -0.8 11 11
PDE3B -0.034 0.16 -10000 0 -0.8 11 11
ErbB4 signaling events

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
ErbB4/ErbB4/HBEGF/HBEGF -0.044 0.074 -9999 0 -10000 0 0
epithelial cell differentiation -0.074 0.12 -9999 0 -0.46 12 12
ITCH 0.015 0.025 -9999 0 -10000 0 0
WWP1 -0.031 0.074 -9999 0 -10000 0 0
FYN -0.001 0.02 -9999 0 -0.32 1 1
EGFR -0.006 0.057 -9999 0 -0.48 3 3
PRL -0.058 0.12 -9999 0 -0.32 47 47
neuron projection morphogenesis -0.031 0.14 -9999 0 -0.47 9 9
PTPRZ1 -0.059 0.16 -9999 0 -0.4 39 39
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/GRB2/SHC -0.074 0.14 -9999 0 -0.44 31 31
ErbB4 CYT2/ErbB4 CYT2/neuregulin 1 beta/neuregulin 1 beta -0.093 0.17 -9999 0 -0.52 31 31
ADAM17 0.015 0.025 -9999 0 -10000 0 0
ErbB4/ErbB4 -0.053 0.09 -9999 0 -10000 0 0
ErbB4/ErbB4/neuregulin 3/neuregulin 3 -0.047 0.079 -9999 0 -10000 0 0
NCOR1 0 0 -9999 0 -10000 0 0
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/Fyn -0.086 0.16 -9999 0 -0.49 31 31
GRIN2B -0.081 0.15 -9999 0 -0.47 31 31
ErbB4/ErbB2/betacellulin -0.086 0.16 -9999 0 -0.5 31 31
STAT1 -0.001 0.02 -9999 0 -0.32 1 1
HBEGF 0 0 -9999 0 -10000 0 0
PRLR -0.087 0.24 -9999 0 -0.65 35 35
E4ICDs/ETO2 -0.047 0.077 -9999 0 -0.34 1 1
axon guidance -0.011 0.084 -9999 0 -0.38 1 1
NEDD4 0.015 0.025 -9999 0 -10000 0 0
Prolactin receptor/Prolactin receptor/Prolactin -0.1 0.2 -9999 0 -0.59 30 30
CBFA2T3 -0.007 0.048 -9999 0 -0.32 6 6
ErbB4/ErbB2/HBEGF -0.043 0.095 -9999 0 -0.48 9 9
MAPK3 -0.068 0.13 -9999 0 -0.5 9 9
STAT1 (dimer) -0.044 0.076 -9999 0 -10000 0 0
MAPK1 -0.068 0.13 -9999 0 -0.5 9 9
JAK2 -0.001 0.02 -9999 0 -0.32 1 1
ErbB4/ErbB2/neuregulin 1 beta -0.1 0.18 -9999 0 -0.5 39 39
NRG1 -0.057 0.21 -9999 0 -0.61 31 31
NRG3 -0.005 0.04 -9999 0 -0.32 4 4
NRG2 -0.046 0.19 -9999 0 -0.8 15 15
NRG4 -0.007 0.048 -9999 0 -0.32 6 6
heart development -0.011 0.084 -9999 0 -0.38 1 1
neural crest cell migration -0.1 0.17 -9999 0 -0.49 39 39
ERBB2 0.004 0.12 -9999 0 -0.61 9 9
WWOX/E4ICDs -0.044 0.074 -9999 0 -10000 0 0
SHC1 0 0 -9999 0 -10000 0 0
ErbB4/EGFR/neuregulin 4 -0.044 0.071 -9999 0 -0.46 1 1
apoptosis 0.041 0.07 -9999 0 -10000 0 0
ErbB4/ErbB4/neuregulin 2 beta/neuregulin 2 beta -0.073 0.14 -9999 0 -0.56 15 15
ErbB4/ErbB2/epiregulin -0.055 0.11 -9999 0 -0.53 9 9
ErbB4/ErbB4/betacellulin/betacellulin -0.09 0.16 -9999 0 -0.54 23 23
ErbB4/ErbB4/HBEGF/HBEGF/Prolactin receptor/Prolactin receptor/Prolactin/JAK2 -0.098 0.15 -9999 0 -0.48 27 27
MDM2 -0.053 0.11 -9999 0 -0.34 13 13
ErbB4 JM-B/ErbB4 JM-B/neuregulin 1 beta/neuregulin 1 beta -0.079 0.16 -9999 0 -0.49 31 31
STAT5A -0.004 0.078 -9999 0 -10000 0 0
ErbB4/EGFR/neuregulin 1 beta -0.088 0.16 -9999 0 -0.48 32 32
DLG4 0 0 -9999 0 -10000 0 0
GRB2/SHC 0 0 -9999 0 -10000 0 0
E4ICDs/TAB2/NCoR1 -0.04 0.068 -9999 0 -10000 0 0
STAT5A (dimer) -0.079 0.13 -9999 0 -0.49 12 12
MAP3K7IP2 0 0 -9999 0 -10000 0 0
STAT5B (dimer) -0.033 0.056 -9999 0 -10000 0 0
LRIG1 -0.003 0.049 -9999 0 -0.8 1 1
EREG -0.025 0.086 -9999 0 -10000 0 0
BTC -0.074 0.23 -9999 0 -0.74 26 26
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta -0.019 0.081 -9999 0 -0.38 1 1
ERBB4 -0.053 0.09 -9999 0 -10000 0 0
STAT5B 0 0 -9999 0 -10000 0 0
YAP1 -0.014 0.024 -9999 0 -10000 0 0
GRB2 0 0 -9999 0 -10000 0 0
ErbB4/ErbB2/neuregulin 4 -0.047 0.095 -9999 0 -0.48 9 9
glial cell differentiation 0.04 0.067 -9999 0 -10000 0 0
WWOX 0 0 -9999 0 -10000 0 0
cell proliferation -0.086 0.2 -9999 0 -0.48 43 43
Signaling events mediated by PTP1B

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
PDGFRB -0.001 0.02 -10000 0 -0.32 1 1
Jak2/Leptin Receptor -0.049 0.087 -10000 0 -0.37 8 8
PTP1B/AKT1 -0.044 0.069 -10000 0 -0.29 11 11
FYN -0.001 0.02 -10000 0 -0.32 1 1
p210 bcr-abl/PTP1B -0.036 0.092 -10000 0 -0.34 11 11
EGFR -0.006 0.058 -10000 0 -0.5 3 3
EGF/EGFR -0.2 0.24 -10000 0 -0.48 104 104
CSF1 -0.006 0.044 -10000 0 -0.32 5 5
AKT1 0 0 -10000 0 -10000 0 0
INSR 0 0 -10000 0 -10000 0 0
PTP1B/N-cadherin -0.14 0.19 -10000 0 -0.45 62 62
Insulin Receptor/Insulin -0.029 0.05 -10000 0 -10000 0 0
HCK -0.016 0.07 -10000 0 -0.32 13 13
CRK 0 0 -10000 0 -10000 0 0
TYK2 -0.027 0.088 -10000 0 -0.32 11 11
EGF -0.32 0.39 -10000 0 -0.8 103 103
YES1 0 0 -10000 0 -10000 0 0
CAV1 -0.07 0.13 -10000 0 -0.38 13 13
TXN 0 0 -10000 0 -10000 0 0
PTP1B/IRS1/GRB2 -0.043 0.069 -10000 0 -0.3 11 11
cell migration 0.036 0.092 0.34 11 -10000 0 11
STAT3 0 0 -10000 0 -10000 0 0
PRLR -0.088 0.24 -10000 0 -0.65 35 35
ITGA2B -0.007 0.049 -10000 0 -0.32 6 6
CSF1R -0.009 0.085 -10000 0 -0.8 3 3
Prolactin Receptor/Prolactin -0.1 0.2 -10000 0 -0.59 30 30
FGR 0 0 -10000 0 -10000 0 0
PTP1B/p130 Cas -0.048 0.074 -10000 0 -0.32 11 11
Crk/p130 Cas -0.043 0.069 -10000 0 -0.3 11 11
DOK1 -0.017 0.078 -10000 0 -0.28 6 6
JAK2 -0.042 0.1 -10000 0 -0.35 12 12
Jak2/Leptin Receptor/Leptin -0.037 0.066 -10000 0 -0.36 1 1
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
PTPN1 -0.036 0.093 -10000 0 -0.34 11 11
LYN 0 0 -10000 0 -10000 0 0
CDH2 -0.16 0.32 -10000 0 -0.8 51 51
SRC -0.003 0.037 -10000 0 -10000 0 0
ITGB3 -0.015 0.11 -10000 0 -0.8 5 5
CAT1/PTP1B -0.081 0.13 -10000 0 -0.32 34 34
CAPN1 0 0.001 -10000 0 -10000 0 0
CSK 0 0 -10000 0 -10000 0 0
PI3K -0.024 0.051 -10000 0 -0.4 1 1
mol:H2O2 -0.003 0.005 -10000 0 -10000 0 0
STAT3 (dimer) -0.033 0.06 -10000 0 -10000 0 0
negative regulation of transcription -0.042 0.099 -10000 0 -0.35 12 12
FCGR2A -0.004 0.034 -10000 0 -0.32 3 3
FER 0 0 -10000 0 -10000 0 0
alphaIIb/beta3 Integrin -0.016 0.093 -10000 0 -0.64 5 5
BLK -0.035 0.1 -10000 0 -0.32 28 28
Insulin Receptor/Insulin/Shc 0 0 -10000 0 -10000 0 0
RHOA 0 0.001 -10000 0 -10000 0 0
LEPR -0.002 0.029 -10000 0 -0.32 2 2
BCAR1 0 0 -10000 0 -10000 0 0
p210 bcr-abl/Grb2 0 0 -10000 0 -10000 0 0
mol:NADPH -0.003 0.004 -10000 0 -10000 0 0
TRPV6 -0.057 0.13 -10000 0 -0.3 17 17
PRL -0.059 0.12 -10000 0 -0.32 47 47
SOCS3 0.015 0.013 -10000 0 -10000 0 0
SPRY2 -0.009 0.067 -10000 0 -0.41 6 6
Insulin Receptor/Insulin/IRS1 -0.001 0.011 -10000 0 -10000 0 0
CSF1/CSF1R -0.05 0.098 -10000 0 -0.39 13 13
Ras protein signal transduction 0.025 0.028 -10000 0 -10000 0 0
IRS1 -0.001 0.02 -10000 0 -0.32 1 1
INS 0 0.001 -10000 0 -10000 0 0
LEP -0.022 0.082 -10000 0 -0.32 18 18
STAT5B -0.037 0.084 -10000 0 -0.3 11 11
STAT5A -0.037 0.084 -10000 0 -0.3 11 11
GRB2 0 0 -10000 0 -10000 0 0
PDGFB-D/PDGFRB -0.048 0.074 -10000 0 -0.32 11 11
CSN2 -0.019 0.069 -10000 0 -10000 0 0
PIK3CA 0 0 -10000 0 -10000 0 0
LAT -0.004 0.037 -10000 0 -10000 0 0
YBX1 0 0 -10000 0 -10000 0 0
LCK -0.039 0.11 -10000 0 -0.34 30 30
SHC1 0 0 -10000 0 -10000 0 0
NOX4 -0.068 0.22 -10000 0 -0.8 22 22
Glypican 1 network

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
GPC1/FGF2 dimer/FGFR1 dimer -0.012 0.074 -10000 0 -0.53 5 5
fibroblast growth factor receptor signaling pathway -0.012 0.074 -10000 0 -0.52 5 5
LAMA1 -0.035 0.14 -10000 0 -0.47 19 19
PRNP 0 0 -10000 0 -10000 0 0
GPC1/SLIT2 -0.04 0.14 -10000 0 -0.61 15 15
SMAD2 -0.002 0.015 -10000 0 -10000 0 0
GPC1/PrPc/Cu2+ -0.002 0.019 -10000 0 -10000 0 0
GPC1/Laminin alpha1 -0.027 0.1 -10000 0 -0.61 6 6
TDGF1 -0.033 0.16 -10000 0 -0.72 12 12
CRIPTO/GPC1 -0.028 0.12 -10000 0 -0.61 10 10
APP/GPC1 -0.005 0.044 -10000 0 -0.61 1 1
mol:NO 0 0 -10000 0 -10000 0 0
YES1 -0.023 0.1 -10000 0 -0.52 10 10
FLT1 0 0 -10000 0 -10000 0 0
GPC1/TGFB/TGFBR1/TGFBR2 -0.002 0.018 -10000 0 -10000 0 0
SERPINC1 -0.026 0.14 -10000 0 -0.74 9 9
FYN -0.024 0.1 -10000 0 -0.52 10 10
FGR -0.023 0.1 -10000 0 -0.52 10 10
positive regulation of MAPKKK cascade 0.001 0.11 -10000 0 -0.52 10 10
SLIT2 -0.05 0.19 -10000 0 -0.72 18 18
GPC1/NRG -0.08 0.2 -10000 0 -0.61 31 31
NRG1 -0.1 0.26 -10000 0 -0.72 37 37
GPC1/VEGF165 homodimer/VEGFR1 homodimer -0.002 0.018 -10000 0 -10000 0 0
LYN -0.023 0.1 -10000 0 -0.52 10 10
mol:Spermine 0.007 0.024 -10000 0 -0.22 3 3
cell growth -0.012 0.074 -10000 0 -0.52 5 5
BMP signaling pathway 0.004 0.034 0.32 3 -10000 0 3
SRC -0.023 0.1 -10000 0 -0.52 10 10
TGFBR1 0 0 -10000 0 -10000 0 0
mol:Cu2+ 0 0 -10000 0 -10000 0 0
PLA2G2A -0.24 0.34 -10000 0 -0.62 102 102
GPC1 -0.004 0.034 -10000 0 -0.32 3 3
TGFBR1 (dimer) 0 0 -10000 0 -10000 0 0
VEGFA 0 0 -10000 0 -10000 0 0
BLK -0.042 0.11 -10000 0 -0.52 10 10
HCK -0.032 0.11 -10000 0 -0.52 10 10
FGF2 -0.015 0.11 -10000 0 -0.8 5 5
FGFR1 0 0 -10000 0 -10000 0 0
VEGFR1 homodimer 0 0 -10000 0 -10000 0 0
TGFBR2 0 0 -10000 0 -10000 0 0
cell death -0.005 0.044 -10000 0 -0.61 1 1
ATIII/GPC1 -0.022 0.11 -10000 0 -0.61 8 8
PLA2G2A/GPC1 -0.18 0.26 -10000 0 -0.61 64 64
LCK -0.044 0.12 -10000 0 -0.52 11 11
neuron differentiation -0.08 0.2 -10000 0 -0.61 31 31
PrPc/Cu2+ 0 0 -10000 0 -10000 0 0
APP -0.003 0.049 -10000 0 -0.8 1 1
TGFBR2 (dimer) 0 0 -10000 0 -10000 0 0
Insulin-mediated glucose transport

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
Insulin responsive Vesicles -0.14 0.16 -9999 0 -0.45 33 33
CaM/Ca2+ 0 0 -9999 0 -10000 0 0
AKT1 0 0 -9999 0 -10000 0 0
AKT2 0 0 -9999 0 -10000 0 0
STXBP4 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
mol:glucose -0.14 0.2 -9999 0 -0.32 121 121
YWHAZ 0 0 -9999 0 -10000 0 0
CALM1 0 0 -9999 0 -10000 0 0
YWHAQ 0 0 -9999 0 -10000 0 0
TBC1D4 0.019 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
YWHAH 0 0 -9999 0 -10000 0 0
YWHAB 0 0 -9999 0 -10000 0 0
SNARE/Synip 0 0 -9999 0 -10000 0 0
YWHAG 0 0 -9999 0 -10000 0 0
ASIP -0.01 0.056 -9999 0 -0.32 8 8
PRKCI 0 0 -9999 0 -10000 0 0
AS160/CaM/Ca2+ 0 0 -9999 0 -10000 0 0
RHOQ 0 0 -9999 0 -10000 0 0
GYS1 0 0 -9999 0 -10000 0 0
PRKCZ -0.09 0.25 -9999 0 -0.78 30 30
TRIP10 0 0 -9999 0 -10000 0 0
TC10/GTP/CIP4/Exocyst 0 0 -9999 0 -10000 0 0
AS160/14-3-3 -0.015 0.059 -9999 0 -10000 0 0
VAMP2 0 0 -9999 0 -10000 0 0
SLC2A4 -0.16 0.22 -9999 0 -0.36 121 121
STX4 0 0 -9999 0 -10000 0 0
GSK3B 0 0 -9999 0 -10000 0 0
SFN -0.06 0.19 -9999 0 -0.6 26 26
LNPEP -0.002 0.028 -9999 0 -0.32 2 2
YWHAE 0 0 -9999 0 -10000 0 0
RXR and RAR heterodimerization with other nuclear receptor

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
TGFB1 0.007 0.019 -9999 0 -10000 0 0
VDR -0.058 0.2 -9999 0 -0.75 20 20
FAM120B 0 0 -9999 0 -10000 0 0
RXRs/LXRs/DNA/9cRA -0.016 0.061 -9999 0 -0.32 10 10
RXRs/LXRs/DNA/Oxysterols -0.011 0.05 -9999 0 -0.36 1 1
MED1 0 0 -9999 0 -10000 0 0
mol:9cRA 0.005 0.004 -9999 0 -10000 0 0
RARs/THRs/DNA/Src-1 -0.023 0.085 -9999 0 -0.33 18 18
RXRs/NUR77 -0.061 0.14 -9999 0 -0.47 26 26
RXRs/PPAR -0.019 0.066 -9999 0 -0.32 11 11
NCOR2 0 0 -9999 0 -10000 0 0
VDR/VDR/Vit D3 -0.045 0.16 -9999 0 -0.62 18 18
RARs/VDR/DNA/Vit D3 -0.042 0.13 -9999 0 -0.45 23 23
RARA 0 0 -9999 0 -10000 0 0
NCOA1 0 0 -9999 0 -10000 0 0
VDR/VDR/DNA -0.058 0.2 -9999 0 -0.75 20 20
RARs/RARs/DNA/9cRA -0.01 0.064 -9999 0 -0.46 5 5
RARG -0.002 0.028 -9999 0 -0.32 2 2
RPS6KB1 0.011 0.027 -9999 0 -10000 0 0
RARs/THRs/DNA/SMRT -0.023 0.085 -9999 0 -0.33 18 18
THRA 0 0 -9999 0 -10000 0 0
mol:Bile acids 0 0 -9999 0 -10000 0 0
VDR/Vit D3/DNA -0.045 0.16 -9999 0 -0.62 18 18
RXRs/PPAR/9cRA/PGJ2/DNA -0.033 0.098 -9999 0 -0.48 10 10
NR1H4 -0.18 0.33 -9999 0 -0.77 59 59
RXRs/LXRs/DNA -0.028 0.088 -9999 0 -0.43 10 10
NR1H2 0.013 0.003 -9999 0 -10000 0 0
NR1H3 0.012 0.005 -9999 0 -10000 0 0
RXRs/VDR/DNA/Vit D3 -0.063 0.15 -9999 0 -0.48 28 28
NR4A1 -0.049 0.19 -9999 0 -0.8 16 16
mol:ATRA 0 0 -9999 0 -10000 0 0
RXRs/FXR/9cRA/MED1 -0.085 0.15 -9999 0 -0.34 64 64
RXRG -0.055 0.18 -9999 0 -0.44 38 38
RXR alpha/CCPG 0 0 -9999 0 -10000 0 0
RXRA 0.012 0.004 -9999 0 -10000 0 0
RXRB 0.012 0.005 -9999 0 -10000 0 0
THRB -0.04 0.17 -9999 0 -0.8 13 13
PPARG -0.006 0.044 -9999 0 -0.32 5 5
PPARD 0 0 -9999 0 -10000 0 0
TNF 0.039 0.067 -9999 0 -10000 0 0
mol:Oxysterols 0.005 0.003 -9999 0 -10000 0 0
cholesterol transport -0.011 0.05 -9999 0 -0.36 1 1
PPARA -0.003 0.049 -9999 0 -0.8 1 1
mol:Vit D3 0 0 -9999 0 -10000 0 0
RARB -0.015 0.11 -9999 0 -0.8 5 5
RXRs/NUR77/BCL2 -0.038 0.099 -9999 0 -0.33 26 26
SREBF1 0.042 0.06 -9999 0 -10000 0 0
RXRs/RXRs/DNA/9cRA -0.033 0.098 -9999 0 -0.48 10 10
ABCA1 0.042 0.06 -9999 0 -10000 0 0
RARs/THRs -0.032 0.12 -9999 0 -0.46 18 18
RXRs/FXR -0.14 0.22 -9999 0 -0.51 64 64
BCL2 0 0 -9999 0 -10000 0 0
S1P1 pathway

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
VEGFR2 homodimer/VEGFA homodimer 0 0 -9999 0 -10000 0 0
PDGFRB 0 0.021 -9999 0 -0.33 1 1
SPHK1 -0.014 0.03 -9999 0 -10000 0 0
mol:S1P -0.019 0.038 -9999 0 -10000 0 0
S1P1/S1P/Gi -0.11 0.24 -9999 0 -0.51 42 42
GNAO1 -0.1 0.27 -9999 0 -0.79 34 34
PDGFB-D/PDGFRB/PLCgamma1 -0.12 0.2 -9999 0 -0.67 16 16
PLCG1 -0.097 0.23 -9999 0 -0.74 15 15
mol:GTP 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB 0 0.021 -9999 0 -0.33 1 1
GNAI2 0 0 -9999 0 -10000 0 0
GNAI3 0 0 -9999 0 -10000 0 0
GNAI1 -0.012 0.099 -9999 0 -0.8 4 4
mol:GDP 0 0 -9999 0 -10000 0 0
EDG1 0.012 0.012 -9999 0 -10000 0 0
S1P1/S1P -0.025 0.053 -9999 0 -10000 0 0
negative regulation of cAMP metabolic process -0.1 0.24 -9999 0 -0.5 42 42
MAPK3 -0.13 0.29 -9999 0 -0.62 55 55
calcium-dependent phospholipase C activity -0.003 0.004 -9999 0 -10000 0 0
Rac1/GDP 0 0 -9999 0 -10000 0 0
RhoA/GDP 0 0 -9999 0 -10000 0 0
KDR 0 0 -9999 0 -10000 0 0
PLCB2 -0.022 0.048 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
RhoA/GTP -0.023 0.043 -9999 0 -10000 0 0
receptor internalization -0.024 0.05 -9999 0 -10000 0 0
PTGS2 -0.23 0.47 -9999 0 -1.1 55 55
Rac1/GTP -0.023 0.043 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
VEGFA 0 0 -9999 0 -10000 0 0
negative regulation of T cell proliferation -0.1 0.24 -9999 0 -0.5 42 42
GO:0007205 0 0 -9999 0 -10000 0 0
GNAZ -0.053 0.2 -9999 0 -0.8 17 17
MAPK1 -0.13 0.29 -9999 0 -0.62 55 55
S1P1/S1P/PDGFB-D/PDGFRB -0.031 0.065 -9999 0 -10000 0 0
ABCC1 0 0 -9999 0 -10000 0 0
Nongenotropic Androgen signaling

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
PTK2 0.009 0 -10000 0 -10000 0 0
GNB1/GNG2 -0.034 0.1 -10000 0 -0.48 10 10
regulation of S phase of mitotic cell cycle -0.019 0.068 -10000 0 -0.33 11 11
GNAO1 -0.1 0.27 -10000 0 -0.78 34 34
HRAS 0 0 -10000 0 -10000 0 0
SHBG/T-DHT -0.029 0.12 -10000 0 -0.54 14 14
PELP1 0 0 -10000 0 -10000 0 0
AKT1 0.009 0 -10000 0 -10000 0 0
MAP2K1 0.008 0.092 -10000 0 -0.38 10 10
T-DHT/AR -0.042 0.13 -10000 0 -0.55 12 12
G-protein coupled receptor activity 0 0 -10000 0 -10000 0 0
mol:GTP 0 0.002 -10000 0 -0.008 16 16
GNAI2 0 0 -10000 0 -10000 0 0
GNAI3 0 0 -10000 0 -10000 0 0
GNAI1 -0.012 0.098 -10000 0 -0.8 4 4
mol:GDP -0.03 0.12 -10000 0 -0.6 10 10
cell proliferation 0.003 0.13 -10000 0 -0.42 7 7
PIK3CA 0 0 -10000 0 -10000 0 0
FOS -0.022 0.22 -10000 0 -0.87 16 16
mol:Ca2+ -0.018 0.032 -10000 0 -0.08 47 47
MAPK3 0.007 0.11 -10000 0 -0.38 2 2
MAPK1 0.006 0.064 -10000 0 -10000 0 0
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
mol:IP3 0 0.001 -10000 0 -0.005 16 16
cAMP biosynthetic process -0.013 0.12 -10000 0 -0.51 14 14
GNG2 -0.007 0.048 -10000 0 -0.32 6 6
potassium channel inhibitor activity 0 0.001 -10000 0 -0.005 16 16
HRAS/GTP -0.029 0.088 -10000 0 -0.43 10 10
actin cytoskeleton reorganization -0.002 0.028 -10000 0 -0.43 1 1
SRC 0 0 -10000 0 -10000 0 0
voltage-gated calcium channel activity 0 0.001 -10000 0 -0.005 16 16
PI3K -0.003 0.035 -10000 0 -0.53 1 1
apoptosis -0.002 0.12 0.41 16 -10000 0 16
T-DHT/AR/PELP1 -0.035 0.11 -10000 0 -0.53 10 10
HRAS/GDP -0.028 0.11 -10000 0 -0.56 10 10
CREB1 0 0.13 -10000 0 -0.44 16 16
RAC1-CDC42/GTP -0.002 0.028 -10000 0 -0.44 1 1
AR -0.057 0.17 -10000 0 -0.48 31 31
GNB1 0 0 -10000 0 -10000 0 0
RAF1 -0.028 0.083 -10000 0 -0.4 10 10
RAC1-CDC42/GDP -0.026 0.1 -10000 0 -0.54 10 10
T-DHT/AR/PELP1/Src -0.031 0.099 -10000 0 -0.48 10 10
MAP2K2 0.008 0.092 -10000 0 -0.38 10 10
T-DHT/AR/PELP1/Src/PI3K -0.019 0.068 -10000 0 -0.33 11 11
GNAZ -0.052 0.2 -10000 0 -0.8 17 17
SHBG -0.043 0.18 -10000 0 -0.8 14 14
Gi family/GNB1/GNG2/GDP -0.076 0.17 -10000 0 -0.47 34 34
mol:T-DHT 0 0.001 -10000 0 -0.003 14 14
RAC1 0 0 -10000 0 -10000 0 0
GNRH1 0.003 0.037 -10000 0 -10000 0 0
Gi family/GTP -0.069 0.14 -10000 0 -0.33 47 47
CDC42 0 0 -10000 0 -10000 0 0
Calcineurin-regulated NFAT-dependent transcription in lymphocytes

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
FOXP3 -0.075 0.14 -10000 0 -0.41 37 37
NFATC2 0.006 0.12 -10000 0 -0.54 5 5
NFATC3 -0.002 0.054 -10000 0 -0.3 1 1
CD40LG -0.13 0.24 -10000 0 -0.9 9 9
ITCH -0.056 0.11 -10000 0 -10000 0 0
CBLB -0.056 0.11 -10000 0 -10000 0 0
CD4-positive CD25-positive alpha-beta regulatory T cell lineage commitment -0.13 0.2 -10000 0 -0.96 6 6
JUNB 0 0 -10000 0 -10000 0 0
CaM/Ca2+/Calcineurin A alpha-beta B1 -0.069 0.14 -10000 0 -0.34 52 52
T cell anergy -0.064 0.19 -10000 0 -0.45 52 52
TLE4 0.027 0.087 -10000 0 -10000 0 0
Jun/NFAT1-c-4/p21SNFT -0.062 0.17 -10000 0 -0.8 6 6
AP-1/NFAT1-c-4 -0.14 0.26 -10000 0 -0.99 10 10
IKZF1 0.021 0.1 -10000 0 -0.48 5 5
T-helper 2 cell differentiation -0.033 0.21 -10000 0 -0.66 19 19
AP-1/NFAT1 -0.054 0.15 -10000 0 -0.53 18 18
CALM1 -0.037 0.073 -10000 0 -10000 0 0
EGR2 0.021 0.21 -10000 0 -1.6 3 3
EGR3 0.007 0.27 -10000 0 -1.5 7 7
NFAT1/FOXP3 -0.068 0.16 -10000 0 -0.54 13 13
EGR1 -0.012 0.098 -10000 0 -0.8 4 4
JUN -0.012 0.034 -10000 0 -0.34 2 2
EGR4 -0.006 0.045 -10000 0 -0.32 5 5
mol:Ca2+ -0.042 0.082 -10000 0 -10000 0 0
GBP3 0.027 0.087 -10000 0 -10000 0 0
FOSL1 -0.032 0.1 -10000 0 -0.34 24 24
NFAT1-c-4/MAF/IRF4 -0.047 0.17 -10000 0 -0.77 7 7
DGKA 0.027 0.087 -10000 0 -10000 0 0
CREM 0 0 -10000 0 -10000 0 0
NFAT1-c-4/PPARG -0.036 0.17 -10000 0 -0.76 9 9
CTLA4 -0.068 0.2 -10000 0 -0.54 17 17
NFAT1-c-4 (dimer)/EGR1 -0.042 0.19 -10000 0 -0.86 9 9
NFAT1-c-4 (dimer)/EGR4 -0.035 0.17 -10000 0 -0.77 9 9
FOS -0.06 0.19 -10000 0 -0.81 16 16
IFNG -0.054 0.11 -10000 0 -10000 0 0
T cell activation 0.017 0.14 -10000 0 -0.72 2 2
MAF 0 0 -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 -0.02 0.14 0.63 6 -10000 0 6
TNF -0.006 0.19 -10000 0 -0.84 6 6
FASLG -0.012 0.25 -10000 0 -1.1 9 9
TBX21 -0.059 0.14 -10000 0 -0.36 46 46
BATF3 -0.004 0.053 -10000 0 -0.56 2 2
PRKCQ -0.017 0.14 -10000 0 -0.66 10 10
PTPN1 0.027 0.087 -10000 0 -10000 0 0
NFAT1-c-4/ICER1 -0.037 0.17 -10000 0 -0.76 9 9
GATA3 -0.077 0.24 -10000 0 -0.8 25 25
T-helper 1 cell differentiation -0.053 0.11 -10000 0 -10000 0 0
IL2RA -0.11 0.2 -10000 0 -0.96 6 6
T-helper 1 cell lineage commitment 0 0 -10000 0 -10000 0 0
CASP3 0.027 0.087 -10000 0 -10000 0 0
E2F1 -0.1 0.15 -10000 0 -0.32 85 85
PPARG -0.006 0.044 -10000 0 -0.32 5 5
SLC3A2 0.027 0.087 -10000 0 -10000 0 0
IRF4 -0.046 0.11 -10000 0 -0.32 37 37
PTGS2 -0.21 0.36 -10000 0 -0.94 33 33
CSF2 -0.11 0.25 -10000 0 -0.9 9 9
JunB/Fra1/NFAT1-c-4 -0.042 0.16 -10000 0 -0.74 9 9
IL4 -0.036 0.22 -10000 0 -0.72 16 16
IL5 -0.082 0.26 -10000 0 -0.91 8 8
IL2 0.017 0.14 -10000 0 -0.74 2 2
IL3 -0.03 0.041 -10000 0 -10000 0 0
RNF128 -0.17 0.34 -10000 0 -0.86 52 52
NFATC1 0.02 0.14 -10000 0 -0.63 6 6
CDK4 -0.046 0.12 -10000 0 -10000 0 0
PTPRK 0.027 0.087 -10000 0 -10000 0 0
IL8 -0.14 0.26 -10000 0 -1 9 9
POU2F1 -0.001 0.02 -10000 0 -0.32 1 1
IL2 signaling events mediated by STAT5

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
GAB2 -0.001 0.02 -9999 0 -0.32 1 1
ELF1 -0.031 0.069 -9999 0 -0.38 5 5
CCNA2 -0.095 0.15 -9999 0 -0.32 76 76
PIK3CA 0 0 -9999 0 -10000 0 0
JAK3 -0.025 0.086 -9999 0 -0.32 20 20
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
JAK1 0 0 -9999 0 -10000 0 0
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K -0.02 0.075 -9999 0 -0.66 2 2
SHC1 0 0 -9999 0 -10000 0 0
SP1 -0.008 0.053 -9999 0 -0.38 5 5
IL2RA -0.043 0.17 -9999 0 -1 5 5
IL2RB -0.042 0.11 -9999 0 -0.32 34 34
SOS1 0 0 -9999 0 -10000 0 0
IL2RG -0.04 0.12 -9999 0 -0.35 29 29
G1/S transition of mitotic cell cycle -0.004 0.14 -9999 0 -0.92 5 5
PTPN11 0 0 -9999 0 -10000 0 0
CCND2 0.003 0.14 -9999 0 -1 5 5
LCK -0.039 0.11 -9999 0 -0.34 30 30
GRB2 0 0 -9999 0 -10000 0 0
IL2 0.001 0.001 -9999 0 -10000 0 0
CDK6 -0.003 0.049 -9999 0 -0.8 1 1
CCND3 0.028 0.082 -9999 0 -0.7 1 1
S1P3 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
PDGFRB -0.001 0.02 -9999 0 -0.32 1 1
mol:S1P 0.001 0.002 -9999 0 -10000 0 0
S1P1/S1P/Gi -0.063 0.15 -9999 0 -0.35 47 47
GNAO1 -0.1 0.26 -9999 0 -0.78 34 34
S1P/S1P3/G12/G13 -0.002 0.031 -9999 0 -0.48 1 1
AKT1 -0.022 0.049 -9999 0 -10000 0 0
AKT3 -0.001 0.12 -9999 0 -1.3 1 1
mol:GTP 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB -0.001 0.02 -9999 0 -0.32 1 1
GNAI2 0 0.001 -9999 0 -10000 0 0
GNAI3 0 0.001 -9999 0 -10000 0 0
GNAI1 -0.012 0.098 -9999 0 -0.8 4 4
mol:GDP 0 0 -9999 0 -10000 0 0
S1PR3 -0.004 0.053 -9999 0 -0.56 2 2
S1PR2 -0.001 0.02 -9999 0 -0.32 1 1
EDG1 0 0 -9999 0 -10000 0 0
mol:Ca2+ -0.066 0.15 -9999 0 -0.36 47 47
MAPK3 -0.027 0.16 -9999 0 -0.62 8 8
MAPK1 -0.027 0.16 -9999 0 -0.62 8 8
JAK2 -0.029 0.16 -9999 0 -0.37 35 35
CXCR4 -0.036 0.16 -9999 0 -0.38 35 35
FLT1 0 0 -9999 0 -10000 0 0
RhoA/GDP 0 0 -9999 0 -10000 0 0
Rac1/GDP 0 0 -9999 0 -10000 0 0
SRC -0.027 0.16 -9999 0 -0.37 34 34
S1P/S1P3/Gi -0.067 0.15 -9999 0 -0.36 47 47
RAC1 0 0 -9999 0 -10000 0 0
RhoA/GTP -0.06 0.14 -9999 0 -0.36 34 34
VEGFA 0 0 -9999 0 -10000 0 0
S1P/S1P2/Gi -0.065 0.14 -9999 0 -0.39 34 34
VEGFR1 homodimer/VEGFA homodimer 0 0.003 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
S1P/S1P3/Gq -0.026 0.1 -9999 0 -0.38 17 17
GNAQ 0 0 -9999 0 -10000 0 0
GNAZ -0.052 0.2 -9999 0 -0.8 17 17
G12/G13 0 0 -9999 0 -10000 0 0
GNA14 -0.049 0.19 -9999 0 -0.8 16 16
GNA15 -0.006 0.044 -9999 0 -0.32 5 5
GNA12 0 0 -9999 0 -10000 0 0
GNA13 0 0 -9999 0 -10000 0 0
GNA11 -0.003 0.049 -9999 0 -0.8 1 1
Rac1/GTP -0.06 0.14 -9999 0 -0.6 8 8
Signaling events mediated by Stem cell factor receptor (c-Kit)

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
MAP4K1 0.01 0.11 -10000 0 -0.39 14 14
CRKL 0.015 0.1 -10000 0 -0.4 15 15
HRAS -0.024 0.079 -10000 0 -0.34 14 14
mol:PIP3 0 0.098 -10000 0 -0.39 15 15
SPRED1 0 0 -10000 0 -10000 0 0
SPRED2 -0.002 0.028 -10000 0 -0.32 2 2
GAB1 -0.025 0.1 -10000 0 -0.43 15 15
FOXO3 0.017 0.096 -10000 0 -0.37 15 15
AKT1 0.011 0.1 -10000 0 -0.4 15 15
BAD 0.018 0.096 -10000 0 -0.37 15 15
megakaryocyte differentiation 0.001 0.12 -10000 0 -0.42 19 19
GSK3B 0.018 0.096 -10000 0 -0.37 14 14
RAF1 0.032 0.081 -10000 0 -0.32 1 1
SHC1 0 0 -10000 0 -10000 0 0
STAT3 -0.025 0.1 -10000 0 -0.43 15 15
STAT1 -0.005 0.25 -10000 0 -1.1 14 14
HRAS/SPRED1 -0.019 0.064 -10000 0 -0.32 1 1
cell proliferation 0.006 0.11 -10000 0 -0.42 16 16
PIK3CA 0 0 -10000 0 -10000 0 0
TEC -0.009 0.085 -10000 0 -0.8 3 3
RPS6KB1 0.006 0.11 -10000 0 -0.43 15 15
HRAS/SPRED2 -0.019 0.065 -10000 0 -0.32 1 1
LYN/TEC/p62DOK -0.028 0.11 -10000 0 -0.42 17 17
MAPK3 0.037 0.062 -10000 0 -10000 0 0
STAP1 -0.083 0.19 -10000 0 -0.48 45 45
GRAP2 -0.011 0.059 -10000 0 -0.32 9 9
JAK2 -0.049 0.2 -10000 0 -0.88 14 14
STAT1 (dimer) -0.004 0.25 -10000 0 -1 14 14
mol:Gleevec -0.002 0.004 -10000 0 -10000 0 0
GRB2/SOCS1/VAV1 -0.032 0.1 -10000 0 -0.41 15 15
actin filament polymerization 0.007 0.11 -10000 0 -0.42 15 15
LYN 0 0 -10000 0 -10000 0 0
STAP1/STAT5A (dimer) -0.087 0.21 -10000 0 -0.5 44 44
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
CBL/CRKL/GRB2 -0.021 0.084 -10000 0 -0.37 14 14
PI3K -0.025 0.097 -10000 0 -0.4 16 16
PTEN 0 0 -10000 0 -10000 0 0
SCF/KIT/EPO/EPOR -0.073 0.3 -10000 0 -1.3 14 14
MAPK8 -0.027 0.1 -10000 0 -0.43 16 16
STAT3 (dimer) 0.008 0.11 -10000 0 -0.42 15 15
positive regulation of transcription 0.036 0.053 -10000 0 -10000 0 0
mol:GDP -0.028 0.085 -10000 0 -0.35 14 14
PIK3C2B -0.025 0.1 -10000 0 -0.43 15 15
CBL/CRKL -0.022 0.088 -10000 0 -0.38 14 14
FER -0.025 0.1 -10000 0 -0.43 15 15
SH2B3 -0.025 0.1 -10000 0 -0.43 15 15
PDPK1 0.007 0.091 -10000 0 -0.36 15 15
SNAI2 -0.035 0.11 -10000 0 -0.44 15 15
positive regulation of cell proliferation 0.006 0.18 -10000 0 -0.73 15 15
KITLG 0.008 0.055 -10000 0 -0.56 2 2
cell motility 0.006 0.18 -10000 0 -0.73 15 15
PTPN6 0.001 0.022 -10000 0 -0.33 1 1
EPOR 0.028 0.072 -10000 0 -10000 0 0
STAT5A (dimer) 0.009 0.15 -10000 0 -0.6 15 15
SOCS1 -0.004 0.034 -10000 0 -0.32 3 3
cell migration -0.001 0.11 0.43 15 -10000 0 15
SOS1 0 0 -10000 0 -10000 0 0
EPO -0.003 0.034 -10000 0 -0.32 3 3
VAV1 -0.025 0.095 -10000 0 -0.35 19 19
GRB10 -0.025 0.1 -10000 0 -0.43 15 15
PTPN11 0.001 0.006 -10000 0 -10000 0 0
SCF/KIT -0.027 0.11 -10000 0 -0.46 15 15
GO:0007205 -0.001 0.006 -10000 0 -10000 0 0
MAP2K1 0.036 0.067 -10000 0 -10000 0 0
CBL 0 0 -10000 0 -10000 0 0
KIT -0.036 0.34 -10000 0 -1.4 14 14
MAP2K2 0.036 0.067 -10000 0 -10000 0 0
SHC/Grb2/SOS1 -0.023 0.093 -10000 0 -0.4 15 15
STAT5A 0.008 0.16 -10000 0 -0.62 15 15
GRB2 0 0 -10000 0 -10000 0 0
response to radiation -0.005 0.11 -10000 0 -0.43 15 15
SHC/GRAP2 -0.007 0.038 -10000 0 -10000 0 0
PTPRO -0.032 0.11 -10000 0 -0.43 19 19
SH2B2 -0.026 0.1 -10000 0 -0.43 15 15
DOK1 0 0 -10000 0 -10000 0 0
MATK -0.031 0.11 -10000 0 -0.44 15 15
CREBBP 0.028 0.007 -10000 0 -10000 0 0
BCL2 0.028 0.07 -10000 0 -10000 0 0
IL12-mediated signaling events

