PARADIGM pathway analysis of mRNASeq expression data
Colon/Rectal Adenocarcinoma (Primary solid tumor)
23 May 2013  |  analyses__2013_05_23
Maintainer Information
Citation Information
doi:10.7908/C1FQ9TMR
Maintained by TCGA GDAC Team (Broad Institute/MD Anderson Cancer Center/Harvard Medical School)
Cite as Broad Institute TCGA Genome Data Analysis Center (2013): PARADIGM pathway analysis of mRNASeq expression data. Broad Institute of MIT and Harvard. doi:10.7908/C1FQ9TMR
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 30 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
Syndecan-1-mediated signaling events 104
Reelin signaling pathway 70
TCGA08_retinoblastoma 54
Osteopontin-mediated events 52
Lissencephaly gene (LIS1) in neuronal migration and development 44
IL23-mediated signaling events 42
Caspase cascade in apoptosis 40
IL4-mediated signaling events 38
FOXA2 and FOXA3 transcription factor networks 31
Glypican 1 network 31
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 243 . 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 ( 243 ).

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
Syndecan-1-mediated signaling events 0.4280 104 3540 34 -0.8 0.013 1000 -1000 -0.047 -1000
Reelin signaling pathway 0.2881 70 3949 56 -0.67 0.04 1000 -1000 -0.074 -1000
TCGA08_retinoblastoma 0.2222 54 433 8 -0.21 0.068 1000 -1000 -0.015 -1000
Osteopontin-mediated events 0.2140 52 1997 38 -0.39 0.02 1000 -1000 -0.074 -1000
Lissencephaly gene (LIS1) in neuronal migration and development 0.1811 44 2377 54 -0.67 0.025 1000 -1000 -0.094 -1000
IL23-mediated signaling events 0.1728 42 2578 60 -0.65 0.022 1000 -1000 -0.18 -1000
Caspase cascade in apoptosis 0.1646 40 2990 74 -0.28 0.16 1000 -1000 -0.044 -1000
IL4-mediated signaling events 0.1564 38 3500 91 -0.84 0.68 1000 -1000 -0.18 -1000
FOXA2 and FOXA3 transcription factor networks 0.1276 31 1442 46 -0.67 0.029 1000 -1000 -0.14 -1000
Glypican 1 network 0.1276 31 1494 48 -0.42 0.025 1000 -1000 -0.039 -1000
Signaling events mediated by the Hedgehog family 0.1235 30 1604 52 -0.26 0.22 1000 -1000 -0.048 -1000
Syndecan-4-mediated signaling events 0.1070 26 1763 67 -0.6 0.048 1000 -1000 -0.059 -1000
Calcium signaling in the CD4+ TCR pathway 0.0905 22 701 31 -0.59 0.013 1000 -1000 -0.049 -1000
Glucocorticoid receptor regulatory network 0.0823 20 2384 114 -0.67 0.32 1000 -1000 -0.071 -1000
HIF-1-alpha transcription factor network 0.0782 19 1488 76 -0.78 0.022 1000 -1000 -0.16 -1000
Endothelins 0.0782 19 1872 96 -0.41 0.028 1000 -1000 -0.083 -1000
Signaling events mediated by Stem cell factor receptor (c-Kit) 0.0782 19 1525 78 -0.11 0.029 1000 -1000 -0.06 -1000
TCGA08_p53 0.0741 18 132 7 -0.16 0.077 1000 -1000 -0.012 -1000
Canonical Wnt signaling pathway 0.0741 18 953 51 -0.47 0.22 1000 -1000 -0.066 -1000
Nephrin/Neph1 signaling in the kidney podocyte 0.0658 16 549 34 -0.079 0.013 1000 -1000 -0.051 -1000
Presenilin action in Notch and Wnt signaling 0.0658 16 1007 61 -0.47 0.2 1000 -1000 -0.059 -1000
Glypican 2 network 0.0617 15 60 4 -0.048 -0.033 1000 -1000 -0.026 -1000
Calcineurin-regulated NFAT-dependent transcription in lymphocytes 0.0617 15 1073 68 -0.59 0.042 1000 -1000 -0.12 -1000
Syndecan-2-mediated signaling events 0.0576 14 972 69 -0.48 0.039 1000 -1000 -0.026 -1000
BMP receptor signaling 0.0576 14 1142 81 -0.32 0.051 1000 -1000 -0.083 -1000
IL1-mediated signaling events 0.0576 14 897 62 -0.31 0.056 1000 -1000 -0.087 -1000
HIF-2-alpha transcription factor network 0.0535 13 579 43 -0.27 0.18 1000 -1000 -0.076 -1000
Ephrin B reverse signaling 0.0535 13 646 48 -0.095 0.034 1000 -1000 -0.061 -1000
Syndecan-3-mediated signaling events 0.0535 13 457 35 -0.48 0.04 1000 -1000 -0.038 -1000
BCR signaling pathway 0.0535 13 1373 99 -0.13 0.019 1000 -1000 -0.091 -1000
amb2 Integrin signaling 0.0494 12 1001 82 -0.19 0.023 1000 -1000 -0.067 -1000
S1P1 pathway 0.0494 12 454 36 -0.1 0.014 1000 -1000 -0.054 -1000
Effects of Botulinum toxin 0.0494 12 334 26 -0.09 0.013 1000 -1000 -0.058 -1000
Wnt signaling 0.0494 12 89 7 -0.17 0.013 1000 -1000 -0.029 -1000
Visual signal transduction: Rods 0.0494 12 641 52 -0.17 0.013 1000 -1000 -0.08 -1000
Retinoic acid receptors-mediated signaling 0.0412 10 604 58 -0.34 0.027 1000 -1000 -0.078 -1000
Aurora A signaling 0.0370 9 585 60 -0.43 0.034 1000 -1000 -0.036 -1000
p75(NTR)-mediated signaling 0.0370 9 1191 125 -0.91 0.04 1000 -1000 -0.089 -1000
Nectin adhesion pathway 0.0370 9 578 63 -0.76 0.045 1000 -1000 -0.068 -1000
LPA receptor mediated events 0.0370 9 966 102 -0.24 0.034 1000 -1000 -0.096 -1000
Angiopoietin receptor Tie2-mediated signaling 0.0370 9 808 88 -0.26 0.082 1000 -1000 -0.1 -1000
PDGFR-beta signaling pathway 0.0370 9 945 97 -0.17 0.031 1000 -1000 -0.085 -1000
Noncanonical Wnt signaling pathway 0.0329 8 230 26 -0.17 0.013 1000 -1000 -0.047 -1000
Thromboxane A2 receptor signaling 0.0329 8 922 105 -0.18 0.074 1000 -1000 -0.061 -1000
Fc-epsilon receptor I signaling in mast cells 0.0329 8 789 97 -0.12 0.031 1000 -1000 -0.079 -1000
EPHB forward signaling 0.0329 8 721 85 -0.095 0.055 1000 -1000 -0.088 -1000
IL27-mediated signaling events 0.0329 8 440 51 -0.2 0.034 1000 -1000 -0.066 -1000
EGFR-dependent Endothelin signaling events 0.0329 8 179 21 -0.075 0.02 1000 -1000 -0.07 -1000
Signaling events mediated by PRL 0.0329 8 296 34 -0.19 0.036 1000 -1000 -0.031 -1000
Ras signaling in the CD4+ TCR pathway 0.0329 8 137 17 -0.044 0.027 1000 -1000 -0.039 -1000
JNK signaling in the CD4+ TCR pathway 0.0288 7 124 17 -0.1 0.031 1000 -1000 -0.04 -1000
IFN-gamma pathway 0.0288 7 539 68 -0.11 0.029 1000 -1000 -0.09 -1000
Integrins in angiogenesis 0.0288 7 593 84 -0.39 0.033 1000 -1000 -0.083 -1000
TCR signaling in naïve CD8+ T cells 0.0288 7 672 93 -0.12 0.05 1000 -1000 -0.082 -1000
ErbB4 signaling events 0.0247 6 415 69 -0.38 0.07 1000 -1000 -0.081 -1000
Sphingosine 1-phosphate (S1P) pathway 0.0247 6 193 28 -0.1 0.02 1000 -1000 -0.03 -1000
Signaling mediated by p38-alpha and p38-beta 0.0247 6 280 44 -0.032 0.015 1000 -1000 -0.041 -1000
Signaling events mediated by VEGFR1 and VEGFR2 0.0247 6 779 125 -0.042 0.057 1000 -1000 -0.093 -1000
Plasma membrane estrogen receptor signaling 0.0247 6 544 86 -0.26 0.046 1000 -1000 -0.077 -1000
VEGFR1 specific signals 0.0247 6 351 56 -0.044 0.041 1000 -1000 -0.052 -1000
Regulation of nuclear SMAD2/3 signaling 0.0206 5 721 136 -0.22 0.18 1000 -1000 -0.049 -1000
IL12-mediated signaling events 0.0206 5 454 87 -0.23 0.045 1000 -1000 -0.16 -1000
Visual signal transduction: Cones 0.0206 5 221 38 -0.14 0.022 1000 -1000 -0.032 -1000
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0206 5 453 85 -0.068 0.031 1000 -1000 -0.076 -1000
Regulation of Telomerase 0.0206 5 603 102 -0.35 0.044 1000 -1000 -0.098 -1000
Aurora B signaling 0.0206 5 354 67 -0.36 0.071 1000 -1000 -0.053 -1000
PLK2 and PLK4 events 0.0165 4 14 3 -0.01 0.013 1000 -1000 -0.011 -1000
Signaling events mediated by PTP1B 0.0165 4 347 76 -0.42 0.07 1000 -1000 -0.076 -1000
PLK1 signaling events 0.0165 4 422 85 -0.11 0.029 1000 -1000 -0.039 -1000
S1P3 pathway 0.0165 4 175 42 -0.055 0.027 1000 -1000 -0.044 -1000
FOXM1 transcription factor network 0.0165 4 237 51 -0.21 0.06 1000 -1000 -0.2 -1000
Coregulation of Androgen receptor activity 0.0123 3 287 76 -0.22 0.049 1000 -1000 -0.027 -1000
Ephrin A reverse signaling 0.0123 3 21 7 -0.036 0.011 1000 -1000 -0.024 -1000
Cellular roles of Anthrax toxin 0.0123 3 123 39 -0.07 0.013 1000 -1000 -0.022 -1000
Arf6 signaling events 0.0123 3 198 62 -0.068 0.021 1000 -1000 -0.047 -1000
Signaling events regulated by Ret tyrosine kinase 0.0123 3 269 82 -0.094 0.013 1000 -1000 -0.084 -1000
S1P5 pathway 0.0123 3 56 17 -0.069 0.055 1000 -1000 -0.031 -1000
FAS signaling pathway (CD95) 0.0123 3 157 47 -0.068 0.028 1000 -1000 -0.049 -1000
Nongenotropic Androgen signaling 0.0123 3 170 52 -0.1 0.033 1000 -1000 -0.052 -1000
IL6-mediated signaling events 0.0123 3 238 75 -0.053 0.054 1000 -1000 -0.081 -1000
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0123 3 130 33 -0.2 0.04 1000 -1000 -0.039 -1000
Neurotrophic factor-mediated Trk receptor signaling 0.0123 3 430 120 -0.12 0.1 1000 -1000 -0.069 -1000
E-cadherin signaling in keratinocytes 0.0123 3 133 43 -0.22 0.049 1000 -1000 -0.049 -1000
S1P4 pathway 0.0123 3 99 25 -0.069 0.025 1000 -1000 -0.029 -1000
Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0082 2 230 83 -0.34 0.073 1000 -1000 -0.059 -1000
Signaling mediated by p38-gamma and p38-delta 0.0082 2 35 15 -0.055 0.024 1000 -1000 -0.032 -1000
ErbB2/ErbB3 signaling events 0.0041 1 126 65 -0.046 0.053 1000 -1000 -0.069 -1000
Canonical NF-kappaB pathway 0.0041 1 69 39 -0.085 0.055 1000 -1000 -0.074 -1000
BARD1 signaling events 0.0041 1 76 57 -0.029 0.051 1000 -1000 -0.057 -1000
Circadian rhythm pathway 0.0041 1 29 22 -0.01 0.041 1000 -1000 -0.043 -1000
Ceramide signaling pathway 0.0041 1 103 76 -0.027 0.049 1000 -1000 -0.043 -1000
TRAIL signaling pathway 0.0041 1 75 48 -0.054 0.044 1000 -1000 -0.053 -1000
RXR and RAR heterodimerization with other nuclear receptor 0.0041 1 85 52 -0.088 0.029 1000 -1000 -0.043 -1000
IL2 signaling events mediated by PI3K 0.0041 1 78 58 -0.071 0.054 1000 -1000 -0.079 -1000
TCGA08_rtk_signaling 0.0041 1 37 26 -0.068 0.04 1000 -1000 -0.014 -1000
Stabilization and expansion of the E-cadherin adherens junction 0.0041 1 122 74 -0.068 0.062 1000 -1000 -0.086 -1000
IL2 signaling events mediated by STAT5 0.0041 1 24 22 -0.013 0.061 1000 -1000 -0.06 -1000
Arf6 trafficking events 0.0041 1 124 71 -0.025 0.039 1000 -1000 -0.072 -1000
Regulation of Androgen receptor activity 0.0041 1 134 70 -0.25 0.038 1000 -1000 -0.057 -1000
LPA4-mediated signaling events 0.0000 0 7 12 -0.009 0.016 1000 -1000 -0.027 -1000
Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0000 0 6 23 0.003 0.04 1000 -1000 -0.047 -1000
Signaling events mediated by HDAC Class II 0.0000 0 5 75 -0.027 0.038 1000 -1000 -0.047 -1000
a4b1 and a4b7 Integrin signaling 0.0000 0 1 5 0.013 0.017 1000 -1000 -0.015 -1000
Hedgehog signaling events mediated by Gli proteins 0.0000 0 56 65 -0.056 0.053 1000 -1000 -0.064 -1000
Arf6 downstream pathway 0.0000 0 27 43 -0.026 0.031 1000 -1000 -0.028 -1000
Aurora C signaling 0.0000 0 2 7 0 0.023 1000 -1000 -0.025 -1000
EPO signaling pathway 0.0000 0 30 55 -0.002 0.065 1000 -1000 -0.09 -1000
Insulin-mediated glucose transport 0.0000 0 5 32 0 0.04 1000 -1000 -0.044 -1000
PDGFR-alpha signaling pathway 0.0000 0 36 44 -0.02 0.033 1000 -1000 -0.036 -1000
mTOR signaling pathway 0.0000 0 8 53 0 0.036 1000 -1000 -0.059 -1000
Class I PI3K signaling events mediated by Akt 0.0000 0 21 68 -0.039 0.051 1000 -1000 -0.048 -1000
Paxillin-independent events mediated by a4b1 and a4b7 0.0000 0 7 37 -0.045 0.043 1000 -1000 -0.038 -1000
Signaling events mediated by HDAC Class III 0.0000 0 26 40 -0.024 0.024 1000 -1000 -0.031 -1000
ceramide signaling pathway 0.0000 0 8 49 0 0.051 1000 -1000 -0.046 -1000
Signaling events mediated by HDAC Class I 0.0000 0 10 104 -0.027 0.05 1000 -1000 -0.051 -1000
FoxO family signaling 0.0000 0 63 64 -0.15 0.12 1000 -1000 -0.076 -1000
Paxillin-dependent events mediated by a4b1 0.0000 0 1 36 -0.036 0.037 1000 -1000 -0.058 -1000
Atypical NF-kappaB pathway 0.0000 0 27 31 -0.014 0.038 1000 -1000 -0.036 -1000
HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0000 0 18 45 -0.006 0.068 1000 -1000 -0.09 -1000
Regulation of p38-alpha and p38-beta 0.0000 0 18 54 -0.021 0.034 1000 -1000 -0.054 -1000
E-cadherin signaling in the nascent adherens junction 0.0000 0 28 76 -0.017 0.054 1000 -1000 -0.082 -1000
Sumoylation by RanBP2 regulates transcriptional repression 0.0000 0 6 27 -0.001 0.034 1000 -1000 -0.054 -1000
Class I PI3K signaling events 0.0000 0 61 73 -0.02 0.037 1000 -1000 -0.057 -1000
IGF1 pathway 0.0000 0 47 57 -0.024 0.029 1000 -1000 -0.088 -1000
Insulin Pathway 0.0000 0 49 74 -0.041 0.035 1000 -1000 -0.085 -1000
Rapid glucocorticoid signaling 0.0000 0 2 20 -0.003 0.015 1000 -1000 -0.019 -1000
Class IB PI3K non-lipid kinase events 0.0000 0 0 3 -0.013 0.013 1000 -1000 -0.009 -1000
E-cadherin signaling events 0.0000 0 0 5 0.013 0.027 1000 -1000 -0.025 -1000
p38 MAPK signaling pathway 0.0000 0 19 44 -0.02 0.034 1000 -1000 -0.068 -1000
Arf1 pathway 0.0000 0 0 54 0 0.03 1000 -1000 -0.027 -1000
Alternative NF-kappaB pathway 0.0000 0 0 13 0 0.04 1000 -1000 -0.034 -1000
Total NA 1211 70130 7203 -25 6.8 131000 -131000 -8.1 -131000
Syndecan-1-mediated signaling events