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
IL12/IL12R/TYK2/JAK2/SOCS1 0.02 0.076 -9999 0 -10000 0 0
TBX21 -0.007 0.23 -9999 0 -1 1 1
B2M 0 0 -9999 0 -10000 0 0
TYK2 0.013 0.013 -9999 0 -10000 0 0
IL12RB1 -0.015 0.1 -9999 0 -0.35 21 21
GADD45B 0.015 0.18 -9999 0 -0.68 2 2
IL12RB2 -0.003 0.073 -9999 0 -0.33 12 12
GADD45G -0.002 0.23 -9999 0 -1 5 5
natural killer cell activation 0.003 0.017 -9999 0 -10000 0 0
RELB 0 0 -9999 0 -10000 0 0
RELA 0 0 -9999 0 -10000 0 0
IL18 -0.03 0.18 -9999 0 -0.8 13 13
IL2RA -0.078 0.16 -9999 0 -0.36 55 55
IFNG -0.08 0.14 -9999 0 -0.32 64 64
STAT3 (dimer) -0.003 0.2 -9999 0 -0.54 11 11
HLA-DRB5 -0.023 0.12 -9999 0 -0.54 11 11
FASLG -0.007 0.23 -9999 0 -0.65 10 10
NF kappa B2 p52/RelB -0.078 0.15 -9999 0 -0.56 11 11
CD4 -0.007 0.048 -9999 0 -0.32 6 6
SOCS1 -0.004 0.034 -9999 0 -0.32 3 3
EntrezGene:6955 -0.001 0.008 -9999 0 -10000 0 0
CD3D -0.052 0.14 -9999 0 -0.37 37 37
CD3E -0.053 0.15 -9999 0 -0.41 33 33
CD3G -0.086 0.14 -9999 0 -0.33 68 68
IL12Rbeta2/JAK2 0.008 0.057 -9999 0 -0.27 1 1
CCL3 -0.014 0.23 -9999 0 -0.71 5 5
CCL4 -0.005 0.23 -9999 0 -1 1 1
HLA-A 0 0 -9999 0 -10000 0 0
IL18/IL18R -0.006 0.16 -9999 0 -0.55 19 19
NOS2 0 0.23 -9999 0 -1.2 3 3
IL12/IL12R/TYK2/JAK2/SPHK2 0.02 0.076 -9999 0 -10000 0 0
IL1R1 -0.001 0.24 -9999 0 -1.2 3 3
IL4 -0.003 0.017 -9999 0 -10000 0 0
JAK2 0.012 0.024 -9999 0 -0.32 1 1
EntrezGene:6957 -0.001 0.007 -9999 0 -10000 0 0
TCR/CD3/MHC I/CD8 -0.035 0.14 -9999 0 -0.69 3 3
RAB7A 0.021 0.18 -9999 0 -0.62 1 1
lysosomal transport 0.022 0.18 -9999 0 -0.59 1 1
FOS -0.07 0.35 -9999 0 -1.3 16 16
STAT4 (dimer) 0.017 0.2 -9999 0 -0.58 5 5
STAT5A (dimer) -0.1 0.2 -9999 0 -0.61 24 24
GZMA -0.009 0.23 -9999 0 -0.76 3 3
GZMB -0.003 0.22 -9999 0 -0.76 3 3
HLX -0.006 0.044 -9999 0 -0.32 5 5
LCK -0.014 0.26 -9999 0 -0.66 23 23
TCR/CD3/MHC II/CD4 -0.034 0.14 -9999 0 -0.63 7 7
IL2/IL2R -0.078 0.15 -9999 0 -0.52 17 17
MAPK14 0.011 0.2 -9999 0 -0.63 5 5
CCR5 -0.003 0.22 -9999 0 -0.78 5 5
IL1B -0.024 0.16 -9999 0 -0.59 16 16
STAT6 0.016 0.082 -9999 0 -10000 0 0
STAT4 -0.01 0.056 -9999 0 -0.32 8 8
STAT3 0 0 -9999 0 -10000 0 0
STAT1 -0.001 0.02 -9999 0 -0.32 1 1
NFKB1 0 0 -9999 0 -10000 0 0
NFKB2 0 0 -9999 0 -10000 0 0
IL12B -0.007 0.083 -9999 0 -0.35 14 14
CD8A -0.066 0.13 -9999 0 -0.33 52 52
CD8B -0.048 0.13 -9999 0 -0.36 35 35
T-helper 1 cell differentiation 0 0 -9999 0 -10000 0 0
natural killer cell mediated cytotoxicity -0.022 0.076 -9999 0 -10000 0 0
IL2RB -0.042 0.11 -9999 0 -0.32 34 34
proteasomal ubiquitin-dependent protein catabolic process 0.019 0.19 -9999 0 -0.54 5 5
IL2RG -0.04 0.12 -9999 0 -0.36 29 29
IL12 0.004 0.067 -9999 0 -10000 0 0
STAT5A 0 0 -9999 0 -10000 0 0
CD247 -0.028 0.092 -9999 0 -0.33 22 22
IL2 0 0 -9999 0 -10000 0 0
SPHK2 0 0 -9999 0 -10000 0 0
FRAP1 0 0 -9999 0 -10000 0 0
IL12A 0.01 0.031 -9999 0 -0.31 2 2
IL12/IL12R/TYK2/JAK2 -0.002 0.23 -9999 0 -0.63 13 13
MAP2K3 0.012 0.2 -9999 0 -0.61 5 5
RIPK2 0 0 -9999 0 -10000 0 0
MAP2K6 0.005 0.2 -9999 0 -0.63 4 4
regulation of dendritic cell antigen processing and presentation 0 0 -9999 0 -10000 0 0
HLA-DRA -0.012 0.098 -9999 0 -0.8 4 4
IL18RAP 0 0.059 -9999 0 -0.33 8 8
IL12Rbeta1/TYK2 -0.003 0.075 -9999 0 -10000 0 0
EOMES -0.025 0.06 -9999 0 -10000 0 0
STAT1 (dimer) -0.005 0.2 -9999 0 -0.56 8 8
T cell proliferation 0.014 0.18 -9999 0 -0.56 2 2
T-helper 1 cell lineage commitment 0 0 -9999 0 -10000 0 0
IL18R1 -0.011 0.13 -9999 0 -0.8 7 7
CD8-positive alpha-beta T cell lineage commitment 0 0 -9999 0 -10000 0 0
NF kappa B1 p50/RelA -0.08 0.15 -9999 0 -0.6 6 6
ATF2 0.018 0.19 -9999 0 -0.64 3 3
HIF-1-alpha transcription factor network

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
PKM2 0.028 0.33 -9999 0 -0.92 9 9
HDAC7 -0.001 0.02 -9999 0 -0.32 1 1
HIF1A/ARNT/Cbp/p300/Src-1 -0.067 0.2 -9999 0 -0.78 7 7
SMAD4 0 0 -9999 0 -10000 0 0
ID2 0.028 0.33 -9999 0 -0.92 9 9
AP1 -0.04 0.15 -9999 0 -0.61 16 16
ABCG2 0.026 0.33 -9999 0 -0.92 9 9
HIF1A 0.001 0.053 -9999 0 -10000 0 0
TFF3 -0.08 0.45 -9999 0 -1 22 22
GATA2 -0.009 0.077 -9999 0 -0.57 4 4
AKT1 0.022 0.071 -9999 0 -10000 0 0
response to hypoxia 0.012 0.078 -9999 0 -10000 0 0
MCL1 0.028 0.33 -9999 0 -0.92 9 9
NDRG1 0.026 0.33 -9999 0 -0.92 9 9
SERPINE1 0.014 0.35 -9999 0 -1 11 11
FECH 0.028 0.33 -9999 0 -0.92 9 9
FURIN 0.028 0.33 -9999 0 -0.92 9 9
NCOA2 -0.021 0.096 -9999 0 -0.39 14 14
EP300 0.053 0.11 -9999 0 -0.33 2 2
HMOX1 0.027 0.33 -9999 0 -0.92 9 9
BHLHE40 0.028 0.33 -9999 0 -0.92 9 9
BHLHE41 0.023 0.34 -9999 0 -0.94 11 11
HIF1A/ARNT/SMAD3/SMAD4/SP1 -0.012 0.035 -9999 0 -10000 0 0
ENG -0.012 0.027 -9999 0 -10000 0 0
JUN -0.003 0.028 -9999 0 -0.32 2 2
RORA 0.026 0.33 -9999 0 -0.96 9 9
ABCB1 -0.12 0.34 -9999 0 -1.2 23 23
TFRC 0.028 0.33 -9999 0 -0.92 9 9
CXCR4 0.024 0.33 -9999 0 -0.92 9 9
TF 0.017 0.34 -9999 0 -0.95 9 9
CITED2 0.028 0.33 -9999 0 -0.92 9 9
HIF1A/ARNT -0.062 0.3 -9999 0 -1 9 9
LDHA -0.014 0.033 -9999 0 -10000 0 0
ETS1 0.028 0.33 -9999 0 -0.92 9 9
PGK1 0.028 0.33 -9999 0 -0.92 9 9
NOS2 0.023 0.34 -9999 0 -0.92 9 9
ITGB2 0.025 0.33 -9999 0 -0.92 9 9
ALDOA 0.028 0.33 -9999 0 -0.92 9 9
Cbp/p300/CITED2 -0.028 0.3 -9999 0 -0.94 10 10
FOS -0.05 0.19 -9999 0 -0.8 16 16
HK2 0.011 0.35 -9999 0 -1 10 10
SP1 0.006 0.037 -9999 0 -10000 0 0
GCK -0.071 0.32 -9999 0 -1.2 11 11
HK1 0.028 0.33 -9999 0 -0.92 9 9
NPM1 0.028 0.33 -9999 0 -0.92 9 9
EGLN1 0.028 0.33 -9999 0 -0.92 9 9
CREB1 0.015 0.001 -9999 0 -10000 0 0
PGM1 0.028 0.33 -9999 0 -0.92 9 9
SMAD3 -0.001 0.02 -9999 0 -0.32 1 1
EDN1 0.022 0.27 -9999 0 -1.2 9 9
IGFBP1 0.023 0.33 -9999 0 -0.93 9 9
VEGFA 0.048 0.27 -9999 0 -0.73 5 5
HIF1A/JAB1 -0.007 0.017 -9999 0 -10000 0 0
CP -0.085 0.46 -9999 0 -1 30 30
CXCL12 0.019 0.35 -9999 0 -1 9 9
COPS5 0 0 -9999 0 -10000 0 0
SMAD3/SMAD4 -0.001 0.013 -9999 0 -10000 0 0
BNIP3 0.021 0.35 -9999 0 -1 10 10
EGLN3 -0.026 0.4 -9999 0 -1 18 18
CA9 0 0.37 -9999 0 -0.97 12 12
TERT 0.023 0.33 -9999 0 -0.92 9 9
ENO1 0.028 0.33 -9999 0 -0.92 9 9
PFKL 0.028 0.33 -9999 0 -0.92 9 9
NCOA1 0 0 -9999 0 -10000 0 0
ADM 0.026 0.33 -9999 0 -0.94 10 10
ARNT 0.001 0.052 -9999 0 -10000 0 0
HNF4A -0.37 0.4 -9999 0 -0.8 121 121
ADFP 0.023 0.33 -9999 0 -0.92 9 9
SLC2A1 0.041 0.28 -9999 0 -0.81 6 6
LEP 0.018 0.34 -9999 0 -0.93 9 9
HIF1A/ARNT/Cbp/p300 -0.067 0.22 -9999 0 -0.8 8 8
EPO 0.061 0.24 -9999 0 -10000 0 0
CREBBP 0.053 0.11 -9999 0 -0.3 3 3
HIF1A/ARNT/Cbp/p300/HDAC7 -0.069 0.21 -9999 0 -0.8 8 8
PFKFB3 0.028 0.33 -9999 0 -0.92 9 9
NT5E 0.022 0.34 -9999 0 -0.91 12 12
Glucocorticoid receptor regulatory network

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
PCK2 0.018 0.053 -10000 0 -10000 0 0
SMARCC2 0 0 -10000 0 -10000 0 0
SMARCC1 0 0 -10000 0 -10000 0 0
TBX21 -0.072 0.13 -10000 0 -0.5 6 6
SUMO2 0.001 0.006 -10000 0 -10000 0 0
STAT1 (dimer) 0.014 0.02 -10000 0 -0.31 1 1
FKBP4 0 0 -10000 0 -10000 0 0
FKBP5 -0.007 0.048 -10000 0 -0.32 6 6
GR alpha/HSP90/FKBP51/HSP90 0.051 0.086 0.3 10 -10000 0 10
PRL -0.065 0.12 -10000 0 -0.51 2 2
cortisol/GR alpha (dimer)/TIF2 0.15 0.2 0.53 34 -0.48 2 36
RELA -0.024 0.084 -10000 0 -0.29 1 1
FGG 0.11 0.15 0.49 15 -10000 0 15
GR beta/TIF2 0.055 0.11 0.32 13 -0.59 2 15
IFNG -0.14 0.18 -10000 0 -0.63 13 13
apoptosis -0.055 0.15 0.51 5 -0.65 1 6
CREB1 -0.04 0.12 -10000 0 -0.36 27 27
histone acetylation -0.012 0.095 -10000 0 -0.36 8 8
BGLAP -0.026 0.091 -10000 0 -0.43 4 4
GR/PKAc 0.054 0.076 0.32 4 -10000 0 4
NF kappa B1 p50/RelA -0.046 0.15 -10000 0 -0.49 14 14
SMARCD1 0 0 -10000 0 -10000 0 0
MDM2 0.035 0.086 0.27 10 -10000 0 10
GATA3 -0.07 0.24 -10000 0 -0.8 25 25
AKT1 0 0 -10000 0 -10000 0 0
CSF2 -0.038 0.09 -10000 0 -0.46 3 3
GSK3B 0.001 0.006 -10000 0 -10000 0 0
NR1I3 -0.022 0.17 0.51 4 -1 2 6
CSN2 0.091 0.12 0.42 9 -10000 0 9
BRG1/BAF155/BAF170/BAF60A 0 0 -10000 0 -10000 0 0
NFATC1 -0.001 0.02 -10000 0 -0.32 1 1
POU2F1 0 0.027 -10000 0 -0.32 1 1
CDKN1A 0.029 0.018 -10000 0 -10000 0 0
response to stress 0 0 -10000 0 -10000 0 0
response to UV 0 0.005 -10000 0 -10000 0 0
SFN -0.06 0.19 -10000 0 -0.6 26 26
GR alpha/HSP90/FKBP51/HSP90/14-3-3 0.018 0.14 0.3 8 -0.45 15 23
prolactin receptor activity 0 0 -10000 0 -10000 0 0
EGR1 -0.025 0.18 0.49 4 -0.83 5 9
JUN -0.075 0.13 -10000 0 -0.53 8 8
IL4 -0.043 0.096 -10000 0 -10000 0 0
CDK5R1 -0.008 0.053 -10000 0 -0.32 7 7
PRKACA 0 0 -10000 0 -10000 0 0
cortisol/GR alpha (monomer)/AP-1 -0.082 0.16 0.22 6 -0.5 20 26
GR alpha/HSP90/FKBP51/HSP90/PP5C 0.051 0.083 0.31 7 -10000 0 7
cortisol/GR alpha (monomer) 0.18 0.23 0.6 38 -10000 0 38
NCOA2 -0.021 0.096 -10000 0 -0.39 14 14
response to hypoxia 0 0 -10000 0 -10000 0 0
FOS -0.064 0.2 -10000 0 -0.82 16 16
AP-1/NFAT1-c-4 -0.14 0.22 -10000 0 -0.64 27 27
AFP -0.055 0.11 -10000 0 -0.65 1 1
SUV420H1 0 0 -10000 0 -10000 0 0
IRF1 0.091 0.11 0.48 5 -10000 0 5
TP53 0.026 0 -10000 0 -10000 0 0
PPP5C 0 0 -10000 0 -10000 0 0
KRT17 -0.23 0.43 -10000 0 -1.3 31 31
KRT14 -0.098 0.12 -10000 0 -0.54 1 1
TBP 0.015 0.006 -10000 0 -10000 0 0
CREBBP 0.027 0.035 -10000 0 -10000 0 0
HDAC1 0 0 -10000 0 -10000 0 0
HDAC2 0.001 0.004 -10000 0 -10000 0 0
AP-1 -0.14 0.23 -10000 0 -0.65 27 27
MAPK14 0.001 0.006 -10000 0 -10000 0 0
MAPK10 -0.23 0.36 -10000 0 -0.8 75 75
MAPK11 0 0.021 -10000 0 -0.32 1 1
KRT5 -0.13 0.18 -10000 0 -0.67 12 12
interleukin-1 receptor activity -0.001 0.003 -10000 0 -10000 0 0
NCOA1 0 0 -10000 0 -10000 0 0
STAT1 0.014 0.02 -10000 0 -0.31 1 1
CGA -0.19 0.45 -10000 0 -1.3 35 35
NF kappa B1 p50/RelA/Cbp/cortisol/GR alpha (monomer)/HDAC2 0.074 0.091 0.33 12 -10000 0 12
MAPK3 0.001 0.006 -10000 0 -10000 0 0
MAPK1 0.001 0.006 -10000 0 -10000 0 0
ICAM1 -0.088 0.18 -10000 0 -0.57 18 18
NFKB1 -0.024 0.084 -10000 0 -10000 0 0
MAPK8 -0.074 0.13 -10000 0 -0.47 14 14
MAPK9 0.001 0.006 -10000 0 -10000 0 0
cortisol/GR alpha (dimer) -0.058 0.16 0.52 5 -0.69 1 6
BAX 0.029 0.018 -10000 0 -10000 0 0
POMC -0.11 0.3 -10000 0 -1.4 10 10
EP300 0.027 0.035 -10000 0 -10000 0 0
cortisol/GR alpha (dimer)/p53 0.17 0.19 0.55 32 -10000 0 32
proteasomal ubiquitin-dependent protein catabolic process 0.021 0.067 0.23 5 -10000 0 5
SGK1 0.071 0.044 -10000 0 -10000 0 0
IL13 -0.14 0.22 -10000 0 -0.7 25 25
IL6 -0.19 0.43 -10000 0 -1.3 31 31
PRKACG 0 0 -10000 0 -10000 0 0
IL5 -0.13 0.18 -10000 0 -0.65 16 16
IL2 -0.12 0.17 -10000 0 -0.7 8 8
CDK5 0.001 0.004 -10000 0 -10000 0 0
PRKACB 0 0 -10000 0 -10000 0 0
HSP90AA1 0 0 -10000 0 -10000 0 0
IL8 -0.12 0.27 -10000 0 -0.8 21 21
CDK5R1/CDK5 -0.004 0.035 -10000 0 -10000 0 0
NF kappa B1 p50/RelA/PKAc -0.047 0.096 -10000 0 -0.44 1 1
cortisol/GR alpha (dimer)/Hsp90/FKBP52/HSP90 0.15 0.18 0.51 30 -10000 0 30
SMARCA4 0 0 -10000 0 -10000 0 0
chromatin remodeling 0.1 0.11 0.37 20 -10000 0 20
NF kappa B1 p50/RelA/Cbp -0.017 0.12 -10000 0 -0.44 1 1
JUN (dimer) -0.075 0.13 -10000 0 -0.53 8 8
YWHAH 0 0 -10000 0 -10000 0 0
VIPR1 -0.11 0.31 -10000 0 -1.1 22 22
NR3C1 0.097 0.13 0.43 21 -10000 0 21
NR4A1 -0.049 0.21 -10000 0 -0.69 23 23
TIF2/SUV420H1 -0.014 0.069 -10000 0 -0.61 2 2
MAPKKK cascade -0.055 0.15 0.51 5 -0.65 1 6
cortisol/GR alpha (dimer)/Src-1 0.16 0.19 0.54 32 -10000 0 32
PBX1 -0.033 0.16 -10000 0 -0.8 11 11
POU1F1 -0.01 0.044 -10000 0 -0.32 4 4
SELE -0.23 0.49 -10000 0 -1.3 41 41
cortisol/GR alpha/BRG1/BAF155/BAF170/BAF60A 0.1 0.11 0.37 20 -10000 0 20
cortisol/GR alpha (monomer)/Hsp90/FKBP52/HSP90 0.15 0.18 0.51 30 -10000 0 30
mol:cortisol 0.088 0.13 0.34 39 -10000 0 39
MMP1 -0.1 0.23 -10000 0 -1.4 7 7
Signaling mediated by p38-gamma and p38-delta

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
EEF2K 0.023 0.036 -9999 0 -0.52 1 1
SNTA1 -0.003 0.049 -9999 0 -0.8 1 1
response to hypoxia 0 0 -9999 0 -10000 0 0
STMN1 0.02 0.044 -9999 0 -0.52 1 1
MAPK12 -0.015 0.082 -9999 0 -0.48 8 8
CCND1 0.01 0.045 -9999 0 -0.46 1 1
p38 gamma/SNTA1 -0.016 0.081 -9999 0 -0.44 9 9
MAP2K3 0 0 -9999 0 -10000 0 0
PKN1 0 0 -9999 0 -10000 0 0
G2/M transition checkpoint 0.011 0.086 -9999 0 -0.47 8 8
MAP2K6 -0.016 0.09 -9999 0 -0.52 8 8
MAPT -0.14 0.21 -9999 0 -0.4 101 101
MAPK13 0.015 0.041 -9999 0 -0.61 1 1
hyperosmotic response 0 0 -9999 0 -10000 0 0
ZAK 0 0.006 -9999 0 -10000 0 0
Visual signal transduction: Rods

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
mol:K + -0.001 0.02 -9999 0 -0.32 1 1
GNAT1/GTP 0 0 -9999 0 -10000 0 0
Metarhodopsin II/Arrestin -0.001 0.016 -9999 0 -10000 0 0
PDE6G/GNAT1/GTP -0.008 0.067 -9999 0 -0.54 4 4
mol:GTP 0 0 -9999 0 -10000 0 0
absorption of light 0 0 -9999 0 -10000 0 0
GNAT1 0 0 -9999 0 -10000 0 0
GRK1 -0.007 0.048 -9999 0 -0.32 6 6
CNG Channel -0.029 0.1 -9999 0 -0.49 10 10
mol:Na + -0.022 0.067 -9999 0 -0.42 4 4
mol:ADP -0.007 0.048 -9999 0 -0.32 6 6
RGS9-1/Gbeta5/R9AP -0.14 0.25 -9999 0 -0.56 65 65
mol:GDP 0 0 -9999 0 -10000 0 0
cGMP/CNG Channel -0.022 0.069 -9999 0 -0.43 4 4
CNGB1 -0.002 0.028 -9999 0 -0.32 2 2
RDH5 -0.052 0.2 -9999 0 -0.8 17 17
SAG -0.002 0.028 -9999 0 -0.32 2 2
mol:Ca2+ -0.021 0.064 -9999 0 -10000 0 0
Na + (4 Units) -0.02 0.063 -9999 0 -10000 0 0
RGS9 -0.12 0.28 -9999 0 -0.8 38 38
GNB1/GNGT1 -0.002 0.018 -9999 0 -10000 0 0
GNAT1/GDP -0.12 0.22 -9999 0 -0.48 65 65
GUCY2D -0.019 0.075 -9999 0 -0.32 15 15
GNGT1 -0.002 0.028 -9999 0 -0.32 2 2
GUCY2F 0 0 -9999 0 -10000 0 0
GNB5 0 0 -9999 0 -10000 0 0
mol:GMP (4 units) -0.024 0.094 -9999 0 -0.56 6 6
mol:11-cis-retinal -0.052 0.2 -9999 0 -0.8 17 17
mol:cGMP -0.016 0.052 -9999 0 -10000 0 0
GNB1 0 0 -9999 0 -10000 0 0
Rhodopsin -0.04 0.15 -9999 0 -0.62 17 17
SLC24A1 -0.001 0.02 -9999 0 -0.32 1 1
CNGA1 -0.014 0.1 -9999 0 -0.7 5 5
Metarhodopsin II -0.004 0.024 -9999 0 -10000 0 0
mol:Ca ++ 0 0 -9999 0 -10000 0 0
GC1/GCAP Family -0.018 0.056 -9999 0 -10000 0 0
RGS9BP -0.095 0.26 -9999 0 -0.8 31 31
Metarhodopsin II/Transducin -0.001 0.006 -9999 0 -10000 0 0
GCAP Family/Ca ++ -0.009 0.036 -9999 0 -10000 0 0
PDE6A/B -0.024 0.09 -9999 0 -0.67 3 3
mol:Pi -0.14 0.25 -9999 0 -0.55 65 65
mol:all-trans-retinal 0 0 -9999 0 -10000 0 0
Transducin -0.001 0.014 -9999 0 -10000 0 0
PDE6B -0.009 0.085 -9999 0 -0.8 3 3
PDE6A -0.026 0.088 -9999 0 -0.32 21 21
PDE6G -0.012 0.098 -9999 0 -0.8 4 4
RHO 0 0 -9999 0 -10000 0 0
PDE6 -0.13 0.21 -9999 0 -0.46 71 71
GUCA1A -0.016 0.07 -9999 0 -0.32 13 13
GC2/GCAP Family -0.009 0.036 -9999 0 -10000 0 0
GUCA1C -0.001 0.02 -9999 0 -0.32 1 1
GUCA1B -0.001 0.02 -9999 0 -0.32 1 1
Regulation of Androgen receptor activity

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
HDAC1 0.016 0.015 -9999 0 -10000 0 0
SMARCC1 0.007 0.009 -9999 0 -10000 0 0
REL 0.003 0.009 -9999 0 -10000 0 0
HDAC7 -0.14 0.14 -9999 0 -0.66 8 8
JUN -0.002 0.028 -9999 0 -0.32 2 2
EP300 0 0 -9999 0 -10000 0 0
KAT2B 0 0 -9999 0 -10000 0 0
KAT5 0 0.001 -9999 0 -10000 0 0
MAPK14 -0.026 0.11 -9999 0 -0.64 8 8
FOXO1 0 0 -9999 0 -10000 0 0
T-DHT/AR -0.16 0.15 -9999 0 -0.62 11 11
MAP2K6 -0.029 0.14 -9999 0 -0.82 8 8
BRM/BAF57 -0.001 0.003 -9999 0 -10000 0 0
MAP2K4 -0.004 0.006 -9999 0 -10000 0 0
SMARCA2 0 0.001 -9999 0 -10000 0 0
PDE9A -0.39 0.54 -9999 0 -1.3 64 64
NCOA2 -0.021 0.097 -9999 0 -0.39 14 14
CEBPA -0.004 0.034 -9999 0 -0.32 3 3
EHMT2 0 0 -9999 0 -10000 0 0
cell proliferation -0.16 0.16 -9999 0 -0.52 13 13
NR0B1 -0.017 0.073 -9999 0 -0.32 14 14
EGR1 -0.012 0.098 -9999 0 -0.8 4 4
RXRs/9cRA -0.035 0.1 -9999 0 -0.49 10 10
AR/RACK1/Src -0.096 0.12 -9999 0 -0.58 9 9
AR/GR -0.039 0.081 -9999 0 -0.36 9 9
GNB2L1 -0.001 0.02 -9999 0 -0.32 1 1
PKN1 0 0 -9999 0 -10000 0 0
RCHY1 0 0 -9999 0 -10000 0 0
epidermal growth factor receptor activity -0.003 0.004 -9999 0 -10000 0 0
MAPK8 -0.008 0.043 -9999 0 -0.64 1 1
T-DHT/AR/TIF2/CARM1 -0.092 0.12 -9999 0 -0.6 10 10
SRC -0.041 0.1 -9999 0 -0.52 9 9
NR3C1 0 0 -9999 0 -10000 0 0
KLK3 -0.14 0.41 -9999 0 -1.3 29 29
APPBP2 -0.001 0.003 -9999 0 -10000 0 0
TRIM24 0 0 -9999 0 -10000 0 0
T-DHT/AR/TIP60 -0.071 0.11 -9999 0 -0.57 9 9
TMPRSS2 -0.74 0.61 -9999 0 -1.3 146 146
RXRG -0.066 0.18 -9999 0 -0.45 38 38
mol:9cRA -0.001 0.002 -9999 0 -10000 0 0
RXRA 0 0 -9999 0 -10000 0 0
RXRB 0 0 -9999 0 -10000 0 0
CARM1 0 0 -9999 0 -10000 0 0
NR2C2 0 0 -9999 0 -10000 0 0
KLK2 -0.25 0.37 -9999 0 -0.82 76 76
AR -0.05 0.09 -9999 0 -0.36 17 17
SENP1 -0.001 0.02 -9999 0 -0.32 1 1
HSP90AA1 0 0 -9999 0 -10000 0 0
MDM2 -0.058 0.13 -9999 0 -0.32 50 50
SRY 0.004 0.011 -9999 0 -10000 0 0
GATA2 -0.009 0.075 -9999 0 -0.56 4 4
MYST2 0 0 -9999 0 -10000 0 0
HOXB13 -0.12 0.26 -9999 0 -0.6 52 52
T-DHT/AR/RACK1/Src -0.08 0.11 -9999 0 -0.57 9 9
positive regulation of transcription -0.009 0.075 -9999 0 -0.56 4 4
DNAJA1 -0.001 0.003 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process -0.004 0.02 -9999 0 -10000 0 0
NCOA1 0.012 0.008 -9999 0 -10000 0 0
SPDEF -0.004 0.035 -9999 0 -0.33 3 3
T-DHT/AR/TIF2 -0.023 0.072 -9999 0 -0.45 2 2
T-DHT/AR/Hsp90 -0.072 0.1 -9999 0 -0.57 9 9
GSK3B 0 0 -9999 0 -10000 0 0
NR2C1 0 0.001 -9999 0 -10000 0 0
mol:T-DHT -0.048 0.11 -9999 0 -0.56 9 9
SIRT1 0 0 -9999 0 -10000 0 0
ZMIZ2 0.004 0.013 -9999 0 -10000 0 0
POU2F1 -0.013 0.056 -9999 0 -0.46 1 1
T-DHT/AR/DAX-1 -0.083 0.11 -9999 0 -0.59 9 9
CREBBP 0 0 -9999 0 -10000 0 0
SMARCE1 0 0.001 -9999 0 -10000 0 0
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 0.01 0.009 -10000 0 -10000 0 0
HSPA8 0 0.001 -10000 0 -10000 0 0
SMAD3/SMAD4/ER alpha -0.005 0.11 -10000 0 -0.55 6 6
AKT1 0 0.004 -10000 0 -10000 0 0
GSC -0.074 0.083 -10000 0 -10000 0 0
NKX2-5 -0.11 0.15 -10000 0 -0.32 88 88
muscle cell differentiation 0.005 0.045 -10000 0 -10000 0 0
SMAD2-3/SMAD4/SP1 -0.007 0.027 -10000 0 -10000 0 0
SMAD4 0.006 0.021 -10000 0 -10000 0 0
CBFB 0 0 -10000 0 -10000 0 0
SAP18 0 0.001 -10000 0 -10000 0 0
Cbp/p300/MSG1 -0.017 0.055 -10000 0 -10000 0 0
SMAD3/SMAD4/VDR -0.018 0.12 -10000 0 -0.43 18 18
MYC 0 0.051 -10000 0 -0.8 1 1
CDKN2B 0 0.11 -10000 0 -1.5 1 1
AP1 -0.021 0.1 -10000 0 -0.41 13 13
SMAD2/SMAD2/SMAD4/SnoN/SIN3/HDAC complex/NCoR1 0 0.001 -10000 0 -10000 0 0
SMAD2-3/SMAD4/FOXO1-3a-4/FOXG1 -0.002 0.029 -10000 0 -10000 0 0
SP3 0 0 -10000 0 -10000 0 0
CREB1 0 0 -10000 0 -10000 0 0
FOXH1 -0.007 0.041 -10000 0 -0.33 4 4
SMAD3/SMAD4/GR 0.006 0.026 -10000 0 -10000 0 0
GATA3 -0.079 0.23 -10000 0 -0.79 25 25
SKI/SIN3/HDAC complex/NCoR1 0 0.004 -10000 0 -10000 0 0
MEF2C/TIF2 -0.048 0.071 -10000 0 -0.45 1 1
endothelial cell migration 0.007 0.11 1.5 1 -10000 0 1
MAX 0.003 0.008 -10000 0 -10000 0 0
RBBP7 0 0.001 -10000 0 -10000 0 0
RBBP4 0 0.001 -10000 0 -10000 0 0
RUNX2 -0.12 0.16 -10000 0 -0.32 98 98
RUNX3 -0.063 0.13 -10000 0 -0.32 51 51
RUNX1 -0.05 0.12 -10000 0 -0.32 40 40
CTBP1 0 0 -10000 0 -10000 0 0
NR3C1 0.003 0.008 -10000 0 -10000 0 0
VDR -0.058 0.2 -10000 0 -0.75 20 20
CDKN1A 0.049 0.038 -10000 0 -10000 0 0
KAT2B 0 0 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1 -0.007 0.028 -10000 0 -10000 0 0
DCP1A 0 0 -10000 0 -10000 0 0
SKI 0 0.001 -10000 0 -10000 0 0
SERPINE1 -0.008 0.11 -10000 0 -1.5 1 1
SMAD3/SMAD4/ATF2 0.006 0.026 -10000 0 -10000 0 0
SMAD3/SMAD4/ATF3 -0.009 0.098 -10000 0 -0.58 7 7
SAP30 0 0.001 -10000 0 -10000 0 0
Cbp/p300/PIAS3 0.022 0.022 -10000 0 -10000 0 0
JUN 0.006 0.11 -10000 0 -0.4 3 3
SMAD3/SMAD4/IRF7 0.005 0.03 -10000 0 -10000 0 0
TFE3 0 0.002 -10000 0 -10000 0 0
COL1A2 -0.041 0.14 -10000 0 -1.2 2 2
mesenchymal cell differentiation 0.067 0.089 0.36 1 -10000 0 1
DLX1 -0.11 0.15 -10000 0 -0.32 90 90
TCF3 -0.002 0.028 -10000 0 -0.32 2 2
FOS -0.049 0.19 -10000 0 -0.79 16 16
SMAD3/SMAD4/Max 0.006 0.026 -10000 0 -10000 0 0
Cbp/p300/SNIP1 0 0 -10000 0 -10000 0 0
ZBTB17 0.003 0.008 -10000 0 -10000 0 0
LAMC1 0.033 0.028 -10000 0 -10000 0 0
TGIF2/HDAC complex/SMAD3/SMAD4 0.006 0.026 -10000 0 -10000 0 0
IRF7 -0.002 0.028 -10000 0 -0.32 2 2
ESR1 -0.038 0.14 -10000 0 -0.44 24 24
HNF4A -0.37 0.4 -10000 0 -0.8 121 121
MEF2C -0.044 0.062 -10000 0 -10000 0 0
SMAD2-3/SMAD4 0.004 0.026 -10000 0 -10000 0 0
Cbp/p300/Src-1 0.003 0.01 -10000 0 -10000 0 0
IGHV3OR16-13 -0.01 0.016 -10000 0 -10000 0 0
TGIF2/HDAC complex 0 0 -10000 0 -10000 0 0
CREBBP 0.007 0.007 -10000 0 -10000 0 0
SKIL -0.001 0.02 -10000 0 -0.32 1 1
HDAC1 0 0.001 -10000 0 -10000 0 0
HDAC2 0 0.001 -10000 0 -10000 0 0
SNIP1 0 0.001 -10000 0 -10000 0 0
GCN5L2 0.003 0.006 -10000 0 -10000 0 0
SMAD3/SMAD4/TFE3 0.009 0.028 -10000 0 -10000 0 0
MSG1/HSC70 -0.026 0.07 -10000 0 -10000 0 0
SMAD2 -0.001 0.007 -10000 0 -10000 0 0
SMAD3 0.013 0.03 -10000 0 -0.33 1 1
SMAD3/E2F4-5/DP1/p107/SMAD4 0 0.039 -10000 0 -0.31 3 3
SMAD2/SMAD2/SMAD4 0.011 0.01 -10000 0 -10000 0 0
NCOR1 0 0.001 -10000 0 -10000 0 0
NCOA2 -0.021 0.096 -10000 0 -0.39 14 14
NCOA1 0 0 -10000 0 -10000 0 0
MYOD/E2A -0.034 0.077 -10000 0 -10000 0 0
SMAD2-3/SMAD4/SP1/MIZ-1 0.003 0.025 -10000 0 -10000 0 0
IFNB1 0.024 0.029 -10000 0 -10000 0 0
SMAD3/SMAD4/MEF2C -0.03 0.064 -10000 0 -10000 0 0
CITED1 -0.04 0.11 -10000 0 -0.32 32 32
SMAD2-3/SMAD4/ARC105 0.006 0.024 -10000 0 -10000 0 0
RBL1 -0.017 0.073 -10000 0 -0.32 14 14
SMAD2-3/SMAD4/FOXO1-3a-4/CEBPB 0.005 0.041 -10000 0 -0.47 1 1
RUNX1-3/PEBPB2 -0.058 0.084 -10000 0 -0.34 4 4
SMAD7 -0.01 0.074 -10000 0 -10000 0 0
MYC/MIZ-1 0.001 0.041 -10000 0 -0.61 1 1
SMAD3/SMAD4 0.037 0.064 -10000 0 -0.41 1 1
IL10 -0.039 0.17 -10000 0 -0.5 27 27
PIASy/HDAC complex 0.001 0.005 -10000 0 -10000 0 0
PIAS3 0 0.001 -10000 0 -10000 0 0
CDK2 0.006 0.022 -10000 0 -0.32 1 1
IL5 -0.023 0.16 -10000 0 -0.48 25 25
CDK4 -0.043 0.12 -10000 0 -0.32 41 41
PIAS4 0.001 0.005 -10000 0 -10000 0 0
ATF3 -0.022 0.13 -10000 0 -0.8 7 7
SMAD3/SMAD4/SP1 -0.012 0.028 -10000 0 -10000 0 0
FOXG1 -0.094 0.15 -10000 0 -0.32 75 75
FOXO3 0.019 0.017 -10000 0 -10000 0 0
FOXO1 0.02 0.009 -10000 0 -10000 0 0
FOXO4 0.02 0.009 -10000 0 -10000 0 0
heart looping -0.044 0.061 -10000 0 -10000 0 0
CEBPB -0.003 0.029 -10000 0 -0.33 2 2
SMAD3/SMAD4/DLX1 -0.057 0.088 -10000 0 -10000 0 0
MYOD1 -0.05 0.12 -10000 0 -0.32 40 40
SMAD3/SMAD4/HNF4 -0.26 0.28 -10000 0 -0.55 121 121
SMAD3/SMAD4/GATA3 -0.049 0.17 -10000 0 -0.55 25 25
SnoN/SIN3/HDAC complex/NCoR1 -0.001 0.02 -10000 0 -0.32 1 1
SMAD3/SMAD4/RUNX1-3/PEBPB2 -0.038 0.071 -10000 0 -10000 0 0
SMAD3/SMAD4/SP1-3 0.004 0.025 -10000 0 -10000 0 0
MED15 0 0 -10000 0 -10000 0 0
SP1 -0.01 0.02 -10000 0 -10000 0 0
SIN3B 0 0.001 -10000 0 -10000 0 0
SIN3A 0 0.001 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1/NKX2-5 -0.051 0.073 -10000 0 -10000 0 0
ITGB5 -0.004 0.017 -10000 0 -10000 0 0
TGIF/SIN3/HDAC complex/CtBP 0 0.003 -10000 0 -10000 0 0
SMAD3/SMAD4/AR -0.029 0.12 -10000 0 -0.54 10 10
AR -0.057 0.17 -10000 0 -0.48 31 31
negative regulation of cell growth -0.001 0.046 -10000 0 -10000 0 0
SMAD3/SMAD4/MYOD -0.024 0.069 -10000 0 -10000 0 0
E2F5 -0.009 0.085 -10000 0 -0.8 3 3
E2F4 0 0 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1/SMIF -0.002 0.017 -10000 0 -10000 0 0
SMAD2-3/SMAD4/FOXO1-3a-4 0.006 0.03 -10000 0 -10000 0 0
TFDP1 -0.002 0.028 -10000 0 -0.32 2 2
SMAD3/SMAD4/AP1 -0.015 0.11 -10000 0 -0.42 2 2
SMAD3/SMAD4/RUNX2 -0.067 0.09 -10000 0 -0.36 1 1
TGIF2 0 0 -10000 0 -10000 0 0
TGIF1 0 0 -10000 0 -10000 0 0
ATF2 0 0 -10000 0 -10000 0 0
Presenilin action in Notch and Wnt 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
Delta 1/NOTCH/NOTCH(cleaved) -0.001 0.008 -10000 0 -10000 0 0
HDAC1 0 0.003 -10000 0 -10000 0 0
AES 0 0.001 -10000 0 -10000 0 0
FBXW11 0 0 -10000 0 -10000 0 0
DTX1 -0.064 0.21 -10000 0 -0.75 22 22
LRP6/FZD1 -0.006 0.036 -10000 0 -10000 0 0
TLE1 -0.005 0.04 -10000 0 -0.32 4 4
AP1 -0.06 0.14 -10000 0 -0.38 40 40
NCSTN -0.001 0.02 -10000 0 -0.32 1 1
ADAM10 0 0 -10000 0 -10000 0 0
Beta Catenin/TCF1/CtBP/CBP/TLE1/AES/SMAD4 -0.008 0.072 -10000 0 -0.68 1 1
NICD/RBPSUH 0 0.001 -10000 0 -10000 0 0
WIF1 -0.053 0.12 -10000 0 -0.32 43 43
NOTCH1 0 0.001 -10000 0 -10000 0 0
PSENEN 0 0 -10000 0 -10000 0 0
KREMEN2 -0.041 0.11 -10000 0 -0.32 33 33
DKK1 -0.13 0.24 -10000 0 -0.46 74 74
beta catenin/beta TrCP1 -0.001 0.005 -10000 0 -10000 0 0
APH1B 0 0 -10000 0 -10000 0 0
APH1A 0 0 -10000 0 -10000 0 0
AXIN1 -0.003 0.024 -10000 0 -10000 0 0
CtBP/CBP/TCF1/TLE1/AES -0.017 0.075 -10000 0 -0.34 12 12
PSEN1 0 0 -10000 0 -10000 0 0
FOS -0.049 0.19 -10000 0 -0.8 16 16
JUN -0.002 0.028 -10000 0 -0.32 2 2
MAP3K7 0 0.002 -10000 0 -10000 0 0
CTNNB1 0.036 0.064 -10000 0 -10000 0 0
MAPK3 0 0 -10000 0 -10000 0 0
DKK2/LRP6/Kremen 2 -0.045 0.097 -10000 0 -0.39 10 10
HNF1A -0.04 0.17 -10000 0 -0.8 13 13
CTBP1 0 0.001 -10000 0 -10000 0 0
MYC -0.004 0.096 -10000 0 -1.5 1 1
NKD1 -0.083 0.24 -10000 0 -0.72 30 30
FZD1 -0.009 0.052 -10000 0 -0.32 7 7
NOTCH1 precursor/Deltex homolog 1 -0.035 0.12 -10000 0 -0.44 20 20
apoptosis -0.06 0.14 -10000 0 -0.38 40 40
Delta 1/NOTCHprecursor -0.001 0.008 -10000 0 -10000 0 0
DLL1 -0.001 0.02 -10000 0 -0.32 1 1
PPARD 0.002 0.01 -10000 0 -10000 0 0
Gamma Secretase 0 0.008 -10000 0 -10000 0 0
APC -0.003 0.024 -10000 0 -10000 0 0
DVL1 -0.004 0.009 -10000 0 -10000 0 0
CSNK2A1 0 0 -10000 0 -10000 0 0
MAP3K7IP1 -0.002 0.001 -10000 0 -10000 0 0
DKK1/LRP6/Kremen 2 -0.098 0.16 -10000 0 -0.53 24 24
LRP6 -0.001 0.02 -10000 0 -0.32 1 1
CSNK1A1 0 0 -10000 0 -10000 0 0
NLK 0 0.004 -10000 0 -10000 0 0
CCND1 -0.004 0.097 -10000 0 -1.5 1 1
WNT1 -0.029 0.092 -10000 0 -0.32 23 23
Axin1/APC/beta catenin 0.042 0.033 -10000 0 -10000 0 0
DKK2 -0.043 0.12 -10000 0 -0.35 32 32
NOTCH1 precursor/DVL1 0.002 0.006 -10000 0 -10000 0 0
GSK3B 0 0.001 -10000 0 -10000 0 0
FRAT1 0 0.001 -10000 0 -10000 0 0
NOTCH/Deltex homolog 1 -0.035 0.12 -10000 0 -0.44 20 20
PPP2R5D 0.035 0.11 0.36 25 -10000 0 25
MAPK1 0 0 -10000 0 -10000 0 0
WNT1/LRP6/FZD1 -0.041 0.08 -10000 0 -0.38 2 2
RBPJ 0 0 -10000 0 -10000 0 0
CREBBP 0.011 0.001 -10000 0 -10000 0 0
PLK1 signaling events

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
regulation of centriole-centriole cohesion 0.005 0.025 -9999 0 -10000 0 0
BUB1B -0.032 0.052 -9999 0 -0.16 1 1
PLK1 0.002 0.019 -9999 0 -10000 0 0
PLK1S1 0.005 0.011 -9999 0 -10000 0 0
KIF2A 0.01 0.017 -9999 0 -10000 0 0
regulation of mitotic centrosome separation 0.002 0.019 -9999 0 -10000 0 0
GOLGA2 -0.001 0.02 -9999 0 -0.32 1 1
Hec1/SPC24 -0.12 0.12 -9999 0 -0.3 64 64
WEE1 0.006 0.02 -9999 0 -10000 0 0
cytokinesis -0.034 0.058 -9999 0 -10000 0 0
PP2A-alpha B56 0.01 0.013 -9999 0 -10000 0 0
AURKA 0.005 0.013 -9999 0 -10000 0 0
PICH/PLK1 -0.043 0.079 -9999 0 -0.29 6 6
CENPE -0.038 0.086 -9999 0 -0.25 1 1
RhoA/GTP 0 0 -9999 0 -10000 0 0
positive regulation of microtubule depolymerization 0.01 0.017 -9999 0 -10000 0 0
PPP2CA 0 0 -9999 0 -10000 0 0
FZR1 0 0 -9999 0 -10000 0 0
TPX2 -0.006 0.019 -9999 0 -10000 0 0
PAK1 0 0 -9999 0 -10000 0 0
SPC24 -0.15 0.16 -9999 0 -0.32 120 120
FBXW11 0 0 -9999 0 -10000 0 0
CLSPN -0.006 0.02 -9999 0 -10000 0 0
GORASP1 0 0 -9999 0 -10000 0 0
metaphase 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
NLP 0.001 0.011 -9999 0 -0.061 1 1
G2 phase of mitotic cell cycle 0 0.001 -9999 0 -10000 0 0
STAG2 0 0 -9999 0 -10000 0 0
GRASP65/GM130/RAB1/GTP 0 0.004 -9999 0 -10000 0 0
spindle elongation 0.002 0.019 -9999 0 -10000 0 0
ODF2 0 0 -9999 0 -10000 0 0
BUB1 0.007 0.009 -9999 0 -10000 0 0
TPT1 0.005 0.011 -9999 0 -10000 0 0
CDC25C -0.013 0.016 -9999 0 -10000 0 0
CDC25B -0.001 0.02 -9999 0 -0.32 1 1
SGOL1 -0.005 0.025 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
CCNB1/CDK1 -0.008 0.033 -9999 0 -10000 0 0
CDC14B 0.004 0.056 -9999 0 -0.63 2 2
CDC20 -0.11 0.15 -9999 0 -0.32 89 89
PLK1/PBIP1 -0.011 0.034 -9999 0 -0.16 11 11
mitosis -0.001 0.003 -9999 0 -0.024 1 1
FBXO5 0.007 0.02 -9999 0 -10000 0 0
CDC2 0 0.002 -9999 0 -10000 0 0
NDC80 -0.098 0.15 -9999 0 -0.32 79 79
metaphase plate congression 0.003 0.013 -9999 0 -10000 0 0
ERCC6L -0.04 0.074 -9999 0 -10000 0 0
NLP/gamma Tubulin 0.004 0.011 -9999 0 -10000 0 0
microtubule cytoskeleton organization 0.005 0.011 -9999 0 -10000 0 0
G2/M transition DNA damage checkpoint 0 0.001 -9999 0 -10000 0 0
PPP1R12A 0 0 -9999 0 -10000 0 0
interphase 0 0.001 -9999 0 -10000 0 0
PLK1/PRC1-2 -0.12 0.12 -9999 0 -0.3 63 63
GRASP65/GM130/RAB1/GTP/PLK1 -0.001 0.008 -9999 0 -10000 0 0
RAB1A 0 0 -9999 0 -10000 0 0
prophase 0 0 -9999 0 -10000 0 0
Aurora A/BORA 0.009 0.019 -9999 0 -0.2 1 1
mitotic prometaphase -0.001 0.001 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process -0.008 0.027 -9999 0 -0.3 2 2
microtubule-based process -0.086 0.083 -9999 0 -0.19 24 24
Golgi organization 0.002 0.019 -9999 0 -10000 0 0
Cohesin/SA2 -0.004 0.009 -9999 0 -10000 0 0
PPP1CB/MYPT1 0 0 -9999 0 -10000 0 0
KIF20A -0.17 0.16 -9999 0 -0.32 135 135
APC/C/CDC20 -0.059 0.082 -9999 0 -0.2 12 12
PPP2R1A 0 0 -9999 0 -10000 0 0
chromosome segregation -0.01 0.033 -9999 0 -0.16 11 11
PRC1 -0.081 0.14 -9999 0 -0.32 65 65
ECT2 0.009 0.02 -9999 0 -0.18 1 1
C13orf34 0.008 0.019 -9999 0 -0.2 1 1
NUDC 0.004 0.013 -9999 0 -10000 0 0
regulation of attachment of spindle microtubules to kinetochore -0.032 0.051 -9999 0 -0.16 1 1
spindle assembly 0.004 0.016 -9999 0 -10000 0 0
spindle stabilization 0.005 0.011 -9999 0 -10000 0 0
APC/C/HCDH1 -0.004 0.047 -9999 0 -0.54 2 2
MKLP2/PLK1 -0.087 0.083 -9999 0 -0.19 24 24
CCNB1 -0.026 0.087 -9999 0 -0.32 21 21
PPP1CB 0 0 -9999 0 -10000 0 0
BTRC 0 0 -9999 0 -10000 0 0
ROCK2 0.01 0.013 -9999 0 -10000 0 0
TUBG1 0.005 0.011 -9999 0 -10000 0 0
G2/M transition of mitotic cell cycle -0.01 0.032 -9999 0 -10000 0 0
MLF1IP -0.005 0.049 -9999 0 -0.23 12 12
INCENP -0.002 0.028 -9999 0 -0.32 2 2
LPA receptor mediated events

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
GNB1/GNG2 -0.018 0.055 -9999 0 -0.47 1 1
NF kappa B1 p50/RelA/I kappa B alpha -0.007 0.021 -9999 0 -10000 0 0
AP1 -0.046 0.11 -9999 0 -0.42 17 17
mol:PIP3 -0.021 0.063 -9999 0 -0.49 3 3
AKT1 -0.011 0.038 -9999 0 -0.36 1 1
PTK2B 0.013 0.039 -9999 0 -0.25 1 1
RHOA -0.006 0.023 -9999 0 -10000 0 0
PIK3CB 0 0 -9999 0 -10000 0 0
mol:Ca2+ 0.017 0.047 -9999 0 -10000 0 0
MAGI3 0 0 -9999 0 -10000 0 0
RELA 0 0 -9999 0 -10000 0 0
apoptosis -0.017 0.047 -9999 0 -0.3 4 4
HRAS/GDP 0 0 -9999 0 -10000 0 0
positive regulation of microtubule depolymerization -0.14 0.22 -9999 0 -0.41 100 100
NF kappa B1 p50/RelA -0.015 0.04 -9999 0 -10000 0 0
endothelial cell migration -0.037 0.12 -9999 0 -0.78 4 4
ADCY4 -0.032 0.14 -9999 0 -0.42 14 14
ADCY5 -0.14 0.24 -9999 0 -0.65 38 38
ADCY6 -0.032 0.14 -9999 0 -0.46 11 11
ADCY7 -0.032 0.14 -9999 0 -0.46 11 11
ADCY1 -0.036 0.14 -9999 0 -0.44 13 13
ADCY2 -0.065 0.18 -9999 0 -0.57 20 20
ADCY3 -0.032 0.14 -9999 0 -0.45 12 12
ADCY8 -0.059 0.15 -9999 0 -0.46 15 15
ADCY9 -0.032 0.14 -9999 0 -0.46 11 11
GSK3B 0.019 0.037 -9999 0 -10000 0 0
arachidonic acid secretion -0.064 0.13 -9999 0 -0.35 35 35
GNG2 -0.007 0.049 -9999 0 -0.32 6 6
TRIP6 -0.004 0.014 -9999 0 -10000 0 0
GNAO1 -0.085 0.18 -9999 0 -0.52 37 37
HRAS 0 0 -9999 0 -10000 0 0
NFKBIA 0.027 0.044 -9999 0 -10000 0 0
GAB1 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
lamellipodium assembly 0 0.002 -9999 0 -10000 0 0
JUN -0.002 0.028 -9999 0 -0.32 2 2
LPA/LPA2/NHERF2 -0.01 0.033 -9999 0 -10000 0 0
TIAM1 0.003 0.007 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
mol:IP3 0.017 0.048 -9999 0 -10000 0 0
PLCB3 -0.008 0.028 -9999 0 -10000 0 0
FOS -0.049 0.19 -9999 0 -0.8 16 16
positive regulation of mitosis -0.064 0.13 -9999 0 -0.35 35 35
LPA/LPA1-2-3 -0.026 0.062 -9999 0 -0.35 3 3
mol:Ca ++ 0 0 -9999 0 -10000 0 0
JNK cascade 0 0 -9999 0 -10000 0 0
BCAR1 0 0 -9999 0 -10000 0 0
stress fiber formation 0.016 0.047 -9999 0 -0.32 1 1
GNAZ -0.052 0.15 -9999 0 -0.52 21 21
EGFR/PI3K-beta/Gab1 -0.021 0.066 -9999 0 -0.51 3 3
positive regulation of dendritic cell cytokine production -0.026 0.061 -9999 0 -0.35 3 3
LPA/LPA2/MAGI-3 -0.01 0.033 -9999 0 -10000 0 0
ARHGEF1 -0.013 0.045 -9999 0 -0.44 1 1
GNAI2 -0.018 0.057 -9999 0 -0.36 4 4
GNAI3 -0.018 0.057 -9999 0 -0.36 4 4
GNAI1 -0.026 0.085 -9999 0 -0.44 8 8
LPA/LPA3 -0.015 0.046 -9999 0 -0.22 10 10
LPA/LPA2 -0.014 0.043 -9999 0 -0.22 9 9
LPA/LPA1 -0.023 0.071 -9999 0 -0.43 4 4
HB-EGF/EGFR -0.072 0.093 -9999 0 -0.43 4 4
HBEGF -0.077 0.12 -9999 0 -0.61 1 1
mol:DAG 0.017 0.048 -9999 0 -10000 0 0
cAMP biosynthetic process -0.07 0.19 -9999 0 -0.48 38 38
NFKB1 0 0 -9999 0 -10000 0 0
SRC 0 0 -9999 0 -10000 0 0
GNB1 0 0 -9999 0 -10000 0 0
LYN 0.027 0.044 -9999 0 -10000 0 0
GNAQ -0.011 0.029 -9999 0 -10000 0 0
LPAR2 -0.011 0.059 -9999 0 -0.32 9 9
LPAR3 -0.012 0.062 -9999 0 -0.32 10 10
LPAR1 -0.016 0.066 -9999 0 -0.43 4 4
IL8 -0.021 0.12 -9999 0 -0.54 7 7
PTK2 -0.023 0.055 -9999 0 -0.44 1 1
Rac1/GDP 0 0 -9999 0 -10000 0 0
CASP3 -0.017 0.048 -9999 0 -0.34 2 2
EGFR -0.006 0.057 -9999 0 -0.48 3 3
PLCG1 -0.018 0.043 -9999 0 -0.24 2 2
PLD2 -0.023 0.055 -9999 0 -0.44 1 1
G12/G13 -0.015 0.05 -9999 0 -0.47 1 1
PI3K-beta -0.013 0.045 -9999 0 -0.42 1 1
cell migration -0.004 0.015 -9999 0 -10000 0 0
SLC9A3R2 0 0 -9999 0 -10000 0 0
PXN 0.016 0.048 -9999 0 -0.33 1 1
HRAS/GTP -0.066 0.13 -9999 0 -0.36 35 35
RAC1 0 0 -9999 0 -10000 0 0
MMP9 -0.13 0.16 -9999 0 -0.33 106 106
PRKCE 0 0 -9999 0 -10000 0 0
PRKCD 0.023 0.046 -9999 0 -10000 0 0
Gi(beta/gamma) -0.061 0.12 -9999 0 -0.46 11 11
mol:LPA -0.012 0.037 -9999 0 -0.22 3 3
TRIP6/p130 Cas/FAK1/Paxillin -0.01 0.039 -9999 0 -0.4 1 1
MAPKKK cascade -0.064 0.13 -9999 0 -0.35 35 35
contractile ring contraction involved in cytokinesis 0.017 0.031 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
GNA14 -0.037 0.11 -9999 0 -0.43 16 16
GNA15 -0.013 0.033 -9999 0 -10000 0 0
GNA12 0 0 -9999 0 -10000 0 0
GNA13 0 0 -9999 0 -10000 0 0
MAPT -0.15 0.22 -9999 0 -0.43 100 100
GNA11 -0.013 0.039 -9999 0 -0.43 1 1
Rac1/GTP 0.001 0.006 -9999 0 -10000 0 0
MMP2 -0.038 0.12 -9999 0 -0.79 4 4
Insulin 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
CBL/APS/CAP -0.14 0.2 -9999 0 -0.42 84 84
TC10/GTP -0.13 0.19 -9999 0 -0.41 84 84
Insulin Receptor/Insulin/IRS1/Shp2 -0.001 0.009 -9999 0 -10000 0 0
HRAS 0 0 -9999 0 -10000 0 0
APS homodimer -0.001 0.02 -9999 0 -0.32 1 1
GRB14 -0.24 0.36 -9999 0 -0.8 78 78
FOXO3 -0.02 0.031 -9999 0 -10000 0 0
AKT1 -0.11 0.17 -9999 0 -10000 0 0
INSR 0 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
GRB10 0 0 -9999 0 -10000 0 0
SORBS1 -0.26 0.37 -9999 0 -0.8 84 84
CRK 0 0 -9999 0 -10000 0 0
PTPN1 0.031 0 -9999 0 -10000 0 0
CAV1 -0.002 0.03 -9999 0 -0.47 1 1
CBL/APS/CAP/Crk-II/C3G -0.14 0.21 -9999 0 -0.45 84 84
Insulin Receptor/Insulin/IRS1/NCK2 -0.001 0.009 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 -0.003 0.029 -9999 0 -0.43 1 1
Insulin Receptor/Insuli/IRS1/GRB2/SHC/PTP1B 0 0.003 -9999 0 -10000 0 0
RPS6KB1 -0.072 0.18 -9999 0 -10000 0 0
PARD6A -0.003 0.049 -9999 0 -0.8 1 1
CBL 0 0 -9999 0 -10000 0 0
tumor necrosis factor-mediated signaling pathway 0 0 -9999 0 -10000 0 0
DOK1 0 0 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
Insulin Receptor/Insuli/IRS1/GRB2/Shc -0.1 0.15 -9999 0 -10000 0 0
HRAS/GTP -0.002 0.012 -9999 0 -10000 0 0
Insulin Receptor 0 0 -9999 0 -10000 0 0
Insulin Receptor/Insuli/IRS1/GRB2/SHC -0.001 0.008 -9999 0 -10000 0 0
PRKCI -0.031 0.046 -9999 0 -10000 0 0
Insulin Receptor/Insulin/GRB14/PDK1 -0.12 0.18 -9999 0 -0.4 79 79
SHC1 0 0 -9999 0 -10000 0 0
negative regulation of MAPKKK cascade 0 0 -9999 0 -10000 0 0
PI3K -0.003 0.029 -9999 0 -0.44 1 1
NCK2 0 0 -9999 0 -10000 0 0
RHOQ 0 0 -9999 0 -10000 0 0
mol:H2O2 0 0 -9999 0 -10000 0 0
HRAS/GDP 0 0 -9999 0 -10000 0 0
AKT2 -0.11 0.17 -9999 0 -10000 0 0
PRKCZ -0.1 0.22 -9999 0 -0.69 29 29
SH2B2 -0.001 0.02 -9999 0 -0.32 1 1
SHC/SHIP -0.002 0.017 -9999 0 -10000 0 0
F2RL2 -0.057 0.13 -9999 0 -0.33 44 44
TRIP10 0 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin/Shc 0 0 -9999 0 -10000 0 0
TC10/GTP/CIP4/Exocyst 0 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin/SHC/GRB2/Sos1 0 0 -9999 0 -10000 0 0
RAPGEF1 0 0 -9999 0 -10000 0 0
RASA1 0 0 -9999 0 -10000 0 0
NCK1 0 0 -9999 0 -10000 0 0
CBL/APS/CAP/Crk-II -0.16 0.22 -9999 0 -0.48 84 84
TC10/GDP 0 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin/SHC/GRB10 0 0 -9999 0 -10000 0 0
INPP5D -0.003 0.019 -9999 0 -10000 0 0
SOS1 0 0 -9999 0 -10000 0 0
SGK1 -0.009 0.014 -9999 0 -10000 0 0
mol:cAMP 0 0 -9999 0 -10000 0 0
PTPN11 0 0 -9999 0 -10000 0 0
IRS1 -0.001 0.02 -9999 0 -0.32 1 1
p62DOK/RasGAP 0 0 -9999 0 -10000 0 0
INS 0.003 0 -9999 0 -10000 0 0
mol:PI-3-4-P2 -0.003 0.019 -9999 0 -10000 0 0
GRB2 0 0 -9999 0 -10000 0 0
EIF4EBP1 -0.072 0.18 -9999 0 -10000 0 0
PTPRA 0 0 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
TC10/GTP/CIP4 0 0 -9999 0 -10000 0 0
PDPK1 0 0 -9999 0 -10000 0 0
Insulin Receptor/Insuli/IRS1/GRB2/SHC/Sos 0 0.003 -9999 0 -10000 0 0
Insulin Receptor/Insulin/IRS1 -0.001 0.01 -9999 0 -10000 0 0
Insulin Receptor/Insulin/IRS3 0 0 -9999 0 -10000 0 0
Par3/Par6 -0.025 0.061 -9999 0 -0.45 2 2
Neurotrophic factor-mediated Trk receptor signaling

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
CRKL 0 0 -10000 0 -10000 0 0
RAS family/GTP/Tiam1 -0.042 0.084 -10000 0 -0.3 1 1
NT3 (dimer)/TRKC -0.12 0.22 -10000 0 -0.62 41 41
NT3 (dimer)/TRKB -0.17 0.28 -10000 0 -0.61 63 63
SHC/Grb2/SOS1/GAB1/PI3K -0.001 0.021 -10000 0 -0.33 1 1
RAPGEF1 0 0 -10000 0 -10000 0 0
BDNF -0.014 0.1 -10000 0 -0.7 5 5
PIK3CA 0 0 -10000 0 -10000 0 0
DYNLT1 0 0 -10000 0 -10000 0 0
NTRK1 -0.03 0.13 -10000 0 -0.46 17 17
NTRK2 -0.11 0.26 -10000 0 -0.72 38 38
NTRK3 -0.047 0.16 -10000 0 -0.47 26 26
NT-4/5 (dimer)/TRKB -0.097 0.21 -10000 0 -0.58 37 37
neuron apoptosis 0.053 0.12 0.47 11 -10000 0 11
SHC 2-3/Grb2 -0.057 0.13 -10000 0 -0.52 11 11
SHC1 0 0 -10000 0 -10000 0 0
SHC2 -0.047 0.11 -10000 0 -0.45 11 11
SHC3 -0.053 0.13 -10000 0 -0.51 13 13
STAT3 (dimer) -0.002 0.025 -10000 0 -0.38 1 1
NT3 (dimer)/TRKA -0.12 0.22 -10000 0 -0.57 44 44
RIN/GDP 0.002 0.071 -10000 0 -0.23 1 1
GIPC1 0 0 -10000 0 -10000 0 0
KRAS 0 0 -10000 0 -10000 0 0
DNAJA3 -0.03 0.095 -10000 0 -0.37 17 17
RIN/GTP 0 0 -10000 0 -10000 0 0
CCND1 0.019 0.066 -10000 0 -1 1 1
MAGED1 0 0 -10000 0 -10000 0 0
PTPN11 0 0 -10000 0 -10000 0 0
RICS 0 0 -10000 0 -10000 0 0
NT-4/5 (dimer) 0 0 -10000 0 -10000 0 0
SHC/GRB2/SOS1 0 0 -10000 0 -10000 0 0
GRB2 0 0 -10000 0 -10000 0 0
NGF (dimer)/TRKA/MATK -0.032 0.1 -10000 0 -0.5 9 9
TRKA/NEDD4-2 -0.029 0.11 -10000 0 -0.61 8 8
ELMO1 0 0 -10000 0 -10000 0 0
RhoG/GTP/ELMO1/DOCK1 0 0 -10000 0 -10000 0 0
NGF -0.01 0.087 -10000 0 -0.68 4 4
HRAS 0 0 -10000 0 -10000 0 0
DOCK1 0 0 -10000 0 -10000 0 0
GAB2 -0.001 0.02 -10000 0 -0.32 1 1
RIT2 0 0 -10000 0 -10000 0 0
RIT1 0 0 -10000 0 -10000 0 0
FRS2 -0.025 0.086 -10000 0 -0.32 20 20
DNM1 -0.004 0.034 -10000 0 -0.32 3 3
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0 0 -10000 0 -10000 0 0
SH2B1 (homopentamer) 0 0 -10000 0 -10000 0 0
RhoG/GTP -0.03 0.092 -10000 0 -0.36 17 17
mol:GDP 0 0.1 -10000 0 -0.32 4 4
NGF (dimer) -0.01 0.087 -10000 0 -0.68 4 4
RhoG/GDP 0 0 -10000 0 -10000 0 0
RIT1/GDP 0.004 0.071 -10000 0 -0.22 1 1
TIAM1 -0.01 0.056 -10000 0 -0.32 8 8
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
BDNF (dimer)/TRKB -0.078 0.18 -10000 0 -0.53 36 36
KIDINS220/CRKL/C3G 0 0 -10000 0 -10000 0 0
SHC/RasGAP 0 0 -10000 0 -10000 0 0
FRS2 family/SHP2 -0.015 0.049 -10000 0 -0.34 1 1
SHC/GRB2/SOS1/GAB1 0 0 -10000 0 -10000 0 0
RIT1/GTP 0 0 -10000 0 -10000 0 0
NT3 (dimer) -0.11 0.27 -10000 0 -0.69 42 42
RAP1/GDP -0.021 0.045 -10000 0 -10000 0 0
KIDINS220/CRKL 0 0 -10000 0 -10000 0 0
BDNF (dimer) -0.014 0.1 -10000 0 -0.7 5 5
ubiquitin-dependent protein catabolic process -0.03 0.11 -10000 0 -0.52 11 11
Schwann cell development -0.022 0.032 -10000 0 -10000 0 0
EHD4 0 0 -10000 0 -10000 0 0
FRS2 family/GRB2/SOS1 -0.012 0.042 -10000 0 -0.3 1 1
FRS2 family/SHP2/CRK family/C3G/GAB2 -0.003 0.01 -10000 0 -10000 0 0
RAP1B -0.002 0.028 -10000 0 -0.32 2 2
RAP1A 0 0 -10000 0 -10000 0 0
CDC42/GTP -0.13 0.21 -10000 0 -0.47 67 67
ABL1 0 0 -10000 0 -10000 0 0
SH2B family/GRB2/SOS1 0 0 -10000 0 -10000 0 0
Rap1/GTP -0.028 0.066 -10000 0 -10000 0 0
STAT3 -0.002 0.025 -10000 0 -0.38 1 1
axon guidance -0.13 0.2 -10000 0 -0.45 67 67
MAPK3 -0.028 0.091 -10000 0 -0.48 8 8
MAPK1 -0.028 0.091 -10000 0 -0.48 8 8
CDC42/GDP 0.004 0.071 -10000 0 -0.22 1 1
NTF3 -0.11 0.27 -10000 0 -0.7 42 42
NTF4 0 0 -10000 0 -10000 0 0
NGF (dimer)/TRKA/FAIM -0.025 0.096 -10000 0 -0.53 8 8
PI3K -0.003 0.04 -10000 0 -0.61 1 1
FRS3 -0.004 0.034 -10000 0 -0.32 3 3
FAIM 0 0 -10000 0 -10000 0 0
GAB1 0 0 -10000 0 -10000 0 0
RASGRF1 -0.042 0.11 -10000 0 -0.39 21 21
SOS1 0 0 -10000 0 -10000 0 0
MCF2L -0.1 0.2 -10000 0 -0.54 41 41
RGS19 0 0 -10000 0 -10000 0 0
CDC42 0 0 -10000 0 -10000 0 0
RAS family/GTP 0.026 0.048 -10000 0 -10000 0 0
Rac1/GDP 0.004 0.071 -10000 0 -10000 0 0
NGF (dimer)/TRKA/GRIT -0.025 0.098 -10000 0 -0.53 8 8
neuron projection morphogenesis -0.001 0.096 -10000 0 -0.44 2 2
NGF (dimer)/TRKA/NEDD4-2 -0.031 0.11 -10000 0 -0.53 11 11
MAP2K1 0 0 -10000 0 -10000 0 0
NGFR -0.045 0.16 -10000 0 -0.51 23 23
NGF (dimer)/TRKA/GIPC/GAIP -0.013 0.058 -10000 0 -0.33 8 8
RAS family/GTP/PI3K -0.001 0.021 -10000 0 -0.33 1 1
FRS2 family/SHP2/GRB2/SOS1 -0.011 0.037 -10000 0 -10000 0 0
NRAS 0 0 -10000 0 -10000 0 0
GRB2/SOS1 0 0 -10000 0 -10000 0 0
PRKCI 0 0 -10000 0 -10000 0 0
ChemicalAbstracts:146-91-8 0 0 -10000 0 -10000 0 0
RAC1 0 0 -10000 0 -10000 0 0
PRKCZ -0.09 0.25 -10000 0 -0.78 30 30
MAPKKK cascade -0.029 0.11 -10000 0 -0.6 8 8
RASA1 0 0 -10000 0 -10000 0 0
TRKA/c-Abl -0.021 0.093 -10000 0 -0.61 5 5
SQSTM1 0 0 -10000 0 -10000 0 0
BDNF (dimer)/TRKB/GIPC -0.07 0.17 -10000 0 -0.48 36 36
NGF (dimer)/TRKA/p62/Atypical PKCs -0.07 0.16 -10000 0 -0.46 36 36
MATK -0.015 0.068 -10000 0 -0.32 12 12
NEDD4L -0.009 0.085 -10000 0 -0.8 3 3
RAS family/GDP -0.02 0.045 -10000 0 -10000 0 0
NGF (dimer)/TRKA -0.033 0.1 -10000 0 -0.4 17 17
Rac1/GTP -0.037 0.073 -10000 0 -0.31 4 4
FRS2 family/SHP2/CRK family -0.011 0.037 -10000 0 -10000 0 0
Sphingosine 1-phosphate (S1P) pathway

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
SPHK2 0 0 -9999 0 -10000 0 0
SPHK1 -0.083 0.14 -9999 0 -0.32 67 67
GNAI2 0 0 -9999 0 -10000 0 0
mol:S1P -0.017 0.028 -9999 0 -10000 0 0
GNAO1 -0.1 0.27 -9999 0 -0.78 34 34
mol:Sphinganine-1-P -0.04 0.1 -9999 0 -10000 0 0
growth factor activity 0 0 -9999 0 -10000 0 0
S1P/S1P2/G12/G13 -0.006 0.012 -9999 0 -10000 0 0
GNAI3 0 0 -9999 0 -10000 0 0
G12/G13 0 0 -9999 0 -10000 0 0
S1PR3 -0.004 0.053 -9999 0 -0.56 2 2
S1PR2 -0.001 0.02 -9999 0 -0.32 1 1
EDG1 0 0 -9999 0 -10000 0 0
S1P1/S1P -0.014 0.023 -9999 0 -10000 0 0
S1PR5 -0.016 0.07 -9999 0 -0.32 13 13
S1PR4 -0.006 0.044 -9999 0 -0.32 5 5
GNAI1 -0.012 0.098 -9999 0 -0.8 4 4
S1P/S1P5/G12 -0.016 0.037 -9999 0 -10000 0 0
S1P/S1P3/Gq -0.025 0.097 -9999 0 -0.36 17 17
S1P/S1P4/Gi -0.067 0.15 -9999 0 -0.38 40 40
GNAQ 0 0 -9999 0 -10000 0 0
GNAZ -0.052 0.2 -9999 0 -0.8 17 17
GNA14 -0.049 0.19 -9999 0 -0.8 16 16
GNA15 -0.006 0.044 -9999 0 -0.32 5 5
GNA12 0 0 -9999 0 -10000 0 0
GNA13 0 0 -9999 0 -10000 0 0
GNA11 -0.003 0.049 -9999 0 -0.8 1 1
ABCC1 0 0 -9999 0 -10000 0 0
Nectin adhesion pathway

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
PDGFRB -0.001 0.02 -9999 0 -0.32 1 1
alphaV beta3 Integrin -0.012 0.084 -9999 0 -0.61 5 5
PTK2 -0.017 0.1 -9999 0 -0.6 6 6
positive regulation of JNK cascade -0.009 0.053 -9999 0 -0.35 6 6
CDC42/GDP -0.012 0.073 -9999 0 -0.48 6 6
Rac1/GDP 0.034 0.079 -9999 0 -0.47 6 6
RAP1B -0.002 0.028 -9999 0 -0.32 2 2
RAP1A 0 0 -9999 0 -10000 0 0
CTNNB1 0 0 -9999 0 -10000 0 0
CDC42/GTP -0.011 0.066 -9999 0 -0.43 6 6
nectin-3/I-afadin -0.016 0.11 -9999 0 -0.69 6 6
RAPGEF1 0.032 0.091 -9999 0 -0.54 6 6
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0.025 0.11 -9999 0 -0.64 6 6
PDGFB-D/PDGFRB -0.001 0.02 -9999 0 -0.32 1 1
TLN1 -0.006 0.038 -9999 0 -0.34 1 1
Rap1/GTP -0.01 0.057 -9999 0 -0.37 6 6
IQGAP1 0 0 -9999 0 -10000 0 0
Rap1/GTP/I-afadin -0.003 0.033 -9999 0 -0.48 1 1
nectin-3(dimer)/I-afadin/I-afadin/nectin-3(dimer)/I-afadin/I-afadin -0.016 0.11 -9999 0 -0.69 6 6
PVR 0 0 -9999 0 -10000 0 0
Necl-5(dimer) 0 0 -9999 0 -10000 0 0
mol:GDP 0.032 0.1 -9999 0 -0.6 6 6
MLLT4 -0.003 0.049 -9999 0 -0.8 1 1
PIK3CA 0 0 -9999 0 -10000 0 0
PI3K -0.015 0.087 -9999 0 -0.51 7 7
nectin-1(dimer)/I-afadin/I-afadin/nectin-1(dimer)/I-afadin/I-afadin -0.002 0.038 -9999 0 -0.61 1 1
positive regulation of lamellipodium assembly -0.009 0.055 -9999 0 -0.36 6 6
PVRL1 0 0 -9999 0 -10000 0 0
PVRL3 -0.018 0.12 -9999 0 -0.8 6 6
PVRL2 0 0 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
CDH1 -0.34 0.39 -9999 0 -0.79 113 113
CLDN1 -0.054 0.18 -9999 0 -0.58 24 24
JAM-A/CLDN1 -0.043 0.14 -9999 0 -0.53 18 18
SRC -0.018 0.12 -9999 0 -0.74 6 6
ITGB3 -0.015 0.11 -9999 0 -0.8 5 5
nectin-1(dimer)/I-afadin/I-afadin -0.002 0.038 -9999 0 -0.61 1 1
FARP2 0.026 0.097 -9999 0 -0.59 6 6
RAC1 0 0 -9999 0 -10000 0 0
CTNNA1 0 0 -9999 0 -10000 0 0
nectin-3(dimer)/I-afadin/I-afadin/Necl-5(dimer) -0.014 0.095 -9999 0 -0.6 6 6
nectin-1/I-afadin -0.002 0.038 -9999 0 -0.61 1 1
nectin-2/I-afadin -0.002 0.038 -9999 0 -0.61 1 1
RAC1/GTP/IQGAP1/filamentous actin 0 0 -9999 0 -10000 0 0
nectin-1(dimer)/I-afadin/I-afadin/nectin-3(dimer/I-afadin/I-afadin -0.014 0.095 -9999 0 -0.6 6 6
CDC42/GTP/IQGAP1/filamentous actin 0 0 -9999 0 -10000 0 0
F11R 0 0 -9999 0 -10000 0 0
positive regulation of filopodium formation -0.009 0.053 -9999 0 -0.35 6 6
alphaV/beta3 Integrin/Talin -0.013 0.073 -9999 0 -0.48 5 5
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin -0.002 0.038 -9999 0 -0.61 1 1
nectin-2(dimer)/I-afadin/I-afadin -0.002 0.038 -9999 0 -0.61 1 1
PIP5K1C -0.006 0.041 -9999 0 -0.37 1 1
VAV2 0.026 0.099 -9999 0 -0.6 6 6
RAP1/GDP -0.011 0.067 -9999 0 -0.44 6 6
ITGAV 0 0 -9999 0 -10000 0 0
nectin-3(dimer)/I-afadin/I-afadin/nectin-2(dimer)/I-afadin/I-afadin -0.014 0.095 -9999 0 -0.6 6 6
nectin-3(dimer)/I-afadin/I-afadin -0.016 0.11 -9999 0 -0.69 6 6
Rac1/GTP -0.011 0.069 -9999 0 -0.45 6 6
PTPRM -0.007 0.047 -9999 0 -0.31 6 6
E-cadherin/beta catenin/alpha catenin -0.18 0.21 -9999 0 -0.42 112 112
adherens junction assembly 0 0 -9999 0 -10000 0 0
CDC42 0 0 -9999 0 -10000 0 0
Ephrin B reverse signaling

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
EFNB2 0 0 -9999 0 -10000 0 0
EPHB2 -0.043 0.11 -9999 0 -0.32 35 35
EFNB1 0.016 0.024 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
Rac1/GDP -0.031 0.059 -9999 0 -0.39 1 1
Ephrin B2/EPHB1-2 -0.035 0.067 -9999 0 -0.3 4 4
neuron projection morphogenesis -0.029 0.056 -9999 0 -0.37 1 1
Ephrin B1/EPHB1-2/Tiam1 -0.035 0.065 -9999 0 -0.42 1 1
DNM1 -0.004 0.034 -9999 0 -0.32 3 3
cell-cell signaling 0 0.001 -9999 0 -10000 0 0
MAP2K4 -0.019 0.17 -9999 0 -0.71 14 14
YES1 -0.05 0.22 -9999 0 -0.96 14 14
Ephrin B1/EPHB1-2/NCK2 -0.031 0.058 -9999 0 -10000 0 0
PI3K -0.041 0.16 -9999 0 -0.7 15 15
mol:GDP -0.034 0.065 -9999 0 -0.42 1 1
ITGA2B -0.007 0.048 -9999 0 -0.32 6 6
endothelial cell proliferation 0 0 -9999 0 -10000 0 0
FYN -0.05 0.22 -9999 0 -0.96 14 14
MAP3K7 -0.038 0.17 -9999 0 -0.76 14 14
FGR -0.05 0.22 -9999 0 -0.96 14 14
TIAM1 -0.01 0.056 -9999 0 -0.32 8 8
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
RGS3 0 0 -9999 0 -10000 0 0
cell adhesion -0.048 0.16 -9999 0 -0.6 20 20
LYN -0.05 0.22 -9999 0 -0.96 14 14
Ephrin B1/EPHB1-2/Src Family Kinases -0.047 0.2 -9999 0 -0.9 14 14
Ephrin B1/EPHB1-2 -0.044 0.18 -9999 0 -0.82 14 14
SRC -0.05 0.22 -9999 0 -0.96 14 14
ITGB3 -0.015 0.11 -9999 0 -0.8 5 5
EPHB1 -0.034 0.098 -9999 0 -0.32 27 27
EPHB4 0 0 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
Ephrin B2/EPHB4 0 0 -9999 0 -10000 0 0
alphaIIb/beta3 Integrin -0.016 0.093 -9999 0 -0.64 5 5
BLK -0.05 0.22 -9999 0 -0.96 14 14
HCK -0.05 0.22 -9999 0 -0.96 14 14
regulation of stress fiber formation 0.03 0.058 -9999 0 -10000 0 0
MAPK8 -0.013 0.16 -9999 0 -0.66 15 15
Ephrin B1/EPHB1-2/RGS3 -0.031 0.058 -9999 0 -10000 0 0
endothelial cell migration -0.029 0.15 -9999 0 -0.65 14 14
NCK2 0 0 -9999 0 -10000 0 0
PTPN13 -0.045 0.2 -9999 0 -0.9 14 14
regulation of focal adhesion formation 0.03 0.058 -9999 0 -10000 0 0
chemotaxis 0.03 0.058 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
Rac1/GTP -0.03 0.057 -9999 0 -0.38 1 1
angiogenesis -0.044 0.18 -9999 0 -0.81 14 14
LCK -0.051 0.22 -9999 0 -0.96 14 14
FoxO family signaling

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
G6PC -0.41 0.67 -9999 0 -1.4 76 76
PLK1 -0.003 0.11 -9999 0 -10000 0 0
CDKN1B 0.016 0.099 -9999 0 -10000 0 0
FOXO3 0.026 0.084 -9999 0 -10000 0 0
KAT2B 0.009 0.01 -9999 0 -10000 0 0
FOXO1/SIRT1 -0.11 0.18 -9999 0 -0.39 76 76
CAT 0.031 0.078 -9999 0 -10000 0 0
CTNNB1 0 0 -9999 0 -10000 0 0
AKT1 -0.004 0.025 -9999 0 -10000 0 0
FOXO1 -0.11 0.21 -9999 0 -0.43 76 76
MAPK10 -0.12 0.22 -9999 0 -0.46 75 75
mol:GTP 0.002 0 -9999 0 -10000 0 0
FOXO4 0.006 0.11 -9999 0 -10000 0 0
response to oxidative stress -0.015 0.03 -9999 0 -10000 0 0
FOXO3A/SIRT1 0.003 0.062 -9999 0 -10000 0 0
XPO1 0 0 -9999 0 -10000 0 0
EP300 -0.013 0.019 -9999 0 -10000 0 0
BCL2L11 0.02 0.017 -9999 0 -10000 0 0
FOXO1/SKP2 -0.12 0.18 -9999 0 -0.39 76 76
mol:GDP -0.015 0.03 -9999 0 -10000 0 0
RAN 0 0 -9999 0 -10000 0 0
GADD45A 0.039 0.092 -9999 0 -1 1 1
YWHAQ 0 0 -9999 0 -10000 0 0
FOXO1/14-3-3 family 0.015 0.07 -9999 0 -10000 0 0
MST1 0 0.086 -9999 0 -0.79 3 3
CSNK1D 0 0 -9999 0 -10000 0 0
CSNK1E 0 0 -9999 0 -10000 0 0
FOXO4/14-3-3 family -0.02 0.078 -9999 0 -0.36 5 5
YWHAB 0 0 -9999 0 -10000 0 0
MAPK8 0.02 0.032 -9999 0 -0.46 1 1
MAPK9 0.022 0.012 -9999 0 -10000 0 0
YWHAG 0 0 -9999 0 -10000 0 0
YWHAE 0 0 -9999 0 -10000 0 0
YWHAZ 0 0 -9999 0 -10000 0 0
SIRT1 0.006 0.008 -9999 0 -10000 0 0
SOD2 0.003 0.12 -9999 0 -10000 0 0
RBL2 0.036 0.071 -9999 0 -10000 0 0
RAL/GDP -0.002 0.004 -9999 0 -10000 0 0
CHUK 0.009 0.01 -9999 0 -10000 0 0
Ran/GTP 0 0 -9999 0 -10000 0 0
CSNK1G2 0 0 -9999 0 -10000 0 0
RAL/GTP 0.01 0.016 -9999 0 -10000 0 0
CSNK1G1 0 0 -9999 0 -10000 0 0
FASLG -0.007 0.069 -9999 0 -10000 0 0
SKP2 -0.007 0.048 -9999 0 -0.32 6 6
USP7 0 0 -9999 0 -10000 0 0
IKBKB 0.009 0.01 -9999 0 -10000 0 0
CCNB1 0.025 0.09 -9999 0 -10000 0 0
FOXO1-3a-4/beta catenin -0.049 0.071 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process -0.12 0.18 -9999 0 -0.39 76 76
CSNK1A1 0 0 -9999 0 -10000 0 0
SGK1 0.009 0.01 -9999 0 -10000 0 0
CSNK1G3 0 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1 0 0 -9999 0 -10000 0 0
ZFAND5 0.016 0.098 -9999 0 -10000 0 0
SFN -0.06 0.19 -9999 0 -0.6 26 26
CDK2 -0.023 0.038 -9999 0 -0.32 1 1
FOXO3A/14-3-3 0.001 0.071 -9999 0 -0.34 1 1
CREBBP -0.021 0.033 -9999 0 -10000 0 0
FBXO32 0.027 0.083 -9999 0 -10000 0 0
BCL6 0.036 0.071 -9999 0 -10000 0 0
RALB 0 0 -9999 0 -10000 0 0
RALA 0 0 -9999 0 -10000 0 0
YWHAH 0 0 -9999 0 -10000 0 0
Regulation of Telomerase