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
TGFB1 0.013 0 -9999 0 -10000 0 0
CCL5 0.01 0.053 -9999 0 -0.81 1 1
SDCBP 0.013 0 -9999 0 -10000 0 0
FGFR/FGF2/Syndecan-1 -0.42 0.16 -9999 0 -0.51 179 179
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 -0.4 0.16 -9999 0 -0.48 178 178
Syndecan-1/Syntenin -0.4 0.16 -9999 0 -0.48 178 178
MAPK3 -0.36 0.14 -9999 0 -0.43 175 175
HGF/MET -0.05 0.2 -9999 0 -0.62 25 25
TGFB1/TGF beta receptor Type II 0.013 0 -9999 0 -10000 0 0
BSG 0.013 0 -9999 0 -10000 0 0
keratinocyte migration -0.39 0.15 -9999 0 -0.47 178 178
Syndecan-1/RANTES -0.4 0.16 -9999 0 -0.48 181 181
Syndecan-1/CD147 -0.38 0.15 -9999 0 -0.46 177 177
Syndecan-1/Syntenin/PIP2 -0.38 0.15 -9999 0 -0.46 178 178
LAMA5 0.013 0 -9999 0 -10000 0 0
positive regulation of cell-cell adhesion -0.38 0.15 -9999 0 -0.46 178 178
MMP7 -0.8 0.074 -9999 0 -0.81 241 241
HGF 0.01 0.053 -9999 0 -0.81 1 1
Syndecan-1/CASK -0.4 0.16 -9999 0 -0.49 178 178
Syndecan-1/HGF/MET -0.43 0.2 -9999 0 -0.51 184 184
regulation of cell adhesion -0.34 0.14 -9999 0 -0.42 175 175
HPSE 0.013 0.001 -9999 0 -10000 0 0
positive regulation of cell migration -0.42 0.16 -9999 0 -0.51 179 179
SDC1 -0.43 0.16 -9999 0 -0.51 179 179
Syndecan-1/Collagen -0.42 0.16 -9999 0 -0.51 179 179
PPIB 0.013 0 -9999 0 -10000 0 0
MET -0.068 0.24 -9999 0 -0.81 24 24
PRKACA 0.013 0 -9999 0 -10000 0 0
MMP9 -0.19 0.35 -9999 0 -0.81 59 59
MAPK1 -0.36 0.14 -9999 0 -0.43 175 175
homophilic cell adhesion -0.42 0.16 -9999 0 -0.5 179 179
MMP1 -0.52 0.39 -9999 0 -0.81 159 159
Reelin signaling pathway

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
CDK5R1/CDK5 0.014 0.058 -9999 0 -0.62 2 2
VLDLR 0.012 0.004 -9999 0 -10000 0 0
CRKL 0.013 0 -9999 0 -10000 0 0
LRPAP1 0.013 0 -9999 0 -10000 0 0
FYN 0.013 0 -9999 0 -10000 0 0
ITGA3 0.01 0.052 -9999 0 -0.81 1 1
RELN/VLDLR/Fyn -0.056 0.098 -9999 0 -10000 0 0
MAPK8IP1/MKK7/MAP3K11/JNK1 0.04 0 -9999 0 -10000 0 0
AKT1 -0.07 0.12 -9999 0 -0.32 24 24
MAP2K7 0.013 0 -9999 0 -10000 0 0
RAPGEF1 0.013 0 -9999 0 -10000 0 0
DAB1 -0.039 0.2 -9999 0 -0.81 15 15
RELN/LRP8/DAB1 -0.49 0.22 -9999 0 -0.57 208 208
LRPAP1/LRP8 -0.51 0.24 -9999 0 -0.62 203 203
RELN/LRP8/DAB1/Fyn -0.46 0.22 -9999 0 -0.54 208 208
DAB1/alpha3/beta1 Integrin -0.44 0.2 -9999 0 -0.5 209 209
long-term memory -0.66 0.32 -9999 0 -0.73 220 220
DAB1/LIS1 -0.44 0.21 -9999 0 -0.52 208 208
DAB1/CRLK/C3G -0.43 0.2 -9999 0 -0.5 208 208
PIK3CA 0.013 0 -9999 0 -10000 0 0
DAB1/NCK2 -0.45 0.21 -9999 0 -0.52 208 208
ARHGEF2 0.013 0 -9999 0 -10000 0 0
mol:Src family inhibitors PP1 and PP2 0 0 -9999 0 -10000 0 0
GRIN2A 0.003 0.052 -9999 0 -0.81 1 1
CDK5R1 0.007 0.074 -9999 0 -0.81 2 2
RELN 0.007 0.007 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
RELN/LRP8/Fyn -0.5 0.22 -9999 0 -0.6 203 203
GRIN2A/RELN/LRP8/DAB1/Fyn -0.5 0.23 -9999 0 -0.57 208 208
MAPK8 0.013 0 -9999 0 -10000 0 0
RELN/VLDLR/DAB1 -0.082 0.15 -9999 0 -0.45 22 22
ITGB1 0.013 0 -9999 0 -10000 0 0
MAP1B -0.44 0.22 -9999 0 -0.51 208 208
RELN/LRP8 -0.5 0.22 -9999 0 -0.6 203 203
GRIN2B/RELN/LRP8/DAB1/Fyn -0.66 0.32 -9999 0 -0.72 220 220
PI3K 0.02 0 -9999 0 -10000 0 0
mol:PP2 0 0 -9999 0 -10000 0 0
alpha3/beta1 Integrin 0.017 0.041 -9999 0 -0.62 1 1
RAP1A -0.4 0.19 -9999 0 -0.54 105 105
PAFAH1B1 0.013 0 -9999 0 -10000 0 0
MAPK8IP1 0.013 0 -9999 0 -10000 0 0
CRLK/C3G 0.02 0 -9999 0 -10000 0 0
GRIN2B -0.34 0.41 -9999 0 -0.81 106 106
NCK2 0.013 0 -9999 0 -10000 0 0
neuron differentiation -0.22 0.12 -9999 0 -0.34 102 102
neuron adhesion -0.38 0.18 -9999 0 -0.51 105 105
LRP8 -0.67 0.3 -9999 0 -0.81 203 203
GSK3B -0.061 0.11 -9999 0 -0.37 6 6
RELN/VLDLR/DAB1/Fyn -0.07 0.14 -9999 0 -0.51 15 15
MAP3K11 0.013 0 -9999 0 -10000 0 0
RELN/VLDLR/DAB1/P13K -0.081 0.12 -9999 0 -0.32 33 33
CDK5 0.013 0 -9999 0 -10000 0 0
MAPT -0.067 0.12 -9999 0 -0.23 81 81
neuron migration -0.34 0.17 -9999 0 -0.5 106 106
RELN/LRP8/DAB1/Fyn/MAPK8IP1/MKK7/MAP3K11/JNK1 -0.22 0.12 -9999 0 -0.34 102 102
RELN/VLDLR -0.47 0.22 -9999 0 -0.56 203 203
TCGA08_retinoblastoma

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
CDKN2B 0.013 0.006 -10000 0 -10000 0 0
CDKN2C 0.029 0.031 -10000 0 -10000 0 0
CDKN2A -0.21 0.37 -10000 0 -0.82 64 64
CCND2 0.065 0.086 0.17 92 -10000 0 92
RB1 -0.063 0.1 -10000 0 -0.2 61 61
CDK4 0.068 0.11 0.22 63 -10000 0 63
CDK6 0.066 0.1 0.19 92 -10000 0 92
G1/S progression 0.063 0.1 0.2 61 -10000 0 61
Osteopontin-mediated events

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
IKK alpha homodimer -0.21 0.26 -9999 0 -0.47 119 119
NF kappa B1 p50/RelA/I kappa B alpha -0.18 0.25 -9999 0 -0.55 39 39
alphaV/beta3 Integrin/Osteopontin/Src -0.29 0.32 -9999 0 -0.62 119 119
AP1 -0.18 0.26 -9999 0 -0.56 39 39
ILK -0.22 0.26 -9999 0 -0.49 119 119
bone resorption -0.17 0.23 -9999 0 -0.45 39 39
PTK2B 0.013 0 -9999 0 -10000 0 0
PYK2/p130Cas -0.2 0.25 -9999 0 -0.44 119 119
ITGAV 0.014 0.006 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CD44/Rho Family GTPase/ROCK2 0.02 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Osteopontin -0.25 0.29 -9999 0 -0.55 119 119
MAP3K1 -0.23 0.27 -9999 0 -0.5 119 119
JUN 0.013 0.001 -9999 0 -10000 0 0
MAPK3 -0.22 0.27 -9999 0 -0.49 119 119
MAPK1 -0.22 0.27 -9999 0 -0.49 119 119
Rac1/GDP 0.01 0 -9999 0 -10000 0 0
NFKB1 0.013 0 -9999 0 -10000 0 0
MAPK8 -0.21 0.25 -9999 0 -0.46 119 119
ITGB3 0.013 0.006 -9999 0 -10000 0 0
NFKBIA -0.21 0.26 -9999 0 -0.47 119 119
FOS 0.013 0.001 -9999 0 -10000 0 0
CD44 0.013 0 -9999 0 -10000 0 0
CHUK 0.013 0 -9999 0 -10000 0 0
PLAU -0.26 0.35 -9999 0 -0.82 50 50
NF kappa B1 p50/RelA -0.19 0.26 -9999 0 -0.6 39 39
BCAR1 0.013 0 -9999 0 -10000 0 0
RELA 0.013 0 -9999 0 -10000 0 0
alphaV beta3 Integrin 0.017 0.03 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
SYK -0.23 0.26 -9999 0 -0.5 119 119
VAV3 -0.22 0.26 -9999 0 -0.48 119 119
MAP3K14 -0.23 0.27 -9999 0 -0.51 119 119
ROCK2 0.013 0 -9999 0 -10000 0 0
SPP1 -0.39 0.41 -9999 0 -0.81 119 119
RAC1 0.013 0 -9999 0 -10000 0 0
Rac1/GTP -0.2 0.24 -9999 0 -0.44 119 119
MMP2 -0.15 0.24 -9999 0 -0.93 6 6
Lissencephaly gene (LIS1) in neuronal migration and development

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
DYNC1H1 0.013 0 -9999 0 -10000 0 0
VLDLR 0.012 0.004 -9999 0 -10000 0 0
LRPAP1 0.013 0 -9999 0 -10000 0 0
NUDC 0.013 0 -9999 0 -10000 0 0
RELN/LRP8 -0.5 0.22 -9999 0 -0.6 203 203
CaM/Ca2+ 0.01 0 -9999 0 -10000 0 0
KATNA1 0.013 0 -9999 0 -10000 0 0
GO:0030286 0 0 -9999 0 -10000 0 0
ABL1 -0.46 0.2 -9999 0 -0.54 203 203
IQGAP1/CaM 0.02 0 -9999 0 -10000 0 0
DAB1 -0.039 0.2 -9999 0 -0.81 15 15
IQGAP1 0.013 0 -9999 0 -10000 0 0
PLA2G7 0.013 0 -9999 0 -10000 0 0
CALM1 0.013 0 -9999 0 -10000 0 0
DYNLT1 0.013 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
LRPAP1/LRP8 -0.51 0.24 -9999 0 -0.62 203 203
UniProt:Q4QZ09 0 0 -9999 0 -10000 0 0
CLIP1 0.013 0 -9999 0 -10000 0 0
CDK5R1 0.007 0.074 -9999 0 -0.81 2 2
LIS1/Poliovirus Protein 3A 0.015 0 -9999 0 -10000 0 0
CDK5R2 -0.006 0.12 -9999 0 -0.81 5 5
mol:PP1 0 0 -9999 0 -10000 0 0
RELN/VLDLR/DAB1 -0.091 0.16 -9999 0 -0.42 33 33
YWHAE 0.013 0 -9999 0 -10000 0 0
NDEL1/14-3-3 E -0.36 0.17 -9999 0 -0.43 203 203
MAP1B -0.004 0.029 -9999 0 -0.2 5 5
RAC1 0.019 0 -9999 0 -10000 0 0
p35/CDK5 -0.4 0.19 -9999 0 -0.48 204 204
RELN 0.007 0.007 -9999 0 -10000 0 0
PAFAH/LIS1 0.025 0 -9999 0 -10000 0 0
LIS1/CLIP170 0.025 0 -9999 0 -10000 0 0
LIS1/NDEL1/Katanin 60/Dynein Light chain/Dynein heavy chain -0.29 0.13 -9999 0 -0.44 23 23
RELN/VLDLR/DAB1/LIS1/PAFAH1B2/PAFAH1B3 -0.078 0.14 -9999 0 -0.4 25 25
GO:0005869 0 0 -9999 0 -10000 0 0
NDEL1 -0.39 0.18 -9999 0 -0.46 203 203
LIS1/IQGAP1 0.025 0 -9999 0 -10000 0 0
RHOA 0.019 0 -9999 0 -10000 0 0
PAFAH1B1 0.02 0 -9999 0 -10000 0 0
PAFAH1B3 0.007 0.074 -9999 0 -0.81 2 2
PAFAH1B2 0.013 0 -9999 0 -10000 0 0
MAP1B/LIS1/Dynein heavy chain 0.021 0.019 -9999 0 -10000 0 0
NDEL1/Katanin 60/Dynein heavy chain -0.35 0.17 -9999 0 -0.47 105 105
LRP8 -0.67 0.3 -9999 0 -0.81 203 203
NDEL1/Katanin 60 -0.36 0.17 -9999 0 -0.48 115 115
P39/CDK5 -0.42 0.2 -9999 0 -0.5 204 204
LIS1/NudC/Dynein intermediate chain/microtubule organizing center 0.025 0 -9999 0 -10000 0 0
CDK5 -0.42 0.19 -9999 0 -0.51 203 203
PPP2R5D 0.013 0 -9999 0 -10000 0 0
LIS1/CLIP170/Dynein Complex/Dynactin Complex 0.021 0 -9999 0 -10000 0 0
CSNK2A1 0.013 0 -9999 0 -10000 0 0
RELN/VLDLR/DAB1/LIS1 -0.063 0.14 -9999 0 -0.51 15 15
RELN/VLDLR -0.47 0.22 -9999 0 -0.56 203 203
CDC42 0.019 0 -9999 0 -10000 0 0
IL23-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
CCL2 -0.48 0.43 -10000 0 -1.1 60 60
IL23A -0.65 0.5 -10000 0 -1.2 87 87
NF kappa B1 p50/RelA/I kappa B alpha -0.56 0.43 -10000 0 -1.1 78 78
positive regulation of T cell mediated cytotoxicity -0.55 0.49 -10000 0 -1.1 78 78
ITGA3 -0.52 0.43 -10000 0 -1.1 67 67
IL17F -0.38 0.32 -10000 0 -0.78 67 67
IL12B -0.016 0.059 -10000 0 -0.83 1 1
STAT1 (dimer) -0.53 0.47 -10000 0 -1.1 78 78
CD4 -0.48 0.42 -10000 0 -1.1 60 60
IL23 -0.62 0.47 -10000 0 -1.1 87 87
IL23R -0.087 0.17 -10000 0 -1.3 4 4
IL1B -0.6 0.5 -10000 0 -1.2 78 78
T-helper cell lineage commitment 0 0 -10000 0 -10000 0 0
IL24 -0.6 0.5 -10000 0 -1.1 91 91
TYK2 -0.008 0.018 -10000 0 -10000 0 0
STAT4 0.013 0 -10000 0 -10000 0 0
STAT3 0.013 0.003 -10000 0 -10000 0 0
IL18RAP 0.012 0.007 -10000 0 -10000 0 0
IL12RB1 -0.022 0.09 -10000 0 -0.44 8 8
PIK3CA 0.013 0.003 -10000 0 -10000 0 0
IL12Rbeta1/TYK2 -0.02 0.071 -10000 0 -0.68 2 2
IL23R/JAK2 -0.097 0.17 -10000 0 -1.2 4 4
positive regulation of chronic inflammatory response -0.55 0.49 -10000 0 -1.1 78 78
natural killer cell activation 0.007 0.011 0.075 4 -10000 0 4
JAK2 -0.008 0.027 -10000 0 -10000 0 0
PIK3R1 0.013 0.003 -10000 0 -10000 0 0
NFKB1 0.009 0.003 -10000 0 -10000 0 0
RELA 0.009 0.003 -10000 0 -10000 0 0
positive regulation of dendritic cell antigen processing and presentation -0.59 0.44 -10000 0 -1.1 87 87
ALOX12B -0.49 0.43 -10000 0 -1 67 67
CXCL1 -0.62 0.51 -10000 0 -1.2 93 93
T cell proliferation -0.55 0.49 -10000 0 -1.1 78 78
NFKBIA 0.009 0.003 -10000 0 -10000 0 0
IL17A -0.38 0.27 -10000 0 -0.66 85 85
PI3K -0.53 0.43 -10000 0 -1.1 74 74
IFNG -0.023 0.038 0.14 2 -0.1 35 37
STAT3 (dimer) -0.54 0.44 -10000 0 -1.1 77 77
IL18R1 0.012 0.007 -10000 0 -10000 0 0
IL23/IL23R/JAK2/TYK2/SOCS3 -0.28 0.24 -10000 0 -0.62 28 28
IL18/IL18R 0.022 0.035 -10000 0 -10000 0 0
macrophage activation -0.032 0.016 -10000 0 -0.045 87 87
TNF -0.57 0.46 -10000 0 -1.1 73 73
STAT3/STAT4 -0.52 0.43 -10000 0 -1 78 78
STAT4 (dimer) -0.52 0.47 -10000 0 -1.1 74 74
IL18 0.012 0.007 -10000 0 -10000 0 0
IL19 -0.48 0.42 -10000 0 -1 61 61
STAT5A (dimer) -0.52 0.47 -10000 0 -1.1 75 75
STAT1 0.003 0.091 -10000 0 -0.81 3 3
SOCS3 0.01 0.052 -10000 0 -0.81 1 1
CXCL9 -0.56 0.47 -10000 0 -1.1 78 78
MPO -0.49 0.43 -10000 0 -1.1 59 59
positive regulation of humoral immune response -0.55 0.49 -10000 0 -1.1 78 78
IL23/IL23R/JAK2/TYK2 -0.57 0.52 -10000 0 -1.2 78 78
IL6 -0.55 0.47 -10000 0 -1.1 69 69
STAT5A 0.013 0 -10000 0 -10000 0 0
IL2 0.008 0.011 -10000 0 -10000 0 0
positive regulation of tyrosine phosphorylation of STAT protein 0.007 0.011 0.075 4 -10000 0 4
CD3E -0.49 0.44 -10000 0 -1.1 62 62
keratinocyte proliferation -0.55 0.49 -10000 0 -1.1 78 78
NOS2 -0.51 0.45 -10000 0 -1.1 62 62
Caspase cascade in apoptosis

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
TOP1 -0.13 0.18 -10000 0 -0.32 108 108
ACTA1 -0.17 0.22 -10000 0 -0.41 108 108
NUMA1 -0.13 0.18 -10000 0 -0.32 108 108
SPTAN1 -0.17 0.22 -10000 0 -0.41 108 108
LIMK1 -0.17 0.22 -10000 0 -0.41 108 108
BIRC3 0.01 0.052 -10000 0 -0.81 1 1
BIRC2 0.013 0 -10000 0 -10000 0 0
BAX 0.013 0 -10000 0 -10000 0 0
CASP10 -0.24 0.3 -10000 0 -0.56 109 109
CRMA 0 0 -10000 0 -10000 0 0
XIAP 0.013 0 -10000 0 -10000 0 0
PTK2 -0.13 0.18 -10000 0 -0.32 108 108
DIABLO 0.013 0 -10000 0 -10000 0 0
apoptotic nuclear changes -0.17 0.22 -10000 0 -0.4 108 108
response to UV 0 0 -10000 0 -10000 0 0
CRADD 0.013 0 -10000 0 -10000 0 0
GSN -0.17 0.22 -10000 0 -0.41 108 108
MADD 0.013 0 -10000 0 -10000 0 0
TFAP2A -0.1 0.13 -10000 0 -0.4 5 5
BID -0.097 0.13 -10000 0 -0.24 109 109
MAP3K1 -0.056 0.079 -10000 0 -0.21 5 5
TRADD 0.013 0 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
APAF-1/Pro-Caspase 9 0.021 0.001 -10000 0 -10000 0 0
mol:Activated DNA 0 0 -10000 0 -10000 0 0
ARHGDIB -0.17 0.22 -10000 0 -0.41 108 108
CASP9 0.014 0.001 -10000 0 -10000 0 0
DNA repair 0.042 0.059 0.16 5 -10000 0 5
neuron apoptosis 0.003 0.025 -10000 0 -10000 0 0
mol:NAD 0 0 -10000 0 -10000 0 0
DNA fragmentation during apoptosis -0.16 0.21 -10000 0 -0.39 108 108
APAF1 0.014 0 -10000 0 -10000 0 0
CASP6 -0.056 0.1 -10000 0 -10000 0 0
TRAF2 0.013 0 -10000 0 -10000 0 0
ICAD/CAD -0.16 0.22 -10000 0 -0.39 108 108
CASP7 0.01 0.032 0.26 2 -10000 0 2
KRT18 -0.009 0.04 -10000 0 -0.3 2 2
apoptosis -0.14 0.2 -10000 0 -0.36 107 107
DFFA -0.17 0.22 -10000 0 -0.41 108 108
DFFB -0.17 0.22 -10000 0 -0.41 108 108
PARP1 -0.043 0.06 -10000 0 -0.16 5 5
actin filament polymerization 0.16 0.21 0.39 107 -10000 0 107
TNF 0.013 0.001 -10000 0 -10000 0 0
CYCS -0.074 0.1 -10000 0 -0.19 109 109
SATB1 -0.048 0.099 -10000 0 -10000 0 0
SLK -0.17 0.22 -10000 0 -0.41 108 108
p15 BID/BAX -0.081 0.12 -10000 0 -0.34 7 7
CASP2 0.042 0.017 -10000 0 -10000 0 0
JNK cascade 0.055 0.079 0.21 5 -10000 0 5
CASP3 -0.19 0.23 -10000 0 -0.44 109 109
LMNB2 0.012 0.039 -10000 0 -10000 0 0
RIPK1 0.013 0 -10000 0 -10000 0 0
CASP4 0.013 0 -10000 0 -10000 0 0
Mammalian IAPs/DIABLO 0.031 0.035 -10000 0 -0.49 1 1
negative regulation of DNA binding -0.099 0.13 -10000 0 -0.4 5 5
stress fiber formation -0.17 0.22 -10000 0 -0.4 108 108
GZMB -0.28 0.34 -10000 0 -0.64 109 109
CASP1 0.014 0.024 -10000 0 -0.35 1 1
LMNB1 0.012 0.039 -10000 0 -10000 0 0
APP 0.003 0.025 -10000 0 -10000 0 0
TNFRSF1A 0.013 0 -10000 0 -10000 0 0
response to stress 0 0 -10000 0 -10000 0 0
CASP8 0.01 0 -10000 0 -10000 0 0
VIM -0.14 0.2 -10000 0 -0.36 108 108
LMNA 0.012 0.039 -10000 0 -10000 0 0
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD/PIDD 0.039 0.015 -10000 0 -10000 0 0
LRDD 0.013 0 -10000 0 -10000 0 0
SREBF1 -0.17 0.22 -10000 0 -0.41 108 108
APAF-1/Caspase 9 -0.03 0.036 -10000 0 -10000 0 0
nuclear fragmentation during apoptosis -0.13 0.18 -10000 0 -0.32 108 108
CFL2 -0.17 0.22 -10000 0 -0.4 107 107
GAS2 -0.27 0.31 -10000 0 -0.52 131 131
positive regulation of apoptosis 0.017 0.036 -10000 0 -10000 0 0
PRF1 -0.004 0.12 -10000 0 -0.81 5 5
IL4-mediated signaling events