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
Telomerase catalytic core complex -0.093 0.11 -9999 0 -0.7 1 1
RAD9A 0 0 -9999 0 -10000 0 0
AP1 -0.039 0.15 -9999 0 -0.61 16 16
IFNAR2 0 0 -9999 0 -10000 0 0
AKT1 -0.012 0.047 -9999 0 -0.29 6 6
ER alpha/Oestrogen -0.03 0.11 -9999 0 -0.32 25 25
NFX1/SIN3/HDAC complex 0 0 -9999 0 -10000 0 0
EGF -0.32 0.39 -9999 0 -0.8 103 103
SMG5 0 0 -9999 0 -10000 0 0
SMG6 0 0 -9999 0 -10000 0 0
SP3/HDAC2 0 0 -9999 0 -10000 0 0
TERT/c-Abl -0.092 0.092 -9999 0 -0.66 1 1
SAP18 0 0 -9999 0 -10000 0 0
MRN complex 0 0 -9999 0 -10000 0 0
WT1 -0.36 0.4 -9999 0 -0.8 116 116
WRN 0 0 -9999 0 -10000 0 0
SP1 0 0 -9999 0 -10000 0 0
SP3 0 0 -9999 0 -10000 0 0
TERF2IP 0 0 -9999 0 -10000 0 0
Telomerase/Nucleolin -0.074 0.082 -9999 0 -0.59 1 1
Mad/Max 0 0 -9999 0 -10000 0 0
TERT -0.094 0.11 -9999 0 -0.72 1 1
CCND1 -0.083 0.12 -9999 0 -1.3 1 1
MAX 0 0 -9999 0 -10000 0 0
RBBP7 0 0 -9999 0 -10000 0 0
RBBP4 0 0 -9999 0 -10000 0 0
TERF2 0 0 -9999 0 -10000 0 0
PTGES3 0 0 -9999 0 -10000 0 0
SIN3A 0 0 -9999 0 -10000 0 0
Telomerase/911 -0.003 0.006 -9999 0 -10000 0 0
CDKN1B -0.037 0.065 -9999 0 -10000 0 0
RAD1 0 0 -9999 0 -10000 0 0
XRCC5 0 0 -9999 0 -10000 0 0
XRCC6 0 0 -9999 0 -10000 0 0
SAP30 0 0 -9999 0 -10000 0 0
TRF2/PARP2 0 0 -9999 0 -10000 0 0
UBE3A 0 0 -9999 0 -10000 0 0
JUN -0.002 0.028 -9999 0 -0.32 2 2
E6 0 0 -9999 0 -10000 0 0
HPV-16 E6/E6AP 0 0 -9999 0 -10000 0 0
FOS -0.049 0.19 -9999 0 -0.8 16 16
IFN-gamma/IRF1 -0.048 0.085 -9999 0 -10000 0 0
PARP2 0 0 -9999 0 -10000 0 0
BLM -0.14 0.16 -9999 0 -0.32 115 115
Telomerase 0.001 0.03 -9999 0 -10000 0 0
IRF1 0 0 -9999 0 -10000 0 0
ESR1 -0.042 0.14 -9999 0 -0.44 25 25
KU/TER 0 0 -9999 0 -10000 0 0
ATM/TRF2 0 0 -9999 0 -10000 0 0
ubiquitin-dependent protein catabolic process 0 0 -9999 0 -10000 0 0
HPV-16 E6/E6AP/NFX1/SIN3/HDAC complex 0 0 -9999 0 -10000 0 0
HDAC1 0 0 -9999 0 -10000 0 0
HDAC2 0 0 -9999 0 -10000 0 0
ATM 0 0 -9999 0 -10000 0 0
SMAD3 0.017 0.02 -9999 0 -10000 0 0
ABL1 0 0 -9999 0 -10000 0 0
MXD1 0 0 -9999 0 -10000 0 0
MRE11A 0 0 -9999 0 -10000 0 0
HUS1 0 0 -9999 0 -10000 0 0
RPS6KB1 0 0 -9999 0 -10000 0 0
TERT/NF kappa B1/14-3-3 -0.064 0.074 -9999 0 -0.58 1 1
NR2F2 0 0.001 -9999 0 -10000 0 0
MAPK3 0.01 0.001 -9999 0 -10000 0 0
MAPK1 0.01 0.001 -9999 0 -10000 0 0
TGFB1/TGF beta receptor Type II -0.001 0.02 -9999 0 -0.32 1 1
NFKB1 0 0 -9999 0 -10000 0 0
HNRNPC 0 0 -9999 0 -10000 0 0
DNA damage response signal transduction by p53 class mediator resulting in induction of apoptosis 0 0 -9999 0 -10000 0 0
NBN 0 0 -9999 0 -10000 0 0
EGFR -0.006 0.057 -9999 0 -0.48 3 3
mol:Oestrogen 0 0 -9999 0 -10000 0 0
EGF/EGFR -0.25 0.3 -9999 0 -0.61 104 104
MYC -0.003 0.049 -9999 0 -0.8 1 1
IL2 0.001 0.001 -9999 0 -10000 0 0
KU 0 0 -9999 0 -10000 0 0
RAD50 0 0 -9999 0 -10000 0 0
HSP90AA1 0 0 -9999 0 -10000 0 0
TGFB1 -0.001 0.02 -9999 0 -0.32 1 1
TRF2/BLM -0.084 0.094 -9999 0 -10000 0 0
FRAP1 0 0 -9999 0 -10000 0 0
KU/TERT -0.088 0.09 -9999 0 -0.65 1 1
SP1/HDAC2 0 0 -9999 0 -10000 0 0
PINX1 0 0 -9999 0 -10000 0 0
Telomerase/EST1A -0.074 0.082 -9999 0 -0.59 1 1
Smad3/Myc -0.003 0.036 -9999 0 -0.53 1 1
911 complex 0 0 -9999 0 -10000 0 0
IFNG -0.077 0.14 -9999 0 -0.31 64 64
Telomerase/PinX1 -0.074 0.082 -9999 0 -0.59 1 1
Telomerase/AKT1/mTOR/p70S6K -0.002 0.03 -9999 0 -10000 0 0
SIN3B 0 0 -9999 0 -10000 0 0
YWHAE 0 0 -9999 0 -10000 0 0
Telomerase/EST1B -0.074 0.082 -9999 0 -0.59 1 1
response to DNA damage stimulus 0.002 0 -9999 0 -10000 0 0
MRN complex/TRF2/Rap1 0 0 -9999 0 -10000 0 0
TRF2/WRN 0 0 -9999 0 -10000 0 0
Telomerase/hnRNP C1/C2 -0.074 0.082 -9999 0 -0.59 1 1
E2F1 -0.11 0.15 -9999 0 -0.32 85 85
ZNFX1 0 0 -9999 0 -10000 0 0
PIF1 -0.026 0.088 -9999 0 -0.32 21 21
NCL 0 0 -9999 0 -10000 0 0
DKC1 0 0 -9999 0 -10000 0 0
telomeric DNA binding 0 0 -9999 0 -10000 0 0
Plasma membrane estrogen receptor signaling

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
GNB1/GNG2 -0.027 0.083 -10000 0 -0.48 6 6
ER alpha/Gai/GDP/Gbeta gamma -0.075 0.16 -10000 0 -0.4 40 40
AKT1 -0.025 0.13 -10000 0 -0.84 6 6
PIK3CA 0 0 -10000 0 -10000 0 0
E2/ER alpha (dimer)/PELP1/Src/PI3K -0.026 0.13 -10000 0 -0.85 6 6
mol:Ca2+ -0.005 0.13 -10000 0 -0.49 16 16
IGF1R -0.009 0.085 -10000 0 -0.8 3 3
E2/ER alpha (dimer)/Striatin -0.026 0.091 -10000 0 -0.53 6 6
SHC1 0 0 -10000 0 -10000 0 0
apoptosis 0.001 0.13 0.8 6 -10000 0 6
RhoA/GTP -0.017 0.064 -10000 0 -0.4 6 6
E2/ER alpha (dimer)/PELP1/Src/p130 Cas -0.055 0.13 -10000 0 -0.49 13 13
regulation of stress fiber formation -0.03 0.061 -10000 0 -10000 0 0
E2/ERA-ERB (dimer) -0.03 0.097 -10000 0 -0.56 6 6
KRAS 0 0 -10000 0 -10000 0 0
G13/GTP -0.023 0.083 -10000 0 -0.49 6 6
pseudopodium formation 0.03 0.061 -10000 0 -10000 0 0
E2/ER alpha (dimer)/PELP1 -0.025 0.09 -10000 0 -0.53 6 6
GRB2 0 0 -10000 0 -10000 0 0
GNG2 -0.007 0.048 -10000 0 -0.32 6 6
GNAO1 -0.1 0.27 -10000 0 -0.78 34 34
HRAS 0 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
mol:NO -0.011 0.12 -10000 0 -0.51 7 7
E2/ER beta (dimer) -0.006 0.036 -10000 0 -10000 0 0
mol:GDP -0.019 0.086 -10000 0 -0.57 6 6
mol:NADP -0.011 0.12 -10000 0 -0.51 7 7
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
mol:IP3 -0.039 0.12 -10000 0 -0.51 16 16
IGF-1R heterotetramer -0.009 0.085 -10000 0 -0.8 3 3
PLCB1 -0.039 0.12 -10000 0 -0.51 16 16
PLCB2 -0.041 0.13 -10000 0 -0.53 16 16
IGF1 -0.02 0.1 -10000 0 -0.44 12 12
mol:L-citrulline -0.011 0.12 -10000 0 -0.51 7 7
RHOA 0 0 -10000 0 -10000 0 0
Gai/GDP -0.11 0.26 -10000 0 -0.76 34 34
JNK cascade -0.006 0.036 -10000 0 -10000 0 0
BCAR1 0 0 -10000 0 -10000 0 0
ESR2 -0.009 0.052 -10000 0 -0.32 7 7
GNAQ 0 0 -10000 0 -10000 0 0
ESR1 -0.042 0.14 -10000 0 -0.44 25 25
Gq family/GDP/Gbeta gamma -0.02 0.079 -10000 0 -0.52 1 1
E2/ER alpha (dimer)/PELP1/Src/p52 SHC/GRB2/SOS1 0.007 0.06 -10000 0 -0.32 6 6
E2/ER alpha (dimer)/PELP1/Src/p52 SHC -0.055 0.13 -10000 0 -0.49 13 13
GNAZ -0.052 0.2 -10000 0 -0.8 17 17
E2/ER alpha (dimer) -0.03 0.11 -10000 0 -0.62 6 6
STRN -0.001 0.02 -10000 0 -0.32 1 1
GNAL -0.041 0.17 -10000 0 -0.7 15 15
PELP1 0 0 -10000 0 -10000 0 0
MAPK11 -0.005 0.03 -10000 0 -10000 0 0
GNAI2 0 0 -10000 0 -10000 0 0
GNAI3 0 0 -10000 0 -10000 0 0
GNAI1 -0.012 0.098 -10000 0 -0.8 4 4
HBEGF -0.07 0.16 -10000 0 -0.43 29 29
cAMP biosynthetic process -0.045 0.12 -10000 0 -0.43 19 19
SRC -0.039 0.16 -10000 0 -0.5 13 13
PI3K -0.003 0.04 -10000 0 -0.61 1 1
GNB1 0 0 -10000 0 -10000 0 0
G13/GDP/Gbeta gamma -0.018 0.077 -10000 0 -0.49 6 6
SOS1 0 0 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1 -0.055 0.12 -10000 0 -0.49 10 10
Gs family/GTP -0.046 0.12 -10000 0 -0.44 19 19
EntrezGene:2778 0 0 -10000 0 -10000 0 0
RAS family/GTP 0 0 -10000 0 -10000 0 0
vasodilation -0.01 0.11 -10000 0 -0.49 7 7
mol:DAG -0.039 0.12 -10000 0 -0.51 16 16
Gs family/GDP/Gbeta gamma -0.033 0.1 -10000 0 -0.39 18 18
MSN 0.03 0.065 -10000 0 -10000 0 0
Gq family/GTP -0.042 0.13 -10000 0 -0.54 16 16
mol:PI-3-4-5-P3 -0.025 0.12 -10000 0 -0.82 6 6
NRAS 0 0 -10000 0 -10000 0 0
mol:E2 0 0 -10000 0 -10000 0 0
cell adhesion 0.01 0.11 0.49 7 -10000 0 7
GRB2/SOS1 0 0 -10000 0 -10000 0 0
RhoA/GDP -0.017 0.08 -10000 0 -0.53 6 6
NOS3 -0.012 0.12 -10000 0 -0.54 7 7
GNA11 -0.003 0.049 -10000 0 -0.8 1 1
MAPKKK cascade 0 0.12 -10000 0 -0.65 6 6
E2/ER alpha (dimer)/PELP1/Src -0.058 0.14 -10000 0 -0.52 13 13
ruffle organization 0.03 0.061 -10000 0 -10000 0 0
ROCK2 -0.015 0.059 -10000 0 -0.36 6 6
GNA14 -0.049 0.19 -10000 0 -0.8 16 16
GNA15 -0.006 0.044 -10000 0 -0.32 5 5
GNA13 0 0 -10000 0 -10000 0 0
MMP9 -0.089 0.17 -10000 0 -0.47 27 27
MMP2 -0.047 0.17 -10000 0 -0.49 18 18
BARD1 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
BARD1/CSTF1 -0.1 0.1 -9999 0 -10000 0 0
ATM 0 0 -9999 0 -10000 0 0
UBE2D3 0 0 -9999 0 -10000 0 0
PRKDC 0 0 -9999 0 -10000 0 0
ATR 0 0 -9999 0 -10000 0 0
UBE2L3 0 0 -9999 0 -10000 0 0
FANCD2 -0.004 0.019 -9999 0 -10000 0 0
protein ubiquitination -0.081 0.084 -9999 0 -10000 0 0
XRCC5 0 0 -9999 0 -10000 0 0
XRCC6 0 0 -9999 0 -10000 0 0
M/R/N Complex 0 0 -9999 0 -10000 0 0
MRE11A 0 0 -9999 0 -10000 0 0
DNA-PK 0 0 -9999 0 -10000 0 0
FA complex/FANCD2/Ubiquitin 0.002 0.02 -9999 0 -10000 0 0
FANCF 0 0 -9999 0 -10000 0 0
BRCA1 -0.002 0.028 -9999 0 -0.32 2 2
CCNE1 -0.042 0.11 -9999 0 -0.32 34 34
CDK2/Cyclin E1 -0.028 0.072 -9999 0 -10000 0 0
FANCG 0 0 -9999 0 -10000 0 0
BRCA1/BACH1/BARD1 -0.11 0.11 -9999 0 -0.41 2 2
FANCE -0.009 0.052 -9999 0 -10000 0 0
FANCC 0 0 -9999 0 -10000 0 0
NBN 0 0 -9999 0 -10000 0 0
FANCA -0.02 0.078 -9999 0 -0.32 16 16
DNA repair -0.026 0.092 -9999 0 -10000 0 0
BRCA1/BARD1/ubiquitin -0.11 0.11 -9999 0 -0.41 2 2
BARD1/DNA-PK -0.069 0.07 -9999 0 -10000 0 0
FANCL 0 0 -9999 0 -10000 0 0
mRNA polyadenylation 0.1 0.1 -9999 0 -10000 0 0
BRCA1/BARD1/CTIP/M/R/N Complex -0.022 0.023 -9999 0 -10000 0 0
BRCA1/BACH1/BARD1/TopBP1 -0.083 0.085 -9999 0 -0.34 2 2
BRCA1/BARD1/P53 -0.071 0.072 -9999 0 -10000 0 0
BARD1/CSTF1/BRCA1 -0.083 0.085 -9999 0 -0.34 2 2
BRCA1/BACH1 -0.002 0.028 -9999 0 -0.32 2 2
BARD1 -0.16 0.16 -9999 0 -0.32 129 129
PCNA 0 0 -9999 0 -10000 0 0
BRCA1/BARD1/UbcH5C -0.083 0.085 -9999 0 -0.34 2 2
BRCA1/BARD1/UbcH7 -0.083 0.085 -9999 0 -0.34 2 2
BRCA1/BARD1/RAD51/PCNA -0.083 0.089 -9999 0 -0.46 1 1
BARD1/DNA-PK/P53 -0.061 0.061 -9999 0 -10000 0 0
BRCA1/BARD1/Ubiquitin -0.11 0.11 -9999 0 -0.41 2 2
BRCA1/BARD1/CTIP -0.071 0.072 -9999 0 -10000 0 0
FA complex -0.004 0.014 -9999 0 -10000 0 0
BARD1/EWS -0.1 0.1 -9999 0 -10000 0 0
RBBP8 0.019 0 -9999 0 -10000 0 0
TP53 0 0 -9999 0 -10000 0 0
TOPBP1 0 0 -9999 0 -10000 0 0
G1/S transition of mitotic cell cycle 0.07 0.072 -9999 0 -10000 0 0
BRCA1/BARD1 -0.081 0.085 -9999 0 -10000 0 0
CSTF1 0 0 -9999 0 -10000 0 0
BARD1/EWS-Fli1 -0.11 0.11 -9999 0 -0.22 129 129
CDK2 -0.001 0.02 -9999 0 -0.32 1 1
UniProt:Q9BZD1 0 0 -9999 0 -10000 0 0
RAD51 -0.026 0.088 -9999 0 -0.32 21 21
RAD50 0 0 -9999 0 -10000 0 0
BRCA1/BARD1/DNA-directed RNA polymerase II holoenzyme -0.11 0.11 -9999 0 -0.41 2 2
EWSR1 0 0 -9999 0 -10000 0 0
Canonical Wnt signaling pathway

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 0.001 0.007 -10000 0 -10000 0 0
AES 0.001 0.006 -10000 0 -10000 0 0
FBXW11 0 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
LRP6/FZD1 -0.006 0.036 -10000 0 -10000 0 0
SMAD4 0 0 -10000 0 -10000 0 0
DKK2 -0.043 0.12 -10000 0 -0.35 32 32
TLE1 -0.004 0.038 -10000 0 -0.33 3 3
MACF1 0 0 -10000 0 -10000 0 0
CTNNB1 0.025 0.048 -10000 0 -10000 0 0
WIF1 -0.054 0.12 -10000 0 -0.32 43 43
beta catenin/RanBP3 -0.004 0.041 0.38 2 -10000 0 2
KREMEN2 -0.041 0.11 -10000 0 -0.32 33 33
DKK1 -0.13 0.24 -10000 0 -0.46 74 74
beta catenin/beta TrCP1 0.004 0.041 -10000 0 -10000 0 0
FZD1 -0.009 0.052 -10000 0 -0.32 7 7
AXIN2 0.016 0.028 -10000 0 -10000 0 0
AXIN1 0 0 -10000 0 -10000 0 0
RAN 0 0 -10000 0 -10000 0 0
Axin1/APC/GSK3/beta catenin 0.001 0.007 -10000 0 -10000 0 0
beta catenin/TCF/CtBP/CBP/TLE1/AES/SMAD4 0.027 0.071 -10000 0 -10000 0 0
Axin1/APC/GSK3 0.013 0.045 -10000 0 -10000 0 0
Axin1/APC/GSK3/beta catenin/Macf1 0.03 0.042 -10000 0 -10000 0 0
HNF1A -0.039 0.17 -10000 0 -0.8 13 13
CTBP1 0.001 0.007 -10000 0 -10000 0 0
MYC 0.012 0.098 -10000 0 -1.5 1 1
RANBP3 0 0 -10000 0 -10000 0 0
DKK2/LRP6/Kremen 2 -0.045 0.097 -10000 0 -0.39 10 10
NKD1 -0.083 0.24 -10000 0 -0.72 30 30
TCF4 -0.001 0.021 -10000 0 -0.33 1 1
TCF3 -0.002 0.029 -10000 0 -0.33 2 2
WNT1/LRP6/FZD1/Axin1 -0.017 0.047 -10000 0 -10000 0 0
Ran/GTP 0 0 -10000 0 -10000 0 0
CtBP/CBP/TCF/TLE1/AES -0.012 0.063 0.44 1 -10000 0 1
LEF1 -0.025 0.087 -10000 0 -0.33 20 20
DVL1 0.007 0.017 -10000 0 -10000 0 0
CSNK2A1 0 0 -10000 0 -10000 0 0
beta catenin/TCF/CtBP/CBP/TLE1/AES 0.04 0.077 -10000 0 -0.47 1 1
DKK1/LRP6/Kremen 2 -0.098 0.16 -10000 0 -0.53 24 24
LRP6 -0.001 0.02 -10000 0 -0.32 1 1
CSNK1A1 0.001 0.007 -10000 0 -10000 0 0
NLK 0 0 -10000 0 -10000 0 0
CCND1 0.012 0.1 -10000 0 -1.6 1 1
WNT1 -0.028 0.091 -10000 0 -0.32 23 23
GSK3A 0 0 -10000 0 -10000 0 0
GSK3B 0 0 -10000 0 -10000 0 0
FRAT1 0 0 -10000 0 -10000 0 0
PPP2R5D 0.04 0.1 0.35 25 -10000 0 25
APC -0.015 0.041 -10000 0 -10000 0 0
WNT1/LRP6/FZD1 0.011 0.036 -10000 0 -10000 0 0
CREBBP 0.001 0.007 -10000 0 -10000 0 0
Effects of Botulinum toxin

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
STX1A 0.002 0.04 -9999 0 -0.22 8 8
UniProt:P19321 0 0 -9999 0 -10000 0 0
RIMS1/UNC13B -0.016 0.056 -9999 0 -10000 0 0
STXBP1 0 0 -9999 0 -10000 0 0
ACh/CHRNA1 -0.069 0.088 -9999 0 -0.22 9 9
RAB3GAP2/RIMS1/UNC13B -0.013 0.044 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
UniProt:P30996 0 0 -9999 0 -10000 0 0
UniProt:Q60393 0 0 -9999 0 -10000 0 0
CST086 0 0 -9999 0 -10000 0 0
RIMS1 -0.025 0.086 -9999 0 -0.32 20 20
mol:ACh -0.006 0.03 -9999 0 -0.16 6 6
RAB3GAP2 0 0 -9999 0 -10000 0 0
STX1A/SNAP25/VAMP2 -0.019 0.047 -9999 0 -10000 0 0
UniProt:P10844 0 0 -9999 0 -10000 0 0
muscle contraction -0.069 0.088 -9999 0 -0.22 9 9
UNC13B 0 0 -9999 0 -10000 0 0
CHRNA1 -0.11 0.15 -9999 0 -0.32 85 85
UniProt:P10845 0 0 -9999 0 -10000 0 0
ACh/Synaptotagmin 1 -0.032 0.1 -9999 0 -0.44 11 11
SNAP25 -0.027 0.063 -9999 0 -0.38 6 6
VAMP2 0 0 -9999 0 -10000 0 0
SYT1 -0.039 0.15 -9999 0 -0.48 21 21
UniProt:Q00496 0 0 -9999 0 -10000 0 0
STXIA/STXBP1 -0.005 0.03 -9999 0 -10000 0 0
STX1A/SNAP25 fragment 1/VAMP2 -0.019 0.047 -9999 0 -10000 0 0
PLK2 and PLK4 events

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
PLK2 -0.001 0.02 -9999 0 -0.32 1 1
PLK4 -0.017 0.073 -9999 0 -0.32 14 14
regulation of centriole replication 0.005 0.053 -9999 0 -10000 0 0
Syndecan-2-mediated signaling events

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
Syndecan-2/Fibronectin -0.032 0.066 -9999 0 -10000 0 0
EPHB2 -0.044 0.11 -9999 0 -0.32 35 35
Syndecan-2/TACI -0.001 0.011 -9999 0 -10000 0 0
LAMA1 -0.035 0.14 -9999 0 -0.47 19 19
Syndecan-2/alpha2 ITGB1 -0.017 0.059 -9999 0 -0.45 3 3
HRAS 0 0 -9999 0 -10000 0 0
Syndecan-2/CASK -0.001 0.011 -9999 0 -10000 0 0
ITGA5 -0.002 0.028 -9999 0 -0.32 2 2
BAX 0.032 0.033 -9999 0 -0.46 1 1
EPB41 -0.003 0.049 -9999 0 -0.8 1 1
positive regulation of cell-cell adhesion -0.001 0.009 -9999 0 -10000 0 0
LAMA3 -0.035 0.12 -9999 0 -0.38 24 24
EZR 0 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
CAV2 0 0 -9999 0 -10000 0 0
Syndecan-2/MMP2 -0.022 0.073 -9999 0 -0.53 3 3
RP11-540L11.1 0 0 -9999 0 -10000 0 0
alpha2 ITGB1 -0.002 0.022 -9999 0 -10000 0 0
dendrite morphogenesis -0.023 0.058 -9999 0 -10000 0 0
Syndecan-2/GM-CSF -0.005 0.029 -9999 0 -10000 0 0
determination of left/right symmetry 0.015 0.014 -9999 0 -0.21 1 1
Syndecan-2/PKC delta -0.001 0.01 -9999 0 -10000 0 0
GNB2L1 -0.001 0.02 -9999 0 -0.32 1 1
MAPK3 -0.004 0.024 -9999 0 -10000 0 0
MAPK1 -0.004 0.024 -9999 0 -10000 0 0
Syndecan-2/RACK1 -0.001 0.012 -9999 0 -10000 0 0
NF1 -0.003 0.049 -9999 0 -0.8 1 1
FGFR/FGF/Syndecan-2 0.015 0.014 -9999 0 -0.21 1 1
ITGA2 -0.004 0.034 -9999 0 -0.32 3 3
MAPK8 0.026 0.036 -9999 0 -0.52 1 1
Syndecan-2/alpha2/beta1 Integrin -0.019 0.073 -9999 0 -0.45 6 6
Syndecan-2/Kininogen -0.12 0.22 -9999 0 -0.53 61 61
ITGB1 0 0 -9999 0 -10000 0 0
SRC -0.001 0.01 -9999 0 -10000 0 0
Syndecan-2/CASK/Protein 4.1 -0.002 0.032 -9999 0 -0.49 1 1
extracellular matrix organization -0.001 0.015 -9999 0 -10000 0 0
actin cytoskeleton reorganization -0.032 0.066 -9999 0 -10000 0 0
Syndecan-2/Caveolin-2/Ras -0.001 0.009 -9999 0 -10000 0 0
Syndecan-2/Laminin alpha3 -0.02 0.072 -9999 0 -0.53 3 3
Syndecan-2/RasGAP -0.001 0.01 -9999 0 -10000 0 0
alpha5/beta1 Integrin -0.002 0.018 -9999 0 -10000 0 0
PRKCD 0 0 -9999 0 -10000 0 0
Syndecan-2 dimer -0.023 0.058 -9999 0 -10000 0 0
GO:0007205 0 0 -9999 0 -10000 0 0
DNA mediated transformation 0 0 -9999 0 -10000 0 0
Syndecan-2/RasGAP/Src -0.001 0.009 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
SDCBP 0 0 -9999 0 -10000 0 0
TNFRSF13B 0 0 -9999 0 -10000 0 0
RASA1 0 0 -9999 0 -10000 0 0
alpha2/beta1 Integrin -0.002 0.022 -9999 0 -10000 0 0
Syndecan-2/Synbindin -0.001 0.01 -9999 0 -10000 0 0
TGFB1 -0.001 0.02 -9999 0 -0.32 1 1
CASP3 -0.001 0.009 -9999 0 -10000 0 0
FN1 -0.061 0.13 -9999 0 -0.32 49 49
Syndecan-2/IL8 -0.026 0.09 -9999 0 -0.53 6 6
SDC2 0.016 0.014 -9999 0 -0.21 1 1
KNG1 -0.19 0.34 -9999 0 -0.8 61 61
Syndecan-2/Neurofibromin -0.003 0.034 -9999 0 -0.53 1 1
TRAPPC4 0 0 -9999 0 -10000 0 0
CSF2 -0.009 0.052 -9999 0 -0.32 7 7
Syndecan-2/TGFB1 -0.001 0.015 -9999 0 -10000 0 0
Syndecan-2/Syntenin/PI-4-5-P2 -0.001 0.009 -9999 0 -10000 0 0
Syndecan-2/Ezrin -0.001 0.009 -9999 0 -10000 0 0
PRKACA -0.002 0.031 -9999 0 -0.48 1 1
angiogenesis -0.026 0.09 -9999 0 -0.52 6 6
MMP2 -0.038 0.12 -9999 0 -0.38 26 26
IL8 -0.045 0.14 -9999 0 -0.43 27 27
calcineurin-NFAT signaling pathway -0.001 0.011 -9999 0 -10000 0 0
Ceramide signaling 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
SPHK2 0.016 0.039 -10000 0 -0.61 1 1
MAP4K4 -0.005 0.031 -10000 0 -10000 0 0
BAG4 -0.001 0.02 -10000 0 -0.32 1 1
PKC zeta/ceramide -0.098 0.15 -10000 0 -0.5 29 29
NFKBIA 0 0 -10000 0 -10000 0 0
BIRC3 -0.01 0.087 -10000 0 -0.68 4 4
BAX -0.02 0.027 -10000 0 -10000 0 0
RIPK1 0 0 -10000 0 -10000 0 0
AKT1 0.035 0.025 -10000 0 -10000 0 0
BAD -0.044 0.056 0.2 1 -10000 0 1
SMPD1 0.022 0.016 -10000 0 -10000 0 0
RB1 -0.044 0.056 0.2 1 -10000 0 1
FADD/Caspase 8 -0.003 0.027 -10000 0 -10000 0 0
MAP2K4 -0.035 0.053 -10000 0 -10000 0 0
NSMAF 0 0 -10000 0 -10000 0 0
response to UV 0 0 -10000 0 -10000 0 0
RAF1 -0.036 0.055 -10000 0 -0.24 1 1
EGF -0.32 0.39 -10000 0 -0.8 103 103
mol:ceramide -0.055 0.06 0.21 1 -10000 0 1
MADD 0 0 -10000 0 -10000 0 0
response to oxidative stress 0 0 -10000 0 -10000 0 0
mol:Free Fatty acid 0.016 0.039 -10000 0 -0.61 1 1
ASAH1 0 0 -10000 0 -10000 0 0
negative regulation of cell cycle -0.044 0.056 0.2 1 -10000 0 1
cell proliferation -0.035 0.055 -10000 0 -0.39 3 3
BID 0.009 0.033 -10000 0 -10000 0 0
MAP3K1 -0.044 0.056 0.2 1 -10000 0 1
EIF2A -0.027 0.051 -10000 0 -10000 0 0
TRADD 0 0 -10000 0 -10000 0 0
CRADD -0.003 0.049 -10000 0 -0.8 1 1
MAPK3 -0.024 0.052 -10000 0 -10000 0 0
response to heat 0 0 -10000 0 -10000 0 0
MAPK1 -0.024 0.052 -10000 0 -10000 0 0
Cathepsin D/ceramide -0.045 0.054 -10000 0 -10000 0 0
FADD -0.004 0.03 -10000 0 -10000 0 0
KSR1 -0.045 0.058 0.2 1 -0.26 1 2
MAPK8 -0.064 0.096 -10000 0 -0.3 29 29
PRKRA -0.044 0.056 0.2 1 -10000 0 1
PDGFA -0.003 0.049 -10000 0 -0.8 1 1
TRAF2 0 0 -10000 0 -10000 0 0
IGF1 -0.02 0.1 -10000 0 -0.44 12 12
mol:GD3 0 0 -10000 0 -10000 0 0
ganglioside biosynthetic process -0.055 0.06 0.21 1 -10000 0 1
CTSD 0 0 -10000 0 -10000 0 0
regulation of nitric oxide biosynthetic process 0 0 -10000 0 -10000 0 0
response to radiation 0 0 -10000 0 -10000 0 0
ERK1/PKC delta -0.037 0.058 -10000 0 -0.42 3 3
PRKCD 0 0 -10000 0 -10000 0 0
PRKCZ -0.09 0.25 -10000 0 -0.78 30 30
mol:GW4869 0 0 -10000 0 -10000 0 0
mol:sphingosine 0.016 0.039 -10000 0 -0.61 1 1
RelA/NF kappa B1 0 0 -10000 0 -10000 0 0
mol:glutathione 0 0 -10000 0 -10000 0 0
PAWR -0.018 0.12 -10000 0 -0.8 6 6
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD -0.005 0.033 -10000 0 -10000 0 0
TNFR1A/BAG4/TNF-alpha -0.006 0.032 -10000 0 -10000 0 0
mol:Sphingosine-1-phosphate 0.016 0.039 -10000 0 -0.61 1 1
MAP2K1 -0.027 0.053 -10000 0 -10000 0 0
mol:C11AG 0 0 -10000 0 -10000 0 0
RELA 0 0 -10000 0 -10000 0 0
CYCS -0.029 0.039 0.15 1 -10000 0 1
TNFRSF1A 0 0 -10000 0 -10000 0 0
NFKB1 0 0 -10000 0 -10000 0 0
TNFR1A/BAG4 -0.001 0.013 -10000 0 -10000 0 0
EIF2AK2 -0.035 0.053 0.2 1 -10000 0 1
TNF-alpha/TNFR1A/FAN -0.006 0.03 -10000 0 -10000 0 0
response to hydrogen peroxide 0 0 -10000 0 -10000 0 0
CASP8 -0.002 0.017 -10000 0 -10000 0 0
MAP2K2 -0.027 0.053 -10000 0 -10000 0 0
SMPD3 0.023 0.019 -10000 0 -10000 0 0
TNF -0.011 0.059 -10000 0 -0.32 9 9
PKC zeta/PAR4 -0.082 0.22 -10000 0 -0.66 32 32
mol:PHOSPHOCHOLINE 0.1 0.14 0.27 104 -10000 0 104
NF kappa B1/RelA/I kappa B alpha -0.061 0.17 -10000 0 -0.49 32 32
AIFM1 -0.029 0.039 0.15 1 -10000 0 1
BCL2 0 0 -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 0.024 0.066 -9999 0 -10000 0 0
UGCG -0.004 0.062 -9999 0 -0.98 1 1
AKT1/mTOR/p70S6K/Hsp90/TERT 0.042 0.057 -9999 0 -0.4 1 1
mol:GTP 0 0 -9999 0 -10000 0 0
mol:glucosylceramide 0.012 0.063 -9999 0 -0.96 1 1
mol:DAG 0 0.003 -9999 0 -10000 0 0
CaM/Ca2+/Calcineurin A alpha-beta B1 -0.012 0.05 -9999 0 -0.45 2 2
FRAP1 0.044 0.078 -9999 0 -0.47 3 3
FOXO3 0.046 0.078 -9999 0 -0.47 3 3
AKT1 0.04 0.082 -9999 0 -0.51 3 3
GAB2 -0.001 0.02 -9999 0 -0.32 1 1
SMPD1 -0.001 0.013 -9999 0 -10000 0 0
SGMS1 -0.001 0.013 -9999 0 -10000 0 0
positive regulation of NF-kappaB transcription factor activity 0 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
mol:GDP 0.017 0.036 -9999 0 -0.53 1 1
CALM1 0 0 -9999 0 -10000 0 0
cell proliferation 0.025 0.082 -9999 0 -0.7 2 2
EIF3A 0 0 -9999 0 -10000 0 0
PI3K -0.003 0.04 -9999 0 -0.61 1 1
RPS6KB1 0.016 0.017 -9999 0 -10000 0 0
mol:sphingomyelin 0 0.003 -9999 0 -10000 0 0
natural killer cell activation 0.001 0.001 -9999 0 -10000 0 0
JAK3 -0.025 0.085 -9999 0 -0.32 20 20
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
JAK1 0 0 -9999 0 -10000 0 0
NFKB1 0 0 -9999 0 -10000 0 0
MYC 0.043 0.096 -9999 0 -0.82 2 2
MYB 0.016 0.039 -9999 0 -10000 0 0
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K 0.028 0.088 -9999 0 -0.64 2 2
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3 -0.001 0.006 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 0.03 0.086 -9999 0 -0.62 2 2
Rac1/GDP -0.002 0.031 -9999 0 -0.48 1 1
T cell proliferation -0.013 0.15 -9999 0 -0.39 32 32
SHC1 0 0 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
positive regulation of cyclin-dependent protein kinase activity 0.003 0.006 -9999 0 -10000 0 0
PRKCZ -0.015 0.16 -9999 0 -0.4 32 32
NF kappa B1 p50/RelA -0.012 0.049 -9999 0 -0.55 1 1
IL2/IL2R beta/gamma/JAK1/LCK/JAK3/PI3K -0.02 0.057 -9999 0 -0.53 1 1
HSP90AA1 0 0 -9999 0 -10000 0 0
RELA 0 0 -9999 0 -10000 0 0
IL2RA -0.077 0.16 -9999 0 -0.36 55 55
IL2RB -0.042 0.11 -9999 0 -0.32 34 34
TERT 0 0 -9999 0 -10000 0 0
E2F1 0.015 0.026 -9999 0 -10000 0 0
SOS1 0 0 -9999 0 -10000 0 0
RPS6 0 0 -9999 0 -10000 0 0
mol:cAMP -0.002 0.003 -9999 0 -10000 0 0
PTPN11 0 0 -9999 0 -10000 0 0
IL2RG -0.039 0.12 -9999 0 -0.35 29 29
actin cytoskeleton organization -0.013 0.15 -9999 0 -0.39 32 32
GRB2 0 0 -9999 0 -10000 0 0
IL2 0.003 0.001 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
Rac1/GTP 0.022 0.032 -9999 0 -0.46 1 1
LCK -0.039 0.11 -9999 0 -0.34 30 30
BCL2 0.049 0.065 -9999 0 -0.49 1 1
IL27-mediated signaling events

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
TGFB1 -0.001 0.02 -10000 0 -0.32 1 1
CD4-positive alpha-beta T cell lineage commitment 0 0 -10000 0 -10000 0 0
cytokine production during immune response -0.003 0.059 -10000 0 -10000 0 0
IL27/IL27R/JAK1 -0.019 0.13 -10000 0 -10000 0 0
TBX21 -0.01 0.17 -10000 0 -0.51 5 5
IL12B -0.018 0.074 -10000 0 -0.33 14 14
IL12A 0.005 0.02 -10000 0 -0.22 2 2
IL6ST -0.037 0.11 -10000 0 -0.33 30 30
IL27RA/JAK1 0.002 0.021 -10000 0 -10000 0 0
IL27 -0.018 0.081 -10000 0 -0.33 16 16
TYK2 0.005 0.006 -10000 0 -10000 0 0
T-helper cell lineage commitment -0.032 0.11 -10000 0 -10000 0 0
T-helper 2 cell differentiation -0.003 0.059 -10000 0 -10000 0 0
T cell proliferation during immune response -0.003 0.059 -10000 0 -10000 0 0
MAPKKK cascade 0.003 0.059 -10000 0 -10000 0 0
STAT3 0 0 -10000 0 -10000 0 0
STAT2 -0.001 0.02 -10000 0 -0.32 1 1
STAT1 0 0.021 -10000 0 -0.33 1 1
IL12RB1 -0.026 0.089 -10000 0 -0.32 21 21
positive regulation of tyrosine phosphorylation of STAT protein 0 0 -10000 0 -10000 0 0
IL12RB2 0.005 0.14 -10000 0 -0.52 3 3
IL27/IL27R/JAK2/TYK2 0.002 0.06 -10000 0 -10000 0 0
positive regulation of T cell mediated cytotoxicity 0.003 0.059 -10000 0 -10000 0 0
STAT1 (dimer) 0.001 0.2 0.51 25 -10000 0 25
JAK2 -0.001 0.021 -10000 0 -0.33 1 1
JAK1 0.002 0.005 -10000 0 -10000 0 0
STAT2 (dimer) -0.018 0.039 -10000 0 -10000 0 0
T cell proliferation -0.035 0.15 -10000 0 -0.45 21 21
IL12/IL12R/TYK2/JAK2 0 0.045 -10000 0 -10000 0 0
IL17A -0.032 0.11 -10000 0 -10000 0 0
mast cell activation -0.003 0.059 -10000 0 -10000 0 0
IFNG -0.001 0.022 -10000 0 -10000 0 0
T cell differentiation -0.003 0.005 -10000 0 -10000 0 0
STAT3 (dimer) -0.018 0.038 -10000 0 -10000 0 0
STAT5A (dimer) -0.018 0.038 -10000 0 -10000 0 0
STAT4 (dimer) -0.022 0.049 -10000 0 -10000 0 0
STAT4 -0.01 0.056 -10000 0 -0.32 8 8
T cell activation -0.007 0.004 -10000 0 -10000 0 0
IL27R/JAK2/TYK2 -0.019 0.046 -10000 0 -10000 0 0
GATA3 -0.14 0.45 -10000 0 -1.5 25 25
IL18 -0.024 0.14 -10000 0 -0.62 13 13
positive regulation of mast cell cytokine production -0.017 0.038 -10000 0 -10000 0 0
IL27/EBI3 -0.03 0.1 -10000 0 -0.43 10 10
IL27RA -0.001 0.016 -10000 0 -10000 0 0
IL6 -0.085 0.24 -10000 0 -0.73 30 30
STAT5A 0 0 -10000 0 -10000 0 0
monocyte differentiation 0 0.001 -10000 0 -10000 0 0
IL2 0 0.01 -10000 0 -10000 0 0
IL1B -0.021 0.12 -10000 0 -0.44 16 16
EBI3 -0.029 0.097 -10000 0 -0.33 24 24
TNF -0.001 0.042 -10000 0 -0.22 9 9
Signaling events mediated by PRL

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
CCNE1 -0.042 0.11 -9999 0 -0.32 34 34
mol:Halofuginone 0 0 -9999 0 -10000 0 0
ITGA1 -0.003 0.049 -9999 0 -0.8 1 1
CDKN1A -0.003 0.022 -9999 0 -10000 0 0
PRL-3/alpha Tubulin 0 0 -9999 0 -10000 0 0
mol:Ca2+ -0.14 0.26 -9999 0 -0.6 60 60
AGT -0.18 0.33 -9999 0 -0.77 60 60
CCNA2 -0.017 0.098 -9999 0 -0.58 3 3
TUBA1B 0 0 -9999 0 -10000 0 0
EGR1 0.01 0.077 -9999 0 -0.6 4 4
CDK2/Cyclin E1 -0.018 0.043 -9999 0 -10000 0 0
MAPK3 0.019 0 -9999 0 -10000 0 0
PRL-2 /Rab GGTase beta 0 0 -9999 0 -10000 0 0
MAPK1 0.019 0 -9999 0 -10000 0 0
PTP4A1 0.025 0.062 -9999 0 -0.47 4 4
PTP4A3 0 0 -9999 0 -10000 0 0
PTP4A2 0 0 -9999 0 -10000 0 0
ITGB1 0.019 0 -9999 0 -10000 0 0
SRC 0 0 -9999 0 -10000 0 0
RAC1 -0.003 0.022 -9999 0 -10000 0 0
Rab GGTase beta/Rab GGTase alpha 0 0 -9999 0 -10000 0 0
PRL-1/ATF-5 -0.012 0.059 -9999 0 -10000 0 0
RABGGTA 0 0 -9999 0 -10000 0 0
BCAR1 0 0 -9999 0 -10000 0 0
RHOC -0.003 0.022 -9999 0 -10000 0 0
RHOA -0.003 0.022 -9999 0 -10000 0 0
cell motility 0.027 0.028 -9999 0 -10000 0 0
PRL-1/alpha Tubulin -0.007 0.053 -9999 0 -10000 0 0
PRL-3/alpha1 Integrin -0.002 0.038 -9999 0 -0.61 1 1
ROCK1 0.027 0.028 -9999 0 -10000 0 0
RABGGTB 0 0 -9999 0 -10000 0 0
CDK2 -0.001 0.02 -9999 0 -0.32 1 1
mitosis 0.025 0.061 -9999 0 -0.46 4 4
ATF5 -0.015 0.068 -9999 0 -0.32 12 12
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met)