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
BCL2L1 -0.6 0.48 -10000 0 -1.2 78 78
STAT6 (cleaved dimer) -0.65 0.49 -10000 0 -1.2 91 91
IGHG1 -0.2 0.15 -10000 0 -0.59 1 1
IGHG3 -0.59 0.46 -10000 0 -1.1 84 84
AKT1 -0.29 0.24 -10000 0 -0.67 36 36
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHP1 -0.22 0.2 -10000 0 -0.58 16 16
IL4/IL4R/JAK1/IL2R gamma/JAK3/IRS1 -0.29 0.22 -10000 0 -0.64 16 16
THY1 -0.61 0.48 -10000 0 -1.2 75 75
MYB 0.013 0 -10000 0 -10000 0 0
HMGA1 0.003 0.091 -10000 0 -0.81 3 3
IL4/IL4R/JAK1/IL2R gamma/JAK3 -0.4 0.31 -10000 0 -0.85 52 52
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHIP -0.29 0.22 -10000 0 -0.64 17 17
SP1 0.013 0.02 -10000 0 -10000 0 0
INPP5D 0.013 0 -10000 0 -10000 0 0
SOCS5 0.034 0.016 -10000 0 -10000 0 0
STAT6 (dimer)/ETS1 -0.62 0.5 -10000 0 -1.2 81 81
SOCS1 -0.4 0.3 -10000 0 -0.77 51 51
SOCS3 -0.33 0.27 -10000 0 -0.76 37 37
FCER2 -0.75 0.59 -10000 0 -1.3 109 109
PARP14 0.006 0.053 -10000 0 -0.81 1 1
CCL17 -0.61 0.48 -10000 0 -1.2 79 79
GRB2 0.013 0 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP -0.23 0.18 -10000 0 -0.63 3 3
T cell proliferation -0.61 0.5 -10000 0 -1.2 78 78
IL4R/JAK1 -0.61 0.48 -10000 0 -1.2 78 78
EGR2 -0.66 0.51 -10000 0 -1.2 82 82
JAK2 -0.022 0.026 -10000 0 -10000 0 0
JAK3 0.003 0.092 -10000 0 -0.81 3 3
PIK3R1 0.013 0 -10000 0 -10000 0 0
JAK1 0.003 0.01 -10000 0 -10000 0 0
COL1A2 -0.27 0.28 -10000 0 -0.79 43 43
CCL26 -0.64 0.5 -10000 0 -1.2 76 76
IL4R -0.65 0.51 -10000 0 -1.3 78 78
PTPN6 0.028 0.01 -10000 0 -10000 0 0
IL13RA2 -0.65 0.49 -10000 0 -1.2 78 78
IL13RA1 -0.022 0.026 -10000 0 -10000 0 0
IRF4 -0.39 0.55 -10000 0 -1.3 59 59
ARG1 -0.14 0.12 -10000 0 -0.63 2 2
CBL -0.37 0.3 -10000 0 -0.81 51 51
GTF3A -0.027 0.15 -10000 0 -0.84 8 8
PIK3CA 0.013 0 -10000 0 -10000 0 0
IL13RA1/JAK2 -0.029 0.037 -10000 0 -10000 0 0
IRF4/BCL6 -0.34 0.51 -10000 0 -1.2 58 58
CD40LG -0.007 0.08 -10000 0 -0.34 10 10
MAPK14 -0.37 0.3 -10000 0 -0.82 48 48
mitosis -0.28 0.23 -10000 0 -0.63 36 36
STAT6 -0.7 0.58 -10000 0 -1.4 80 80
SPI1 0.016 0.003 -10000 0 -10000 0 0
RPS6KB1 -0.27 0.23 -10000 0 -0.63 25 25
STAT6 (dimer) -0.7 0.58 -10000 0 -1.4 80 80
STAT6 (dimer)/PARP14 -0.68 0.54 -10000 0 -1.3 85 85
mast cell activation 0.015 0.011 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/DOK2 -0.28 0.23 -10000 0 -0.62 36 36
FRAP1 -0.29 0.24 -10000 0 -0.67 36 36
LTA -0.61 0.49 -10000 0 -1.2 72 72
FES 0.013 0.001 -10000 0 -10000 0 0
T-helper 1 cell differentiation 0.68 0.55 1.3 81 -10000 0 81
CCL11 -0.65 0.53 -10000 0 -1.2 93 93
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES -0.29 0.23 -10000 0 -0.63 34 34
IL2RG 0.012 0.021 -10000 0 -0.27 1 1
IL10 -0.65 0.52 -10000 0 -1.3 82 82
IRS1 0.013 0 -10000 0 -10000 0 0
IRS2 0.007 0.074 -10000 0 -0.81 2 2
IL4 -0.15 0.1 -10000 0 -10000 0 0
IL5 -0.61 0.48 -10000 0 -1.2 77 77
IL4/IL4R/JAK1/IL13RA1/JAK2 -0.48 0.35 -10000 0 -0.89 70 70
COL1A1 -0.42 0.35 -10000 0 -0.81 93 93
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
IL4/IL4R/JAK1 -0.62 0.5 -10000 0 -1.2 73 73
IL2R gamma/JAK3 0.007 0.074 -10000 0 -0.63 3 3
TFF3 -0.61 0.49 -10000 0 -1.2 73 73
ALOX15 -0.64 0.51 -10000 0 -1.2 81 81
MYBL1 0.01 0.052 -10000 0 -0.81 1 1
T-helper 2 cell differentiation -0.51 0.37 -10000 0 -0.94 76 76
SHC1 0.013 0 -10000 0 -10000 0 0
CEBPB 0.013 0.053 -10000 0 -0.81 1 1
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES/IRS2 -0.27 0.22 -10000 0 -0.63 15 15
mol:PI-3-4-5-P3 -0.29 0.24 -10000 0 -0.67 36 36
PI3K -0.31 0.26 -10000 0 -0.71 36 36
DOK2 0.013 0 -10000 0 -10000 0 0
ETS1 0.029 0.011 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP/GRB2 -0.21 0.17 -10000 0 -0.61 3 3
ITGB3 -0.61 0.49 -10000 0 -1.2 75 75
PIGR -0.75 0.61 -10000 0 -1.4 105 105
IGHE 0.05 0.038 -10000 0 -0.23 1 1
MAPKKK cascade -0.21 0.17 -10000 0 -0.6 3 3
BCL6 0.017 0.008 -10000 0 -10000 0 0
OPRM1 -0.61 0.48 -10000 0 -1.2 76 76
RETNLB -0.84 0.62 -10000 0 -1.4 116 116
SELP -0.69 0.56 -10000 0 -1.3 88 88
AICDA -0.59 0.46 -10000 0 -1.2 73 73
FOXA2 and FOXA3 transcription factor networks

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
ACADVL -0.44 0.34 -9999 0 -0.98 42 42
PCK1 -0.49 0.5 -9999 0 -1.2 75 75
HNF4A -0.5 0.39 -9999 0 -1.1 52 52
KCNJ11 -0.44 0.35 -9999 0 -1 43 43
AKT1 -0.2 0.13 -9999 0 -10000 0 0
response to starvation -0.016 0.025 -9999 0 -10000 0 0
DLK1 -0.44 0.34 -9999 0 -1 41 41
NKX2-1 -0.28 0.25 -9999 0 -0.8 33 33
ACADM -0.44 0.34 -9999 0 -0.98 42 42
TAT -0.37 0.41 -9999 0 -1.2 45 45
CEBPB 0.005 0.056 -9999 0 -0.85 1 1
CEBPA 0.011 0.011 -9999 0 -10000 0 0
TTR -0.38 0.44 -9999 0 -1.1 60 60
PKLR -0.5 0.41 -9999 0 -1.1 61 61
APOA1 -0.51 0.4 -9999 0 -1.2 43 43
CPT1C -0.44 0.34 -9999 0 -0.97 45 45
ALAS1 -0.2 0.13 -9999 0 -10000 0 0
TFRC -0.3 0.22 -9999 0 -0.83 8 8
FOXF1 0.029 0.044 -9999 0 -10000 0 0
NF1 0.019 0 -9999 0 -10000 0 0
HNF1A (dimer) -0.089 0.047 -9999 0 -10000 0 0
CPT1A -0.44 0.34 -9999 0 -0.97 44 44
HMGCS1 -0.44 0.34 -9999 0 -0.97 45 45
NR3C1 -0.021 0.079 -9999 0 -0.34 4 4
CPT1B -0.44 0.34 -9999 0 -0.98 43 43
chromatin remodeling 0 0 -9999 0 -10000 0 0
SP1 -0.088 0.044 -9999 0 -10000 0 0
GCK -0.44 0.34 -9999 0 -0.95 49 49
CREB1 -0.024 0.069 -9999 0 -10000 0 0
IGFBP1 -0.29 0.28 -9999 0 -0.82 40 40
PDX1 -0.67 0.25 -9999 0 -0.79 185 185
UCP2 -0.44 0.34 -9999 0 -0.95 47 47
ALDOB -0.58 0.44 -9999 0 -1 94 94
AFP -0.031 0.11 -9999 0 -0.6 4 4
BDH1 -0.44 0.34 -9999 0 -0.97 44 44
HADH -0.43 0.34 -9999 0 -0.99 40 40
F2 -0.58 0.44 -9999 0 -1.2 57 57
HNF1A -0.089 0.046 -9999 0 -10000 0 0
G6PC -0.075 0.1 -9999 0 -0.63 3 3
SLC2A2 -0.34 0.22 -9999 0 -0.83 19 19
INS 0.008 0.043 -9999 0 -10000 0 0
FOXA1 0.011 0.074 -9999 0 -0.4 3 3
FOXA3 -0.048 0.1 -9999 0 -0.33 6 6
FOXA2 -0.51 0.38 -9999 0 -1.1 52 52
ABCC8 -0.48 0.39 -9999 0 -1 60 60
ALB -0.044 0.15 -9999 0 -0.63 12 12
Glypican 1 network

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
GPC1/FGF2 dimer/FGFR1 dimer 0.002 0.075 -10000 0 -0.54 2 2
fibroblast growth factor receptor signaling pathway 0.001 0.075 -10000 0 -0.53 2 2
LAMA1 0.01 0.006 -10000 0 -10000 0 0
PRNP 0.013 0.002 -10000 0 -10000 0 0
GPC1/SLIT2 -0.048 0.11 -10000 0 -0.69 2 2
SMAD2 0.025 0.047 -10000 0 -0.49 2 2
GPC1/PrPc/Cu2+ 0.011 0.054 -10000 0 -0.54 2 2
GPC1/Laminin alpha1 -0.028 0.099 -10000 0 -0.69 2 2
TDGF1 -0.42 0.41 -10000 0 -0.81 127 127
CRIPTO/GPC1 -0.32 0.32 -10000 0 -0.63 127 127
APP/GPC1 0.014 0.058 -10000 0 -0.62 2 2
mol:NO 0 0 -10000 0 -10000 0 0
YES1 -0.28 0.28 -10000 0 -0.54 127 127
FLT1 0.013 0 -10000 0 -10000 0 0
GPC1/TGFB/TGFBR1/TGFBR2 0.022 0.051 -10000 0 -0.54 2 2
SERPINC1 -0.004 0.1 -10000 0 -0.81 4 4
FYN -0.28 0.28 -10000 0 -0.54 127 127
FGR -0.28 0.28 -10000 0 -0.54 128 128
positive regulation of MAPKKK cascade -0.23 0.22 -10000 0 -0.41 129 129
SLIT2 0.009 0.006 -10000 0 -10000 0 0
GPC1/NRG -0.012 0.086 -10000 0 -0.62 2 2
NRG1 0.011 0.005 -10000 0 -10000 0 0
GPC1/VEGF165 homodimer/VEGFR1 homodimer -0.017 0.15 -10000 0 -0.54 19 19
LYN -0.28 0.28 -10000 0 -0.54 127 127
mol:Spermine 0.005 0.057 -10000 0 -0.63 2 2
cell growth 0.001 0.075 -10000 0 -0.53 2 2
BMP signaling pathway -0.007 0.074 0.8 2 -10000 0 2
SRC -0.28 0.28 -10000 0 -0.54 127 127
TGFBR1 0.013 0 -10000 0 -10000 0 0
mol:Cu2+ 0 0 -10000 0 -10000 0 0
PLA2G2A -0.004 0.1 -10000 0 -0.81 4 4
GPC1 0.007 0.074 -10000 0 -0.81 2 2
TGFBR1 (dimer) 0.013 0 -10000 0 -10000 0 0
VEGFA -0.044 0.21 -10000 0 -0.81 17 17
BLK -0.3 0.3 -10000 0 -0.58 128 128
HCK -0.28 0.28 -10000 0 -0.54 127 127
FGF2 0.012 0.004 -10000 0 -10000 0 0
FGFR1 0.013 0.002 -10000 0 -10000 0 0
VEGFR1 homodimer 0.013 0 -10000 0 -10000 0 0
TGFBR2 0.013 0 -10000 0 -10000 0 0
cell death 0.014 0.058 -10000 0 -0.62 2 2
ATIII/GPC1 0.001 0.099 -10000 0 -0.62 6 6
PLA2G2A/GPC1 -0.051 0.13 -10000 0 -0.66 6 6
LCK -0.29 0.29 -10000 0 -0.55 134 134
neuron differentiation -0.012 0.085 -10000 0 -0.62 2 2
PrPc/Cu2+ 0.007 0.024 -10000 0 -10000 0 0
APP 0.013 0 -10000 0 -10000 0 0
TGFBR2 (dimer) 0.013 0 -10000 0 -10000 0 0
Signaling events mediated by the Hedgehog family

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
TGFB2 0.022 0.15 -10000 0 -0.72 8 8
IHH 0.018 0.036 -10000 0 -0.43 1 1
SHH Np/Cholesterol/GAS1 -0.23 0.26 -10000 0 -0.52 108 108
LRPAP1 0.013 0 -10000 0 -10000 0 0
dorsoventral neural tube patterning 0.22 0.26 0.51 108 -10000 0 108
SMO/beta Arrestin2 -0.011 0.089 -10000 0 -0.57 1 1
SMO -0.018 0.093 -10000 0 -0.5 2 2
AKT1 0.011 0.047 -10000 0 -10000 0 0
ARRB2 0.013 0 -10000 0 -10000 0 0
BOC 0.012 0.004 -10000 0 -10000 0 0
ADRBK1 0.013 0 -10000 0 -10000 0 0
heart looping -0.018 0.092 -10000 0 -0.5 2 2
STIL -0.16 0.23 -10000 0 -0.42 106 106
DHH N/PTCH2 0.012 0.061 -10000 0 -0.62 2 2
DHH N/PTCH1 0.029 0.072 -10000 0 -0.53 1 1
PIK3CA 0.013 0 -10000 0 -10000 0 0
DHH 0.012 0.003 -10000 0 -10000 0 0
PTHLH 0.021 0.16 -10000 0 -0.68 10 10
determination of left/right symmetry -0.018 0.092 -10000 0 -0.5 2 2
PIK3R1 0.013 0 -10000 0 -10000 0 0
skeletal system development 0.022 0.16 -10000 0 -0.67 10 10
IHH N/Hhip -0.014 0.087 -10000 0 -0.34 3 3
DHH N/Hhip -0.013 0.073 -10000 0 -0.34 1 1
mol:Cholesterol 0 0 -10000 0 -10000 0 0
heart development -0.018 0.092 -10000 0 -0.5 2 2
pancreas development 0.011 0.005 -10000 0 -10000 0 0
HHAT 0.013 0 -10000 0 -10000 0 0
PI3K 0.02 0 -10000 0 -10000 0 0
EntrezGene:84976 0 0 -10000 0 -10000 0 0
GAS1 0.001 0.09 -10000 0 -0.81 3 3
somite specification -0.018 0.092 -10000 0 -0.5 2 2
SHH Np/Cholesterol/PTCH1 -0.18 0.24 -10000 0 -0.44 106 106
SHH Np/Cholesterol/PTCH2 -0.2 0.26 -10000 0 -0.5 107 107
SHH Np/Cholesterol/Megalin -0.24 0.28 -10000 0 -0.53 116 116
SHH -0.26 0.32 -10000 0 -0.62 105 105
catabolic process 0.027 0.08 -10000 0 -0.48 2 2
SMO/Vitamin D3 -0.16 0.23 -10000 0 -0.41 106 106
SHH Np/Cholesterol/Hhip -0.22 0.26 -10000 0 -0.51 105 105
LRP2 -0.056 0.22 -10000 0 -0.81 19 19
receptor-mediated endocytosis -0.16 0.23 -10000 0 -0.6 13 13
SHH Np/Cholesterol/BOC -0.22 0.26 -10000 0 -0.51 105 105
SHH Np/Cholesterol/CDO -0.2 0.26 -10000 0 -0.5 105 105
mesenchymal cell differentiation 0.22 0.26 0.51 105 -10000 0 105
mol:Vitamin D3 -0.17 0.24 -10000 0 -0.44 106 106
IHH N/PTCH2 0.014 0.07 -10000 0 -0.67 2 2
CDON 0.013 0.001 -10000 0 -10000 0 0
IHH N/PTCH1 0.029 0.081 -10000 0 -0.48 2 2
Megalin/LRPAP1 -0.034 0.17 -10000 0 -0.62 19 19
PTCH2 0.006 0.074 -10000 0 -0.81 2 2
SHH Np/Cholesterol -0.21 0.26 -10000 0 -0.5 105 105
PTCH1 0.027 0.08 -10000 0 -0.48 2 2
HHIP 0.011 0.005 -10000 0 -10000 0 0
Syndecan-4-mediated signaling events