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
MET/RANBP9 -0.009 0.075 -9999 0 -0.61 4 4
CRKL 0.015 0.073 -9999 0 -0.33 4 4
mol:PIP3 -0.019 0.005 -9999 0 -10000 0 0
AKT1 0.001 0.004 -9999 0 -10000 0 0
PTK2B 0 0 -9999 0 -10000 0 0
RAPGEF1 0.021 0.069 -9999 0 -0.3 4 4
RANBP10 0 0 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
HGF/MET/SHIP2 -0.032 0.12 -9999 0 -0.53 15 15
MAP3K5 0.025 0.076 -9999 0 -0.63 1 1
HGF/MET/CIN85/CBL/ENDOPHILINS -0.029 0.11 -9999 0 -0.48 15 15
AP1 -0.037 0.14 -9999 0 -0.56 16 16
mol:SU11274 0 0 -9999 0 -10000 0 0
SHC1 0 0 -9999 0 -10000 0 0
apoptosis -0.033 0.19 -9999 0 -0.76 16 16
STAT3 (dimer) -0.018 0.073 -9999 0 -0.31 15 15
GAB1/CRKL/SHP2/PI3K -0.015 0.06 -9999 0 -0.37 1 1
INPP5D -0.005 0.04 -9999 0 -0.32 4 4
CBL/CRK -0.015 0.06 -9999 0 -0.3 4 4
PTPN11 0 0 -9999 0 -10000 0 0
GO:0007205 0 0 -9999 0 -10000 0 0
PLCG1 0 0 -9999 0 -10000 0 0
PTEN 0 0 -9999 0 -10000 0 0
ELK1 -0.001 0.034 -9999 0 -0.27 4 4
mol:SU5416 0 0 -9999 0 -10000 0 0
SHP2/GRB2/SOS1GAB1 -0.011 0.044 -9999 0 -10000 0 0
PAK1 0.008 0.003 -9999 0 -10000 0 0
HGF/MET/RANBP10 -0.032 0.12 -9999 0 -0.53 15 15
HRAS -0.029 0.12 -9999 0 -0.75 4 4
DOCK1 0.021 0.069 -9999 0 -0.3 4 4
GAB1 0.008 0.076 -9999 0 -0.3 15 15
CRK 0.015 0.073 -9999 0 -0.33 4 4
mol:PHA665752 0 0 -9999 0 -10000 0 0
mol:GDP -0.035 0.14 -9999 0 -0.61 15 15
JUN -0.002 0.028 -9999 0 -0.32 2 2
EntrezGene:200958 0 0 -9999 0 -10000 0 0
HGF/MET -0.017 0.067 -9999 0 -0.28 15 15
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
cell morphogenesis 0.037 0.088 -9999 0 -10000 0 0
GRB2/SHC -0.014 0.057 -9999 0 -0.31 4 4
FOS -0.049 0.19 -9999 0 -0.8 16 16
GLMN 0 0 -9999 0 -10000 0 0
cell motility -0.001 0.034 -9999 0 -0.27 4 4
HGF/MET/MUC20 -0.033 0.12 -9999 0 -0.53 15 15
cell migration -0.014 0.056 -9999 0 -0.3 4 4
GRB2 0 0 -9999 0 -10000 0 0
CBL 0 0 -9999 0 -10000 0 0
MET/RANBP10 -0.009 0.075 -9999 0 -0.61 4 4
HGF/MET/Paxillin/FAK1/FAK12/RasGAP -0.02 0.077 -9999 0 -0.33 15 15
MET/MUC20 -0.01 0.076 -9999 0 -0.62 4 4
RAP1B 0.026 0.067 -9999 0 -10000 0 0
RAP1A 0.027 0.066 -9999 0 -10000 0 0
HGF/MET/RANBP9 -0.032 0.12 -9999 0 -0.53 15 15
RAF1 0.008 0.12 -9999 0 -0.7 4 4
STAT3 -0.019 0.073 -9999 0 -0.32 15 15
cell proliferation 0.019 0.11 -9999 0 -0.44 15 15
RPS6KB1 -0.006 0.024 -9999 0 -10000 0 0
MAPK3 -0.005 0.03 -9999 0 -10000 0 0
MAPK1 -0.005 0.03 -9999 0 -0.24 4 4
RANBP9 0 0 -9999 0 -10000 0 0
MAPK8 0.036 0.071 -9999 0 -0.47 2 2
SRC -0.018 0.071 -9999 0 -10000 0 0
PI3K -0.016 0.063 -9999 0 -0.34 5 5
MET/Glomulin -0.009 0.068 -9999 0 -0.55 4 4
SOS1 0 0 -9999 0 -10000 0 0
MAP2K1 0.015 0.11 -9999 0 -0.63 4 4
MET -0.012 0.098 -9999 0 -0.8 4 4
MAP4K1 0.02 0.069 -9999 0 -0.3 4 4
PTK2 0 0 -9999 0 -10000 0 0
MAP2K2 0.015 0.11 -9999 0 -0.63 4 4
BAD 0.008 0.003 -9999 0 -10000 0 0
MAP2K4 0.031 0.07 -9999 0 -0.56 1 1
SHP2/GRB2/SOS1/GAB1 -0.017 0.074 -9999 0 -0.49 4 4
INPPL1 0 0 -9999 0 -10000 0 0
PXN 0 0 -9999 0 -10000 0 0
SH3KBP1 0 0 -9999 0 -10000 0 0
HGS -0.015 0.061 -9999 0 -0.33 4 4
PLCgamma1/PKC 0 0 -9999 0 -10000 0 0
HGF -0.038 0.16 -9999 0 -0.7 14 14
RASA1 0 0 -9999 0 -10000 0 0
NCK1 0 0 -9999 0 -10000 0 0
PTPRJ 0 0 -9999 0 -10000 0 0
NCK/PLCgamma1 -0.015 0.061 -9999 0 -0.3 4 4
PDPK1 -0.008 0.004 -9999 0 -10000 0 0
HGF/MET/SHIP -0.035 0.12 -9999 0 -0.53 15 15
IL1-mediated signaling events

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
UBC13/UEV1A -0.001 0.014 -9999 0 -10000 0 0
PRKCZ -0.09 0.25 -9999 0 -0.78 30 30
MAP3K7IP2 0 0 -9999 0 -10000 0 0
ERC1 0 0 -9999 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4 -0.012 0.051 -9999 0 -0.41 1 1
IRAK/TOLLIP -0.001 0.009 -9999 0 -10000 0 0
IKBKB 0 0 -9999 0 -10000 0 0
IKBKG 0 0 -9999 0 -10000 0 0
IL1 alpha/IL1R2 -0.066 0.13 -9999 0 -0.63 7 7
IL1A -0.08 0.14 -9999 0 -0.32 64 64
IL1B -0.012 0.13 -9999 0 -0.61 10 10
IRAK/TRAF6/p62/Atypical PKCs -0.047 0.13 -9999 0 -0.41 29 29
IL1R2 -0.02 0.12 -9999 0 -0.73 7 7
IL1R1 -0.006 0.07 -9999 0 -0.8 2 2
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP -0.01 0.054 -9999 0 -0.43 2 2
TOLLIP 0 0 -9999 0 -10000 0 0
TICAM2 -0.001 0.02 -9999 0 -0.32 1 1
MAP3K3 0 0 -9999 0 -10000 0 0
TAK1/TAB1/TAB2 0 0 -9999 0 -10000 0 0
IKK complex/ELKS -0.01 0.027 -9999 0 -10000 0 0
JUN 0.022 0.075 -9999 0 -0.38 1 1
MAP3K7 0 0 -9999 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/PI3K -0.026 0.11 -9999 0 -0.5 11 11
IL1 alpha/IL1R1/IL1RAP/MYD88 -0.04 0.078 -9999 0 -0.55 2 2
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4 -0.036 0.07 -9999 0 -0.52 2 2
IL1 beta fragment/IL1R1/IL1RAP -0.028 0.11 -9999 0 -0.52 11 11
NFKB1 0 0 -9999 0 -10000 0 0
MAPK8 -0.014 0.073 -9999 0 -0.4 9 9
IRAK1 -0.001 0.011 -9999 0 -10000 0 0
IL1RN/IL1R1 -0.021 0.082 -9999 0 -0.61 3 3
IRAK4 0 0 -9999 0 -10000 0 0
PRKCI 0 0 -9999 0 -10000 0 0
TRAF6 0 0 -9999 0 -10000 0 0
PI3K -0.003 0.04 -9999 0 -0.61 1 1
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP -0.014 0.062 -9999 0 -0.45 2 2
CHUK 0 0 -9999 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/MYD88s -0.028 0.11 -9999 0 -0.52 11 11
IL1 beta/IL1R2 -0.037 0.14 -9999 0 -0.57 15 15
IRAK/TRAF6/TAK1/TAB1/TAB2 0 0.007 -9999 0 -10000 0 0
NF kappa B1 p50/RelA -0.023 0.097 -9999 0 -0.77 2 2
IRAK3 -0.005 0.04 -9999 0 -0.32 4 4
IL1 beta fragment/IL1R1/IL1RAP/TICAM2/IRAK4 -0.025 0.099 -9999 0 -0.46 11 11
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP -0.015 0.038 -9999 0 -0.37 2 2
IL1 alpha/IL1R1/IL1RAP -0.047 0.089 -9999 0 -0.52 3 3
RELA 0 0 -9999 0 -10000 0 0
MAP3K7IP1 0 0 -9999 0 -10000 0 0
SQSTM1 0 0 -9999 0 -10000 0 0
MYD88 0 0 -9999 0 -10000 0 0
IRAK/TRAF6/MEKK3 0 0.008 -9999 0 -10000 0 0
IL1RAP -0.005 0.04 -9999 0 -0.32 4 4
UBE2N -0.001 0.02 -9999 0 -0.32 1 1
IRAK/TRAF6 -0.02 0.081 -9999 0 -0.7 1 1
CASP1 -0.003 0.049 -9999 0 -0.8 1 1
IL1RN/IL1R2 -0.031 0.11 -9999 0 -0.61 7 7
IL1 beta fragment/IL1R1/IL1RAP/MYD88 -0.026 0.1 -9999 0 -0.49 11 11
TMEM189-UBE2V1 0 0 -9999 0 -10000 0 0
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP -0.009 0.037 -9999 0 -0.41 2 2
PIK3CA 0 0 -9999 0 -10000 0 0
IL1RN -0.024 0.093 -9999 0 -0.35 18 18
TRAF6/TAK1/TAB1/TAB2 -0.001 0.008 -9999 0 -10000 0 0
MAP2K6 -0.014 0.074 -9999 0 -0.43 8 8
FAS signaling pathway (CD95)

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
SPTAN1 0.004 0.01 -10000 0 -10000 0 0
RFC1 0.004 0.01 -10000 0 -10000 0 0
PRKDC 0.004 0.01 -10000 0 -10000 0 0
RIPK1 0 0 -10000 0 -10000 0 0
CASP7 0.002 0.033 -10000 0 -10000 0 0
FASLG/FAS/FADD/FAF1 0.007 0.072 0.26 10 -0.38 1 11
MAP2K4 0.011 0.096 -10000 0 -0.42 2 2
mol:ceramide -0.023 0.055 -10000 0 -0.55 1 1
GSN 0.004 0.01 -10000 0 -10000 0 0
FASLG/FAS/FADD/FAF1/Caspase 8 -0.004 0.065 0.22 10 -0.51 1 11
FAS 0 0 -10000 0 -10000 0 0
BID 0.005 0.015 -10000 0 -10000 0 0
MAP3K1 0.017 0.058 -10000 0 -0.29 1 1
MAP3K7 0 0 -10000 0 -10000 0 0
RB1 0.004 0.01 -10000 0 -10000 0 0
CFLAR 0 0 -10000 0 -10000 0 0
HGF/MET -0.06 0.19 -10000 0 -0.6 25 25
ARHGDIB 0.004 0.01 -10000 0 -10000 0 0
FADD 0 0 -10000 0 -10000 0 0
actin filament polymerization -0.004 0.01 -10000 0 -10000 0 0
NFKB1 -0.023 0.063 -10000 0 -10000 0 0
MAPK8 -0.001 0.15 -10000 0 -0.44 27 27
DFFA 0.004 0.01 -10000 0 -10000 0 0
DNA fragmentation during apoptosis 0.004 0.01 -10000 0 -10000 0 0
FAS/FADD/MET -0.008 0.065 -10000 0 -0.53 4 4
CFLAR/RIP1 0 0 -10000 0 -10000 0 0
FAIM3 -0.037 0.1 -10000 0 -0.32 31 31
FAF1 -0.003 0.051 -10000 0 -0.82 1 1
PARP1 0.004 0.01 -10000 0 -10000 0 0
DFFB 0.004 0.01 -10000 0 -10000 0 0
CHUK -0.019 0.055 -10000 0 -10000 0 0
FASLG -0.055 0.12 -10000 0 -0.32 44 44
FAS/FADD -0.001 0.002 -10000 0 -10000 0 0
HGF -0.038 0.16 -10000 0 -0.7 14 14
LMNA 0.004 0.01 -10000 0 -10000 0 0
CASP6 0.004 0.01 -10000 0 -10000 0 0
CASP10 0 0 -10000 0 -10000 0 0
CASP3 0.004 0.01 -10000 0 -10000 0 0
PTPN13 -0.043 0.18 -10000 0 -0.8 14 14
CASP8 0.013 0.035 -10000 0 -10000 0 0
IL6 -0.11 0.42 -10000 0 -1.4 26 26
MET -0.012 0.098 -10000 0 -0.8 4 4
ICAD/CAD 0.005 0.012 -10000 0 -10000 0 0
FASLG/FAS/FADD/FAF1/Caspase 10 -0.023 0.055 -10000 0 -0.56 1 1
activation of caspase activity by cytochrome c 0.005 0.015 -10000 0 -10000 0 0
PAK2 0.004 0.01 -10000 0 -10000 0 0
BCL2 0 0 -10000 0 -10000 0 0
Retinoic acid receptors-mediated signaling

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
HDAC1 0 0 -10000 0 -10000 0 0
HDAC3 0 0 -10000 0 -10000 0 0
VDR -0.058 0.2 -10000 0 -0.75 20 20
Cbp/p300/PCAF 0 0 -10000 0 -10000 0 0
EP300 0 0 -10000 0 -10000 0 0
RARs/AIB1/Cbp/p300/PCAF/9cRA 0.03 0.038 -10000 0 -10000 0 0
KAT2B 0 0 -10000 0 -10000 0 0
MAPK14 0 0 -10000 0 -10000 0 0
AKT1 0.027 0.061 0.23 14 -0.33 2 16
RAR alpha/9cRA/Cyclin H -0.005 0.039 -10000 0 -0.37 2 2
mol:9cRA 0 0 -10000 0 -10000 0 0
RARs/Src-1/Cbp/p300/PCAF/9cRA 0.02 0.045 -10000 0 -0.26 5 5
CDC2 0 0.001 -10000 0 -10000 0 0
response to UV 0.001 0.001 -10000 0 -10000 0 0
RAR alpha/Jnk1 -0.007 0.046 -10000 0 -0.65 1 1
NCOR2 0 0 -10000 0 -10000 0 0
VDR/VDR/Vit D3 -0.045 0.16 -10000 0 -0.62 18 18
RXRs/RARs/NRIP1/9cRA 0.03 0.082 -10000 0 -0.58 3 3
NCOA2 -0.021 0.096 -10000 0 -0.39 14 14
NCOA3 0 0 -10000 0 -10000 0 0
NCOA1 0 0 -10000 0 -10000 0 0
VDR/VDR/DNA -0.058 0.2 -10000 0 -0.75 20 20
RARG -0.002 0.028 -10000 0 -0.32 2 2
RAR gamma1/9cRA -0.001 0.015 -10000 0 -10000 0 0
MAPK3 0 0 -10000 0 -10000 0 0
MAPK1 0 0 -10000 0 -10000 0 0
MAPK8 -0.003 0.049 -10000 0 -0.8 1 1
mol:Vit D3 0 0 -10000 0 -10000 0 0
RXRs/VDR/DNA/Vit D3 -0.042 0.12 -10000 0 -0.45 20 20
RARA -0.006 0.034 -10000 0 -0.3 3 3
negative regulation of phosphoinositide 3-kinase cascade 0 0 -10000 0 -10000 0 0
RARs/TIF2/Cbp/p300/PCAF/9cRA 0.015 0.054 -10000 0 -0.28 7 7
PRKCA -0.004 0.07 -10000 0 -0.8 2 2
RXRs/RARs/NRIP1/9cRA/HDAC1 0.021 0.082 -10000 0 -0.59 3 3
RXRG -0.016 0.1 -10000 0 -0.44 12 12
RXRA 0.023 0.042 -10000 0 -0.31 3 3
RXRB 0.013 0.048 -10000 0 -0.43 2 2
VDR/Vit D3/DNA -0.045 0.16 -10000 0 -0.62 18 18
RBP1 -0.054 0.2 -10000 0 -0.77 18 18
CRBP1/9-cic-RA -0.041 0.15 -10000 0 -0.6 18 18
RARB -0.015 0.11 -10000 0 -0.8 5 5
PRKCG -0.018 0.076 -10000 0 -0.32 15 15
MNAT1 0 0 -10000 0 -10000 0 0
RAR alpha/RXRs 0 0.082 -10000 0 -0.53 3 3
RXRs/RARs/SMRT(N-CoR2)/9cRA 0.032 0.068 -10000 0 -0.48 2 2
proteasomal ubiquitin-dependent protein catabolic process 0.031 0.044 -10000 0 -10000 0 0
RXRs/RARs/NRIP1/9cRA/HDAC3 0.021 0.082 -10000 0 -0.59 3 3
positive regulation of DNA binding -0.004 0.037 -10000 0 -0.35 2 2
NRIP1 0.018 0.11 -10000 0 -0.78 3 3
RXRs/RARs 0.017 0.074 -10000 0 -0.52 3 3
RXRs/RXRs/DNA/9cRA -0.014 0.062 -10000 0 -0.52 3 3
PRKACA 0 0 -10000 0 -10000 0 0
CDK7 0 0 -10000 0 -10000 0 0
TFIIH 0 0 -10000 0 -10000 0 0
RAR alpha/9cRA -0.002 0.02 -10000 0 -10000 0 0
CCNH 0 0 -10000 0 -10000 0 0
CREBBP 0 0 -10000 0 -10000 0 0
RAR gamma2/9cRA -0.001 0.009 -10000 0 -10000 0 0
Syndecan-3-mediated signaling events

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
CTTN 0 0 -9999 0 -10000 0 0
Syndecan-3/Src/Cortactin -0.03 0.097 -9999 0 -0.41 15 15
Syndecan-3/Neurocan -0.01 0.035 -9999 0 -10000 0 0
POMC -0.024 0.13 -9999 0 -0.69 9 9
EGFR -0.006 0.057 -9999 0 -0.48 3 3
Syndecan-3/EGFR -0.003 0.03 -9999 0 -0.45 1 1
AGRP 0 0 -9999 0 -10000 0 0
NCSTN -0.001 0.02 -9999 0 -0.32 1 1
PSENEN 0 0 -9999 0 -10000 0 0
RP11-540L11.1 0 0 -9999 0 -10000 0 0
APH1B 0 0 -9999 0 -10000 0 0
APH1A 0 0 -9999 0 -10000 0 0
NCAN -0.025 0.086 -9999 0 -0.32 20 20
long-term memory 0 0.007 -9999 0 -10000 0 0
Syndecan-3/IL8 -0.021 0.075 -9999 0 -0.45 6 6
PSEN1 0 0 -9999 0 -10000 0 0
Src/Cortactin 0 0 -9999 0 -10000 0 0
FYN -0.001 0.02 -9999 0 -0.32 1 1
limb bud formation 0 0.002 -9999 0 -10000 0 0
MC4R 0 0 -9999 0 -10000 0 0
SRC 0 0 -9999 0 -10000 0 0
PTN -0.064 0.2 -9999 0 -0.57 29 29
FGFR/FGF/Syndecan-3 0 0.002 -9999 0 -10000 0 0
neuron projection morphogenesis -0.037 0.098 -9999 0 -0.39 15 15
Syndecan-3/AgRP 0 0.001 -9999 0 -10000 0 0
Syndecan-3/AgRP/MC4R 0 0.001 -9999 0 -10000 0 0
Fyn/Cortactin -0.001 0.013 -9999 0 -10000 0 0
SDC3 0 0.002 -9999 0 -10000 0 0
GO:0007205 0 0 -9999 0 -10000 0 0
positive regulation of leukocyte migration -0.021 0.074 -9999 0 -0.44 6 6
IL8 -0.045 0.14 -9999 0 -0.43 27 27
Syndecan-3/Fyn/Cortactin 0 0.007 -9999 0 -10000 0 0
Syndecan-3/CASK 0 0.001 -9999 0 -10000 0 0
alpha-MSH/MC4R -0.018 0.1 -9999 0 -0.62 7 7
Gamma Secretase 0 0.008 -9999 0 -10000 0 0
IL6-mediated signaling events

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
BCL2L1 0.052 0.12 -9999 0 -0.9 1 1
CRP 0.045 0.13 -9999 0 -0.91 1 1
cell cycle arrest 0.045 0.14 -9999 0 -1.1 1 1
TIMP1 0.048 0.12 -9999 0 -0.68 1 1
IL6ST -0.029 0.11 -9999 0 -0.33 30 30
Rac1/GDP -0.038 0.12 -9999 0 -0.87 3 3
AP1 0.004 0.11 -9999 0 -0.44 7 7
GAB2 -0.001 0.02 -9999 0 -0.32 1 1
TNFSF11 0.042 0.13 -9999 0 -0.91 1 1
HSP90B1 0.035 0.032 -9999 0 -10000 0 0
GAB1 0 0 -9999 0 -10000 0 0
MAPK14 -0.038 0.14 -9999 0 -0.53 11 11
AKT1 0.036 0.03 -9999 0 -10000 0 0
FOXO1 0.052 0.02 -9999 0 -10000 0 0
MAP2K6 -0.05 0.14 -9999 0 -0.51 14 14
mol:GTP 0.001 0.001 -9999 0 -10000 0 0
MAP2K4 0.022 0.13 -9999 0 -0.79 3 3
MITF -0.004 0.14 -9999 0 -0.54 9 9
positive regulation of NF-kappaB transcription factor activity 0 0 -9999 0 -10000 0 0
TYK2 0 0 -9999 0 -10000 0 0
A2M 0.017 0.004 -9999 0 -10000 0 0
CEBPB 0.01 0.029 -9999 0 -0.32 2 2
GRB2/SOS1/GAB family/SHP2 -0.01 0.042 -9999 0 -0.28 1 1
STAT3 0.039 0.15 -9999 0 -1.3 1 1
STAT1 -0.001 0.015 -9999 0 -10000 0 0
CEBPD 0.052 0.12 -9999 0 -0.9 1 1
PIK3CA 0 0 -9999 0 -10000 0 0
PI3K -0.003 0.04 -9999 0 -0.61 1 1
JUN -0.002 0.028 -9999 0 -0.32 2 2
PIAS3/MITF -0.034 0.12 -9999 0 -0.75 4 4
MAPK11 -0.038 0.14 -9999 0 -0.54 11 11
STAT3 (dimer)/FOXO1 0.082 0.12 -9999 0 -0.74 1 1
GRB2/SOS1/GAB family -0.03 0.11 -9999 0 -0.63 4 4
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/HCK -0.044 0.13 -9999 0 -0.38 26 26
GRB2 0 0 -9999 0 -10000 0 0
JAK2 -0.001 0.02 -9999 0 -0.32 1 1
LBP -0.02 0.29 -9999 0 -0.96 20 20
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
JAK1 0 0.001 -9999 0 -10000 0 0
MYC 0.05 0.14 -9999 0 -1.3 1 1
FGG 0.047 0.13 -9999 0 -0.9 1 1
macrophage differentiation 0.045 0.14 -9999 0 -1.1 1 1
IL6/IL6RA/gp130 (dimer)/JAK2/JAK2/LMO4 -0.065 0.17 -9999 0 -0.51 26 26
JUNB 0.05 0.12 -9999 0 -0.87 1 1
FOS -0.049 0.19 -9999 0 -0.8 16 16
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4 -0.01 0.15 -9999 0 -0.38 26 26
STAT1/PIAS1 -0.03 0.12 -9999 0 -0.58 5 5
GRB2/SOS1/GAB family/SHP2/PI3K 0 0.018 -9999 0 -10000 0 0
STAT3 (dimer) 0.035 0.14 -9999 0 -1.2 1 1
PRKCD 0.047 0.13 -9999 0 -0.85 2 2
IL6R -0.009 0.085 -9999 0 -0.8 3 3
SOCS3 -0.003 0.14 -9999 0 -0.69 4 4
gp130 (dimer)/JAK1/JAK1/LMO4 -0.017 0.06 -9999 0 -0.53 1 1
Rac1/GTP -0.036 0.12 -9999 0 -0.88 3 3
HCK -0.016 0.07 -9999 0 -0.32 13 13
MAPKKK cascade 0.03 0.044 -9999 0 -10000 0 0
bone resorption 0.042 0.13 -9999 0 -0.85 1 1
IRF1 0.052 0.12 -9999 0 -0.9 1 1
mol:GDP -0.009 0.15 -9999 0 -0.64 6 6
SOS1 0 0 -9999 0 -10000 0 0
VAV1 -0.011 0.15 -9999 0 -0.65 6 6
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/SOCS3 -0.045 0.14 -9999 0 -0.74 5 5
PTPN11 -0.001 0.015 -9999 0 -10000 0 0
IL6/IL6RA -0.069 0.2 -9999 0 -0.66 26 26
gp130 (dimer)/TYK2/TYK2/LMO4 -0.019 0.061 -9999 0 -0.53 1 1
gp130 (dimer)/JAK2/JAK2/LMO4 -0.019 0.061 -9999 0 -0.53 1 1
IL6 -0.075 0.24 -9999 0 -0.73 30 30
PIAS3 0 0 -9999 0 -10000 0 0
PTPRE -0.001 0.029 -9999 0 -0.33 2 2
PIAS1 0 0 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
IL6/IL6RA/gp130 (dimer)/TYK2/TYK2/LMO4 -0.044 0.14 -9999 0 -0.39 26 26
LMO4 0.01 0.022 -9999 0 -0.32 1 1
STAT3 (dimer)/PIAS3 -0.028 0.11 -9999 0 -1.2 1 1
MCL1 0.05 0.019 -9999 0 -10000 0 0
Arf6 trafficking events

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
SLC2A4 -0.35 0.4 -9999 0 -0.8 115 115
CLTC 0.026 0 -9999 0 -10000 0 0
calcium ion-dependent exocytosis 0 0 -9999 0 -10000 0 0
Dynamin 2/GTP 0 0 -9999 0 -10000 0 0
EXOC4 0 0 -9999 0 -10000 0 0
CD59 0.024 0 -9999 0 -10000 0 0
CPE -0.005 0.041 -9999 0 -0.53 1 1
CTNNB1 0 0 -9999 0 -10000 0 0
membrane fusion 0 0 -9999 0 -10000 0 0
CTNND1 0 0 -9999 0 -10000 0 0
DNM2 0 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0.027 0 -9999 0 -10000 0 0
TSHR -0.018 0.053 -9999 0 -10000 0 0
INS 0.01 0 -9999 0 -10000 0 0
BIN1 0 0 -9999 0 -10000 0 0
mol:Choline 0 0 -9999 0 -10000 0 0
growth hormone secretagogue receptor activity 0 0 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
membrane depolarization 0 0 -9999 0 -10000 0 0
ARF6 0 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
JUP 0.024 0 -9999 0 -10000 0 0
ASAP2/amphiphysin II 0 0 -9999 0 -10000 0 0
ARF6/GTP 0 0 -9999 0 -10000 0 0
CDH1 -0.1 0.14 -9999 0 -10000 0 0
clathrin-independent pinocytosis 0 0 -9999 0 -10000 0 0
MAPK8IP3 -0.001 0.02 -9999 0 -0.32 1 1
positive regulation of endocytosis 0 0 -9999 0 -10000 0 0
EXOC2 0 0 -9999 0 -10000 0 0
substrate adhesion-dependent cell spreading 0 0 -9999 0 -10000 0 0
insulin receptor binding 0 0 -9999 0 -10000 0 0
SPAG9 0 0 -9999 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion 0.08 0.092 -9999 0 -10000 0 0
positive regulation of phagocytosis 0 0 -9999 0 -10000 0 0
ARF6/GTP/JIP3 -0.001 0.011 -9999 0 -10000 0 0
ACAP1 0.002 0.007 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CHRM2 -0.033 0.1 -9999 0 -0.27 38 38
clathrin heavy chain/ACAP1 0.031 0 -9999 0 -10000 0 0
JIP4/KLC1 0 0 -9999 0 -10000 0 0
EXOC1 0 0 -9999 0 -10000 0 0
exocyst 0 0 -9999 0 -10000 0 0
RALA/GTP 0 0 -9999 0 -10000 0 0
ARF6/GTP/ARF6/GTP/JIP4/Dynactin Complex 0 0 -9999 0 -10000 0 0
receptor recycling 0 0 -9999 0 -10000 0 0
CTNNA1 0 0 -9999 0 -10000 0 0
NME1 0 0 -9999 0 -10000 0 0
clathrin coat assembly 0.026 0 -9999 0 -10000 0 0
IL2RA 0.004 0.048 -9999 0 -10000 0 0
VAMP3 0 0 -9999 0 -10000 0 0
GLUT4/clathrin heavy chain/ACAP1 -0.18 0.2 -9999 0 -0.4 115 115
EXOC6 0 0 -9999 0 -10000 0 0
PLD1 0 0 -9999 0 -10000 0 0
PLD2 0 0 -9999 0 -10000 0 0
EXOC5 0 0 -9999 0 -10000 0 0
PIP5K1C 0.028 0 -9999 0 -10000 0 0
SDC1 0.02 0.032 -9999 0 -10000 0 0
ARF6/GDP 0 0 -9999 0 -10000 0 0
EXOC7 0 0 -9999 0 -10000 0 0
E-cadherin/beta catenin -0.082 0.094 -9999 0 -10000 0 0
mol:Phosphatidic acid 0 0 -9999 0 -10000 0 0
endocytosis 0 0 -9999 0 -10000 0 0
SCAMP2 0 0 -9999 0 -10000 0 0
ADRB2 0.025 0.03 -9999 0 -10000 0 0
EXOC3 0 0 -9999 0 -10000 0 0
ASAP2 0 0 -9999 0 -10000 0 0
Dynamin 2/GDP 0 0 -9999 0 -10000 0 0
KLC1 0 0 -9999 0 -10000 0 0
AVPR2 -0.007 0.13 -9999 0 -0.43 22 22
RALA 0 0 -9999 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin -0.072 0.083 -9999 0 -10000 0 0
BCR signaling pathway

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
JUN 0.029 0.054 -9999 0 -0.38 2 2
IKBKB 0.018 0.037 -9999 0 -10000 0 0
AKT1 0.012 0.071 -9999 0 -0.25 5 5
IKBKG 0.02 0.038 -9999 0 -0.23 1 1
CALM1 0.006 0.049 -9999 0 -0.4 3 3
PIK3CA 0 0 -9999 0 -10000 0 0
MAP3K1 0.024 0.073 -9999 0 -0.55 2 2
MAP3K7 0 0 -9999 0 -10000 0 0
mol:Ca2+ -0.008 0.05 -9999 0 -0.42 3 3
DOK1 0 0 -9999 0 -10000 0 0
AP-1 0.016 0.059 -9999 0 -0.21 3 3
LYN 0 0 -9999 0 -10000 0 0
BLNK -0.006 0.07 -9999 0 -0.8 2 2
SHC1 0 0 -9999 0 -10000 0 0
BCR complex -0.023 0.083 -9999 0 -0.51 4 4
CD22 -0.055 0.14 -9999 0 -0.48 23 23
CAMK2G 0.013 0.046 -9999 0 -0.36 3 3
CSNK2A1 0 0 -9999 0 -10000 0 0
INPP5D -0.005 0.04 -9999 0 -0.32 4 4
SHC/GRB2/SOS1 -0.018 0.073 -9999 0 -0.46 5 5
GO:0007205 -0.001 0.052 -9999 0 -0.43 3 3
SYK -0.007 0.072 -9999 0 -0.64 3 3
ELK1 0.006 0.05 -9999 0 -0.4 3 3
NFATC1 0.018 0.065 -9999 0 -0.45 2 2
B-cell antigen/BCR complex -0.023 0.083 -9999 0 -0.51 4 4
PAG1/CSK -0.001 0.013 -9999 0 -10000 0 0
NFKBIB 0.014 0.014 -9999 0 -10000 0 0
HRAS 0.011 0.054 -9999 0 -0.42 3 3
NFKBIA 0.014 0.014 -9999 0 -10000 0 0
NF-kappa-B/RelA/I kappa B beta 0.017 0.012 -9999 0 -10000 0 0
RasGAP/Csk -0.026 0.085 -9999 0 -0.44 8 8
mol:GDP -0.001 0.049 -9999 0 -0.4 3 3
PTEN 0 0 -9999 0 -10000 0 0
CD79B -0.009 0.075 -9999 0 -0.56 4 4
NF-kappa-B/RelA/I kappa B alpha 0.017 0.012 -9999 0 -10000 0 0
GRB2 0 0 -9999 0 -10000 0 0
PI3K/BCAP/CD19 0.01 0.091 -9999 0 -0.51 5 5
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
mol:IP3 -0.009 0.051 -9999 0 -0.44 3 3
CSK 0 0 -9999 0 -10000 0 0
FOS -0.014 0.11 -9999 0 -0.4 19 19
CHUK 0.02 0.038 -9999 0 -0.23 1 1
IBTK 0 0 -9999 0 -10000 0 0
CARD11/BCL10/MALT1/TAK1 -0.013 0.048 -9999 0 -0.43 1 1
PTPN6 -0.051 0.13 -9999 0 -0.45 24 24
RELA 0 0 -9999 0 -10000 0 0
BCL2A1 0.009 0.022 -9999 0 -10000 0 0
VAV2 -0.023 0.078 -9999 0 -0.54 3 3
ubiquitin-dependent protein catabolic process 0.017 0.014 -9999 0 -10000 0 0
BTK 0.001 0.029 -9999 0 -10000 0 0
CD19 -0.025 0.083 -9999 0 -0.65 2 2
MAP4K1 -0.025 0.086 -9999 0 -0.32 20 20
CD72 -0.058 0.12 -9999 0 -0.32 47 47
PAG1 -0.001 0.02 -9999 0 -0.32 1 1
MAPK14 0.03 0.064 -9999 0 -0.46 2 2
SH3BP5 0 0 -9999 0 -10000 0 0
PIK3AP1 0.008 0.055 -9999 0 -0.46 3 3
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2/CD72 -0.015 0.058 -9999 0 -0.56 2 2
RAF1 0.017 0.051 -9999 0 -0.38 3 3
RasGAP/p62DOK/SHIP -0.026 0.084 -9999 0 -0.42 9 9
CD79A -0.026 0.088 -9999 0 -0.32 21 21
re-entry into mitotic cell cycle 0.016 0.058 -9999 0 -0.21 3 3
RASA1 0 0 -9999 0 -10000 0 0
MAPK3 0.029 0.044 -9999 0 -0.41 1 1
MAPK1 0.029 0.044 -9999 0 -0.41 1 1
CD72/SHP1 -0.068 0.13 -9999 0 -0.43 25 25
NFKB1 0 0 -9999 0 -10000 0 0
MAPK8 0.028 0.068 -9999 0 -0.42 3 3
actin cytoskeleton organization 0.016 0.078 -9999 0 -0.53 2 2
NF-kappa-B/RelA 0.037 0.024 -9999 0 -10000 0 0
Calcineurin -0.005 0.038 -9999 0 -0.42 1 1
PI3K -0.046 0.11 -9999 0 -0.48 9 9
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2 -0.009 0.056 -9999 0 -0.49 3 3
SOS1 0 0 -9999 0 -10000 0 0
Bam32/HPK1 -0.02 0.077 -9999 0 -0.68 2 2
DAPP1 -0.012 0.072 -9999 0 -0.76 2 2
cytokine secretion 0.018 0.062 -9999 0 -0.42 2 2
mol:DAG -0.009 0.051 -9999 0 -0.44 3 3
PLCG2 0 0 -9999 0 -10000 0 0
MAP2K1 0.023 0.048 -9999 0 -0.46 1 1
B-cell antigen/BCR complex/FcgammaRIIB -0.032 0.1 -9999 0 -0.49 10 10
mol:PI-3-4-5-P3 -0.034 0.082 -9999 0 -0.33 9 9
ETS1 0.019 0.043 -9999 0 -0.42 1 1
B-cell antigen/BCR complex/LYN/SYK/BLNK -0.022 0.086 -9999 0 -0.54 5 5
B-cell antigen/BCR complex/LYN -0.018 0.07 -9999 0 -0.68 2 2
MALT1 0 0 -9999 0 -10000 0 0
TRAF6 0 0 -9999 0 -10000 0 0
RAC1 0.016 0.082 -9999 0 -0.57 2 2
B-cell antigen/BCR complex/LYN/SYK -0.055 0.14 -9999 0 -0.47 23 23
CARD11 -0.005 0.064 -9999 0 -0.4 3 3
FCGR2B -0.021 0.12 -9999 0 -0.68 8 8
PPP3CA 0 0 -9999 0 -10000 0 0
BCL10 0 0 -9999 0 -10000 0 0
IKK complex 0.017 0.02 -9999 0 -10000 0 0
PTPRC -0.02 0.087 -9999 0 -0.35 15 15
PDPK1 -0.023 0.056 -9999 0 -0.25 4 4
PPP3CB 0 0 -9999 0 -10000 0 0
PPP3CC 0 0 -9999 0 -10000 0 0
POU2F2 0.016 0.011 -9999 0 -10000 0 0
Ras signaling in the CD4+ TCR 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
ERK1-2/ELK1 -0.033 0.1 -9999 0 -0.38 19 19
MAP3K8 -0.003 0.049 -9999 0 -0.8 1 1
FOS 0.015 0.089 -9999 0 -0.51 3 3
PRKCA -0.006 0.07 -9999 0 -0.8 2 2
PTPN7 -0.013 0.091 -9999 0 -0.56 6 6
HRAS 0 0 -9999 0 -10000 0 0
PRKCB -0.01 0.087 -9999 0 -0.68 4 4
NRAS 0 0 -9999 0 -10000 0 0
RAS family/GTP 0 0 -9999 0 -10000 0 0
MAPK3 0.014 0.065 -9999 0 -0.46 3 3
MAP2K1 0.02 0.08 -9999 0 -0.51 5 5
ELK1 -0.002 0.02 -9999 0 -0.32 1 1
BRAF -0.012 0.072 -9999 0 -0.52 5 5
mol:GTP 0 0.002 -9999 0 -0.006 16 16
MAPK1 0.014 0.065 -9999 0 -0.46 3 3
RAF1 -0.012 0.072 -9999 0 -0.52 5 5
KRAS 0 0 -9999 0 -10000 0 0
Caspase cascade in apoptosis

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
TOP1 0.008 0.054 -10000 0 -10000 0 0
ACTA1 -0.008 0.07 -10000 0 -0.35 1 1
NUMA1 0.008 0.054 -10000 0 -10000 0 0
SPTAN1 0.004 0.064 -10000 0 -10000 0 0
LIMK1 0.002 0.065 -10000 0 -10000 0 0
BIRC3 -0.01 0.087 -10000 0 -0.68 4 4
BIRC2 -0.001 0.02 -10000 0 -0.32 1 1
BAX 0 0 -10000 0 -10000 0 0
CASP10 -0.011 0.096 -10000 0 -0.34 14 14
CRMA 0 0 -10000 0 -10000 0 0
XIAP 0 0 -10000 0 -10000 0 0
PTK2 0.008 0.054 -10000 0 -10000 0 0
DIABLO 0 0 -10000 0 -10000 0 0
apoptotic nuclear changes 0.004 0.064 -10000 0 -10000 0 0
response to UV 0 0 -10000 0 -10000 0 0
CRADD -0.003 0.049 -10000 0 -0.8 1 1
GSN 0.004 0.064 -10000 0 -10000 0 0
MADD 0 0 -10000 0 -10000 0 0
TFAP2A -0.045 0.18 -10000 0 -0.54 29 29
BID -0.014 0.036 -10000 0 -10000 0 0
MAP3K1 0.005 0.029 -10000 0 -10000 0 0
TRADD 0 0 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
APAF-1/Pro-Caspase 9 0 0 -10000 0 -10000 0 0
mol:Activated DNA 0 0 -10000 0 -10000 0 0
ARHGDIB 0.004 0.064 -10000 0 -10000 0 0
CASP9 0 0 -10000 0 -10000 0 0
DNA repair -0.002 0.031 -10000 0 -0.22 3 3
neuron apoptosis 0.015 0.044 -10000 0 -0.68 1 1
mol:NAD 0 0 -10000 0 -10000 0 0
DNA fragmentation during apoptosis 0.009 0.061 -10000 0 -10000 0 0
APAF1 0 0 -10000 0 -10000 0 0
CASP6 0.02 0.034 -10000 0 -10000 0 0
TRAF2 0 0 -10000 0 -10000 0 0
ICAD/CAD 0.01 0.062 -10000 0 -10000 0 0
CASP7 -0.006 0.036 0.32 3 -10000 0 3
KRT18 -0.13 0.26 -10000 0 -0.61 59 59
apoptosis 0.013 0.061 -10000 0 -10000 0 0
DFFA 0.004 0.064 -10000 0 -10000 0 0
DFFB 0.004 0.064 -10000 0 -10000 0 0
PARP1 0.002 0.031 0.22 3 -10000 0 3
actin filament polymerization -0.009 0.062 -10000 0 -10000 0 0
TNF -0.011 0.059 -10000 0 -0.32 9 9
CYCS 0.005 0.038 -10000 0 -10000 0 0
SATB1 0.016 0.073 -10000 0 -0.42 5 5
SLK 0.004 0.064 -10000 0 -10000 0 0
p15 BID/BAX -0.011 0.03 -10000 0 -10000 0 0
CASP2 -0.004 0.026 -10000 0 -10000 0 0
JNK cascade -0.005 0.029 -10000 0 -10000 0 0
CASP3 -0.004 0.068 -10000 0 -10000 0 0
LMNB2 0.034 0.022 -10000 0 -10000 0 0
RIPK1 0 0 -10000 0 -10000 0 0
CASP4 0 0 -10000 0 -10000 0 0
Mammalian IAPs/DIABLO -0.007 0.054 -10000 0 -0.48 3 3
negative regulation of DNA binding -0.044 0.17 -10000 0 -0.53 29 29
stress fiber formation 0.004 0.064 -10000 0 -10000 0 0
GZMB -0.026 0.11 -10000 0 -0.41 14 14
CASP1 -0.002 0.027 -10000 0 -0.44 1 1
LMNB1 0.036 0.023 -10000 0 -10000 0 0
APP 0.015 0.045 -10000 0 -0.69 1 1
TNFRSF1A 0 0 -10000 0 -10000 0 0
response to stress 0 0 -10000 0 -10000 0 0
CASP8 0.009 0 -10000 0 -10000 0 0
VIM 0.008 0.061 0.24 3 -10000 0 3
LMNA 0.034 0.022 -10000 0 -10000 0 0
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD/PIDD -0.004 0.028 -10000 0 -10000 0 0
LRDD 0 0 -10000 0 -10000 0 0
SREBF1 0.003 0.065 -10000 0 -10000 0 0
APAF-1/Caspase 9 -0.002 0.025 -10000 0 -10000 0 0
nuclear fragmentation during apoptosis 0.008 0.054 -10000 0 -10000 0 0
CFL2 0.009 0.062 -10000 0 -10000 0 0
GAS2 -0.044 0.16 -10000 0 -0.49 23 23
positive regulation of apoptosis 0.037 0.023 -10000 0 -10000 0 0
PRF1 -0.037 0.1 -10000 0 -0.32 30 30
JNK signaling in the CD4+ TCR 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
LAT/GRAP2/SLP76/HPK1 -0.024 0.087 -9999 0 -0.53 4 4
MAP4K1 -0.025 0.086 -9999 0 -0.32 20 20
MAP3K8 -0.003 0.049 -9999 0 -0.8 1 1
PRKCB -0.01 0.087 -9999 0 -0.68 4 4
DBNL 0 0 -9999 0 -10000 0 0
CRKL 0 0 -9999 0 -10000 0 0
MAP3K1 -0.006 0.025 -9999 0 -10000 0 0
JUN 0.019 0.073 -9999 0 -0.55 4 4
MAP3K7 -0.006 0.025 -9999 0 -10000 0 0
GRAP2 -0.011 0.059 -9999 0 -0.32 9 9
CRK 0 0 -9999 0 -10000 0 0
MAP2K4 0.036 0.034 -9999 0 -10000 0 0
LAT -0.012 0.062 -9999 0 -0.32 10 10
LCP2 -0.004 0.034 -9999 0 -10000 0 0
MAPK8 0.014 0.076 -9999 0 -0.59 4 4
LAT/GRAP2/SLP76/HPK1/HIP-55/CRK family -0.007 0.029 -9999 0 -10000 0 0
LAT/GRAP2/SLP76/HPK1/HIP-55 -0.022 0.081 -9999 0 -0.5 4 4
Cellular roles of Anthrax toxin