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
PTK2 -0.044 0.13 -9999 0 -0.42 24 24
Syndecan-4/Syndesmos -0.19 0.24 -9999 0 -0.63 34 34
positive regulation of JNK cascade -0.19 0.22 -9999 0 -0.52 50 50
Syndecan-4/ADAM12 -0.51 0.32 -9999 0 -0.64 185 185
CCL5 0.01 0.053 -9999 0 -0.81 1 1
Rac1/GDP 0.01 0 -9999 0 -10000 0 0
DNM2 0.013 0 -9999 0 -10000 0 0
ITGA5 0.013 0 -9999 0 -10000 0 0
SDCBP 0.013 0 -9999 0 -10000 0 0
PLG -0.005 0.1 -9999 0 -0.8 4 4
ADAM12 -0.6 0.36 -9999 0 -0.81 181 181
mol:GTP 0 0 -9999 0 -10000 0 0
NUDT16L1 0.013 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
Syndecan-4/PKC alpha -0.07 0.069 -9999 0 -10000 0 0
Syndecan-4/Laminin alpha1 -0.21 0.25 -9999 0 -0.56 56 56
Syndecan-4/CXCL12/CXCR4 -0.2 0.24 -9999 0 -0.56 50 50
Syndecan-4/Laminin alpha3 -0.19 0.25 -9999 0 -0.64 35 35
MDK 0.007 0.074 -9999 0 -0.81 2 2
Syndecan-4/FZD7 -0.19 0.24 -9999 0 -0.63 34 34
Syndecan-4/Midkine -0.19 0.25 -9999 0 -0.64 35 35
FZD7 0.013 0 -9999 0 -10000 0 0
Syndecan-4/FGFR1/FGF -0.19 0.23 -9999 0 -0.55 44 44
THBS1 0.01 0.052 -9999 0 -0.81 1 1
integrin-mediated signaling pathway -0.19 0.24 -9999 0 -0.6 37 37
positive regulation of MAPKKK cascade -0.19 0.22 -9999 0 -0.52 50 50
Syndecan-4/TACI -0.22 0.26 -9999 0 -0.54 71 71
CXCR4 0 0.1 -9999 0 -0.81 4 4
cell adhesion 0 0.092 -9999 0 -0.3 20 20
Syndecan-4/Dynamin -0.19 0.24 -9999 0 -0.63 34 34
Syndecan-4/TSP1 -0.19 0.25 -9999 0 -0.64 35 35
Syndecan-4/GIPC -0.19 0.24 -9999 0 -0.63 34 34
Syndecan-4/RANTES -0.19 0.25 -9999 0 -0.62 39 39
ITGB1 0.013 0 -9999 0 -10000 0 0
LAMA1 0.01 0.006 -9999 0 -10000 0 0
LAMA3 0.007 0.074 -9999 0 -0.81 2 2
RAC1 0.013 0 -9999 0 -10000 0 0
PRKCA 0.048 0.05 -9999 0 -10000 0 0
Syndecan-4/alpha-Actinin -0.19 0.24 -9999 0 -0.63 34 34
TFPI 0.013 0 -9999 0 -10000 0 0
F2 -0.26 0.38 -9999 0 -0.81 79 79
alpha5/beta1 Integrin 0.02 0 -9999 0 -10000 0 0
positive regulation of cell adhesion -0.2 0.24 -9999 0 -0.54 57 57
ACTN1 0.013 0 -9999 0 -10000 0 0
TNC 0.009 0.053 -9999 0 -0.81 1 1
Syndecan-4/CXCL12 -0.2 0.25 -9999 0 -0.58 47 47
FGF6 0 0.002 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
CXCL12 0.011 0.005 -9999 0 -10000 0 0
TNFRSF13B 0.006 0.007 -9999 0 -10000 0 0
FGF2 0.012 0.004 -9999 0 -10000 0 0
FGFR1 0.013 0.002 -9999 0 -10000 0 0
Syndecan-4/PI-4-5-P2 -0.2 0.24 -9999 0 -0.42 105 105
mol:GDP 0 0 -9999 0 -10000 0 0
FN1 -0.051 0.23 -9999 0 -0.8 20 20
cell migration -0.025 0.024 -9999 0 -10000 0 0
PRKCD 0.021 0.011 -9999 0 -10000 0 0
vasculogenesis -0.18 0.24 -9999 0 -0.61 35 35
SDC4 -0.21 0.26 -9999 0 -0.45 105 105
Syndecan-4/Tenascin C -0.2 0.25 -9999 0 -0.63 37 37
Syndecan-4/PI-4-5-P2/PKC alpha -0.055 0.054 -9999 0 -10000 0 0
Syndecan-4/Syntenin -0.19 0.24 -9999 0 -0.63 34 34
MMP9 -0.19 0.35 -9999 0 -0.81 59 59
Rac1/GTP -0.001 0.094 -9999 0 -0.3 20 20
cytoskeleton organization -0.18 0.23 -9999 0 -0.61 34 34
GIPC1 0.013 0 -9999 0 -10000 0 0
Syndecan-4/TFPI -0.19 0.24 -9999 0 -0.63 34 34
Calcium signaling in the CD4+ TCR pathway

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
NFATC1 -0.007 0.037 -9999 0 -0.2 1 1
NFATC2 -0.01 0.043 -9999 0 -10000 0 0
NFATC3 -0.007 0.034 -9999 0 -10000 0 0
CD40LG -0.13 0.24 -9999 0 -0.57 31 31
PTGS2 -0.13 0.25 -9999 0 -0.63 31 31
JUNB 0.013 0 -9999 0 -10000 0 0
CaM/Ca2+/Calcineurin A alpha-beta B1 -0.006 0.021 -9999 0 -10000 0 0
CaM/Ca2+ -0.006 0.021 -9999 0 -10000 0 0
CALM1 0.005 0.012 -9999 0 -10000 0 0
JUN 0.006 0.012 -9999 0 -10000 0 0
mol:Ca2+ -0.011 0.014 -9999 0 -10000 0 0
Calcineurin A alpha-beta B1/FKBP12/FK506 0.004 0.007 -9999 0 -10000 0 0
FOSL1 -0.59 0.36 -9999 0 -0.81 180 180
CREM 0.013 0 -9999 0 -10000 0 0
Jun/NFAT1-c-4/p21SNFT -0.071 0.17 -9999 0 -0.63 8 8
FOS 0.005 0.022 -9999 0 -0.29 1 1
IFNG -0.18 0.32 -9999 0 -0.74 45 45
AP-1/NFAT1-c-4 -0.14 0.27 -9999 0 -0.67 28 28
FASLG -0.12 0.24 -9999 0 -0.58 28 28
NFAT1-c-4/ICER1 -0.029 0.088 -9999 0 -0.4 1 1
IL2RA -0.12 0.23 -9999 0 -0.57 28 28
FKBP12/FK506 0.01 0 -9999 0 -10000 0 0
CSF2 -0.28 0.39 -9999 0 -0.71 102 102
JunB/Fra1/NFAT1-c-4 -0.36 0.23 -9999 0 -0.48 181 181
IL4 -0.12 0.22 -9999 0 -0.56 28 28
IL2 -0.005 0.012 -9999 0 -10000 0 0
IL3 -0.018 0.026 -9999 0 -10000 0 0
FKBP1A 0.013 0 -9999 0 -10000 0 0
BATF3 -0.01 0.14 -9999 0 -0.81 7 7
mol:FK506 0 0 -9999 0 -10000 0 0
POU2F1 0.01 0.052 -9999 0 -0.81 1 1
Glucocorticoid receptor regulatory network

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
PCK2 0.018 0.069 0.32 2 -10000 0 2
SMARCC2 0.015 0.002 -10000 0 -10000 0 0
SMARCC1 0.015 0.003 -10000 0 -10000 0 0
TBX21 -0.11 0.15 -10000 0 -0.51 16 16
SUMO2 0.014 0.006 -10000 0 -10000 0 0
STAT1 (dimer) 0.01 0.092 -10000 0 -0.66 4 4
FKBP4 0.007 0.074 -10000 0 -0.81 2 2
FKBP5 0.013 0 -10000 0 -10000 0 0
GR alpha/HSP90/FKBP51/HSP90 0.13 0.089 0.32 11 -10000 0 11
PRL -0.093 0.15 -10000 0 -0.71 8 8
cortisol/GR alpha (dimer)/TIF2 0.28 0.21 0.55 54 -10000 0 54
RELA -0.071 0.085 -10000 0 -10000 0 0
FGG 0.18 0.24 0.53 19 -0.59 12 31
GR beta/TIF2 0.13 0.1 0.35 12 -10000 0 12
IFNG -0.4 0.34 -10000 0 -0.87 62 62
apoptosis 0.04 0.14 0.49 10 -0.52 3 13
CREB1 0.01 0.037 -10000 0 -10000 0 0
histone acetylation -0.071 0.1 -10000 0 -0.33 10 10
BGLAP -0.091 0.12 -10000 0 -0.43 5 5
GR/PKAc 0.11 0.096 0.33 5 -10000 0 5
NF kappa B1 p50/RelA -0.13 0.16 -10000 0 -0.41 12 12
SMARCD1 0.015 0.003 -10000 0 -10000 0 0
MDM2 0.11 0.079 0.24 34 -10000 0 34
GATA3 0.009 0.077 -10000 0 -0.8 2 2
AKT1 0.006 0.001 -10000 0 -10000 0 0
CSF2 -0.26 0.27 -10000 0 -0.57 97 97
GSK3B 0.014 0.006 -10000 0 -10000 0 0
NR1I3 0.049 0.14 0.47 10 -0.75 1 11
CSN2 0.17 0.15 0.44 14 -0.44 1 15
BRG1/BAF155/BAF170/BAF60A 0.041 0.009 -10000 0 -10000 0 0
NFATC1 0.014 0.003 -10000 0 -10000 0 0
POU2F1 0.01 0.057 -10000 0 -0.8 1 1
CDKN1A 0.03 0.011 -10000 0 -10000 0 0
response to stress 0 0 -10000 0 -10000 0 0
response to UV 0.001 0.007 -10000 0 -10000 0 0
SFN 0.013 0 -10000 0 -10000 0 0
GR alpha/HSP90/FKBP51/HSP90/14-3-3 0.13 0.084 0.34 5 -10000 0 5
prolactin receptor activity 0 0 -10000 0 -10000 0 0
EGR1 0.046 0.13 0.45 10 -0.78 1 11
JUN -0.28 0.17 -10000 0 -0.49 52 52
IL4 -0.11 0.12 -10000 0 -0.46 4 4
CDK5R1 0.007 0.074 -10000 0 -0.8 2 2
PRKACA 0.013 0 -10000 0 -10000 0 0
cortisol/GR alpha (monomer)/AP-1 -0.29 0.26 -10000 0 -0.6 61 61
GR alpha/HSP90/FKBP51/HSP90/PP5C 0.13 0.084 0.33 7 -10000 0 7
cortisol/GR alpha (monomer) 0.32 0.25 0.62 65 -10000 0 65
NCOA2 0.013 0 -10000 0 -10000 0 0
response to hypoxia 0 0 -10000 0 -10000 0 0
FOS -0.091 0.053 -10000 0 -0.39 1 1
AP-1/NFAT1-c-4 -0.48 0.31 -10000 0 -0.7 132 132
AFP -0.19 0.13 -10000 0 -0.72 3 3
SUV420H1 0.013 0 -10000 0 -10000 0 0
IRF1 0.16 0.13 0.46 9 -10000 0 9
TP53 0.033 0 -10000 0 -10000 0 0
PPP5C 0.013 0 -10000 0 -10000 0 0
KRT17 -0.67 0.37 -10000 0 -0.85 184 184
KRT14 -0.15 0.16 0.39 1 -0.73 7 8
TBP 0.022 0 -10000 0 -10000 0 0
CREBBP 0.039 0.039 -10000 0 -10000 0 0
HDAC1 0.012 0.009 -10000 0 -10000 0 0
HDAC2 0.034 0.027 -10000 0 -10000 0 0
AP-1 -0.49 0.31 -10000 0 -0.7 134 134
MAPK14 0.014 0.006 -10000 0 -10000 0 0
MAPK10 0.011 0.02 -10000 0 -0.28 1 1
MAPK11 0.014 0.006 -10000 0 -10000 0 0
KRT5 -0.39 0.33 -10000 0 -0.86 58 58
interleukin-1 receptor activity 0.021 0.027 -10000 0 -10000 0 0
NCOA1 0.016 0.001 -10000 0 -10000 0 0
STAT1 0.01 0.092 -10000 0 -0.66 4 4
CGA -0.12 0.16 -10000 0 -0.72 8 8
NF kappa B1 p50/RelA/Cbp/cortisol/GR alpha (monomer)/HDAC2 0.2 0.19 0.41 93 -0.39 1 94
MAPK3 0.014 0.007 -10000 0 -10000 0 0
MAPK1 0.014 0.006 -10000 0 -10000 0 0
ICAM1 -0.23 0.26 -10000 0 -0.64 45 45
NFKB1 -0.071 0.085 -10000 0 -10000 0 0
MAPK8 -0.21 0.15 -10000 0 -0.45 35 35
MAPK9 0.014 0.006 -10000 0 -10000 0 0
cortisol/GR alpha (dimer) 0.035 0.14 0.49 10 -0.55 3 13
BAX 0.03 0.011 -10000 0 -10000 0 0
POMC -0.19 0.29 -10000 0 -1.1 17 17
EP300 0.043 0.043 0.22 4 -0.22 1 5
cortisol/GR alpha (dimer)/p53 0.3 0.21 0.55 59 -10000 0 59
proteasomal ubiquitin-dependent protein catabolic process 0.076 0.061 0.22 11 -10000 0 11
SGK1 0.092 0.1 -10000 0 -1.2 1 1
IL13 -0.26 0.22 -10000 0 -0.78 22 22
IL6 -0.27 0.31 -10000 0 -0.79 47 47
PRKACG 0.004 0.006 -10000 0 -10000 0 0
IL5 -0.22 0.18 -10000 0 -0.67 16 16
IL2 -0.33 0.23 -10000 0 -0.68 48 48
CDK5 0.014 0.003 -10000 0 -10000 0 0
PRKACB 0.012 0.003 -10000 0 -10000 0 0
HSP90AA1 0.013 0 -10000 0 -10000 0 0
IL8 -0.49 0.41 -10000 0 -0.8 146 146
CDK5R1/CDK5 0.015 0.058 -10000 0 -0.61 2 2
NF kappa B1 p50/RelA/PKAc -0.081 0.12 -10000 0 -10000 0 0
cortisol/GR alpha (dimer)/Hsp90/FKBP52/HSP90 0.27 0.2 0.52 55 -0.53 1 56
SMARCA4 0.015 0.002 -10000 0 -10000 0 0
chromatin remodeling 0.18 0.13 0.4 25 -0.55 1 26
NF kappa B1 p50/RelA/Cbp -0.052 0.12 -10000 0 -10000 0 0
JUN (dimer) -0.28 0.17 -10000 0 -0.49 52 52
YWHAH 0.013 0 -10000 0 -10000 0 0
VIPR1 -0.12 0.17 -10000 0 -0.59 19 19
NR3C1 0.18 0.16 0.47 26 -0.33 1 27
NR4A1 -0.048 0.22 -10000 0 -0.66 24 24
TIF2/SUV420H1 0.02 0 -10000 0 -10000 0 0
MAPKKK cascade 0.04 0.14 0.49 10 -0.52 3 13
cortisol/GR alpha (dimer)/Src-1 0.29 0.21 0.54 60 -10000 0 60
PBX1 0.013 0.024 -10000 0 -10000 0 0
POU1F1 0 0.057 -10000 0 -0.8 1 1
SELE -0.36 0.4 -10000 0 -0.89 76 76
cortisol/GR alpha/BRG1/BAF155/BAF170/BAF60A 0.18 0.13 0.4 24 -0.56 1 25
cortisol/GR alpha (monomer)/Hsp90/FKBP52/HSP90 0.27 0.2 0.52 55 -0.53 1 56
mol:cortisol 0.18 0.15 0.36 70 -0.22 2 72
MMP1 -0.5 0.33 -10000 0 -0.73 160 160
HIF-1-alpha transcription factor network