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
ANTXR1 -0.001 0.02 -9999 0 -0.32 1 1
ANTXR2 0 0 -9999 0 -10000 0 0
negative regulation of myeloid dendritic cell antigen processing and presentation 0 0.002 -9999 0 -10000 0 0
monocyte activation -0.037 0.12 -9999 0 -0.46 21 21
MAP2K2 0 0.001 -9999 0 -10000 0 0
MAP2K1 0 0.002 -9999 0 -10000 0 0
MAP2K7 0 0.002 -9999 0 -10000 0 0
MAP2K6 -0.015 0.082 -9999 0 -0.47 8 8
CYAA -0.001 0.009 -9999 0 -10000 0 0
MAP2K4 0 0.002 -9999 0 -10000 0 0
IL1B -0.005 0.09 -9999 0 -0.46 9 9
Channel -0.001 0.01 -9999 0 -10000 0 0
NLRP1 0 0.002 -9999 0 -10000 0 0
CALM1 0 0 -9999 0 -10000 0 0
negative regulation of phagocytosis 0 0.003 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
regulation of endothelial cell proliferation 0 0.002 -9999 0 -10000 0 0
MAPK3 0 0.002 -9999 0 -10000 0 0
MAPK1 0 0.002 -9999 0 -10000 0 0
PGR -0.11 0.19 -9999 0 -0.47 56 56
PA/Cellular Receptors -0.001 0.011 -9999 0 -10000 0 0
apoptosis 0 0.002 -9999 0 -10000 0 0
LOC728358 0 0 -9999 0 -10000 0 0
Lethal toxin (unfolded) -0.001 0.008 -9999 0 -10000 0 0
macrophage activation 0.018 0.002 -9999 0 -10000 0 0
TNF -0.011 0.059 -9999 0 -0.32 9 9
VCAM1 -0.038 0.13 -9999 0 -0.46 21 21
platelet activation 0 0.003 -9999 0 -10000 0 0
MAPKKK cascade -0.011 0.019 -9999 0 -10000 0 0
IL18 -0.008 0.1 -9999 0 -0.46 13 13
negative regulation of macrophage activation 0 0.002 -9999 0 -10000 0 0
LEF 0 0.002 -9999 0 -10000 0 0
CASP1 0 0.005 -9999 0 -10000 0 0
mol:cAMP 0 0.003 -9999 0 -10000 0 0
necrosis 0 0.002 -9999 0 -10000 0 0
intracellular pH reduction 0 0 -9999 0 -10000 0 0
PAGA 0 0 -9999 0 -10000 0 0
Edema toxin (unfolded) -0.001 0.009 -9999 0 -10000 0 0
mol:Epigallocatechin-3-gallate (EGCG) 0 0 -9999 0 -10000 0 0
Aurora A signaling

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
Aurora A/GADD45A 0.001 0.038 -9999 0 -0.53 1 1
BIRC5 -0.16 0.16 -9999 0 -0.32 128 128
NFKBIA 0.004 0.02 -9999 0 -10000 0 0
CPEB1 -0.031 0.15 -9999 0 -0.8 10 10
AKT1 0.004 0.02 -9999 0 -10000 0 0
NDEL1 -0.001 0.02 -9999 0 -0.32 1 1
Aurora A/BRCA1 -0.001 0.024 -9999 0 -10000 0 0
NDEL1/TACC3 -0.017 0.046 -9999 0 -10000 0 0
GADD45A -0.003 0.049 -9999 0 -0.8 1 1
GSK3B 0 0.001 -9999 0 -10000 0 0
PAK1/Aurora A 0.003 0.02 -9999 0 -10000 0 0
MDM2 -0.062 0.13 -9999 0 -0.32 50 50
JUB 0 0 -9999 0 -10000 0 0
TPX2 -0.1 0.11 -9999 0 -10000 0 0
TP53 -0.001 0.019 -9999 0 -10000 0 0
DLG7 -0.001 0.02 -9999 0 -10000 0 0
AURKAIP1 0 0 -9999 0 -10000 0 0
ARHGEF7 0 0 -9999 0 -10000 0 0
G2 phase of mitotic cell cycle 0 0 -9999 0 -10000 0 0
Aurora A/NDEL1/TACC3 -0.018 0.05 -9999 0 -10000 0 0
G2/M transition of mitotic cell cycle -0.001 0.024 -9999 0 -10000 0 0
AURKA 0 0.025 -9999 0 -10000 0 0
AURKB -0.007 0.014 -9999 0 -10000 0 0
CDC25B 0.005 0.018 -9999 0 -10000 0 0
G2/M transition checkpoint 0 0.017 -9999 0 -10000 0 0
mRNA polyadenylation -0.019 0.097 -9999 0 -0.49 10 10
Aurora A/CPEB -0.019 0.097 -9999 0 -0.5 10 10
Aurora A/TACC1/TRAP/chTOG -0.002 0.01 -9999 0 -10000 0 0
BRCA1 -0.002 0.028 -9999 0 -0.32 2 2
centrosome duplication 0.003 0.02 -9999 0 -10000 0 0
regulation of centrosome cycle -0.017 0.046 -9999 0 -10000 0 0
spindle assembly -0.002 0.01 -9999 0 -10000 0 0
TDRD7 0 0 -9999 0 -10000 0 0
Aurora A/RasGAP/Survivin -0.067 0.071 -9999 0 -0.34 1 1
CENPA 0 0.012 -9999 0 -10000 0 0
Aurora A/PP2A 0.003 0.02 -9999 0 -10000 0 0
meiosis 0 0 -9999 0 -10000 0 0
protein catabolic process 0.016 0.02 -9999 0 -10000 0 0
negative regulation of DNA binding -0.001 0.019 -9999 0 -10000 0 0
prophase 0 0 -9999 0 -10000 0 0
GIT1/beta-PIX 0 0 -9999 0 -10000 0 0
RASA1 0 0 -9999 0 -10000 0 0
Ajuba/Aurora A 0 0.017 -9999 0 -10000 0 0
mitotic prometaphase -0.008 0.01 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0 0.025 -9999 0 -10000 0 0
TACC1 0 0 -9999 0 -10000 0 0
TACC3 -0.031 0.095 -9999 0 -0.32 25 25
Aurora A/Antizyme1 -0.003 0.013 -9999 0 -10000 0 0
Aurora A/RasGAP 0.003 0.02 -9999 0 -10000 0 0
OAZ1 0 0 -9999 0 -10000 0 0
RAN 0 0 -9999 0 -10000 0 0
mitosis 0 0 -9999 0 -10000 0 0
PRKACA 0 0.001 -9999 0 -10000 0 0
GIT1 0 0 -9999 0 -10000 0 0
GIT1/beta-PIX/PAK1 0 0 -9999 0 -10000 0 0
Importin alpha/Importin beta/TPX2 -0.1 0.11 -9999 0 -10000 0 0
PPP2R5D 0 0 -9999 0 -10000 0 0
Aurora A/TPX2 -0.078 0.082 -9999 0 -10000 0 0
PAK1 0 0 -9999 0 -10000 0 0
CKAP5 0 0 -9999 0 -10000 0 0
IFN-gamma pathway

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
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 -0.025 0.044 -9999 0 -10000 0 0
positive regulation of NF-kappaB transcription factor activity 0 0 -9999 0 -10000 0 0
CRKL 0 0 -9999 0 -10000 0 0
STAT1 (dimer)/Cbp/p300 -0.014 0.027 -9999 0 -10000 0 0
IFN-gammaR/JAK1/JAK1/JAK2/JAK2 -0.002 0.012 -9999 0 -10000 0 0
antigen processing and presentation of peptide antigen via MHC class I -0.015 0.054 -9999 0 -10000 0 0
CaM/Ca2+ -0.021 0.038 -9999 0 -10000 0 0
RAP1A 0 0 -9999 0 -10000 0 0
STAT1 (dimer)/SHP2 -0.022 0.04 -9999 0 -10000 0 0
AKT1 -0.018 0.037 -9999 0 -0.38 1 1
MAP2K1 0.018 0.053 -9999 0 -10000 0 0
MAP3K11 -0.021 0.038 -9999 0 -10000 0 0
IFNGR1 0 0.001 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CaM/Ca2+/CAMKII -0.062 0.16 -9999 0 -0.53 28 28
Rap1/GTP -0.012 0.022 -9999 0 -10000 0 0
CRKL/C3G 0 0 -9999 0 -10000 0 0
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 /TC-PTP -0.028 0.049 -9999 0 -10000 0 0
CEBPB 0.047 0.046 -9999 0 -10000 0 0
STAT3 0 0 -9999 0 -10000 0 0
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2/SOCS1 -0.024 0.044 -9999 0 -10000 0 0
STAT1 -0.021 0.04 -9999 0 -10000 0 0
CALM1 0 0 -9999 0 -10000 0 0
IFN-gamma (dimer) -0.077 0.14 -9999 0 -0.32 64 64
PIK3CA 0 0 -9999 0 -10000 0 0
STAT1 (dimer)/PIAS1 -0.019 0.035 -9999 0 -10000 0 0
CEBPB/PTGES2/Cbp/p300 0 0.004 -9999 0 -10000 0 0
mol:Ca2+ -0.024 0.043 -9999 0 -10000 0 0
MAPK3 0.03 0.047 -9999 0 -10000 0 0
STAT1 (dimer) -0.018 0.071 -9999 0 -10000 0 0
MAPK1 0.03 0.047 -9999 0 -10000 0 0
JAK2 -0.001 0.021 -9999 0 -0.34 1 1
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
JAK1 0 0.001 -9999 0 -10000 0 0
CAMK2D 0 0 -9999 0 -10000 0 0
DAPK1 0.047 0.037 -9999 0 -10000 0 0
SMAD7 0.03 0.044 -9999 0 -10000 0 0
CBL/CRKL/C3G -0.017 0.03 -9999 0 -10000 0 0
PI3K -0.021 0.042 -9999 0 -0.41 1 1
IFNG -0.077 0.14 -9999 0 -0.32 64 64
apoptosis 0.033 0.033 -9999 0 -10000 0 0
CAMK2G 0 0 -9999 0 -10000 0 0
STAT3 (dimer) 0 0 -9999 0 -10000 0 0
CAMK2A -0.086 0.25 -9999 0 -0.8 28 28
CAMK2B -0.03 0.1 -9999 0 -0.34 23 23
FRAP1 0.019 0.054 -9999 0 -0.35 1 1
PRKCD -0.018 0.037 -9999 0 -10000 0 0
RAP1B -0.002 0.028 -9999 0 -0.32 2 2
negative regulation of cell growth -0.015 0.054 -9999 0 -10000 0 0
PTPN2 0 0 -9999 0 -10000 0 0
EP300 0 0 -9999 0 -10000 0 0
IRF1 0.043 0.047 -9999 0 -10000 0 0
STAT1 (dimer)/PIASy -0.019 0.037 -9999 0 -10000 0 0
SOCS1 0.004 0.02 -9999 0 -10000 0 0
mol:GDP -0.016 0.029 -9999 0 -10000 0 0
CASP1 0.029 0.049 -9999 0 -0.34 1 1
PTGES2 0 0 -9999 0 -10000 0 0
IRF9 0.039 0.023 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 -0.02 0.041 -9999 0 -0.4 1 1
RAP1/GDP -0.013 0.023 -9999 0 -10000 0 0
CBL -0.022 0.038 -9999 0 -10000 0 0
MAP3K1 -0.021 0.038 -9999 0 -10000 0 0
PIAS1 0 0 -9999 0 -10000 0 0
PIAS4 0 0 -9999 0 -10000 0 0
antigen processing and presentation of peptide antigen via MHC class II -0.015 0.054 -9999 0 -10000 0 0
PTPN11 -0.024 0.043 -9999 0 -10000 0 0
CREBBP 0 0 -9999 0 -10000 0 0
RAPGEF1 0 0 -9999 0 -10000 0 0
Class I PI3K signaling events mediated by Akt

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
BCL2L1 0.019 0 -10000 0 -10000 0 0
BAD/BCL-XL/YWHAZ 0 0 -10000 0 -10000 0 0
CDKN1B 0.031 0 -10000 0 -10000 0 0
CDKN1A 0.031 0 -10000 0 -10000 0 0
FRAP1 0 0 -10000 0 -10000 0 0
PRKDC 0 0 -10000 0 -10000 0 0
FOXO3 0.031 0.009 -10000 0 -10000 0 0
AKT1 0 0 -10000 0 -10000 0 0
BAD 0 0 -10000 0 -10000 0 0
AKT3 -0.002 0.027 -10000 0 -0.44 1 1
mol:GTP 0 0 -10000 0 -10000 0 0
FOXO4 0.031 0 -10000 0 -10000 0 0
AKT1/ASK1 -0.002 0.026 -10000 0 -0.42 1 1
BAD/YWHAZ 0 0 -10000 0 -10000 0 0
RICTOR 0 0 -10000 0 -10000 0 0
RAF1 0 0 -10000 0 -10000 0 0
JNK cascade 0.002 0.025 0.4 1 -10000 0 1
TSC1 0.031 0 -10000 0 -10000 0 0
YWHAZ 0 0 -10000 0 -10000 0 0
AKT1/RAF1 0 0 -10000 0 -10000 0 0
EP300 0 0 -10000 0 -10000 0 0
mol:GDP 0 0 -10000 0 -10000 0 0
mol:PI-3-4-5-P3 0 0 -10000 0 -10000 0 0
TSC2 0.031 0 -10000 0 -10000 0 0
YWHAQ 0 0 -10000 0 -10000 0 0
TBC1D4 0 0 -10000 0 -10000 0 0
MAP3K5 -0.003 0.049 -10000 0 -0.8 1 1
MAPKAP1 0 0 -10000 0 -10000 0 0
negative regulation of cell cycle -0.024 0.043 -10000 0 -10000 0 0
YWHAH 0 0 -10000 0 -10000 0 0
AKT1S1 0.031 0 -10000 0 -10000 0 0
CASP9 0.031 0 -10000 0 -10000 0 0
YWHAB 0 0 -10000 0 -10000 0 0
p27Kip1/KPNA1 0 0 -10000 0 -10000 0 0
GBL 0 0 -10000 0 -10000 0 0
PDK1/Src/Hsp90 0 0 -10000 0 -10000 0 0
YWHAE 0 0 -10000 0 -10000 0 0
SRC 0 0 -10000 0 -10000 0 0
AKT2/p21CIP1 0 0 -10000 0 -10000 0 0
KIAA1303 0 0 -10000 0 -10000 0 0
mTOR/RHEB/GTP/Raptor/GBL 0.014 0 -10000 0 -10000 0 0
CHUK 0.031 0 -10000 0 -10000 0 0
BAD/BCL-XL 0 0 -10000 0 -10000 0 0
mTORC2 0 0 -10000 0 -10000 0 0
AKT2 0 0 -10000 0 -10000 0 0
FOXO1-3a-4/14-3-3 family 0.035 0.05 -10000 0 -10000 0 0
PDPK1 0 0 -10000 0 -10000 0 0
MDM2 0.002 0.06 -10000 0 -10000 0 0
MAPKKK cascade 0 0 -10000 0 -10000 0 0
MDM2/Cbp/p300 -0.019 0.039 -10000 0 -10000 0 0
TSC1/TSC2 0.037 0 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process -0.018 0.038 -10000 0 -10000 0 0
glucose import -0.2 0.25 -10000 0 -0.47 115 115
mTOR/RHEB/GDP/Raptor/GBL/PRAS40 0.026 0 -10000 0 -10000 0 0
response to stress 0 0 -10000 0 -10000 0 0
SLC2A4 -0.21 0.24 -10000 0 -0.48 115 115
GSK3A 0.031 0 -10000 0 -10000 0 0
FOXO1 0.031 0 -10000 0 -10000 0 0
GSK3B 0.031 0 -10000 0 -10000 0 0
SFN -0.06 0.19 -10000 0 -0.6 26 26
G1/S transition of mitotic cell cycle 0.037 0 -10000 0 -10000 0 0
p27Kip1/14-3-3 family -0.014 0.055 -10000 0 -10000 0 0
PRKACA 0 0 -10000 0 -10000 0 0
KPNA1 0 0 -10000 0 -10000 0 0
HSP90AA1 0 0 -10000 0 -10000 0 0
YWHAG 0 0 -10000 0 -10000 0 0
RHEB 0 0 -10000 0 -10000 0 0
CREBBP 0 0 -10000 0 -10000 0 0
Paxillin-independent events mediated by a4b1 and a4b7

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
PTK2 -0.003 0.019 -9999 0 -10000 0 0
CRKL 0 0 -9999 0 -10000 0 0
Rac1/GDP 0 0 -9999 0 -10000 0 0
DOCK1 0 0 -9999 0 -10000 0 0
ITGA4 -0.007 0.048 -9999 0 -0.32 6 6
alpha4/beta7 Integrin/MAdCAM1 -0.022 0.055 -9999 0 -10000 0 0
EPO -0.004 0.034 -9999 0 -0.32 3 3
alpha4/beta7 Integrin -0.006 0.036 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin -0.005 0.032 -9999 0 -10000 0 0
EPO/EPOR (dimer) -0.002 0.022 -9999 0 -10000 0 0
lamellipodium assembly -0.001 0.026 -9999 0 -0.4 1 1
PIK3CA 0 0 -9999 0 -10000 0 0
PI3K -0.003 0.04 -9999 0 -0.61 1 1
ARF6 0 0 -9999 0 -10000 0 0
JAK2 -0.003 0.014 -9999 0 -10000 0 0
PXN 0 0 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
MADCAM1 -0.041 0.11 -9999 0 -0.32 33 33
cell adhesion -0.022 0.054 -9999 0 -10000 0 0
CRKL/CBL 0 0 -9999 0 -10000 0 0
ITGB1 0 0 -9999 0 -10000 0 0
SRC -0.042 0.13 -9999 0 -0.48 21 21
ITGB7 -0.002 0.028 -9999 0 -0.32 2 2
RAC1 0 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin/VCAM1 -0.046 0.14 -9999 0 -0.53 21 21
p130Cas/Crk/Dock1 -0.034 0.11 -9999 0 -10000 0 0
VCAM1 -0.065 0.22 -9999 0 -0.8 21 21
RHOA 0 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/GIT1 -0.003 0.021 -9999 0 -10000 0 0
BCAR1 -0.039 0.12 -9999 0 -0.44 21 21
EPOR 0 0 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
CBL 0 0 -9999 0 -10000 0 0
GIT1 0 0 -9999 0 -10000 0 0
Rac1/GTP -0.001 0.027 -9999 0 -0.41 1 1
TRAIL signaling pathway

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
TNFSF10 -0.015 0.11 -10000 0 -0.8 5 5
positive regulation of NF-kappaB transcription factor activity -0.036 0.16 -10000 0 -0.68 13 13
MAP2K4 -0.006 0.042 -10000 0 -10000 0 0
IKBKB 0 0 -10000 0 -10000 0 0
TNFRSF10B 0 0 -10000 0 -10000 0 0
TNFRSF10A 0 0 -10000 0 -10000 0 0
SMPD1 -0.006 0.039 -10000 0 -0.29 5 5
IKBKG 0 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
TNFRSF10D -0.033 0.16 -10000 0 -0.72 12 12
TRAIL/TRAILR2 -0.012 0.084 -10000 0 -0.61 5 5
TRAIL/TRAILR3 -0.018 0.12 -10000 0 -0.77 6 6
TRAIL/TRAILR1 -0.012 0.084 -10000 0 -0.61 5 5
TRAIL/TRAILR4 -0.036 0.16 -10000 0 -0.68 13 13
TRAIL/TRAILR1/DAP3/GTP -0.009 0.067 -10000 0 -0.49 5 5
IKK complex -0.004 0.026 -10000 0 -10000 0 0
RIPK1 0 0 -10000 0 -10000 0 0
response to oxidative stress 0 0 -10000 0 -10000 0 0
DAP3/GTP 0 0 -10000 0 -10000 0 0
MAPK3 0.007 0.086 -10000 0 -0.61 5 5
MAP3K1 -0.006 0.045 -10000 0 -0.32 5 5
TRAILR4 (trimer) -0.033 0.16 -10000 0 -0.72 12 12
TRADD 0 0 -10000 0 -10000 0 0
TRAILR1 (trimer) 0 0 -10000 0 -10000 0 0
TRAIL/TRAILR1/FADD/TRADD/RIP/TRAF2 -0.006 0.045 -10000 0 -0.33 5 5
CFLAR 0 0 -10000 0 -10000 0 0
MAPK1 0.007 0.086 -10000 0 -0.61 5 5
TRAIL/TRAILR1/FADD/TRADD/RIP -0.009 0.062 -10000 0 -0.45 5 5
mol:ceramide -0.006 0.039 -10000 0 -0.29 5 5
FADD 0 0 -10000 0 -10000 0 0
MAPK8 0.037 0.053 -10000 0 -0.41 1 1
TRAF2 0 0 -10000 0 -10000 0 0
TRAILR3 (trimer) -0.009 0.085 -10000 0 -0.8 3 3
CHUK 0 0 -10000 0 -10000 0 0
TRAIL/TRAILR1/FADD -0.01 0.073 -10000 0 -0.53 5 5
DAP3 0 0 -10000 0 -10000 0 0
CASP10 0.002 0.081 0.3 8 -0.5 3 11
JNK cascade -0.036 0.16 -10000 0 -0.68 13 13
TRAIL (trimer) -0.015 0.11 -10000 0 -0.8 5 5
TNFRSF10C -0.009 0.085 -10000 0 -0.8 3 3
TRAIL/TRAILR1/DAP3/GTP/FADD -0.009 0.063 -10000 0 -0.46 5 5
TRAIL/TRAILR2/FADD -0.01 0.072 -10000 0 -0.53 5 5
cell death -0.005 0.039 -10000 0 -0.28 5 5
TRAIL/TRAILR2/FADD/TRADD/RIP/TRAF2 -0.006 0.045 -10000 0 -0.33 5 5
TRAILR2 (trimer) 0 0 -10000 0 -10000 0 0
CASP8 0.003 0.02 -10000 0 -10000 0 0
negative regulation of caspase activity 0 0 -10000 0 -10000 0 0
TRAIL/TRAILR2/FADD/TRADD/RIP -0.009 0.061 -10000 0 -0.45 5 5
Role of Calcineurin-dependent NFAT signaling in lymphocytes

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
BCL2L1 0 0 -10000 0 -10000 0 0
NFATC1 0.006 0.11 -10000 0 -10000 0 0
NFATC2 0.004 0.066 -10000 0 -0.25 2 2
NFATC3 -0.058 0.16 -10000 0 -0.52 29 29
YWHAE 0 0 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/CABIN1 0.017 0.062 -10000 0 -0.31 5 5
Exportin 1/Ran/NUP214 0 0 -10000 0 -10000 0 0
mol:DAG 0 0.002 -10000 0 -10000 0 0
CABIN1/MEF2D/CaM/Ca2+/CAMK IV -0.016 0.052 -10000 0 -0.38 2 2
BCL2/BAX 0 0 -10000 0 -10000 0 0
CaM/Ca2+/Calcineurin A alpha-beta B1 -0.001 0.003 -10000 0 -10000 0 0
CaM/Ca2+ -0.001 0.003 -10000 0 -10000 0 0
BAX 0 0 -10000 0 -10000 0 0
MAPK14 0 0 -10000 0 -10000 0 0
BAD 0 0 -10000 0 -10000 0 0
CABIN1/MEF2D -0.011 0.051 -10000 0 -0.47 1 1
Calcineurin A alpha-beta B1/BCL2 0 0 -10000 0 -10000 0 0
FKBP8 0 0 -10000 0 -10000 0 0
activation-induced cell death of T cells 0.011 0.05 0.46 1 -10000 0 1
KPNB1 0 0 -10000 0 -10000 0 0
KPNA2 0 0 -10000 0 -10000 0 0
XPO1 0 0 -10000 0 -10000 0 0
SFN -0.06 0.19 -10000 0 -0.6 26 26
MAP3K8 -0.003 0.049 -10000 0 -0.8 1 1
NFAT4/CK1 alpha -0.038 0.11 -10000 0 -0.34 29 29
MEF2D/NFAT1/Cbp/p300 -0.033 0.087 -10000 0 -0.41 4 4
CABIN1 0.017 0.062 -10000 0 -0.31 5 5
CALM1 0 0 -10000 0 -10000 0 0
RAN 0 0 -10000 0 -10000 0 0
MAP3K1 0 0 -10000 0 -10000 0 0
CAMK4 -0.022 0.082 -10000 0 -0.32 18 18
mol:Ca2+ 0 0.005 -10000 0 -10000 0 0
MAPK3 0 0 -10000 0 -10000 0 0
YWHAH 0 0 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/AKAP79/PKA -0.011 0.056 -10000 0 -0.61 1 1
YWHAB 0 0 -10000 0 -10000 0 0
MAPK8 -0.003 0.049 -10000 0 -0.8 1 1
MAPK9 0 0 -10000 0 -10000 0 0
YWHAG 0 0 -10000 0 -10000 0 0
FKBP1A 0 0 -10000 0 -10000 0 0
NFAT1-c-4/YWHAQ -0.044 0.12 -10000 0 -0.39 29 29
PRKCH 0 0 -10000 0 -10000 0 0
CABIN1/Cbp/p300 -0.001 0.003 -10000 0 -10000 0 0
CASP3 0 0 -10000 0 -10000 0 0
PIM1 -0.001 0.02 -10000 0 -0.32 1 1
Calcineurin A alpha-beta B1/FKBP12/FK506 0 0 -10000 0 -10000 0 0
apoptosis 0 0 -10000 0 -10000 0 0
14-3-3 family/BAD/CaM/Ca2+/Calcineurin A alpha-beta B1 -0.013 0.05 -10000 0 -10000 0 0
PRKCB -0.01 0.087 -10000 0 -0.68 4 4
PRKCE 0 0 -10000 0 -10000 0 0
JNK2/NFAT4 -0.053 0.15 -10000 0 -0.47 29 29
BAD/BCL-XL 0 0 -10000 0 -10000 0 0
PRKCD 0 0 -10000 0 -10000 0 0
NUP214 0 0 -10000 0 -10000 0 0
PRKCZ -0.09 0.25 -10000 0 -0.78 30 30
PRKCA -0.006 0.07 -10000 0 -0.8 2 2
PRKCG -0.019 0.075 -10000 0 -0.32 15 15
PRKCQ -0.025 0.13 -10000 0 -0.65 10 10
FKBP38/BCL2 0 0 -10000 0 -10000 0 0
EP300 0 0.001 -10000 0 -10000 0 0
PRKCB1 0 0 -10000 0 -10000 0 0
CSNK2A1 0 0 -10000 0 -10000 0 0
NFATc/JNK1 -0.033 0.092 -10000 0 -0.39 1 1
CaM/Ca2+/FKBP38 0 0 -10000 0 -10000 0 0
FKBP12/FK506 0 0 -10000 0 -10000 0 0
CSNK1A1 0 0.002 -10000 0 -10000 0 0
CaM/Ca2+/CAMK IV -0.012 0.044 -10000 0 -10000 0 0
NFATc/ERK1 -0.032 0.09 -10000 0 -10000 0 0
CABIN1/YWHAQ/CaM/Ca2+/CAMK IV -0.016 0.053 -10000 0 -0.42 1 1
NR4A1 -0.055 0.18 -10000 0 -0.72 16 16
GSK3B 0 0 -10000 0 -10000 0 0
positive T cell selection -0.058 0.16 -10000 0 -0.52 29 29
NFAT1/CK1 alpha -0.016 0.038 -10000 0 -10000 0 0
RCH1/ KPNB1 0 0 -10000 0 -10000 0 0
YWHAQ 0 0 -10000 0 -10000 0 0
PRKACA 0 0 -10000 0 -10000 0 0
AKAP5 -0.017 0.081 -10000 0 -0.36 12 12
MEF2D 0 0.001 -10000 0 -10000 0 0
mol:FK506 0 0 -10000 0 -10000 0 0
YWHAZ 0 0 -10000 0 -10000 0 0
NFATc/p38 alpha -0.032 0.09 -10000 0 -10000 0 0
CREBBP 0 0.001 -10000 0 -10000 0 0
BCL2 0 0 -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 -0.04 0.1 -9999 0 -0.53 7 7
cell-cell adhesion 0.046 0.064 -9999 0 -10000 0 0
Ephrin B/EPHB2/RasGAP -0.05 0.074 -9999 0 -10000 0 0
ITSN1 0 0 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
SHC1 0 0 -9999 0 -10000 0 0
Ephrin B1/EPHB3 -0.013 0.054 -9999 0 -0.53 1 1
Ephrin B1/EPHB1 -0.018 0.053 -9999 0 -10000 0 0
HRAS/GDP -0.024 0.052 -9999 0 -10000 0 0
Ephrin B/EPHB1/GRB7 -0.12 0.18 -9999 0 -0.5 44 44
Endophilin/SYNJ1 -0.046 0.069 -9999 0 -10000 0 0
KRAS 0 0 -9999 0 -10000 0 0
Ephrin B/EPHB1/Src -0.045 0.067 -9999 0 -10000 0 0
endothelial cell migration -0.002 0.029 -9999 0 -0.45 1 1
GRB2 0 0 -9999 0 -10000 0 0
GRB7 -0.14 0.3 -9999 0 -0.79 45 45
PAK1 -0.046 0.067 -9999 0 -10000 0 0
HRAS 0 0 -9999 0 -10000 0 0
RRAS -0.049 0.077 -9999 0 -0.57 1 1
DNM1 -0.004 0.034 -9999 0 -0.32 3 3
cell-cell signaling 0 0 -9999 0 -10000 0 0
CRK -0.043 0.064 -9999 0 -10000 0 0
lamellipodium assembly -0.046 0.064 -9999 0 -10000 0 0
Ephrin B/EPHB1/Src/p52 SHC/GRB2 -0.012 0.021 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
EPHB2 -0.044 0.11 -9999 0 -0.32 35 35
EPHB3 -0.024 0.093 -9999 0 -0.35 18 18
EPHB1 -0.034 0.098 -9999 0 -0.32 27 27
EPHB4 0 0 -9999 0 -10000 0 0
mol:GDP -0.027 0.049 -9999 0 -10000 0 0
Ephrin B/EPHB2 -0.052 0.077 -9999 0 -10000 0 0
Ephrin B/EPHB3 -0.045 0.082 -9999 0 -0.45 1 1
JNK cascade -0.03 0.058 -9999 0 -10000 0 0
Ephrin B/EPHB1 -0.048 0.07 -9999 0 -10000 0 0
RAP1/GDP -0.02 0.041 -9999 0 -10000 0 0
EFNB2 0 0 -9999 0 -10000 0 0
EFNB3 -0.083 0.14 -9999 0 -0.32 67 67
EFNB1 0 0 -9999 0 -10000 0 0
Ephrin B2/EPHB1-2 -0.035 0.069 -9999 0 -0.31 4 4
RAP1B -0.002 0.028 -9999 0 -0.32 2 2
RAP1A 0 0 -9999 0 -10000 0 0
CDC42/GTP -0.038 0.056 -9999 0 -10000 0 0
Rap1/GTP -0.044 0.062 -9999 0 -10000 0 0
axon guidance -0.04 0.1 -9999 0 -0.53 7 7
MAPK3 0.023 0.032 -9999 0 -10000 0 0
MAPK1 0.023 0.032 -9999 0 -10000 0 0
Rac1/GDP -0.023 0.045 -9999 0 -10000 0 0
actin cytoskeleton reorganization -0.025 0.043 -9999 0 -10000 0 0
CDC42/GDP -0.023 0.045 -9999 0 -10000 0 0
PI3K -0.002 0.029 -9999 0 -0.45 1 1
EFNA5 -0.027 0.13 -9999 0 -0.62 11 11
Ephrin B2/EPHB4 0 0 -9999 0 -10000 0 0
Ephrin B/EPHB2/Intersectin/N-WASP -0.02 0.031 -9999 0 -10000 0 0
CDC42 0 0 -9999 0 -10000 0 0
RAS family/GTP -0.043 0.061 -9999 0 -10000 0 0
PTK2 0.011 0.02 -9999 0 -10000 0 0
MAP4K4 -0.03 0.059 -9999 0 -10000 0 0
SRC 0 0 -9999 0 -10000 0 0
KALRN -0.004 0.034 -9999 0 -0.32 3 3
Intersectin/N-WASP 0 0 -9999 0 -10000 0 0
neuron projection morphogenesis -0.023 0.038 -9999 0 -10000 0 0
MAP2K1 -0.009 0.017 -9999 0 -10000 0 0
WASL 0 0 -9999 0 -10000 0 0
Ephrin B1/EPHB1-2/NCK1 -0.034 0.066 -9999 0 -10000 0 0
cell migration 0.019 0.034 -9999 0 -10000 0 0
NRAS 0 0 -9999 0 -10000 0 0
SYNJ1 -0.047 0.07 -9999 0 -10000 0 0
PXN 0 0 -9999 0 -10000 0 0
TF -0.057 0.077 -9999 0 -10000 0 0
HRAS/GTP -0.051 0.07 -9999 0 -0.37 1 1
Ephrin B1/EPHB1-2 -0.035 0.069 -9999 0 -0.31 4 4
cell adhesion mediated by integrin 0.035 0.072 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
mol:GTP -0.056 0.076 -9999 0 -0.39 1 1
RAC1-CDC42/GTP -0.053 0.08 -9999 0 -0.46 1 1
RASA1 0 0 -9999 0 -10000 0 0
RAC1-CDC42/GDP -0.02 0.04 -9999 0 -10000 0 0
ruffle organization -0.044 0.062 -9999 0 -10000 0 0
NCK1 0 0 -9999 0 -10000 0 0
receptor internalization -0.044 0.064 -9999 0 -10000 0 0
Ephrin B/EPHB2/KALRN -0.051 0.074 -9999 0 -10000 0 0
ROCK1 -0.011 0.047 -9999 0 -0.48 1 1
RAS family/GDP -0.024 0.041 -9999 0 -10000 0 0
Rac1/GTP -0.048 0.067 -9999 0 -10000 0 0
Ephrin B/EPHB1/Src/Paxillin -0.018 0.028 -9999 0 -10000 0 0
Regulation of p38-alpha and p38-beta

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
RIP1/MEKK3 0 0 -9999 0 -10000 0 0
response to insulin stimulus 0 0 -9999 0 -10000 0 0
RIPK1 0 0 -9999 0 -10000 0 0
response to stress 0 0 -9999 0 -10000 0 0
MAP2K6 -0.025 0.14 -9999 0 -0.8 8 8
mol:GTP 0 0 -9999 0 -10000 0 0
MAP2K4 0 0 -9999 0 -10000 0 0
RAC1-CDC42/GTP/PAK family -0.008 0.016 -9999 0 -10000 0 0
response to UV 0 0 -9999 0 -10000 0 0
YES1 0 0 -9999 0 -10000 0 0
interleukin-1 receptor activity 0 0 -9999 0 -10000 0 0
tumor necrosis factor receptor activity 0 0 -9999 0 -10000 0 0
MAP3K3 0 0 -9999 0 -10000 0 0
FYN -0.001 0.02 -9999 0 -0.32 1 1
MAP3K12 0 0 -9999 0 -10000 0 0
FGR 0 0 -9999 0 -10000 0 0
p38 alpha/TAB1 -0.006 0.027 -9999 0 -10000 0 0
PRKG1 -0.02 0.087 -9999 0 -0.35 15 15
DUSP8 -0.009 0.085 -9999 0 -0.8 3 3
PGK/cGMP/p38 alpha -0.013 0.042 -9999 0 -0.32 2 2
apoptosis -0.006 0.027 -9999 0 -10000 0 0
RAL/GTP 0 0 -9999 0 -10000 0 0
LYN 0 0 -9999 0 -10000 0 0
DUSP1 0 0 -9999 0 -10000 0 0
PAK1 0 0 -9999 0 -10000 0 0
SRC 0 0 -9999 0 -10000 0 0
RAC1/OSM/MEKK3/MKK3 0 0 -9999 0 -10000 0 0
TRAF6 0 0 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
epidermal growth factor receptor activity 0 0 -9999 0 -10000 0 0
mol:LPS 0 0 -9999 0 -10000 0 0
mol:cGMP 0 0 -9999 0 -10000 0 0
CCM2 0 0 -9999 0 -10000 0 0
RAC1-CDC42/GTP 0 0 -9999 0 -10000 0 0
MAPK11 0.029 0.058 -9999 0 -10000 0 0
BLK -0.035 0.1 -9999 0 -0.32 28 28
HCK -0.016 0.07 -9999 0 -0.32 13 13
MAP2K3 0 0 -9999 0 -10000 0 0
DUSP16 0 0 -9999 0 -10000 0 0
DUSP10 -0.004 0.034 -9999 0 -0.32 3 3
TRAF6/MEKK3 0 0 -9999 0 -10000 0 0
MAP3K7IP1 0 0 -9999 0 -10000 0 0
MAPK14 0.032 0.041 -9999 0 -10000 0 0
positive regulation of innate immune response 0.036 0.063 -9999 0 -10000 0 0
LCK -0.039 0.11 -9999 0 -0.34 30 30
p38alpha-beta/MKP7 -0.011 0.046 -9999 0 -10000 0 0
p38alpha-beta/MKP5 -0.01 0.047 -9999 0 -10000 0 0
PGK/cGMP -0.014 0.062 -9999 0 -0.25 15 15
PAK2 0 0 -9999 0 -10000 0 0
p38alpha-beta/MKP1 -0.011 0.046 -9999 0 -10000 0 0
CDC42 0 0 -9999 0 -10000 0 0
RALB 0 0 -9999 0 -10000 0 0
RALA 0 0 -9999 0 -10000 0 0
PAK3 -0.07 0.13 -9999 0 -0.32 56 56
IGF1 pathway

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
NCK2 0 0 -10000 0 -10000 0 0
PTK2 0 0 -10000 0 -10000 0 0
CRKL -0.013 0.077 -10000 0 -0.51 5 5
GRB2/SOS1/SHC 0 0 -10000 0 -10000 0 0
HRAS 0 0 -10000 0 -10000 0 0
IRS1/Crk -0.013 0.077 -10000 0 -0.51 5 5
IGF-1R heterotetramer/IGF1/PTP1B -0.016 0.088 -10000 0 -0.59 5 5
AKT1 -0.012 0.068 -10000 0 -0.55 2 2
BAD 0.032 0.071 -10000 0 -0.66 1 1
mol:GTP 0 0 -10000 0 -10000 0 0
CRK -0.013 0.077 -10000 0 -0.51 5 5
IGF-1R heterotetramer/IGF1/IRS1/Shp2 -0.013 0.077 -10000 0 -0.52 5 5
RAF1 0.034 0.067 -10000 0 -0.61 1 1
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos -0.012 0.073 -10000 0 -0.49 5 5
YWHAZ 0 0 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1 -0.015 0.083 -10000 0 -0.56 5 5
PIK3CA 0 0 -10000 0 -10000 0 0
RPS6KB1 -0.012 0.068 -10000 0 -0.55 2 2
GNB2L1 -0.001 0.02 -10000 0 -0.32 1 1
positive regulation of MAPKKK cascade 0.03 0.058 -10000 0 -0.5 1 1
PXN 0 0 -10000 0 -10000 0 0
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
cell adhesion 0 0 -10000 0 -10000 0 0
GRB2/SOS1 0 0 -10000 0 -10000 0 0
HRAS/GTP -0.011 0.065 -10000 0 -0.43 5 5
IGF-1R heterotetramer/IGF1/GRB2/Sos/Shc -0.013 0.072 -10000 0 -0.48 5 5
IGF-1R heterotetramer -0.011 0.09 -10000 0 -0.84 3 3
IGF-1R heterotetramer/IGF1/IRS/Nck -0.013 0.077 -10000 0 -0.52 5 5
Crk/p130 Cas/Paxillin -0.007 0.07 -10000 0 -0.46 5 5
IGF1R -0.011 0.09 -10000 0 -0.84 3 3
IGF1 -0.021 0.11 -10000 0 -0.45 12 12
IRS2/Crk -0.012 0.072 -10000 0 -0.48 5 5
PI3K -0.015 0.078 -10000 0 -0.48 6 6
apoptosis 0.01 0.053 0.55 1 -10000 0 1
HRAS/GDP 0 0 -10000 0 -10000 0 0
PRKCD -0.011 0.077 -10000 0 -0.52 5 5
RAF1/14-3-3 E -0.009 0.05 -10000 0 -0.51 1 1
BAD/14-3-3 -0.01 0.057 -10000 0 -0.59 1 1
PRKCZ -0.059 0.15 -10000 0 -0.45 30 30
Crk/p130 Cas/Paxillin/FAK1 -0.01 0.056 -10000 0 -0.6 1 1
PTPN1 0 0 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos/Shc/RACK1 -0.012 0.082 -10000 0 -0.55 5 5
BCAR1 0 0 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1/SHC/GRB10 -0.014 0.078 -10000 0 -0.52 5 5
mol:GDP 0 0 -10000 0 -10000 0 0
SOS1 0 0 -10000 0 -10000 0 0
IRS1/NCK2 -0.013 0.076 -10000 0 -0.51 5 5
GRB10 0 0 -10000 0 -10000 0 0
PTPN11 -0.013 0.077 -10000 0 -0.51 5 5
IRS1 -0.015 0.083 -10000 0 -0.55 5 5
IRS2 -0.013 0.077 -10000 0 -0.51 5 5
IGF-1R heterotetramer/IGF1 -0.021 0.11 -10000 0 -0.72 5 5
GRB2 0 0 -10000 0 -10000 0 0
PDPK1 -0.013 0.073 -10000 0 -0.45 6 6
YWHAE 0 0 -10000 0 -10000 0 0
PRKD1 -0.013 0.081 -10000 0 -0.5 6 6
SHC1 0 0 -10000 0 -10000 0 0
Rapid glucocorticoid signaling