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
PKM2 -0.41 0.35 -9999 0 -1 26 26
HDAC7 0.013 0.005 -9999 0 -10000 0 0
HIF1A/ARNT/Cbp/p300/Src-1 -0.32 0.28 -9999 0 -0.89 16 16
SMAD4 0.014 0 -9999 0 -10000 0 0
ID2 -0.41 0.35 -9999 0 -1 25 25
AP1 0.021 0.013 -9999 0 -10000 0 0
ABCG2 -0.49 0.37 -9999 0 -1 44 44
HIF1A -0.065 0.049 -9999 0 -10000 0 0
TFF3 -0.42 0.35 -9999 0 -1.1 22 22
GATA2 0.015 0.003 -9999 0 -10000 0 0
AKT1 -0.06 0.059 -9999 0 -10000 0 0
response to hypoxia -0.078 0.059 -9999 0 -10000 0 0
MCL1 -0.41 0.35 -9999 0 -1 26 26
NDRG1 -0.41 0.35 -9999 0 -1.1 24 24
SERPINE1 -0.54 0.46 -9999 0 -1.2 59 59
FECH -0.41 0.35 -9999 0 -1.1 22 22
FURIN -0.41 0.35 -9999 0 -1 26 26
NCOA2 0.014 0.003 -9999 0 -10000 0 0
EP300 -0.057 0.078 -9999 0 -0.34 5 5
HMOX1 -0.41 0.35 -9999 0 -1 29 29
BHLHE40 -0.41 0.35 -9999 0 -1.1 20 20
BHLHE41 -0.41 0.35 -9999 0 -1 27 27
HIF1A/ARNT/SMAD3/SMAD4/SP1 -0.051 0.063 -9999 0 -10000 0 0
ENG -0.036 0.068 -9999 0 -10000 0 0
JUN 0.014 0.002 -9999 0 -10000 0 0
RORA -0.41 0.35 -9999 0 -1 26 26
ABCB1 -0.22 0.35 -9999 0 -1 37 37
TFRC -0.41 0.35 -9999 0 -1.1 24 24
CXCR4 -0.42 0.36 -9999 0 -1.1 27 27
TF -0.45 0.37 -9999 0 -1.1 34 34
CITED2 -0.41 0.35 -9999 0 -1 29 29
HIF1A/ARNT -0.45 0.4 -9999 0 -1.2 31 31
LDHA -0.051 0.043 -9999 0 -10000 0 0
ETS1 -0.41 0.35 -9999 0 -1 25 25
PGK1 -0.41 0.35 -9999 0 -1.1 24 24
NOS2 -0.44 0.39 -9999 0 -1.1 35 35
ITGB2 -0.41 0.35 -9999 0 -1.1 24 24
ALDOA -0.41 0.35 -9999 0 -1 25 25
Cbp/p300/CITED2 -0.4 0.36 -9999 0 -1.1 24 24
FOS 0.014 0.002 -9999 0 -10000 0 0
HK2 -0.41 0.35 -9999 0 -1.1 22 22
SP1 0.014 0.023 -9999 0 -10000 0 0
GCK -0.096 0.19 -9999 0 -1.3 5 5
HK1 -0.41 0.35 -9999 0 -1.1 22 22
NPM1 -0.41 0.35 -9999 0 -1.1 24 24
EGLN1 -0.41 0.35 -9999 0 -1 28 28
CREB1 0.02 0 -9999 0 -10000 0 0
PGM1 -0.41 0.35 -9999 0 -1 29 29
SMAD3 0.014 0 -9999 0 -10000 0 0
EDN1 -0.034 0.1 -9999 0 -0.7 1 1
IGFBP1 -0.48 0.43 -9999 0 -1.2 46 46
VEGFA -0.31 0.33 -9999 0 -0.93 31 31
HIF1A/JAB1 -0.031 0.031 -9999 0 -10000 0 0
CP -0.47 0.37 -9999 0 -1 38 38
CXCL12 -0.43 0.36 -9999 0 -1 33 33
COPS5 0.014 0.003 -9999 0 -10000 0 0
SMAD3/SMAD4 0.022 0 -9999 0 -10000 0 0
BNIP3 -0.41 0.35 -9999 0 -1 28 28
EGLN3 -0.41 0.35 -9999 0 -1 29 29
CA9 -0.78 0.4 -9999 0 -1.2 98 98
TERT -0.45 0.4 -9999 0 -1.1 38 38
ENO1 -0.41 0.35 -9999 0 -1.1 24 24
PFKL -0.41 0.35 -9999 0 -1 28 28
NCOA1 0.013 0.002 -9999 0 -10000 0 0
ADM -0.41 0.35 -9999 0 -1 25 25
ARNT -0.065 0.05 -9999 0 -10000 0 0
HNF4A 0.015 0.011 -9999 0 -10000 0 0
ADFP -0.42 0.34 -9999 0 -1 33 33
SLC2A1 -0.32 0.35 -9999 0 -0.98 35 35
LEP -0.44 0.38 -9999 0 -1.1 33 33
HIF1A/ARNT/Cbp/p300 -0.33 0.29 -9999 0 -0.91 17 17
EPO -0.21 0.19 -9999 0 -10000 0 0
CREBBP -0.057 0.078 -9999 0 -0.34 5 5
HIF1A/ARNT/Cbp/p300/HDAC7 -0.34 0.32 -9999 0 -0.96 27 27
PFKFB3 -0.41 0.35 -9999 0 -1 26 26
NT5E -0.41 0.35 -9999 0 -1 27 27
Endothelins

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
AKT1 -0.059 0.31 -10000 0 -0.77 27 27
PTK2B 0.014 0.001 -10000 0 -10000 0 0
mol:Ca2+ -0.001 0.21 -10000 0 -0.89 9 9
EDN1 0.026 0.16 -10000 0 -0.73 2 2
EDN3 0.008 0.007 -10000 0 -10000 0 0
EDN2 0.012 0.004 -10000 0 -10000 0 0
HRAS/GDP -0.015 0.15 -10000 0 -0.44 6 6
ETA receptor/Endothelin-1/Gq/GTP/PLC beta 0.013 0.14 -10000 0 -0.32 20 20
ADCY4 -0.075 0.25 -10000 0 -0.7 23 23
ADCY5 -0.12 0.25 -10000 0 -0.66 29 29
ADCY6 -0.075 0.25 -10000 0 -0.7 23 23
ADCY7 -0.075 0.25 -10000 0 -0.7 23 23
ADCY1 -0.087 0.27 -10000 0 -0.73 26 26
ADCY2 -0.097 0.25 -10000 0 -0.69 25 25
ADCY3 -0.075 0.25 -10000 0 -0.7 23 23
ADCY8 -0.084 0.25 -10000 0 -0.69 24 24
ADCY9 -0.076 0.25 -10000 0 -0.65 27 27
arachidonic acid secretion -0.022 0.15 -10000 0 -0.45 9 9
ETB receptor/Endothelin-1/Gq/GTP 0.017 0.086 -10000 0 -0.33 5 5
GNAO1 0.007 0.007 -10000 0 -10000 0 0
HRAS 0.013 0 -10000 0 -10000 0 0
ETA receptor/Endothelin-1/G12/GTP 0.018 0.35 0.33 95 -0.72 27 122
ETA receptor/Endothelin-1/Gs/GTP 0.001 0.33 0.31 91 -0.67 29 120
mol:GTP 0.001 0.003 -10000 0 -10000 0 0
COL3A1 -0.11 0.42 -10000 0 -0.96 41 41
EDNRB 0.003 0.035 -10000 0 -10000 0 0
response to oxidative stress 0 0 -10000 0 -10000 0 0
CYSLTR2 -0.076 0.32 -10000 0 -0.7 34 34
CYSLTR1 -0.086 0.33 -10000 0 -0.67 39 39
SLC9A1 -0.004 0.15 -10000 0 -0.35 21 21
mol:GDP -0.024 0.16 -10000 0 -0.4 15 15
SLC9A3 -0.17 0.3 -10000 0 -0.56 69 69
RAF1 -0.023 0.13 -10000 0 -0.43 4 4
JUN 0.018 0.16 -10000 0 -0.6 3 3
JAK2 -0.059 0.31 -10000 0 -0.64 41 41
mol:IP3 0.012 0.12 -10000 0 -0.36 6 6
ETA receptor/Endothelin-1 0.007 0.42 0.39 98 -0.7 45 143
PLCB1 0.01 0.052 -10000 0 -0.8 1 1
PLCB2 0.014 0.001 -10000 0 -10000 0 0
ETA receptor/Endothelin-3 -0.12 0.26 -10000 0 -0.66 34 34
FOS -0.001 0.12 -10000 0 -0.83 1 1
Gai/GDP -0.27 0.32 -10000 0 -0.59 118 118
CRK 0.014 0.001 -10000 0 -10000 0 0
mol:Ca ++ -0.05 0.28 -10000 0 -0.71 26 26
BCAR1 0.013 0 -10000 0 -10000 0 0
PRKCB1 0.011 0.12 -10000 0 -0.34 6 6
GNAQ 0.015 0.003 -10000 0 -10000 0 0
GNAZ 0.013 0.002 -10000 0 -10000 0 0
GNAL 0.012 0.004 -10000 0 -10000 0 0
Gs family/GDP -0.064 0.12 -10000 0 -0.45 6 6
ETA receptor/Endothelin-1/Gq/GTP 0.003 0.17 -10000 0 -0.41 21 21
MAPK14 0.028 0.072 -10000 0 -0.32 2 2
TRPC6 -0.004 0.23 -10000 0 -0.96 9 9
GNAI2 0.013 0 -10000 0 -10000 0 0
GNAI3 0.013 0 -10000 0 -10000 0 0
GNAI1 0.013 0.002 -10000 0 -10000 0 0
ETB receptor/Endothelin-1/Gq/GTP/PLC beta 0.024 0.077 -10000 0 -0.3 4 4
ETB receptor/Endothelin-2 -0.011 0.073 -10000 0 -0.33 1 1
ETB receptor/Endothelin-3 -0.067 0.098 -10000 0 -0.33 3 3
ETB receptor/Endothelin-1 0.019 0.14 -10000 0 -0.55 2 2
MAPK3 -0.006 0.13 -10000 0 -0.59 2 2
MAPK1 -0.006 0.13 -10000 0 -0.59 2 2
Rac1/GDP -0.016 0.15 -10000 0 -0.44 6 6
cAMP biosynthetic process -0.11 0.22 -10000 0 -0.58 30 30
MAPK8 0.009 0.17 -10000 0 -0.57 7 7
SRC 0.013 0 -10000 0 -10000 0 0
ETB receptor/Endothelin-1/Gi/GTP -0.055 0.1 -10000 0 -0.3 14 14
p130Cas/CRK/Src/PYK2 -0.05 0.18 -10000 0 -0.51 11 11
mol:K + 0 0 -10000 0 -10000 0 0
G12/GDP -0.016 0.15 -10000 0 -0.44 6 6
COL1A2 -0.096 0.39 -10000 0 -0.83 46 46
EntrezGene:2778 0 0 -10000 0 -10000 0 0
ETA receptor/Endothelin-2 -0.059 0.27 -10000 0 -0.71 29 29
mol:DAG 0.012 0.12 -10000 0 -0.36 6 6
MAP2K2 -0.012 0.13 -10000 0 -0.5 2 2
MAP2K1 -0.012 0.13 -10000 0 -0.5 2 2
EDNRA -0.06 0.33 -10000 0 -0.94 25 25
positive regulation of muscle contraction -0.046 0.28 -10000 0 -0.69 27 27
Gq family/GDP -0.071 0.13 -10000 0 -0.51 10 10
HRAS/GTP -0.033 0.13 -10000 0 -0.35 14 14
PRKCH 0.017 0.12 -10000 0 -0.37 4 4
RAC1 0.013 0 -10000 0 -10000 0 0
PRKCA 0.017 0.12 -10000 0 -0.37 4 4
PRKCB -0.009 0.13 -10000 0 -0.39 6 6
PRKCE 0.018 0.12 -10000 0 -0.37 4 4
PRKCD 0.017 0.12 -10000 0 -0.37 4 4
PRKCG -0.18 0.27 -10000 0 -0.46 106 106
regulation of vascular smooth muscle contraction -0.003 0.14 -10000 0 -0.97 1 1
PRKCQ 0.014 0.12 -10000 0 -0.36 6 6
PLA2G4A -0.025 0.16 -10000 0 -0.48 9 9
GNA14 0.015 0.003 -10000 0 -10000 0 0
GNA15 -0.023 0.17 -10000 0 -0.81 11 11
GNA12 0.013 0 -10000 0 -10000 0 0
GNA11 0.014 0.003 -10000 0 -10000 0 0
Rac1/GTP 0.018 0.35 0.33 95 -0.72 27 122
MMP1 -0.41 0.35 0.31 3 -0.65 160 163
Signaling events mediated by Stem cell factor receptor (c-Kit)