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
Gs family/GDP/Gbeta gamma -0.026 0.099 -10000 0 -0.46 12 12
MAPK9 0 0 -10000 0 -10000 0 0
adrenocorticotropin secretion 0 0 -10000 0 -10000 0 0
GNB1/GNG2 -0.004 0.026 -10000 0 -10000 0 0
GNB1 0 0 -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 0 -10000 0 -10000 0 0
Gs family/GTP -0.025 0.11 -10000 0 -0.43 15 15
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 0.006 0.024 0.1 15 -10000 0 15
GNAL -0.041 0.17 -10000 0 -0.7 15 15
GNG2 -0.007 0.048 -10000 0 -0.32 6 6
CRH 0 0 -10000 0 -10000 0 0
mol:cortisol 0 0 -10000 0 -10000 0 0
MAPK8 -0.002 0.028 -10000 0 -0.45 1 1
MAPK11 0 0.006 -10000 0 -10000 0 0
Signaling events mediated by HDAC Class II

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
G beta1gamma2/HDAC5 -0.003 0.021 -10000 0 -10000 0 0
HDAC3 0 0 -10000 0 -10000 0 0
Ran/GTP/Exportin 1/HDAC4 -0.002 0.025 -10000 0 -0.4 1 1
GATA1/HDAC4 -0.11 0.24 -10000 0 -0.61 47 47
GATA1/HDAC5 -0.11 0.23 -10000 0 -0.61 46 46
GATA2/HDAC5 -0.006 0.056 -10000 0 -0.61 2 2
HDAC5/BCL6/BCoR -0.001 0.01 -10000 0 -10000 0 0
HDAC9 -0.002 0.028 -10000 0 -0.32 2 2
Glucocorticoid receptor/Hsp90/HDAC6 0 0 -10000 0 -10000 0 0
HDAC4/ANKRA2 -0.002 0.038 -10000 0 -0.61 1 1
HDAC5/YWHAB 0 0 -10000 0 -10000 0 0
NPC/RanGAP1/SUMO1/Ubc9 0 0 -10000 0 -10000 0 0
GATA2 -0.009 0.075 -10000 0 -0.56 4 4
HDAC4/RFXANK -0.002 0.038 -10000 0 -0.61 1 1
BCOR -0.001 0.02 -10000 0 -0.32 1 1
mol:GTP 0 0 -10000 0 -10000 0 0
HDAC10 0 0 -10000 0 -10000 0 0
HDAC5 0 0 -10000 0 -10000 0 0
GNB1/GNG2 -0.005 0.032 -10000 0 -10000 0 0
Histones -0.001 0.017 -10000 0 -10000 0 0
ADRBK1 0 0 -10000 0 -10000 0 0
HDAC4 -0.003 0.049 -10000 0 -0.8 1 1
XPO1 0 0 -10000 0 -10000 0 0
HDAC5/ANKRA2 0 0 -10000 0 -10000 0 0
HDAC4/Ubc9 -0.002 0.038 -10000 0 -0.61 1 1
HDAC7 -0.001 0.02 -10000 0 -0.32 1 1
HDAC5/14-3-3 E 0 0 -10000 0 -10000 0 0
TUBA1B 0 0 -10000 0 -10000 0 0
HDAC6 0 0 -10000 0 -10000 0 0
HDAC5/RFXANK 0 0 -10000 0 -10000 0 0
CAMK4 -0.022 0.082 -10000 0 -0.32 18 18
Tubulin/HDAC6 0 0 -10000 0 -10000 0 0
SUMO1 0 0 -10000 0 -10000 0 0
EntrezGene:9972 0 0 -10000 0 -10000 0 0
YWHAB 0 0 -10000 0 -10000 0 0
GATA1 -0.14 0.3 -10000 0 -0.79 47 47
EntrezGene:8021 0 0 -10000 0 -10000 0 0
YWHAE 0 0 -10000 0 -10000 0 0
NR3C1 0 0 -10000 0 -10000 0 0
SUMO1/HDAC4 -0.002 0.027 -10000 0 -0.44 1 1
SRF 0 0 -10000 0 -10000 0 0
HDAC4/YWHAB -0.002 0.038 -10000 0 -0.61 1 1
Tubulin 0 0 -10000 0 -10000 0 0
HDAC4/14-3-3 E -0.002 0.038 -10000 0 -0.61 1 1
GNB1 0 0 -10000 0 -10000 0 0
RANGAP1 0 0 -10000 0 -10000 0 0
BCL6/BCoR -0.001 0.013 -10000 0 -10000 0 0
HDAC4/HDAC3/SMRT (N-CoR2) -0.002 0.033 -10000 0 -0.53 1 1
HDAC4/SRF -0.013 0.053 -10000 0 -0.53 1 1
HDAC4/ER alpha -0.032 0.11 -10000 0 -0.63 7 7
EntrezGene:23225 0 0 -10000 0 -10000 0 0
positive regulation of chromatin silencing -0.001 0.017 -10000 0 -10000 0 0
cell motility 0 0 -10000 0 -10000 0 0
EntrezGene:23636 0 0 -10000 0 -10000 0 0
UBE2I 0 0 -10000 0 -10000 0 0
HDAC7/HDAC3 -0.001 0.013 -10000 0 -10000 0 0
BCL6 0 0 -10000 0 -10000 0 0
HDAC4/CaMK II delta B -0.003 0.049 -10000 0 -0.8 1 1
Hsp90/HDAC6 0 0 -10000 0 -10000 0 0
ESR1 -0.042 0.14 -10000 0 -0.44 25 25
HDAC6/HDAC11 0 0 -10000 0 -10000 0 0
Ran/GTP/Exportin 1 0 0 -10000 0 -10000 0 0
NPC 0 0 -10000 0 -10000 0 0
MEF2C 0 0 -10000 0 -10000 0 0
RAN 0 0 -10000 0 -10000 0 0
HDAC4/MEF2C -0.002 0.028 -10000 0 -0.45 1 1
GNG2 -0.007 0.048 -10000 0 -0.32 6 6
NCOR2 0 0 -10000 0 -10000 0 0
TUBB2A 0 0 -10000 0 -10000 0 0
HDAC11 0 0 -10000 0 -10000 0 0
HSP90AA1 0 0 -10000 0 -10000 0 0
RANBP2 0 0 -10000 0 -10000 0 0
ANKRA2 0 0 -10000 0 -10000 0 0
RFXANK 0 0 -10000 0 -10000 0 0
nuclear import 0.002 0.027 0.44 1 -10000 0 1
Hedgehog signaling events mediated by Gli proteins

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
HDAC1 0 0 -9999 0 -10000 0 0
HDAC2 0 0 -9999 0 -10000 0 0
GNB1/GNG2 -0.016 0.082 -9999 0 -0.52 6 6
forebrain development -0.01 0.095 -9999 0 -0.4 4 4
GNAO1 -0.1 0.27 -9999 0 -0.78 34 34
SMO/beta Arrestin2 -0.014 0.092 -9999 0 -0.61 6 6
SMO -0.018 0.12 -9999 0 -0.8 6 6
ARRB2 0 0 -9999 0 -10000 0 0
GLI3/SPOP -0.001 0.015 -9999 0 -10000 0 0
mol:GTP 0 0.001 -9999 0 -10000 0 0
GSK3B 0 0 -9999 0 -10000 0 0
GNAI2 0 0 -9999 0 -10000 0 0
SIN3/HDAC complex 0 0 -9999 0 -10000 0 0
GNAI1 -0.012 0.098 -9999 0 -0.8 4 4
XPO1 0.004 0.005 -9999 0 -10000 0 0
GLI1/Su(fu) -0.035 0.075 -9999 0 -0.42 2 2
SAP30 0 0 -9999 0 -10000 0 0
mol:GDP -0.018 0.12 -9999 0 -0.8 6 6
MIM/GLI2A 0.006 0.007 -9999 0 -10000 0 0
IFT88 -0.003 0.049 -9999 0 -0.8 1 1
GNAI3 0 0 -9999 0 -10000 0 0
GLI2 0.036 0.01 -9999 0 -10000 0 0
GLI3 0.037 0.032 -9999 0 -10000 0 0
CSNK1D 0 0 -9999 0 -10000 0 0
CSNK1E 0 0 -9999 0 -10000 0 0
SAP18 0 0 -9999 0 -10000 0 0
embryonic digit morphogenesis -0.003 0.049 -9999 0 -0.8 1 1
GNG2 -0.007 0.048 -9999 0 -0.32 6 6
Gi family/GTP -0.074 0.16 -9999 0 -0.4 40 40
SIN3B 0 0 -9999 0 -10000 0 0
SIN3A 0 0 -9999 0 -10000 0 0
GLI3/Su(fu) 0 0.018 -9999 0 -10000 0 0
GLI2/Su(fu) -0.004 0.028 -9999 0 -10000 0 0
FOXA2 -0.018 0.051 -9999 0 -10000 0 0
neural tube patterning -0.01 0.095 -9999 0 -0.4 4 4
SPOP 0 0 -9999 0 -10000 0 0
Su(fu)/PIAS1 -0.006 0.037 -9999 0 -10000 0 0
GNB1 0 0 -9999 0 -10000 0 0
CSNK1G2 0 0 -9999 0 -10000 0 0
CSNK1G3 0 0 -9999 0 -10000 0 0
MTSS1 0.006 0.007 -9999 0 -10000 0 0
embryonic limb morphogenesis -0.01 0.095 -9999 0 -0.4 4 4
SUFU -0.006 0.042 -9999 0 -10000 0 0
LGALS3 -0.003 0.049 -9999 0 -0.8 1 1
catabolic process 0 0.008 -9999 0 -10000 0 0
GLI3A/CBP -0.02 0.057 -9999 0 -0.38 3 3
KIF3A 0 0 -9999 0 -10000 0 0
GLI1 -0.01 0.096 -9999 0 -0.41 4 4
RAB23 -0.002 0.028 -9999 0 -0.32 2 2
CSNK1A1 0 0 -9999 0 -10000 0 0
IFT172 0 0 -9999 0 -10000 0 0
RBBP7 0 0 -9999 0 -10000 0 0
Su(fu)/Galectin3 -0.008 0.047 -9999 0 -0.48 1 1
GNAZ -0.052 0.2 -9999 0 -0.8 17 17
RBBP4 0 0 -9999 0 -10000 0 0
CSNK1G1 0 0 -9999 0 -10000 0 0
PIAS1 0 0 -9999 0 -10000 0 0
PRKACA 0 0 -9999 0 -10000 0 0
GLI2/SPOP 0 0 -9999 0 -10000 0 0
STK36 0.004 0.005 -9999 0 -10000 0 0
Gi family/GNB1/GNG2/GDP -0.064 0.14 -9999 0 -0.56 10 10
PTCH1 -0.005 0.095 -9999 0 -10000 0 0
MIM/GLI1 -0.025 0.094 -9999 0 -0.41 3 3
CREBBP -0.02 0.057 -9999 0 -0.38 3 3
Su(fu)/SIN3/HDAC complex 0 0.009 -9999 0 -10000 0 0
Signaling events mediated by HDAC Class III

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
EP300 0 0 -9999 0 -10000 0 0
HDAC4 -0.003 0.049 -9999 0 -0.8 1 1
induction of apoptosis 0 0 -9999 0 -10000 0 0
regulation of S phase of mitotic cell cycle 0 0 -9999 0 -10000 0 0
CDKN1A 0 0 -9999 0 -10000 0 0
KAT2B 0 0 -9999 0 -10000 0 0
BAX 0 0 -9999 0 -10000 0 0
FOXO3 0 0.007 -9999 0 -10000 0 0
FOXO1 0 0 -9999 0 -10000 0 0
FOXO4 0 0 -9999 0 -10000 0 0
response to UV 0 0 -9999 0 -10000 0 0
XRCC6 0 0 -9999 0 -10000 0 0
TAT -0.001 0.02 -9999 0 -0.32 1 1
mol:Lysophosphatidic acid 0 0 -9999 0 -10000 0 0
MYOD1 -0.021 0.081 -9999 0 -10000 0 0
PPARGC1A -0.17 0.32 -9999 0 -0.79 55 55
FHL2 -0.001 0.02 -9999 0 -0.32 1 1
response to nutrient levels 0 0 -9999 0 -10000 0 0
KU70/SIRT1 0 0 -9999 0 -10000 0 0
HIST2H4A 0 0 -9999 0 -10000 0 0
SIRT1/FOXO3a 0 0.005 -9999 0 -10000 0 0
SIRT1 0 0 -9999 0 -10000 0 0
response to hypoxia 0 0 -9999 0 -10000 0 0
SIRT1/MEF2D/HDAC4 -0.002 0.033 -9999 0 -0.53 1 1
SIRT1/Histone H1b -0.004 0.012 -9999 0 -10000 0 0
apoptosis 0 0 -9999 0 -10000 0 0
SIRT1/PGC1A -0.11 0.22 -9999 0 -0.53 54 54
p53/SIRT1 0 0 -9999 0 -10000 0 0
SIRT1/FOXO4 0 0 -9999 0 -10000 0 0
FOXO1/FHL2/SIRT1 -0.001 0.009 -9999 0 -10000 0 0
HIST1H1E -0.005 0.017 -9999 0 -10000 0 0
SIRT1/p300 0 0 -9999 0 -10000 0 0
muscle cell differentiation 0.025 0.06 -9999 0 -10000 0 0
TP53 0 0 -9999 0 -10000 0 0
KU70/SIRT1/BAX 0 0 -9999 0 -10000 0 0
CREBBP 0 0 -9999 0 -10000 0 0
MEF2D 0 0 -9999 0 -10000 0 0
HIV-1 Tat/SIRT1 -0.001 0.013 -9999 0 -10000 0 0
ACSS2 0 0 -9999 0 -10000 0 0
SIRT1/PCAF/MYOD -0.026 0.06 -9999 0 -10000 0 0
HIV-1 Nef: Negative effector of Fas and TNF-alpha

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
BAG4 -0.001 0.02 -9999 0 -0.32 1 1
Caspase 8 (4 units) -0.014 0.033 -9999 0 -10000 0 0
NEF -0.015 0.033 -9999 0 -10000 0 0
NFKBIA -0.001 0.012 -9999 0 -10000 0 0
BIRC3 -0.01 0.088 -9999 0 -0.8 3 3
CYCS 0.024 0.05 -9999 0 -10000 0 0
RIPK1 0 0 -9999 0 -10000 0 0
CD247 -0.042 0.12 -9999 0 -0.41 22 22
MAP2K7 0.027 0.041 -9999 0 -0.33 1 1
protein ubiquitination 0.054 0.03 -9999 0 -10000 0 0
CRADD -0.003 0.049 -9999 0 -0.8 1 1
DAXX 0 0 -9999 0 -10000 0 0
FAS 0 0 -9999 0 -10000 0 0
BID -0.016 0.037 -9999 0 -0.29 1 1
NF-kappa-B/RelA/I kappa B alpha -0.004 0.037 -9999 0 -10000 0 0
TRADD 0 0 -9999 0 -10000 0 0
MAP3K5 -0.003 0.049 -9999 0 -0.8 1 1
CFLAR 0 0 -9999 0 -10000 0 0
FADD 0 0 -9999 0 -10000 0 0
NF-kappa-B/RelA/I kappa B alpha/ubiquitin -0.005 0.037 -9999 0 -10000 0 0
MAPK8 0.031 0.051 -9999 0 -0.48 1 1
APAF1 0 0 -9999 0 -10000 0 0
TRAF1 -0.004 0.034 -9999 0 -0.32 3 3
TRAF2 0 0 -9999 0 -10000 0 0
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8/FASLG -0.018 0.042 -9999 0 -0.31 1 1
TNFR1A/Caspase 2/TNF-alpha/FADD/TRADD/RIP1/cIAP2/TRAF1/TRAF2/Ask1/RAIDD 0.002 0.031 -9999 0 -0.36 1 1
CHUK 0.055 0.032 -9999 0 -10000 0 0
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8 -0.002 0.028 -9999 0 -0.45 1 1
TCRz/NEF -0.044 0.11 -9999 0 -0.37 21 21
TNF -0.011 0.059 -9999 0 -0.32 9 9
FASLG -0.059 0.13 -9999 0 -0.43 21 21
NFKB1 -0.001 0.012 -9999 0 -10000 0 0
TNFR1A/BAG4/TNF-alpha -0.006 0.032 -9999 0 -10000 0 0
CASP6 -0.007 0.022 -9999 0 -10000 0 0
CASP7 0.052 0.082 -9999 0 -0.62 3 3
RELA -0.001 0.012 -9999 0 -10000 0 0
CASP2 0 0 -9999 0 -10000 0 0
CASP3 0.052 0.082 -9999 0 -0.62 3 3
TNFRSF1A 0 0 -9999 0 -10000 0 0
TNFR1A/BAG4 -0.001 0.013 -9999 0 -10000 0 0
CASP8 0 0 -9999 0 -10000 0 0
CASP9 0 0 -9999 0 -10000 0 0
MAP3K14 0.051 0.034 -9999 0 -10000 0 0
APAF-1/Caspase 9 -0.01 0.056 -9999 0 -0.5 3 3
BCL2 0.037 0.048 -9999 0 -0.44 1 1
TCGA08_rtk_signaling

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
PDGFRA -0.075 0.22 -10000 0 -0.7 28 28
HRAS 0 0 -10000 0 -10000 0 0
EGFR -0.006 0.057 -10000 0 -0.48 3 3
AKT 0.027 0.024 -10000 0 -0.29 1 1
FOXO3 -0.001 0.02 -10000 0 -0.32 1 1
AKT1 0 0 -10000 0 -10000 0 0
FOXO1 0 0 -10000 0 -10000 0 0
AKT3 -0.003 0.049 -10000 0 -0.8 1 1
FOXO4 0 0 -10000 0 -10000 0 0
MET -0.012 0.098 -10000 0 -0.8 4 4
PIK3CA 0 0 -10000 0 -10000 0 0
PIK3CB 0 0 -10000 0 -10000 0 0
NRAS 0 0 -10000 0 -10000 0 0
PIK3CG -0.016 0.07 -10000 0 -0.32 13 13
PIK3R3 0 0 -10000 0 -10000 0 0
PIK3R2 0 0 -10000 0 -10000 0 0
NF1 -0.003 0.049 -10000 0 -0.8 1 1
RAS -0.005 0.07 0.25 1 -0.24 1 2
ERBB2 -0.028 0.15 -10000 0 -0.8 9 9
proliferation/survival/translation -0.02 0.019 -10000 0 -10000 0 0
PI3K 0.002 0.066 -10000 0 -0.22 2 2
PIK3R1 -0.004 0.053 -10000 0 -0.56 2 2
KRAS 0 0 -10000 0 -10000 0 0
FOXO 0.032 0.015 -10000 0 -10000 0 0
AKT2 0 0 -10000 0 -10000 0 0
PTEN 0 0 -10000 0 -10000 0 0
Class I PI3K signaling events

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
ARF5/GTP 0 0 -9999 0 -10000 0 0
DAPP1 0.025 0.037 -9999 0 -10000 0 0
Src family/SYK family/BLNK-LAT/BTK-ITK 0.029 0.078 -9999 0 -0.66 2 2
mol:DAG 0.038 0.047 -9999 0 -0.25 1 1
HRAS 0 0 -9999 0 -10000 0 0
RAP1A 0 0 -9999 0 -10000 0 0
ARF5/GDP -0.001 0.011 -9999 0 -10000 0 0
PLCG2 0 0 -9999 0 -10000 0 0
PLCG1 0 0 -9999 0 -10000 0 0
ARF5 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
ARF1/GTP 0 0 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
YES1 0 0 -9999 0 -10000 0 0
RAP1A/GTP 0 0 -9999 0 -10000 0 0
ADAP1 -0.013 0.072 -9999 0 -0.42 8 8
ARAP3 0 0 -9999 0 -10000 0 0
INPPL1 0 0 -9999 0 -10000 0 0
PREX1 -0.001 0.02 -9999 0 -0.32 1 1
ARHGEF6 0 0 -9999 0 -10000 0 0
ARHGEF7 0 0 -9999 0 -10000 0 0
ARF1 0 0 -9999 0 -10000 0 0
NRAS 0 0 -9999 0 -10000 0 0
FYN -0.001 0.02 -9999 0 -0.32 1 1
ARF6 0 0 -9999 0 -10000 0 0
FGR 0 0 -9999 0 -10000 0 0
mol:Ca2+ 0.03 0.025 -9999 0 -10000 0 0
mol:IP4 0 0 -9999 0 -10000 0 0
TIAM1 -0.01 0.056 -9999 0 -0.32 8 8
ZAP70 -0.046 0.11 -9999 0 -0.32 37 37
mol:IP3 0.036 0.033 -9999 0 -10000 0 0
LYN 0 0 -9999 0 -10000 0 0
ARF1/GDP -0.001 0.011 -9999 0 -10000 0 0
RhoA/GDP 0 0.003 -9999 0 -10000 0 0
PDK1/Src/Hsp90 0 0 -9999 0 -10000 0 0
BLNK -0.006 0.07 -9999 0 -0.8 2 2
actin cytoskeleton reorganization 0.052 0.018 -9999 0 -10000 0 0
SRC 0 0 -9999 0 -10000 0 0
PLEKHA2 0.023 0.023 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
PTEN 0 0 -9999 0 -10000 0 0
HSP90AA1 0 0 -9999 0 -10000 0 0
ARF6/GTP 0 0 -9999 0 -10000 0 0
RhoA/GTP 0 0 -9999 0 -10000 0 0
Src family/SYK family/BLNK-LAT -0.018 0.063 -9999 0 -0.58 2 2
BLK -0.035 0.1 -9999 0 -0.32 28 28
PDPK1 0 0 -9999 0 -10000 0 0
CYTH1 0 0 -9999 0 -10000 0 0
HCK -0.016 0.07 -9999 0 -0.32 13 13
CYTH3 0 0 -9999 0 -10000 0 0
CYTH2 0 0 -9999 0 -10000 0 0
KRAS 0 0 -9999 0 -10000 0 0
GO:0030676 0 0 -9999 0 -10000 0 0
FOXO3 0 0.006 -9999 0 -10000 0 0
SGK1 0 0 -9999 0 -10000 0 0
INPP5D -0.005 0.04 -9999 0 -0.32 4 4
mol:GDP 0.03 0.016 -9999 0 -10000 0 0
SOS1 0 0 -9999 0 -10000 0 0
SYK -0.007 0.072 -9999 0 -0.64 3 3
ARF6/GDP 0 0.003 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 0 0 -9999 0 -10000 0 0
ARAP3/RAP1A/GTP 0 0 -9999 0 -10000 0 0
VAV1 -0.025 0.095 -9999 0 -0.35 19 19
mol:PI-3-4-P2 0.015 0.028 -9999 0 -10000 0 0
RAS family/GTP/PI3K Class I 0 0 -9999 0 -10000 0 0
PLEKHA1 0.023 0.023 -9999 0 -10000 0 0
Rac1/GDP -0.001 0.011 -9999 0 -10000 0 0
LAT -0.012 0.062 -9999 0 -0.32 10 10
Rac1/GTP -0.003 0.016 -9999 0 -10000 0 0
ITK -0.012 0.034 -9999 0 -10000 0 0
Src family/SYK family/BLNK-LAT/BTK-ITK/PLC-gamma 0.043 0.059 -9999 0 -0.35 1 1
LCK -0.039 0.11 -9999 0 -0.34 30 30
BTK -0.001 0.012 -9999 0 -10000 0 0
PDGFR-beta 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
S1P1/Sphingosine-1-phosphate -0.022 0.038 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/SLAP -0.007 0.039 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/APS/CBL -0.001 0.014 -9999 0 -10000 0 0
AKT1 -0.007 0.051 -9999 0 -0.46 1 1
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
mol:Sphingosine-1-phosphate -0.024 0.041 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
FGR 0.002 0.009 -9999 0 -10000 0 0
mol:Ca2+ 0.023 0.016 -9999 0 -10000 0 0
MYC 0.036 0.061 -9999 0 -0.87 1 1
SHC1 0 0 -9999 0 -10000 0 0
HRAS/GDP 0 0.007 -9999 0 -10000 0 0
LRP1/PDGFRB/PDGFB -0.01 0.041 -9999 0 -0.34 1 1
GRB10 0 0 -9999 0 -10000 0 0
PTPN11 0 0 -9999 0 -10000 0 0
GO:0007205 0.023 0.016 -9999 0 -10000 0 0
PTEN 0 0 -9999 0 -10000 0 0
GRB2 0 0 -9999 0 -10000 0 0
GRB7 -0.14 0.3 -9999 0 -0.79 45 45
PDGFB-D/PDGFRB/SHP2 -0.001 0.013 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/GRB10 -0.001 0.013 -9999 0 -10000 0 0
cell cycle arrest -0.007 0.039 -9999 0 -10000 0 0
HRAS 0 0 -9999 0 -10000 0 0
HIF1A 0.05 0.053 -9999 0 -0.4 1 1
GAB1 0.02 0.029 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
DNM2 0.022 0.032 -9999 0 -10000 0 0
PDGFB-D/PDGFRB -0.001 0.01 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/LMW-PTP -0.001 0.013 -9999 0 -10000 0 0
S1P1/Sphingosine-1-phosphate/PDGFB-D/PDGFRB 0.006 0.039 -9999 0 -10000 0 0
positive regulation of MAPKKK cascade -0.001 0.013 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
mol:IP3 0.023 0.016 -9999 0 -10000 0 0
E5 0 0.001 -9999 0 -10000 0 0
CSK 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/GRB7 -0.11 0.23 -9999 0 -0.62 44 44
SHB 0 0 -9999 0 -10000 0 0
BLK 0 0.008 -9999 0 -10000 0 0
PTPN2 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/SNX15 -0.001 0.013 -9999 0 -10000 0 0
BCAR1 0 0 -9999 0 -10000 0 0
VAV2 0.026 0.031 -9999 0 -10000 0 0
CBL 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/DEP1 -0.001 0.013 -9999 0 -10000 0 0
LCK -0.002 0.039 -9999 0 -0.61 1 1
PDGFRB -0.001 0.02 -9999 0 -0.32 1 1
ACP1 0 0 -9999 0 -10000 0 0
HCK 0.001 0.009 -9999 0 -10000 0 0
ABL1 0.022 0.021 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/CBL 0.021 0.025 -9999 0 -10000 0 0
PTPN1 0 0 -9999 0 -10000 0 0
SNX15 0 0 -9999 0 -10000 0 0
STAT3 0 0 -9999 0 -10000 0 0
STAT1 -0.001 0.02 -9999 0 -0.32 1 1
cell proliferation 0.036 0.053 -9999 0 -0.75 1 1
SLA -0.01 0.056 -9999 0 -0.32 8 8
actin cytoskeleton reorganization 0 0.006 -9999 0 -10000 0 0
SRC 0.001 0.008 -9999 0 -10000 0 0
PI3K -0.008 0.056 -9999 0 -0.51 1 1
PDGFB-D/PDGFRB/GRB7/SHC -0.091 0.2 -9999 0 -0.53 44 44
SH2B2 -0.001 0.02 -9999 0 -0.32 1 1
PLCgamma1/SPHK1 -0.025 0.042 -9999 0 -10000 0 0
LYN 0.001 0.008 -9999 0 -10000 0 0
LRP1 -0.017 0.073 -9999 0 -0.32 14 14
SOS1 0 0 -9999 0 -10000 0 0
STAT5B 0 0 -9999 0 -10000 0 0
STAT5A 0 0 -9999 0 -10000 0 0
NCK1-2/p130 Cas 0 0.007 -9999 0 -10000 0 0
SPHK1 -0.083 0.14 -9999 0 -0.32 67 67
EDG1 0 0.001 -9999 0 -10000 0 0
mol:DAG 0.023 0.016 -9999 0 -10000 0 0
PLCG1 0.024 0.016 -9999 0 -10000 0 0
NHERF/PDGFRB -0.009 0.066 -9999 0 -0.53 4 4
YES1 0.002 0.009 -9999 0 -10000 0 0
cell migration -0.009 0.065 -9999 0 -0.52 4 4
SHC/Grb2/SOS1 0 0.007 -9999 0 -10000 0 0
SLC9A3R2 0 0 -9999 0 -10000 0 0
SLC9A3R1 -0.012 0.098 -9999 0 -0.8 4 4
NHERF1-2/PDGFRB/PTEN -0.008 0.06 -9999 0 -0.48 4 4
FYN 0.001 0.008 -9999 0 -10000 0 0
DOK1 0 0.009 -9999 0 -10000 0 0
HRAS/GTP 0 0 -9999 0 -10000 0 0
PDGFB 0 0 -9999 0 -10000 0 0
RAC1 0.033 0.04 -9999 0 -0.46 1 1
PRKCD 0 0.009 -9999 0 -10000 0 0
FER 0 0.009 -9999 0 -10000 0 0
MAPKKK cascade 0 0.007 -9999 0 -10000 0 0
RASA1 0 0.009 -9999 0 -10000 0 0
NCK1 0 0 -9999 0 -10000 0 0
NCK2 0 0 -9999 0 -10000 0 0
p62DOK/Csk 0 0.008 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/SHB -0.001 0.013 -9999 0 -10000 0 0
chemotaxis 0.022 0.021 -9999 0 -10000 0 0
STAT1-3-5/STAT1-3-5 -0.001 0.009 -9999 0 -10000 0 0
Bovine Papilomavirus E5/PDGFRB -0.001 0.013 -9999 0 -0.22 1 1
PTPRJ 0 0 -9999 0 -10000 0 0
a4b1 and a4b7 Integrin signaling

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
ITGB1 0 0 -9999 0 -10000 0 0
ITGB7 -0.002 0.028 -9999 0 -0.32 2 2
ITGA4 -0.007 0.048 -9999 0 -0.32 6 6
alpha4/beta7 Integrin -0.006 0.036 -9999 0 -10000 0 0
alpha4/beta1 Integrin -0.005 0.032 -9999 0 -10000 0 0
HIF-2-alpha transcription factor network

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
MMP14 -0.026 0.058 -10000 0 -10000 0 0
oxygen homeostasis 0.009 0.011 -10000 0 -10000 0 0
TCEB2 0 0 -10000 0 -10000 0 0
TCEB1 0 0 -10000 0 -10000 0 0
VHL/Elongin B/Elongin C/HIF2A -0.033 0.084 -10000 0 -0.4 1 1
EPO 0.096 0.15 -10000 0 -10000 0 0
FIH (dimer) 0.016 0.012 -10000 0 -10000 0 0
APEX1 0.003 0.006 -10000 0 -10000 0 0
SERPINE1 0.082 0.19 -10000 0 -0.6 2 2
FLT1 0.002 0.013 -10000 0 -10000 0 0
ADORA2A 0.097 0.16 -10000 0 -0.56 1 1
germ cell development 0.095 0.17 -10000 0 -0.94 1 1
SLC11A2 0.097 0.17 -10000 0 -0.57 1 1
BHLHE40 0.097 0.17 -10000 0 -0.57 1 1
HIF1AN 0.016 0.012 -10000 0 -10000 0 0
HIF2A/ARNT/SIRT1 -0.025 0.095 -10000 0 -0.39 5 5
ETS1 0.021 0 -10000 0 -10000 0 0
CITED2 0 0.015 -10000 0 -10000 0 0
KDR 0.002 0.013 -10000 0 -10000 0 0
PGK1 0.097 0.17 -10000 0 -0.57 1 1
SIRT1 0 0 -10000 0 -10000 0 0
response to hypoxia 0 0.001 -10000 0 -10000 0 0
HIF2A/ARNT -0.02 0.12 -10000 0 -0.67 1 1
EPAS1 0.035 0.14 -10000 0 -0.36 16 16
SP1 0.012 0.005 -10000 0 -10000 0 0
ABCG2 0.096 0.17 -10000 0 -0.57 1 1
EFNA1 0.097 0.17 -10000 0 -0.57 1 1
FXN 0.097 0.16 -10000 0 -0.56 1 1
POU5F1 0.095 0.18 -10000 0 -1 1 1
neuron apoptosis 0.02 0.12 0.65 1 -10000 0 1
EP300 0 0 -10000 0 -10000 0 0
EGLN3 -0.083 0.27 -10000 0 -0.79 32 32
EGLN2 0.015 0.012 -10000 0 -10000 0 0
EGLN1 0.016 0.012 -10000 0 -10000 0 0
VHL/Elongin B/Elongin C 0 0 -10000 0 -10000 0 0
VHL 0 0 -10000 0 -10000 0 0
ARNT 0.003 0.006 -10000 0 -10000 0 0
SLC2A1 0.09 0.18 -10000 0 -0.56 1 1
TWIST1 0.065 0.2 -10000 0 -0.64 2 2
ELK1 0.013 0.021 -10000 0 -0.32 1 1
HIF2A/ARNT/Cbp/p300 -0.024 0.093 -10000 0 -0.48 1 1
VEGFA 0.097 0.17 -10000 0 -0.57 1 1
CREBBP 0 0 -10000 0 -10000 0 0
Signaling events mediated by HDAC Class I

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
NF kappa B/RelA -0.003 0.015 -9999 0 -10000 0 0
Ran/GTP/Exportin 1/HDAC1 0 0 -9999 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha -0.001 0.007 -9999 0 -10000 0 0
SUMO1 0 0 -9999 0 -10000 0 0
ZFPM1 -0.001 0.02 -9999 0 -0.32 1 1
NPC/RanGAP1/SUMO1/Ubc9 0 0 -9999 0 -10000 0 0
FKBP3 0 0 -9999 0 -10000 0 0
Histones -0.001 0.006 -9999 0 -10000 0 0
YY1/LSF 0 0 -9999 0 -10000 0 0
SMG5 0 0 -9999 0 -10000 0 0
RAN 0 0 -9999 0 -10000 0 0
I kappa B alpha/HDAC3 -0.002 0.013 -9999 0 -10000 0 0
I kappa B alpha/HDAC1 -0.002 0.009 -9999 0 -10000 0 0
SAP18 0 0 -9999 0 -10000 0 0
RELA -0.002 0.009 -9999 0 -10000 0 0
HDAC1/Smad7 0 0 -9999 0 -10000 0 0
RANGAP1 0 0 -9999 0 -10000 0 0
HDAC3/TR2 -0.002 0.009 -9999 0 -10000 0 0
NuRD/MBD3 Complex 0 0 -9999 0 -10000 0 0
NF kappa B1 p50/RelA -0.001 0.007 -9999 0 -10000 0 0
EntrezGene:23225 0 0 -9999 0 -10000 0 0
GATA2 -0.009 0.075 -9999 0 -0.56 4 4
GATA1 -0.14 0.3 -9999 0 -0.79 47 47
Mad/Max 0 0 -9999 0 -10000 0 0
NuRD/MBD3 Complex/GATA1/Fog1 -0.04 0.085 -9999 0 -10000 0 0
RBBP7 0 0 -9999 0 -10000 0 0
NPC 0 0 -9999 0 -10000 0 0
RBBP4 0 0 -9999 0 -10000 0 0
MAX 0 0 -9999 0 -10000 0 0
EntrezGene:9972 0 0 -9999 0 -10000 0 0
FBXW11 0 0 -9999 0 -10000 0 0
NFKBIA -0.002 0.012 -9999 0 -10000 0 0
KAT2B 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
SIN3/HDAC complex 0 0 -9999 0 -10000 0 0
SIN3 complex 0 0 -9999 0 -10000 0 0
SMURF1 0 0 -9999 0 -10000 0 0
CHD3 0 0 -9999 0 -10000 0 0
SAP30 0 0 -9999 0 -10000 0 0
EntrezGene:23636 0 0 -9999 0 -10000 0 0
NCOR1 0 0 -9999 0 -10000 0 0
YY1/HDAC3 -0.001 0.007 -9999 0 -10000 0 0
YY1/HDAC2 0 0 -9999 0 -10000 0 0
YY1/HDAC1 0 0 -9999 0 -10000 0 0
NuRD/MBD2 Complex (MeCP1) 0 0 -9999 0 -10000 0 0
PPARG -0.003 0.012 -9999 0 -10000 0 0
HDAC8/hEST1B 0 0 -9999 0 -10000 0 0
UBE2I 0 0 -9999 0 -10000 0 0
beta TrCP1/SCF ubiquitin ligase complex 0 0 -9999 0 -10000 0 0
TNFRSF1A 0 0 -9999 0 -10000 0 0
HDAC3/SMRT (N-CoR2) -0.002 0.009 -9999 0 -10000 0 0
MBD3L2 0 0 -9999 0 -10000 0 0
ubiquitin-dependent protein catabolic process 0 0 -9999 0 -10000 0 0
CREBBP 0 0 -9999 0 -10000 0 0
NuRD/MBD3/MBD3L2 Complex 0 0 -9999 0 -10000 0 0
HDAC1 0 0 -9999 0 -10000 0 0
HDAC3 -0.002 0.012 -9999 0 -10000 0 0
HDAC2 0 0 -9999 0 -10000 0 0
YY1 0 0 -9999 0 -10000 0 0
HDAC8 0 0 -9999 0 -10000 0 0
SMAD7 0 0 -9999 0 -10000 0 0
NCOR2 0 0 -9999 0 -10000 0 0
MXD1 0 0 -9999 0 -10000 0 0
STAT3 0 0 -9999 0 -10000 0 0
NFKB1 0 0 -9999 0 -10000 0 0
EntrezGene:8021 0 0 -9999 0 -10000 0 0
RANBP2 0 0 -9999 0 -10000 0 0
YY1/LSF/HDAC1 0 0 -9999 0 -10000 0 0
YY1/SAP30/HDAC1 0 0 -9999 0 -10000 0 0
EP300 0 0 -9999 0 -10000 0 0
STAT3 (dimer non-phopshorylated) 0 0 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process -0.002 0.012 -9999 0 -10000 0 0
histone deacetylation 0 0 -9999 0 -10000 0 0
STAT3 (dimer non-phopshorylated)/HDAC3 -0.001 0.007 -9999 0 -10000 0 0
nuclear export 0 0 -9999 0 -10000 0 0
PRKACA 0 0 -9999 0 -10000 0 0
GATAD2B 0 0 -9999 0 -10000 0 0
GATAD2A 0 0 -9999 0 -10000 0 0
GATA2/HDAC3 -0.007 0.044 -9999 0 -0.48 2 2
GATA1/HDAC1 -0.11 0.23 -9999 0 -0.61 46 46
GATA1/HDAC3 -0.087 0.18 -9999 0 -0.48 46 46
CHD4 0 0 -9999 0 -10000 0 0
TNF-alpha/TNFR1A -0.007 0.038 -9999 0 -10000 0 0
SIN3/HDAC complex/Mad/Max 0 0 -9999 0 -10000 0 0
NuRD Complex 0 0 -9999 0 -10000 0 0
positive regulation of chromatin silencing -0.001 0.006 -9999 0 -10000 0 0
SIN3B 0 0 -9999 0 -10000 0 0
MTA2 0 0 -9999 0 -10000 0 0
SIN3A 0 0 -9999 0 -10000 0 0
XPO1 0 0 -9999 0 -10000 0 0
SUMO1/HDAC1 0 0 -9999 0 -10000 0 0
HDAC complex 0 0 -9999 0 -10000 0 0
GATA1/Fog1 -0.11 0.23 -9999 0 -0.61 46 46
FKBP25/HDAC1/HDAC2 0 0 -9999 0 -10000 0 0
TNF -0.011 0.059 -9999 0 -0.32 9 9
negative regulation of cell growth 0 0 -9999 0 -10000 0 0
NuRD/MBD2/PRMT5 Complex 0 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1 0 0 -9999 0 -10000 0 0
NF kappa B/RelA/I kappa B alpha -0.002 0.009 -9999 0 -10000 0 0
SIN3/HDAC complex/NCoR1 0 0 -9999 0 -10000 0 0
TFCP2 0 0 -9999 0 -10000 0 0
NR2C1 0 0 -9999 0 -10000 0 0
MBD3 0 0 -9999 0 -10000 0 0
MBD2 0 0 -9999 0 -10000 0 0
Paxillin-dependent events mediated by a4b1

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
CRKL 0 0 -9999 0 -10000 0 0
Rac1/GDP 0.001 0.004 -9999 0 -10000 0 0
DOCK1 0 0 -9999 0 -10000 0 0
ITGA4 -0.007 0.048 -9999 0 -0.32 6 6
RAC1 0 0 -9999 0 -10000 0 0
alpha4/beta7 Integrin -0.006 0.036 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin -0.004 0.025 -9999 0 -10000 0 0
alpha4/beta7 Integrin/Paxillin -0.004 0.024 -9999 0 -10000 0 0
lamellipodium assembly -0.001 0.03 -9999 0 -0.47 1 1
PIK3CA 0 0 -9999 0 -10000 0 0
PI3K -0.003 0.04 -9999 0 -0.61 1 1
ARF6 0 0 -9999 0 -10000 0 0
TLN1 0 0 -9999 0 -10000 0 0
PXN 0.019 0 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
ARF6/GTP -0.002 0.016 -9999 0 -10000 0 0
cell adhesion -0.003 0.018 -9999 0 -10000 0 0
CRKL/CBL 0 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin -0.003 0.021 -9999 0 -10000 0 0
ITGB1 0 0 -9999 0 -10000 0 0
ITGB7 -0.002 0.028 -9999 0 -0.32 2 2
ARF6/GDP 0.001 0.004 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/VCAM1 -0.039 0.12 -9999 0 -0.45 21 21
p130Cas/Crk/Dock1 0 0 -9999 0 -10000 0 0
VCAM1 -0.065 0.22 -9999 0 -0.8 21 21
alpha4/beta1 Integrin/Paxillin/Talin -0.003 0.018 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/GIT1 -0.003 0.018 -9999 0 -10000 0 0
BCAR1 0 0 -9999 0 -10000 0 0
mol:GDP 0.003 0.018 -9999 0 -10000 0 0
CBL 0 0 -9999 0 -10000 0 0
PRKACA 0 0 -9999 0 -10000 0 0
GIT1 0 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/Talin/Actin Cytoskeleton -0.003 0.018 -9999 0 -10000 0 0
Rac1/GTP -0.001 0.033 -9999 0 -0.52 1 1
Atypical NF-kappaB 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
BCL3/RelA 0 0 -9999 0 -10000 0 0
FBXW11 0 0 -9999 0 -10000 0 0
NF kappa B1 p50/c-Rel 0 0 -9999 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha -0.005 0.043 -9999 0 -0.66 1 1
NFKBIA 0.014 0.055 -9999 0 -0.51 2 2
MAPK14 0 0 -9999 0 -10000 0 0
NF kappa B1 p105/p50 0 0 -9999 0 -10000 0 0
ARRB2 0 0 -9999 0 -10000 0 0
REL 0 0 -9999 0 -10000 0 0
response to oxidative stress 0 0 -9999 0 -10000 0 0
BCL3/NF kappa B1 p50 0 0 -9999 0 -10000 0 0
response to UV 0 0 -9999 0 -10000 0 0
NF kappa B1 p105/RelA 0 0 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
NF kappa B1 p50 dimer 0 0 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
NFKB1 0.019 0 -9999 0 -10000 0 0
RELA 0 0 -9999 0 -10000 0 0
positive regulation of anti-apoptosis -0.006 0.038 -9999 0 -0.4 2 2
NF kappa B1 p50/RelA/I kappa B alpha/beta Arrestin2 -0.004 0.042 -9999 0 -0.64 1 1
SRC 0 0 -9999 0 -10000 0 0
PI3K -0.003 0.04 -9999 0 -0.61 1 1
NF kappa B1 p50/RelA -0.006 0.038 -9999 0 -0.41 2 2
IKBKB 0 0 -9999 0 -10000 0 0
beta TrCP1/SCF ubiquitin ligase complex 0 0 -9999 0 -10000 0 0
SYK -0.007 0.072 -9999 0 -0.64 3 3
I kappa B alpha/PIK3R1 -0.009 0.055 -9999 0 -0.58 2 2
cell death -0.004 0.039 -9999 0 -0.6 1 1
NF kappa B1 p105/c-Rel 0 0 -9999 0 -10000 0 0
LCK -0.039 0.11 -9999 0 -0.34 30 30
BCL3 0 0 -9999 0 -10000 0 0
Sumoylation by RanBP2 regulates transcriptional repression

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
HDAC1 0 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1/HDAC4 -0.001 0.023 -9999 0 -0.37 1 1
MDM2/SUMO1 -0.024 0.05 -9999 0 -10000 0 0
HDAC4 -0.003 0.049 -9999 0 -0.8 1 1
Ran/GTP/Exportin 1/HDAC1 0 0 -9999 0 -10000 0 0
SUMO1 0 0 -9999 0 -10000 0 0
NPC/RanGAP1/SUMO1 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
XPO1 0 0 -9999 0 -10000 0 0
EntrezGene:23636 0 0 -9999 0 -10000 0 0
RAN 0 0 -9999 0 -10000 0 0
EntrezGene:8021 0 0 -9999 0 -10000 0 0
RANBP2 0 0 -9999 0 -10000 0 0
SUMO1/HDAC4 -0.002 0.027 -9999 0 -0.44 1 1
SUMO1/HDAC1 0 0 -9999 0 -10000 0 0
RANGAP1 0 0 -9999 0 -10000 0 0
MDM2/SUMO1/SUMO1 -0.027 0.055 -9999 0 -10000 0 0
NPC/RanGAP1/SUMO1/RanBP2/Ubc9 0 0 -9999 0 -10000 0 0
Ran/GTP 0 0 -9999 0 -10000 0 0
EntrezGene:23225 0 0 -9999 0 -10000 0 0
MDM2 -0.062 0.13 -9999 0 -0.32 50 50
UBE2I 0 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1 0 0 -9999 0 -10000 0 0
NPC 0 0 -9999 0 -10000 0 0
PIAS2 0 0 -9999 0 -10000 0 0
PIAS1 0 0 -9999 0 -10000 0 0
EntrezGene:9972 0 0 -9999 0 -10000 0 0
p38 MAPK signaling pathway

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
TRAF6/ASK1 -0.002 0.029 -9999 0 -0.46 1 1
TRAF2/ASK1 -0.002 0.033 -9999 0 -0.53 1 1
ATM 0 0 -9999 0 -10000 0 0
MAP2K3 0.029 0.021 -9999 0 -10000 0 0
response to stress 0 0 -9999 0 -10000 0 0
MAP2K6 0.026 0.056 -9999 0 -0.42 1 1
hyperosmotic response 0 0 -9999 0 -10000 0 0
response to oxidative stress 0 0 -9999 0 -10000 0 0
GADD45G -0.025 0.11 -9999 0 -0.41 16 16
TXN 0 0 -9999 0 -10000 0 0
CALM1 0 0 -9999 0 -10000 0 0
GADD45A -0.003 0.049 -9999 0 -0.8 1 1
GADD45B 0 0 -9999 0 -10000 0 0
MAP3K1 0 0 -9999 0 -10000 0 0
MAP3K6 0 0 -9999 0 -10000 0 0
MAP3K7 0 0 -9999 0 -10000 0 0
MAP3K4 0 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
ASK1/ASK2 -0.002 0.038 -9999 0 -0.61 1 1
TAK1/TAB family 0 0.004 -9999 0 -10000 0 0
RAC1/OSM/MEKK3 0 0 -9999 0 -10000 0 0
TRAF2 0 0 -9999 0 -10000 0 0
RAC1/OSM/MEKK3/MKK3 -0.001 0.011 -9999 0 -10000 0 0
TRAF6 0 0 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
mol:LPS 0 0 -9999 0 -10000 0 0
CAMK2B -0.03 0.1 -9999 0 -0.34 23 23
CCM2 0 0 -9999 0 -10000 0 0
CaM/Ca2+/CAMKIIB -0.017 0.058 -9999 0 -0.53 1 1
MAPK11 -0.001 0.02 -9999 0 -0.32 1 1
response to DNA damage stimulus 0 0 -9999 0 -10000 0 0
CaM/Ca2+/CAMKIIB/ASK1 -0.016 0.058 -9999 0 -0.48 2 2
OSM/MEKK3 0 0 -9999 0 -10000 0 0
TAOK1 -0.003 0.015 -9999 0 -10000 0 0
TAOK2 0 0 -9999 0 -10000 0 0
TAOK3 0 0 -9999 0 -10000 0 0
MAP3K7IP1 0 0 -9999 0 -10000 0 0
MAPK14 0 0 -9999 0 -10000 0 0
MAP3K7IP2 0 0 -9999 0 -10000 0 0
MAP3K5 -0.003 0.049 -9999 0 -0.8 1 1
MAP3K10 0 0 -9999 0 -10000 0 0
MAP3K3 0 0 -9999 0 -10000 0 0
TRX/ASK1 -0.002 0.033 -9999 0 -0.52 1 1
GADD45/MTK1/MTK1 -0.014 0.066 -9999 0 -0.49 4 4
Regulation of cytoplasmic and nuclear SMAD2/3 signaling

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
SMAD4 0 0 -9999 0 -10000 0 0
SMAD2 0.013 0.006 -9999 0 -10000 0 0
SMAD3 0.032 0.017 -9999 0 -10000 0 0
SMAD3/SMAD4 0 0.001 -9999 0 -10000 0 0
SMAD4/Ubc9/PIASy 0 0 -9999 0 -10000 0 0
SMAD2/SMAD2/SMAD4 0 0 -9999 0 -10000 0 0
PPM1A 0 0 -9999 0 -10000 0 0
CALM1 0 0 -9999 0 -10000 0 0
SMAD2/SMAD4 0 0 -9999 0 -10000 0 0
MAP3K1 0 0 -9999 0 -10000 0 0
TRAP-1/SMAD4 -0.005 0.053 -9999 0 -0.61 2 2
MAPK3 0 0 -9999 0 -10000 0 0
MAPK1 0 0 -9999 0 -10000 0 0
NUP214 0 0 -9999 0 -10000 0 0
CTDSP1 0 0 -9999 0 -10000 0 0
CTDSP2 -0.012 0.062 -9999 0 -0.32 10 10
CTDSPL 0 0 -9999 0 -10000 0 0
KPNB1 0 0 -9999 0 -10000 0 0
TGFBRAP1 -0.006 0.07 -9999 0 -0.8 2 2
UBE2I 0 0 -9999 0 -10000 0 0
NUP153 0 0 -9999 0 -10000 0 0
KPNA2 0 0 -9999 0 -10000 0 0
PIAS4 0 0 -9999 0 -10000 0 0
Canonical NF-kappaB pathway

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
FBXW11 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha 0.066 0.022 -9999 0 -10000 0 0
ERC1 0 0 -9999 0 -10000 0 0
RIP2/NOD2 -0.011 0.046 -9999 0 -10000 0 0
NFKBIA 0.041 0 -9999 0 -10000 0 0
BIRC2 -0.001 0.02 -9999 0 -0.32 1 1
IKBKB 0 0 -9999 0 -10000 0 0
RIPK2 0 0 -9999 0 -10000 0 0
IKBKG -0.001 0.005 -9999 0 -10000 0 0
IKK complex/A20 -0.004 0.021 -9999 0 -10000 0 0
NEMO/A20/RIP2 0 0 -9999 0 -10000 0 0
XPO1 0 0 -9999 0 -10000 0 0
NEMO/ATM -0.001 0.003 -9999 0 -10000 0 0
tumor necrosis factor receptor activity 0 0 -9999 0 -10000 0 0
RAN 0 0 -9999 0 -10000 0 0
Exportin 1/RanGTP 0 0 -9999 0 -10000 0 0
IKK complex/ELKS 0 0 -9999 0 -10000 0 0
BCL10/MALT1/TRAF6 0 0 -9999 0 -10000 0 0
NOD2 -0.016 0.07 -9999 0 -10000 0 0
NFKB1 0 0 -9999 0 -10000 0 0
RELA 0 0 -9999 0 -10000 0 0
MALT1 0 0 -9999 0 -10000 0 0
cIAP1/UbcH5C -0.001 0.013 -9999 0 -10000 0 0
ATM 0 0 -9999 0 -10000 0 0
TNF/TNFR1A -0.007 0.038 -9999 0 -10000 0 0
TRAF6 0 0 -9999 0 -10000 0 0
PRKCA -0.006 0.07 -9999 0 -0.8 2 2
CHUK 0 0 -9999 0 -10000 0 0
UBE2D3 0 0 -9999 0 -10000 0 0
TNF -0.011 0.059 -9999 0 -0.32 9 9
NF kappa B1 p50/RelA 0 0 -9999 0 -10000 0 0
BCL10 0 0 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.041 0 -9999 0 -10000 0 0
beta TrCP1/SCF ubiquitin ligase complex 0 0 -9999 0 -10000 0 0
TNFRSF1A 0 0 -9999 0 -10000 0 0
IKK complex 0 0.001 -9999 0 -10000 0 0
CYLD 0 0 -9999 0 -10000 0 0
IKK complex/PKC alpha -0.003 0.036 -9999 0 -0.43 1 1
Circadian rhythm pathway

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
chromatin modification -0.001 0.008 -9999 0 -10000 0 0
CLOCK -0.001 0.02 -9999 0 -0.32 1 1
TIMELESS/CRY2 -0.001 0.01 -9999 0 -10000 0 0
DEC1/BMAL1 -0.007 0.038 -9999 0 -10000 0 0
ATR 0 0 -9999 0 -10000 0 0
NR1D1 0.035 0.012 -9999 0 -10000 0 0
ARNTL 0 0 -9999 0 -10000 0 0
TIMELESS 0.034 0.015 -9999 0 -10000 0 0
NPAS2 -0.006 0.069 -9999 0 -0.79 2 2
CRY2 0 0 -9999 0 -10000 0 0
mol:CO -0.011 0.003 -9999 0 -10000 0 0
CHEK1 0 0 -9999 0 -10000 0 0
mol:HEME 0.011 0.003 -9999 0 -10000 0 0
PER1 0 0 -9999 0 -10000 0 0
BMAL/CLOCK/NPAS2 -0.005 0.046 -9999 0 -0.52 2 2
BMAL1/CLOCK 0.014 0.026 -9999 0 -10000 0 0
S phase of mitotic cell cycle -0.001 0.008 -9999 0 -10000 0 0
TIMELESS/CHEK1/ATR -0.001 0.008 -9999 0 -10000 0 0
mol:NADPH 0.011 0.003 -9999 0 -10000 0 0
PER1/TIMELESS -0.001 0.01 -9999 0 -10000 0 0
PER1-2 / CRY1-2 0 0 -9999 0 -10000 0 0
DEC1 -0.011 0.059 -9999 0 -0.32 9 9
Arf6 downstream pathway

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
PLAUR 0.008 0.068 -9999 0 -10000 0 0
regulation of axonogenesis 0.003 0.007 -9999 0 -10000 0 0
myoblast fusion 0.013 0.03 -9999 0 -10000 0 0
mol:GTP -0.009 0.023 -9999 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion 0.01 0.028 -9999 0 -10000 0 0
ARF1/GTP -0.005 0.013 -9999 0 -10000 0 0
mol:GM1 0.001 0.019 -9999 0 -10000 0 0
mol:Choline 0.018 0.016 -9999 0 -10000 0 0
lamellipodium assembly -0.01 0.031 -9999 0 -10000 0 0
MAPK3 0.008 0.036 -9999 0 -10000 0 0
ARF6/GTP/NME1/Tiam1 -0.01 0.028 -9999 0 -10000 0 0
ARF1 0 0 -9999 0 -10000 0 0
ARF6/GDP -0.013 0.03 -9999 0 -10000 0 0
ARF1/GDP -0.01 0.025 -9999 0 -10000 0 0
ARF6 -0.003 0.009 -9999 0 -10000 0 0
RAB11A 0 0 -9999 0 -10000 0 0
TIAM1 -0.01 0.055 -9999 0 -0.32 8 8
fibronectin binding 0 0 -9999 0 -10000 0 0
MAPK1 0.008 0.036 -9999 0 -10000 0 0
actin filament bundle formation 0.01 0.024 -9999 0 -10000 0 0
KALRN -0.01 0.028 -9999 0 -10000 0 0
RAB11FIP3/RAB11A 0 0 -9999 0 -10000 0 0
RhoA/GDP -0.01 0.025 -9999 0 -10000 0 0
NME1 0 0 -9999 0 -10000 0 0
Rac1/GDP -0.01 0.025 -9999 0 -10000 0 0
substrate adhesion-dependent cell spreading -0.009 0.023 -9999 0 -10000 0 0
cortical actin cytoskeleton organization -0.01 0.031 -9999 0 -10000 0 0
RAC1 0 0 -9999 0 -10000 0 0
liver development -0.009 0.023 -9999 0 -10000 0 0
ARF6/GTP -0.009 0.023 -9999 0 -10000 0 0
RhoA/GTP -0.005 0.013 -9999 0 -10000 0 0
mol:GDP -0.011 0.032 -9999 0 -10000 0 0
ARF6/GTP/RAB11FIP3/RAB11A -0.003 0.008 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
PLD1 -0.005 0.013 -9999 0 -10000 0 0
RAB11FIP3 0 0 -9999 0 -10000 0 0
tube morphogenesis -0.01 0.031 -9999 0 -10000 0 0
ruffle organization -0.003 0.007 -9999 0 -10000 0 0
regulation of epithelial cell migration -0.009 0.023 -9999 0 -10000 0 0
PLD2 -0.005 0.013 -9999 0 -10000 0 0
PIP5K1A -0.003 0.007 -9999 0 -10000 0 0
mol:Phosphatidic acid 0.018 0.016 -9999 0 -10000 0 0
Rac1/GTP -0.01 0.031 -9999 0 -10000 0 0
EPO signaling pathway

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
BCL2L1 0.067 0.011 -9999 0 -10000 0 0
CRKL -0.002 0.012 -9999 0 -10000 0 0
mol:DAG -0.001 0.006 -9999 0 -10000 0 0
HRAS -0.001 0.007 -9999 0 -10000 0 0
MAPK8 -0.003 0.033 -9999 0 -0.49 1 1
RAP1A -0.002 0.012 -9999 0 -10000 0 0
GAB1 -0.002 0.012 -9999 0 -10000 0 0
MAPK14 -0.001 0.013 -9999 0 -10000 0 0
EPO -0.003 0.034 -9999 0 -0.31 3 3
PLCG1 -0.001 0.006 -9999 0 -10000 0 0
EPOR/TRPC2/IP3 Receptors 0 0 -9999 0 -10000 0 0
RAPGEF1 0 0 -9999 0 -10000 0 0
EPO/EPOR (dimer)/SOCS3 -0.002 0.016 -9999 0 -10000 0 0
GAB1/SHC/GRB2/SOS1 -0.001 0.008 -9999 0 -10000 0 0
EPO/EPOR (dimer) -0.002 0.021 -9999 0 -10000 0 0
IRS2 -0.002 0.012 -9999 0 -10000 0 0
STAT1 0.052 0.015 -9999 0 -10000 0 0
STAT5B -0.001 0.006 -9999 0 -10000 0 0
cell proliferation 0.036 0.034 -9999 0 -0.45 1 1
GAB1/SHIP/PIK3R1/SHP2/SHC -0.004 0.027 -9999 0 -10000 0 0
TEC -0.006 0.046 -9999 0 -0.42 3 3
SOCS3 0 0 -9999 0 -10000 0 0
STAT1 (dimer) 0.052 0.015 -9999 0 -10000 0 0
JAK2 -0.001 0.02 -9999 0 -0.32 1 1
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
EPO/EPOR (dimer)/JAK2 0.039 0.019 -9999 0 -10000 0 0
EPO/EPOR -0.002 0.021 -9999 0 -10000 0 0
LYN 0 0 -9999 0 -10000 0 0
TEC/VAV2 -0.006 0.044 -9999 0 -0.4 3 3
elevation of cytosolic calcium ion concentration 0 0 -9999 0 -10000 0 0
SHC1 0 0 -9999 0 -10000 0 0
EPO/EPOR (dimer)/LYN -0.002 0.016 -9999 0 -10000 0 0
mol:IP3 -0.001 0.006 -9999 0 -10000 0 0
PI3K regualtory subunit polypeptide 1/IRS2/SHIP -0.005 0.03 -9999 0 -0.38 1 1
SH2B3 0 0 -9999 0 -10000 0 0
NFKB1 -0.001 0.013 -9999 0 -10000 0 0
EPO/EPOR (dimer)/JAK2/SOCS3 -0.001 0.007 -9999 0 -10000 0 0
PTPN6 -0.002 0.013 -9999 0 -10000 0 0
TEC/VAV2/GRB2 -0.006 0.042 -9999 0 -0.38 3 3
EPOR 0 0 -9999 0 -10000 0 0
INPP5D -0.005 0.04 -9999 0 -0.32 4 4
mol:GDP -0.001 0.008 -9999 0 -10000 0 0
SOS1 0 0 -9999 0 -10000 0 0
PLCG2 0 0 -9999 0 -10000 0 0
CRKL/CBL/C3G -0.001 0.009 -9999 0 -10000 0 0
VAV2 -0.002 0.012 -9999 0 -10000 0 0
CBL -0.002 0.012 -9999 0 -10000 0 0
SHC/Grb2/SOS1 -0.001 0.009 -9999 0 -10000 0 0
STAT5A -0.001 0.006 -9999 0 -10000 0 0
GRB2 0 0 -9999 0 -10000 0 0
STAT5 (dimer) 0 0.007 -9999 0 -10000 0 0
LYN/PLCgamma2 0 0 -9999 0 -10000 0 0
PTPN11 0 0 -9999 0 -10000 0 0
BTK -0.003 0.02 -9999 0 -10000 0 0
BCL2 0.067 0.011 -9999 0 -10000 0 0
mTOR signaling 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
GBL 0 0 -9999 0 -10000 0 0
MKNK1 0 0 -9999 0 -10000 0 0
mol:PIP3 -0.002 0.028 -9999 0 -0.43 1 1
FRAP1 0.012 0.01 -9999 0 -10000 0 0
AKT1 -0.002 0.026 -9999 0 -0.4 1 1
INSR 0 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin 0 0 -9999 0 -10000 0 0
mol:GTP -0.002 0.021 -9999 0 -0.33 1 1
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA/eIF3/40s Ribosomal subunit -0.001 0.008 -9999 0 -10000 0 0
TSC2 0 0 -9999 0 -10000 0 0
RHEB/GDP -0.001 0.019 -9999 0 -0.3 1 1
TSC1 0 0 -9999 0 -10000 0 0
Insulin Receptor/IRS1 0 0.002 -9999 0 -10000 0 0
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA -0.001 0.009 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
EIF3A 0 0 -9999 0 -10000 0 0
RPS6KB1 0.022 0.018 -9999 0 -0.26 1 1
MAP3K5 0.007 0.028 -9999 0 -0.45 1 1
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
apoptosis 0.007 0.028 -9999 0 -0.44 1 1
mol:LY294002 0 0 -9999 0 -10000 0 0
EIF4B 0.027 0.016 -9999 0 -10000 0 0
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3 -0.001 0.013 -9999 0 -10000 0 0
eIF4E/eIF4G1/eIF4A1 0 0.005 -9999 0 -10000 0 0
KIAA1303 0 0 -9999 0 -10000 0 0
PI3K -0.002 0.029 -9999 0 -0.45 1 1
mTOR/RHEB/GTP/Raptor/GBL 0.026 0.014 -9999 0 -0.19 1 1
FKBP1A 0 0 -9999 0 -10000 0 0
RHEB/GTP -0.001 0.019 -9999 0 -0.3 1 1
mol:Amino Acids 0 0 -9999 0 -10000 0 0
FKBP12/Rapamycin 0 0 -9999 0 -10000 0 0
PDPK1 -0.002 0.026 -9999 0 -0.4 1 1
EIF4E 0 0 -9999 0 -10000 0 0
ASK1/PP5C -0.003 0.039 -9999 0 -0.63 1 1
mTOR/RHEB/GTP/Raptor/GBL/eIF4E 0 0.001 -9999 0 -10000 0 0
TSC1/TSC2 -0.002 0.023 -9999 0 -0.36 1 1
tumor necrosis factor receptor activity 0 0 -9999 0 -10000 0 0
RPS6 0 0 -9999 0 -10000 0 0
PPP5C 0 0 -9999 0 -10000 0 0
EIF4G1 0 0 -9999 0 -10000 0 0
IRS1 0.006 0.003 -9999 0 -10000 0 0
INS 0 0 -9999 0 -10000 0 0
PTEN 0 0.001 -9999 0 -10000 0 0
PDK2 -0.002 0.026 -9999 0 -0.4 1 1
EIF4EBP1 0.008 0 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
PPP2R5D 0.018 0.01 -9999 0 -10000 0 0
peptide biosynthetic process 0 0 -9999 0 -10000 0 0
RHEB 0 0 -9999 0 -10000 0 0
EIF4A1 0 0 -9999 0 -10000 0 0
mol:Rapamycin 0 0 -9999 0 -0.003 1 1
EEF2 0 0 -9999 0 -10000 0 0
eIF4E/4E-BP1 0 0 -9999 0 -10000 0 0
ceramide signaling pathway

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
MAP4K4 0.037 0.044 -9999 0 -10000 0 0
BAG4 -0.001 0.02 -9999 0 -0.32 1 1
BAD 0.027 0.015 -9999 0 -10000 0 0
NFKBIA 0 0 -9999 0 -10000 0 0
BIRC3 -0.01 0.087 -9999 0 -0.68 4 4
BAX 0.027 0.015 -9999 0 -10000 0 0
EnzymeConsortium:3.1.4.12 0.012 0.011 -9999 0 -10000 0 0
IKBKB 0.042 0.042 -9999 0 -10000 0 0
MAP2K2 0.038 0.016 -9999 0 -10000 0 0
MAP2K1 0.038 0.016 -9999 0 -10000 0 0
SMPD1 0.017 0.011 -9999 0 -10000 0 0
GO:0005551 0 0 -9999 0 -10000 0 0
FADD/Caspase 8 0.043 0.041 -9999 0 -10000 0 0
MAP2K4 0.033 0.014 -9999 0 -10000 0 0
protein ubiquitination 0.044 0.042 -9999 0 -10000 0 0
EnzymeConsortium:2.7.1.37 0.043 0.017 -9999 0 -10000 0 0
response to UV 0 0 -9999 0 -10000 0 0
RAF1 0.033 0.017 -9999 0 -10000 0 0
CRADD -0.003 0.049 -9999 0 -0.8 1 1
mol:ceramide 0.021 0.015 -9999 0 -10000 0 0
I-kappa-B-alpha/RELA/p50/ubiquitin 0 0 -9999 0 -10000 0 0
MADD 0 0 -9999 0 -10000 0 0
MAP3K1 0.027 0.015 -9999 0 -10000 0 0
TRADD 0 0 -9999 0 -10000 0 0
RELA/p50 0 0 -9999 0 -10000 0 0
MAPK3 0.04 0.016 -9999 0 -10000 0 0
MAPK1 0.04 0.016 -9999 0 -10000 0 0
p50/RELA/I-kappa-B-alpha 0 0 -9999 0 -10000 0 0
FADD 0.037 0.043 -9999 0 -10000 0 0
KSR1 0.027 0.017 -9999 0 -10000 0 0
MAPK8 0.037 0.029 -9999 0 -0.38 1 1
TRAF2 0 0 -9999 0 -10000 0 0
response to radiation 0 0 -9999 0 -10000 0 0
CHUK 0.042 0.042 -9999 0 -10000 0 0
TNF R/SODD -0.001 0.013 -9999 0 -10000 0 0
TNF -0.011 0.059 -9999 0 -0.32 9 9
CYCS 0.028 0.014 -9999 0 -10000 0 0
IKBKG 0.042 0.042 -9999 0 -10000 0 0
TNF/TNF R/TRADD/MADD/cIAP/RIP/TRAF2/RAIDD -0.004 0.04 -9999 0 -0.34 3 3
RELA 0 0 -9999 0 -10000 0 0
RIPK1 0 0 -9999 0 -10000 0 0
AIFM1 0.028 0.014 -9999 0 -10000 0 0
TNF/TNF R/SODD -0.006 0.031 -9999 0 -10000 0 0
TNFRSF1A 0 0 -9999 0 -10000 0 0
response to heat 0 0 -9999 0 -10000 0 0
CASP8 0 0.01 -9999 0 -10000 0 0
NSMAF 0.037 0.042 -9999 0 -10000 0 0
response to hydrogen peroxide 0 0 -9999 0 -10000 0 0
BCL2 0 0 -9999 0 -10000 0 0
Signaling events mediated by VEGFR1 and VEGFR2

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
alphaV beta3 Integrin -0.012 0.084 -9999 0 -0.61 5 5
AKT1 0.073 0.03 -9999 0 -10000 0 0
PTK2B -0.009 0.071 -9999 0 -0.82 1 1
VEGFR2 homodimer/Frs2 -0.014 0.051 -9999 0 -0.5 1 1
CAV1 -0.003 0.049 -9999 0 -0.8 1 1
CALM1 0 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Frs2 -0.012 0.044 -9999 0 -0.45 1 1
endothelial cell proliferation 0.079 0.053 -9999 0 -0.5 1 1
mol:Ca2+ -0.002 0.025 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Rac -0.002 0.026 -9999 0 -10000 0 0
RP11-342D11.1 -0.002 0.026 -9999 0 -0.41 1 1
CDH5 0 0 -9999 0 -10000 0 0
VEGFA homodimer 0 0 -9999 0 -10000 0 0
SHC1 0 0 -9999 0 -10000 0 0
SHC2 -0.002 0.028 -9999 0 -0.32 2 2
HRAS/GDP -0.001 0.021 -9999 0 -10000 0 0
SH2D2A -0.034 0.098 -9999 0 -0.32 27 27
VEGFR2 homodimer/VEGFA homodimer/SHP1/eNOS -0.001 0.02 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/TsAd -0.015 0.048 -9999 0 -0.45 1 1
VEGFR1 homodimer 0 0 -9999 0 -10000 0 0
SHC/GRB2/SOS1 -0.001 0.023 -9999 0 -10000 0 0
GRB10 -0.002 0.025 -9999 0 -10000 0 0
PTPN11 0 0 -9999 0 -10000 0 0
GRB2 0 0 -9999 0 -10000 0 0
PAK1 0 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Cadherin/beta catenin -0.002 0.025 -9999 0 -10000 0 0
HRAS 0 0 -9999 0 -10000 0 0
VEGF/Rho/ROCK1/Integrin Complex -0.006 0.044 -9999 0 -0.52 1 1
HIF1A 0 0 -9999 0 -10000 0 0
FRS2 -0.025 0.086 -9999 0 -0.32 20 20
oxygen and reactive oxygen species metabolic process -0.002 0.026 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
FLT4 -0.001 0.02 -9999 0 -0.32 1 1
Nck/Pak 0 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Fyn -0.002 0.029 -9999 0 -0.45 1 1
mol:GDP -0.001 0.023 -9999 0 -10000 0 0
mol:NADP 0.066 0.022 -9999 0 -10000 0 0
eNOS/Hsp90 0.066 0.021 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
mol:IP3 -0.002 0.025 -9999 0 -10000 0 0
HIF1A/ARNT 0 0 -9999 0 -10000 0 0
SHB 0 0 -9999 0 -10000 0 0
VEGFA 0 0 -9999 0 -10000 0 0
VEGFC 0 0 -9999 0 -10000 0 0
FAK1/Vinculin -0.007 0.054 -9999 0 -0.69 1 1
mol:Ca ++ 0 0 -9999 0 -10000 0 0
RHOA 0 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin -0.01 0.076 -9999 0 -0.52 5 5
PTPN6 -0.001 0.02 -9999 0 -0.32 1 1
EPAS1 -0.003 0.048 -9999 0 -0.78 1 1
mol:L-citrulline 0.066 0.022 -9999 0 -10000 0 0
ITGAV 0 0 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Frs2/GRB2 -0.01 0.039 -9999 0 -0.42 1 1
VEGFR2 homodimer/VEGFA homodimer -0.002 0.028 -9999 0 -0.45 1 1
VEGFR2/3 heterodimer -0.003 0.033 -9999 0 -0.5 1 1
VEGFB 0 0 -9999 0 -10000 0 0
MAPK11 0.052 0.031 -9999 0 -10000 0 0
VEGFR2 homodimer 0.027 0.038 -9999 0 -0.58 1 1
FLT1 0 0 -9999 0 -10000 0 0
NEDD4 0 0 -9999 0 -10000 0 0
MAPK3 0.052 0.041 -9999 0 -0.52 1 1
MAPK1 0.052 0.041 -9999 0 -0.52 1 1
VEGFA145/NRP2 0 0 -9999 0 -10000 0 0
VEGFR1/2 heterodimer -0.002 0.031 -9999 0 -0.5 1 1
KDR 0.027 0.038 -9999 0 -0.59 1 1
VEGFA165/NRP1/VEGFR2 homodimer -0.002 0.025 -9999 0 -10000 0 0
SRC 0 0 -9999 0 -10000 0 0
platelet activating factor biosynthetic process 0.054 0.041 -9999 0 -0.52 1 1
PI3K -0.002 0.026 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/NCK1 -0.002 0.028 -9999 0 -0.45 1 1
FES -0.002 0.026 -9999 0 -10000 0 0
GAB1 -0.002 0.024 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Src -0.002 0.028 -9999 0 -0.45 1 1
CTNNB1 0 0 -9999 0 -10000 0 0
SOS1 0 0 -9999 0 -10000 0 0
ARNT 0 0 -9999 0 -10000 0 0
eNOS/Caveolin-1 0.065 0.041 -9999 0 -0.59 1 1
VEGFR2 homodimer/VEGFA homodimer/Yes -0.002 0.028 -9999 0 -0.45 1 1
PI3K/GAB1 -0.002 0.03 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Frs2/Nck/Pak -0.009 0.036 -9999 0 -10000 0 0
PRKACA 0 0 -9999 0 -10000 0 0
VEGFR2/3 heterodimer/VEGFC homodimer -0.002 0.029 -9999 0 -0.46 1 1
HSP90AA1 0 0 -9999 0 -10000 0 0
CDC42 -0.002 0.026 -9999 0 -10000 0 0
actin cytoskeleton reorganization -0.015 0.047 -9999 0 -0.45 1 1
PTK2 0.052 0.066 -9999 0 -0.75 1 1
EDG1 -0.002 0.026 -9999 0 -0.41 1 1
mol:DAG -0.002 0.025 -9999 0 -10000 0 0
CaM/Ca2+ -0.001 0.023 -9999 0 -10000 0 0
MAP2K3 0.051 0.049 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/GRB10/NEDD4 -0.002 0.026 -9999 0 -10000 0 0
PLCG1 -0.002 0.026 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Src/Shb -0.002 0.026 -9999 0 -10000 0 0
IQGAP1 0 0 -9999 0 -10000 0 0
YES1 0 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/SHP2 -0.002 0.028 -9999 0 -0.45 1 1
VEGFR2 homodimer/VEGFA homodimer/SHP1 -0.002 0.029 -9999 0 -0.45 1 1
cell migration 0.073 0.053 -9999 0 -0.56 1 1
mol:PI-3-4-5-P3 -0.002 0.025 -9999 0 -10000 0 0
FYN -0.001 0.02 -9999 0 -0.32 1 1
VEGFB/NRP1 -0.001 0.024 -9999 0 -10000 0 0
mol:NO 0.066 0.022 -9999 0 -10000 0 0
PXN 0 0 -9999 0 -10000 0 0
HRAS/GTP -0.001 0.021 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/GRB10 -0.002 0.026 -9999 0 -10000 0 0
VHL 0 0 -9999 0 -10000 0 0
ITGB3 -0.015 0.11 -9999 0 -0.8 5 5
NOS3 0.068 0.024 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Sck -0.003 0.03 -9999 0 -0.45 1 1
RAC1 0 0 -9999 0 -10000 0 0
PRKCA 0.051 0.049 -9999 0 -10000 0 0
PRKCB 0.048 0.068 -9999 0 -0.82 1 1
VCL 0 0 -9999 0 -10000 0 0
VEGFA165/NRP1 -0.002 0.026 -9999 0 -0.41 1 1
VEGFR1/2 heterodimer/VEGFA homodimer -0.002 0.028 -9999 0 -0.45 1 1
VEGFA165/NRP2 0 0 -9999 0 -10000 0 0
MAPKKK cascade -0.001 0.021 -9999 0 -10000 0 0
NRP2 0 0 -9999 0 -10000 0 0
VEGFC homodimer 0 0 -9999 0 -10000 0 0
NCK1 0 0 -9999 0 -10000 0 0
ROCK1 0 0 -9999 0 -10000 0 0
FAK1/Paxillin -0.007 0.054 -9999 0 -0.69 1 1
MAP3K13 -0.005 0.046 -9999 0 -10000 0 0
PDPK1 -0.002 0.022 -9999 0 -10000 0 0
VEGFR1 specific signals

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
VEGFR1 homodimer/VEGFB homodimer 0 0 -9999 0 -10000 0 0
VEGFR1 homodimer/NRP1 0 0 -9999 0 -10000 0 0
mol:DAG -0.007 0.029 -9999 0 -10000 0 0
VEGFR1 homodimer/NRP1/VEGFR 121 0 0 -9999 0 -10000 0 0
CaM/Ca2+ -0.006 0.026 -9999 0 -10000 0 0
HIF1A 0 0 -9999 0 -10000 0 0
GAB1 0 0 -9999 0 -10000 0 0
AKT1 -0.006 0.031 -9999 0 -10000 0 0
PLCG1 -0.007 0.029 -9999 0 -10000 0 0
NOS3 0.048 0.028 -9999 0 -10000 0 0
CBL 0 0 -9999 0 -10000 0 0
mol:NO 0.048 0.028 -9999 0 -10000 0 0
FLT1 0.024 0 -9999 0 -10000 0 0
PGF -0.016 0.07 -9999 0 -0.32 13 13
VEGFR1 homodimer/NRP2/VEGFR121 0 0 -9999 0 -10000 0 0
CALM1 0 0 -9999 0 -10000 0 0
PIK3CA 0 0 -9999 0 -10000 0 0
eNOS/Hsp90 -0.003 0.013 -9999 0 -10000 0 0
endothelial cell proliferation 0.034 0.059 -9999 0 -10000 0 0
mol:Ca2+ -0.007 0.029 -9999 0 -10000 0 0
MAPK3 0.035 0.051 -9999 0 -10000 0 0
MAPK1 0.035 0.051 -9999 0 -10000 0 0
PIK3R1 -0.004 0.053 -9999 0 -0.56 2 2
PLGF homodimer -0.016 0.07 -9999 0 -0.32 13 13
PRKACA 0 0 -9999 0 -10000 0 0
RP11-342D11.1 0 0 -9999 0 -10000 0 0
CAV1 -0.003 0.049 -9999 0 -0.8 1 1
VEGFA homodimer 0 0 -9999 0 -10000 0 0
VEGFR1 homodimer/VEGFA homodimer 0 0 -9999 0 -10000 0 0
platelet activating factor biosynthetic process 0.041 0.05 -9999 0 -10000 0 0
PI3K -0.008 0.038 -9999 0 -10000 0 0
PRKCA 0.029 0.054 -9999 0 -0.44 2 2
PRKCB 0.026 0.062 -9999 0 -0.44 3 3
VEGFR1 homodimer/PLGF homodimer -0.008 0.035 -9999 0 -10000 0 0
VEGFA 0 0 -9999 0 -10000 0 0
VEGFB 0 0 -9999 0 -10000 0 0
mol:IP3 -0.007 0.029 -9999 0 -10000 0 0
RASA1 0 0 -9999 0 -10000 0 0
NRP2 0 0 -9999 0 -10000 0 0
VEGFR1 homodimer 0.024 0 -9999 0 -10000 0 0
VEGFB homodimer 0 0 -9999 0 -10000 0 0
NCK1 0 0 -9999 0 -10000 0 0
eNOS/Caveolin-1 -0.005 0.027 -9999 0 -10000 0 0
PTPN11 0 0 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 -0.008 0.038 -9999 0 -0.44 1 1
mol:L-citrulline 0.048 0.028 -9999 0 -10000 0 0
VEGFR1 homodimer/VEGFA homodimer/CBL/CD2AP 0 0 -9999 0 -10000 0 0
VEGFR1 homodimer/VEGFA homodimer/NCK1 0 0 -9999 0 -10000 0 0
CD2AP 0 0 -9999 0 -10000 0 0
PI3K/GAB1 -0.007 0.035 -9999 0 -10000 0 0
PDPK1 -0.007 0.034 -9999 0 -10000 0 0
VEGFR1 homodimer/VEGFA homodimer/SHP2 0 0 -9999 0 -10000 0 0
mol:NADP 0.048 0.028 -9999 0 -10000 0 0
HSP90AA1 0 0 -9999 0 -10000 0 0
ubiquitin-dependent protein catabolic process 0 0 -9999 0 -10000 0 0
VEGFR1 homodimer/NRP2 0 0 -9999 0 -10000 0 0
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 0.002 -9999 0 -10000 0 0
EntrezGene:79658 0 0 -9999 0 -10000 0 0
ARF1/GDP/Membrin/GBF1/p115/Brefeldin A 0.017 0 -9999 0 -10000 0 0
AP2 0 0 -9999 0 -10000 0 0
mol:DAG 0 0 -9999 0 -10000 0 0
Arfaptin 2/Rac/GTP 0 0 -9999 0 -10000 0 0
CLTB 0 0 -9999 0 -10000 0 0
coatomer protein complex/ARF1/GTP/ER cargo protein 0 0.004 -9999 0 -10000 0 0
CD4 -0.007 0.048 -9999 0 -0.32 6 6
CLTA 0 0 -9999 0 -10000 0 0
mol:GTP 0.001 0 -9999 0 -10000 0 0
ARFGAP1 0.009 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
ARF1/GTP 0 0 -9999 0 -10000 0 0
coatomer protein complex/ARF1/GTP/ARF-GAP1/ER cargo protein 0 0.002 -9999 0 -10000 0 0
mol:Choline 0 0 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
ARF1 0 0 -9999 0 -10000 0 0
DDEF1 0 0 -9999 0 -10000 0 0
ARF1/GDP 0 0 -9999 0 -10000 0 0
AP2M1 0 0 -9999 0 -10000 0 0
EntrezGene:1313 0 0 -9999 0 -10000 0 0
actin filament polymerization 0 0 -9999 0 -10000 0 0
Rac/GTP 0 0 -9999 0 -10000 0 0
ARF1/GTP/GGA3/ARF-GAP1 0 0 -9999 0 -10000 0 0
ARFIP2 0 0 -9999 0 -10000 0 0
COPA -0.001 0.02 -9999 0 -0.32 1 1
RAC1 0 0 -9999 0 -10000 0 0
ARF1/GTP/coatomer protein complex 0 0.002 -9999 0 -10000 0 0
ARF1/GTP/ARHGAP10 0 0 -9999 0 -10000 0 0
GGA3 0 0 -9999 0 -10000 0 0
ARF1/GTP/Membrin 0 0 -9999 0 -10000 0 0
AP2A1 0 0 -9999 0 -10000 0 0
coatomer protein complex/ARF1/GTP/ARF-GAP1 0 0.002 -9999 0 -10000 0 0
ARF1/GDP/Membrin 0 0 -9999 0 -10000 0 0
Arfaptin 2/Rac/GDP 0 0 -9999 0 -10000 0 0
CYTH2 0 0 -9999 0 -10000 0 0
ARF1/GTP/GGA3 0 0 -9999 0 -10000 0 0
mol:ATP 0 0 -9999 0 -10000 0 0
Rac/GDP 0 0 -9999 0 -10000 0 0
mol:Brefeldin A 0 0 -9999 0 -10000 0 0
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex/Coatomer protein complex/ARF1/GTP -0.001 0.005 -9999 0 -10000 0 0
PLD2 0 0 -9999 0 -10000 0 0
ARF-GAP1/v-SNARE 0.009 0 -9999 0 -10000 0 0
PIP5K1A 0 0 -9999 0 -10000 0 0
ARF1/GTP/Membrin/GBF1/p115 0 0 -9999 0 -10000 0 0
mol:Phosphatic acid 0 0 -9999 0 -10000 0 0
mol:Phosphatidic acid 0 0 -9999 0 -10000 0 0
KDEL Receptor/Ligand/ARF-GAP1 0.009 0 -9999 0 -10000 0 0
GOSR2 0 0 -9999 0 -10000 0 0
USO1 0 0 -9999 0 -10000 0 0
GBF1 0 0 -9999 0 -10000 0 0
ARF1/GTP/Arfaptin 2 0 0 -9999 0 -10000 0 0
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex -0.004 0.025 -9999 0 -10000 0 0
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 0 -9999 0 -9999 0 0
FBXW11 0 0 -9999 0 -9999 0 0
proteasomal ubiquitin-dependent protein catabolic process 0 0 -9999 0 -9999 0 0
beta TrCP1/SCF ubiquitin ligase complex 0 0 -9999 0 -9999 0 0
CHUK 0 0 -9999 0 -9999 0 0
NF kappa B2 p100/RelB 0 0 -9999 0 -9999 0 0
NFKB1 0 0 -9999 0 -9999 0 0
MAP3K14 0 0 -9999 0 -9999 0 0
NF kappa B1 p50/RelB 0 0 -9999 0 -9999 0 0
RELB 0 0 -9999 0 -9999 0 0
NFKB2 0 0 -9999 0 -9999 0 0
NF kappa B2 p52/RelB 0 0 -9999 0 -9999 0 0
regulation of B cell activation 0 0 -9999 0 -9999 0 0
Inferred Pathway Levels Matrix

Table 3.  Get Full Table First 10 out of 7202 rows and 4 out of 259 columns in the PARADIGM inferred pathway levels matrix.

pid_entity TCGA.Z4.AAPG TCGA.Z4.AAPF TCGA.Z4.A9VC TCGA.Z4.A8JB
109_MAP3K5 0.045 0.045 0.045 0.045
47_PPARGC1A 0 0 0 0
105_BMP4 0 0 0 0
105_BMP6 0 0 0 0
105_BMP7 0 -0.32 0 0
105_BMP2 0 0 0 0
131_RELN/VLDLR 0 0 -0.48 0
30_TGFB1/TGF beta receptor Type II 0 0 0 0
84_STAT5B -0.059 0.038 0.036 -0.057
84_STAT5A -0.059 0.038 0.036 -0.057
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/SARC-TP/22311214/SARC-TP.uncv2.mRNAseq_RSEM_normalized_log2_PARADIGM.txt

  • Copy Number File Used = Copy number data was not used in this analysis.

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

In addition to the links below, the full results of the analysis summarized in this report can also be downloaded programmatically using firehose_get, or interactively from either the Broad GDAC website or TCGA Data Coordination Center Portal.

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)
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