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
MAP4K1 -0.015 0.14 -10000 0 -0.37 33 33
CRKL -0.018 0.14 -10000 0 -0.38 33 33
HRAS 0.005 0.13 -10000 0 -0.39 6 6
mol:PIP3 -0.027 0.14 -10000 0 -0.37 33 33
SPRED1 0.013 0 -10000 0 -10000 0 0
SPRED2 0.013 0 -10000 0 -10000 0 0
GAB1 -0.025 0.15 -10000 0 -0.4 33 33
FOXO3 -0.01 0.13 -10000 0 -0.34 33 33
AKT1 -0.017 0.14 -10000 0 -0.37 33 33
BAD -0.01 0.13 -10000 0 -0.34 33 33
megakaryocyte differentiation -0.099 0.22 -10000 0 -0.43 69 69
GSK3B -0.01 0.13 -10000 0 -0.34 33 33
RAF1 0.013 0.11 -10000 0 -0.36 1 1
SHC1 0.013 0 -10000 0 -10000 0 0
STAT3 -0.025 0.15 -10000 0 -0.4 33 33
STAT1 -0.074 0.33 -10000 0 -0.89 34 34
HRAS/SPRED1 0.012 0.11 -10000 0 -0.36 1 1
cell proliferation -0.024 0.15 -10000 0 -0.4 33 33
PIK3CA 0.013 0 -10000 0 -10000 0 0
TEC 0.013 0 -10000 0 -10000 0 0
RPS6KB1 -0.023 0.15 -10000 0 -0.4 33 33
HRAS/SPRED2 0.012 0.11 -10000 0 -0.36 1 1
LYN/TEC/p62DOK -0.009 0.14 -10000 0 -0.37 33 33
MAPK3 0.022 0.086 -10000 0 -10000 0 0
STAP1 -0.04 0.17 -10000 0 -0.46 33 33
GRAP2 0.013 0.002 -10000 0 -10000 0 0
JAK2 -0.058 0.28 -10000 0 -0.75 34 34
STAT1 (dimer) -0.071 0.33 -10000 0 -0.87 34 34
mol:Gleevec 0 0.006 -10000 0 -10000 0 0
GRB2/SOCS1/VAV1 -0.014 0.15 -10000 0 -0.39 34 34
actin filament polymerization -0.024 0.15 -10000 0 -0.4 33 33
LYN 0.013 0 -10000 0 -10000 0 0
STAP1/STAT5A (dimer) -0.047 0.22 -10000 0 -0.6 33 33
PIK3R1 0.013 0 -10000 0 -10000 0 0
CBL/CRKL/GRB2 -0.002 0.14 -10000 0 -0.38 2 2
PI3K -0.009 0.15 -10000 0 -0.38 33 33
PTEN 0.013 0.001 -10000 0 -10000 0 0
SCF/KIT/EPO/EPOR -0.086 0.38 -10000 0 -1 33 33
MAPK8 -0.025 0.15 -10000 0 -0.4 33 33
STAT3 (dimer) -0.024 0.15 -10000 0 -0.4 33 33
positive regulation of transcription 0.023 0.073 -10000 0 -10000 0 0
mol:GDP 0.001 0.14 -10000 0 -0.41 6 6
PIK3C2B -0.025 0.15 -10000 0 -0.4 33 33
CBL/CRKL -0.009 0.14 -10000 0 -0.36 33 33
FER -0.025 0.15 -10000 0 -0.4 33 33
SH2B3 -0.025 0.15 -10000 0 -0.4 33 33
PDPK1 -0.019 0.13 -10000 0 -0.34 33 33
SNAI2 -0.027 0.15 -10000 0 -0.4 34 34
positive regulation of cell proliferation -0.047 0.25 -10000 0 -0.66 34 34
KITLG 0.014 0.011 -10000 0 -10000 0 0
cell motility -0.047 0.25 -10000 0 -0.66 34 34
PTPN6 0.013 0.009 -10000 0 -10000 0 0
EPOR 0.008 0.11 -10000 0 -10000 0 0
STAT5A (dimer) -0.034 0.21 -10000 0 -0.55 34 34
SOCS1 0.01 0.052 -10000 0 -0.81 1 1
cell migration 0.029 0.16 0.41 34 -10000 0 34
SOS1 0.013 0 -10000 0 -10000 0 0
EPO 0.005 0.054 -10000 0 -0.82 1 1
VAV1 0.013 0.002 -10000 0 -10000 0 0
GRB10 -0.025 0.15 -10000 0 -0.4 33 33
PTPN11 0.013 0.006 -10000 0 -10000 0 0
SCF/KIT -0.032 0.16 -10000 0 -0.43 33 33
GO:0007205 0.001 0.008 -10000 0 -10000 0 0
MAP2K1 0.02 0.093 -10000 0 -10000 0 0
CBL 0.013 0 -10000 0 -10000 0 0
KIT -0.11 0.4 -10000 0 -1.1 33 33
MAP2K2 0.02 0.093 -10000 0 -10000 0 0
SHC/Grb2/SOS1 -0.009 0.14 -10000 0 -0.37 33 33
STAT5A -0.036 0.22 -10000 0 -0.57 34 34
GRB2 0.013 0 -10000 0 -10000 0 0
response to radiation -0.026 0.15 -10000 0 -0.4 34 34
SHC/GRAP2 0.017 0.024 -10000 0 -10000 0 0
PTPRO -0.1 0.22 -10000 0 -0.44 69 69
SH2B2 -0.025 0.15 -10000 0 -0.4 33 33
DOK1 0.013 0 -10000 0 -10000 0 0
MATK -0.03 0.16 -10000 0 -0.42 34 34
CREBBP 0.02 0.04 -10000 0 -10000 0 0
BCL2 -0.002 0.17 -10000 0 -1.2 3 3
TCGA08_p53

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
CDKN2A -0.16 0.28 -10000 0 -0.63 64 64
TP53 -0.04 0.073 0.31 1 -10000 0 1
Senescence -0.04 0.073 0.31 1 -10000 0 1
Apoptosis -0.04 0.073 0.31 1 -10000 0 1
Activated_Oncogenes 0 0 -10000 0 -10000 0 0
MDM2 0.077 0.13 0.29 64 -10000 0 64
MDM4 0.01 0.052 -10000 0 -0.81 1 1
Canonical Wnt signaling pathway

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
HDAC1 0.028 0.029 -10000 0 -10000 0 0
AES 0.025 0.024 -10000 0 -10000 0 0
FBXW11 0.013 0 -10000 0 -10000 0 0
mol:GTP 0.001 0.001 -10000 0 -10000 0 0
LRP6/FZD1 0.02 0.001 -10000 0 -10000 0 0
SMAD4 0.013 0 -10000 0 -10000 0 0
DKK2 -0.004 0.12 -10000 0 -0.81 5 5
TLE1 0.024 0.023 -10000 0 -10000 0 0
MACF1 0.014 0.001 -10000 0 -10000 0 0
CTNNB1 0.083 0.11 0.25 37 -0.34 1 38
WIF1 -0.15 0.32 -10000 0 -0.81 48 48
beta catenin/RanBP3 0.1 0.18 0.36 70 -10000 0 70
KREMEN2 -0.11 0.3 -10000 0 -0.81 37 37
DKK1 -0.18 0.34 -10000 0 -0.81 56 56
beta catenin/beta TrCP1 0.086 0.1 0.25 29 -10000 0 29
FZD1 0.014 0.001 -10000 0 -10000 0 0
AXIN2 -0.17 0.29 -10000 0 -0.62 70 70
AXIN1 0.014 0.001 -10000 0 -10000 0 0
RAN 0.014 0.001 -10000 0 -10000 0 0
Axin1/APC/GSK3/beta catenin 0.043 0.042 -10000 0 -10000 0 0
beta catenin/TCF/CtBP/CBP/TLE1/AES/SMAD4 0.022 0.11 -10000 0 -10000 0 0
Axin1/APC/GSK3 0.11 0.069 0.21 27 -10000 0 27
Axin1/APC/GSK3/beta catenin/Macf1 0.068 0.055 -10000 0 -0.37 1 1
HNF1A 0.025 0.024 -10000 0 -10000 0 0
CTBP1 0.025 0.024 -10000 0 -10000 0 0
MYC -0.06 0.19 -10000 0 -0.67 19 19
RANBP3 0.014 0.001 -10000 0 -10000 0 0
DKK2/LRP6/Kremen 2 -0.077 0.22 -10000 0 -0.57 40 40
NKD1 -0.47 0.4 -10000 0 -0.81 143 143
TCF4 0.026 0.025 -10000 0 -10000 0 0
TCF3 0.025 0.024 -10000 0 -10000 0 0
WNT1/LRP6/FZD1/Axin1 0.03 0.048 -10000 0 -0.49 2 2
Ran/GTP 0.011 0.003 -10000 0 -10000 0 0
CtBP/CBP/TCF/TLE1/AES 0.066 0.18 0.4 21 -10000 0 21
LEF1 -0.2 0.37 -10000 0 -0.79 67 67
DVL1 0.053 0.04 -10000 0 -10000 0 0
CSNK2A1 0.014 0 -10000 0 -10000 0 0
beta catenin/TCF/CtBP/CBP/TLE1/AES -0.024 0.12 -10000 0 -10000 0 0
DKK1/LRP6/Kremen 2 -0.18 0.32 -10000 0 -0.61 80 80
LRP6 0.014 0.001 -10000 0 -10000 0 0
CSNK1A1 0.028 0.028 -10000 0 -10000 0 0
NLK 0.01 0.006 -10000 0 -10000 0 0
CCND1 -0.03 0.11 -10000 0 -0.62 4 4
WNT1 0.003 0.074 -10000 0 -0.81 2 2
GSK3A 0.014 0.001 -10000 0 -10000 0 0
GSK3B 0.013 0.001 -10000 0 -10000 0 0
FRAT1 0.013 0.001 -10000 0 -10000 0 0
PPP2R5D 0.22 0.16 0.35 144 -10000 0 144
APC 0.03 0.044 -10000 0 -0.45 2 2
WNT1/LRP6/FZD1 0.07 0.088 0.24 48 -10000 0 48
CREBBP 0.025 0.024 -10000 0 -10000 0 0
Nephrin/Neph1 signaling in the kidney podocyte

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
positive regulation of NF-kappaB transcription factor activity 0.058 0.2 0.62 28 -10000 0 28
KIRREL 0.002 0.056 -10000 0 -0.8 1 1
Nephrin/NEPH1Par3/Par6/Atypical PKCs -0.058 0.2 -10000 0 -0.62 28 28
PLCG1 0.013 0 -10000 0 -10000 0 0
ARRB2 0.013 0 -10000 0 -10000 0 0
WASL 0.013 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/CD2AP -0.035 0.17 -10000 0 -0.48 29 29
ChemicalAbstracts:57-88-5 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/NCK1-2/N-WASP -0.009 0.1 -10000 0 -0.55 1 1
FYN -0.036 0.15 -10000 0 -0.43 29 29
mol:Ca2+ -0.035 0.16 -10000 0 -0.47 29 29
mol:DAG -0.035 0.16 -10000 0 -0.47 29 29
NPHS2 -0.008 0.079 -10000 0 -0.84 2 2
mol:IP3 -0.035 0.16 -10000 0 -0.47 29 29
regulation of endocytosis -0.024 0.14 -10000 0 -0.4 29 29
Nephrin/NEPH1/podocin/Cholesterol -0.043 0.16 -10000 0 -0.48 29 29
establishment of cell polarity -0.058 0.2 -10000 0 -0.62 28 28
Nephrin/NEPH1/podocin/NCK1-2 -0.024 0.16 -10000 0 -0.44 29 29
Nephrin/NEPH1/beta Arrestin2 -0.024 0.14 -10000 0 -0.4 29 29
NPHS1 -0.079 0.26 -10000 0 -0.8 27 27
Nephrin/NEPH1/podocin -0.034 0.15 -10000 0 -0.43 29 29
TJP1 0.013 0 -10000 0 -10000 0 0
NCK1 0.013 0 -10000 0 -10000 0 0
NCK2 0.013 0 -10000 0 -10000 0 0
heterophilic cell adhesion 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/PLCgamma1 -0.035 0.17 -10000 0 -0.48 29 29
CD2AP 0.013 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/GRB2 -0.035 0.17 -10000 0 -0.48 29 29
GRB2 0.013 0 -10000 0 -10000 0 0
homophilic cell adhesion 0 0 -10000 0 -10000 0 0
TRPC6 -0.036 0.15 -10000 0 -0.44 29 29
cytoskeleton organization -0.015 0.13 -10000 0 -0.74 1 1
Nephrin/NEPH1 -0.041 0.15 -10000 0 -0.46 28 28
Nephrin/NEPH1/ZO-1 -0.038 0.17 -10000 0 -0.5 28 28
Presenilin action in Notch and Wnt 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
Delta 1/NOTCH/NOTCH(cleaved) 0.003 0.009 -10000 0 -10000 0 0
HDAC1 0.012 0.009 -10000 0 -10000 0 0
AES 0.013 0.002 -10000 0 -10000 0 0
FBXW11 0.013 0 -10000 0 -10000 0 0
DTX1 0.01 0.052 -10000 0 -0.81 1 1
LRP6/FZD1 0.02 0 -10000 0 -10000 0 0
TLE1 0.013 0.001 -10000 0 -10000 0 0
AP1 -0.16 0.15 -10000 0 -0.28 143 143
NCSTN 0.013 0 -10000 0 -10000 0 0
ADAM10 0.013 0 -10000 0 -10000 0 0
Beta Catenin/TCF1/CtBP/CBP/TLE1/AES/SMAD4 0.046 0.058 -10000 0 -10000 0 0
NICD/RBPSUH 0.032 0.001 -10000 0 -10000 0 0
WIF1 -0.15 0.32 -10000 0 -0.81 48 48
NOTCH1 0.003 0.008 -10000 0 -10000 0 0
PSENEN 0.013 0 -10000 0 -10000 0 0
KREMEN2 -0.11 0.3 -10000 0 -0.81 37 37
DKK1 -0.18 0.34 -10000 0 -0.81 56 56
beta catenin/beta TrCP1 0.12 0.086 -10000 0 -10000 0 0
APH1B 0.013 0 -10000 0 -10000 0 0
APH1A 0.013 0 -10000 0 -10000 0 0
AXIN1 -0.039 0.039 -10000 0 -10000 0 0
CtBP/CBP/TCF1/TLE1/AES 0.029 0.03 -10000 0 -10000 0 0
PSEN1 0.013 0 -10000 0 -10000 0 0
FOS 0.013 0.001 -10000 0 -10000 0 0
JUN 0.013 0 -10000 0 -10000 0 0
MAP3K7 0.013 0.004 -10000 0 -10000 0 0
CTNNB1 0.12 0.093 0.22 90 -10000 0 90
MAPK3 0.013 0 -10000 0 -10000 0 0
DKK2/LRP6/Kremen 2 -0.077 0.22 -10000 0 -0.57 40 40
HNF1A 0.013 0.002 -10000 0 -10000 0 0
CTBP1 0.013 0.002 -10000 0 -10000 0 0
MYC -0.023 0.17 -10000 0 -0.61 19 19
NKD1 -0.47 0.4 -10000 0 -0.81 143 143
FZD1 0.013 0 -10000 0 -10000 0 0
NOTCH1 precursor/Deltex homolog 1 0.03 0.031 -10000 0 -0.45 1 1
apoptosis -0.16 0.15 -10000 0 -0.28 143 143
Delta 1/NOTCHprecursor 0.032 0.002 -10000 0 -10000 0 0
DLL1 0.013 0.001 -10000 0 -10000 0 0
PPARD 0.021 0.021 -10000 0 -10000 0 0
Gamma Secretase 0.04 0.002 -10000 0 -10000 0 0
APC -0.039 0.039 -10000 0 -10000 0 0
DVL1 0.008 0.041 -10000 0 -10000 0 0
CSNK2A1 0.013 0.001 -10000 0 -10000 0 0
MAP3K7IP1 -0.001 0.004 -10000 0 -10000 0 0
DKK1/LRP6/Kremen 2 -0.18 0.32 -10000 0 -0.62 80 80
LRP6 0.013 0 -10000 0 -10000 0 0
CSNK1A1 0.013 0.001 -10000 0 -10000 0 0
NLK 0.014 0.01 -10000 0 -10000 0 0
CCND1 0.011 0.082 -10000 0 -0.61 4 4
WNT1 0.003 0.074 -10000 0 -0.81 2 2
Axin1/APC/beta catenin 0.07 0.043 -10000 0 -10000 0 0
DKK2 -0.004 0.12 -10000 0 -0.81 5 5
NOTCH1 precursor/DVL1 -0.005 0.018 -10000 0 -10000 0 0
GSK3B 0.013 0.001 -10000 0 -10000 0 0
FRAT1 0.013 0.002 -10000 0 -10000 0 0
NOTCH/Deltex homolog 1 0.001 0.03 -10000 0 -0.45 1 1
PPP2R5D 0.2 0.16 0.33 144 -10000 0 144
MAPK1 0.013 0 -10000 0 -10000 0 0
WNT1/LRP6/FZD1 -0.077 0.21 -10000 0 -0.49 50 50
RBPJ 0.013 0 -10000 0 -10000 0 0
CREBBP 0.015 0.005 -10000 0 -10000 0 0
Glypican 2 network

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
MDK 0.007 0.074 -9999 0 -0.81 2 2
GPC2 -0.048 0.22 -9999 0 -0.81 18 18
GPC2/Midkine -0.033 0.18 -9999 0 -0.62 20 20
neuron projection morphogenesis -0.033 0.18 -9999 0 -0.62 20 20
Calcineurin-regulated NFAT-dependent transcription in lymphocytes

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
FOXP3 -0.18 0.36 -10000 0 -0.84 53 53
NFATC2 0.02 0.11 -10000 0 -0.6 2 2
NFATC3 -0.023 0.06 -10000 0 -10000 0 0
CD40LG -0.3 0.36 -10000 0 -0.84 38 38
ITCH 0.042 0.001 -10000 0 -10000 0 0
CBLB 0.042 0.001 -10000 0 -10000 0 0
CD4-positive CD25-positive alpha-beta regulatory T cell lineage commitment -0.22 0.31 -10000 0 -0.92 24 24
JUNB 0.013 0 -10000 0 -10000 0 0
CaM/Ca2+/Calcineurin A alpha-beta B1 0.037 0.001 -10000 0 -10000 0 0
T cell anergy 0.042 0.035 -10000 0 -10000 0 0
TLE4 0.027 0.081 -10000 0 -0.49 1 1
Jun/NFAT1-c-4/p21SNFT -0.14 0.24 -10000 0 -0.75 16 16
AP-1/NFAT1-c-4 -0.33 0.4 -10000 0 -0.93 38 38
IKZF1 0.015 0.12 -10000 0 -0.5 10 10
T-helper 2 cell differentiation -0.064 0.15 -10000 0 -0.88 3 3
AP-1/NFAT1 -0.052 0.11 -10000 0 -0.42 1 1
CALM1 0.026 0 -10000 0 -10000 0 0
EGR2 -0.032 0.19 -10000 0 -0.9 6 6
EGR3 -0.039 0.21 -10000 0 -0.77 13 13
NFAT1/FOXP3 -0.13 0.32 -10000 0 -0.69 53 53
EGR1 0.014 0.001 -10000 0 -10000 0 0
JUN -0.028 0.038 -10000 0 -10000 0 0
EGR4 -0.17 0.34 -10000 0 -0.8 55 55
mol:Ca2+ 0.013 0 -10000 0 -10000 0 0
GBP3 0.014 0.12 -10000 0 -0.51 8 8
FOSL1 -0.59 0.36 -10000 0 -0.81 180 180
NFAT1-c-4/MAF/IRF4 -0.072 0.19 -10000 0 -0.94 4 4
DGKA 0.029 0.074 -10000 0 -10000 0 0
CREM 0.013 0 -10000 0 -10000 0 0
NFAT1-c-4/PPARG -0.051 0.19 -10000 0 -0.9 4 4
CTLA4 -0.14 0.34 -10000 0 -0.67 60 60
NFAT1-c-4 (dimer)/EGR1 -0.048 0.19 -10000 0 -0.9 4 4
NFAT1-c-4 (dimer)/EGR4 -0.16 0.3 -10000 0 -0.81 17 17
FOS -0.03 0.044 -10000 0 -0.36 1 1
IFNG -0.12 0.26 -10000 0 -0.66 36 36
T cell activation -0.055 0.14 -10000 0 -0.66 1 1
MAF 0.013 0.001 -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 0.041 0.18 1 4 -10000 0 4
TNF -0.12 0.24 -10000 0 -0.78 11 11
FASLG -0.072 0.26 -10000 0 -1.1 9 9
TBX21 0 0.068 -10000 0 -0.91 1 1
BATF3 -0.01 0.14 -10000 0 -0.81 7 7
PRKCQ 0.008 0.079 -10000 0 -0.84 2 2
PTPN1 0.029 0.074 -10000 0 -10000 0 0
NFAT1-c-4/ICER1 -0.052 0.19 -10000 0 -0.91 4 4
GATA3 0.007 0.074 -10000 0 -0.81 2 2
T-helper 1 cell differentiation -0.11 0.26 -10000 0 -0.65 37 37
IL2RA -0.23 0.24 -10000 0 -0.72 27 27
T-helper 1 cell lineage commitment 0 0 -10000 0 -10000 0 0
CASP3 0.029 0.074 -10000 0 -0.44 1 1
E2F1 -0.005 0.14 -10000 0 -0.8 7 7
PPARG 0.013 0 -10000 0 -10000 0 0
SLC3A2 0.029 0.074 -10000 0 -10000 0 0
IRF4 0.01 0.006 -10000 0 -10000 0 0
PTGS2 -0.31 0.37 -10000 0 -0.86 41 41
CSF2 -0.46 0.5 -10000 0 -1 100 100
JunB/Fra1/NFAT1-c-4 -0.4 0.29 -10000 0 -0.83 28 28
IL4 -0.066 0.16 -10000 0 -0.93 3 3
IL5 -0.3 0.35 -10000 0 -0.83 37 37
IL2 -0.056 0.14 -10000 0 -0.67 1 1
IL3 -0.065 0.054 -10000 0 -10000 0 0
RNF128 0.041 0.001 -10000 0 -10000 0 0
NFATC1 -0.041 0.18 -10000 0 -1.1 4 4
CDK4 0.021 0.12 0.63 2 -10000 0 2
PTPRK 0.029 0.074 -10000 0 -0.44 1 1
IL8 -0.54 0.5 -10000 0 -0.99 115 115
POU2F1 0.01 0.052 -10000 0 -0.81 1 1
Syndecan-2-mediated signaling events

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
Syndecan-2/Fibronectin -0.026 0.16 -9999 0 -0.52 21 21
EPHB2 0.007 0.074 -9999 0 -0.81 2 2
Syndecan-2/TACI -0.042 0.077 -9999 0 -0.28 1 1
LAMA1 0.01 0.006 -9999 0 -10000 0 0
Syndecan-2/alpha2 ITGB1 0.015 0.12 -9999 0 -0.56 9 9
HRAS 0.013 0 -9999 0 -10000 0 0
Syndecan-2/CASK 0.013 0.01 -9999 0 -10000 0 0
ITGA5 0.013 0 -9999 0 -10000 0 0
BAX 0.034 0.002 -9999 0 -10000 0 0
EPB41 0.013 0 -9999 0 -10000 0 0
positive regulation of cell-cell adhesion 0.02 0.009 -9999 0 -10000 0 0
LAMA3 0.007 0.074 -9999 0 -0.81 2 2
EZR 0.013 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
CAV2 0.01 0.052 -9999 0 -0.81 1 1
Syndecan-2/MMP2 0.009 0.087 -9999 0 -0.54 6 6
RP11-540L11.1 0 0 -9999 0 -10000 0 0
alpha2 ITGB1 -0.004 0.12 -9999 0 -0.62 9 9
dendrite morphogenesis 0.018 0.051 -9999 0 -0.54 2 2
Syndecan-2/GM-CSF -0.21 0.28 -9999 0 -0.54 101 101
determination of left/right symmetry 0.018 0.001 -9999 0 -10000 0 0
Syndecan-2/PKC delta 0.022 0.01 -9999 0 -10000 0 0
GNB2L1 0.013 0 -9999 0 -10000 0 0
MAPK3 -0.19 0.26 -9999 0 -0.49 101 101
MAPK1 -0.19 0.26 -9999 0 -0.49 101 101
Syndecan-2/RACK1 0.028 0.008 -9999 0 -10000 0 0
NF1 0.013 0 -9999 0 -10000 0 0
FGFR/FGF/Syndecan-2 0.018 0.001 -9999 0 -10000 0 0
ITGA2 -0.017 0.16 -9999 0 -0.81 9 9
MAPK8 0.029 0.002 -9999 0 -10000 0 0
Syndecan-2/alpha2/beta1 Integrin -0.012 0.11 -9999 0 -0.47 9 9
Syndecan-2/Kininogen -0.015 0.065 -9999 0 -10000 0 0
ITGB1 0.013 0 -9999 0 -10000 0 0
SRC 0.031 0.008 -9999 0 -10000 0 0
Syndecan-2/CASK/Protein 4.1 0.02 0.009 -9999 0 -10000 0 0
extracellular matrix organization 0.022 0.01 -9999 0 -10000 0 0
actin cytoskeleton reorganization -0.026 0.15 -9999 0 -0.52 21 21
Syndecan-2/Caveolin-2/Ras 0.027 0.034 -9999 0 -0.49 1 1
Syndecan-2/Laminin alpha3 0.018 0.052 -9999 0 -0.54 2 2
Syndecan-2/RasGAP 0.034 0.008 -9999 0 -10000 0 0
alpha5/beta1 Integrin 0.02 0 -9999 0 -10000 0 0
PRKCD 0.013 0 -9999 0 -10000 0 0
Syndecan-2 dimer 0.018 0.052 -9999 0 -0.54 2 2
GO:0007205 0.003 0 -9999 0 -10000 0 0
DNA mediated transformation 0 0 -9999 0 -10000 0 0
Syndecan-2/RasGAP/Src 0.039 0.008 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
SDCBP 0.013 0 -9999 0 -10000 0 0
TNFRSF13B 0.006 0.007 -9999 0 -10000 0 0
RASA1 0.013 0 -9999 0 -10000 0 0
alpha2/beta1 Integrin -0.004 0.12 -9999 0 -0.62 9 9
Syndecan-2/Synbindin 0.022 0.01 -9999 0 -10000 0 0
TGFB1 0.013 0 -9999 0 -10000 0 0
CASP3 0.027 0.009 -9999 0 -10000 0 0
FN1 -0.054 0.22 -9999 0 -0.81 20 20
Syndecan-2/IL8 -0.31 0.28 -9999 0 -0.54 145 145
SDC2 0.018 0.001 -9999 0 -10000 0 0
KNG1 0.007 0.007 -9999 0 -10000 0 0
Syndecan-2/Neurofibromin 0.022 0.01 -9999 0 -10000 0 0
TRAPPC4 0.013 0 -9999 0 -10000 0 0
CSF2 -0.33 0.4 -9999 0 -0.81 101 101
Syndecan-2/TGFB1 0.022 0.01 -9999 0 -10000 0 0
Syndecan-2/Syntenin/PI-4-5-P2 0.02 0.009 -9999 0 -10000 0 0
Syndecan-2/Ezrin 0.03 0.009 -9999 0 -10000 0 0
PRKACA 0.027 0.009 -9999 0 -10000 0 0
angiogenesis -0.31 0.27 -9999 0 -0.54 145 145
MMP2 -0.007 0.13 -9999 0 -0.81 6 6
IL8 -0.48 0.4 -9999 0 -0.81 145 145
calcineurin-NFAT signaling pathway -0.042 0.077 -9999 0 -0.28 1 1
BMP receptor 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
BMP7/BMPR2/BMPR1A-1B/FS -0.2 0.26 -9999 0 -0.49 107 107
SMAD6-7/SMURF1 0.027 0 -9999 0 -10000 0 0
NOG 0.004 0.074 -9999 0 -0.81 2 2
SMAD9 -0.042 0.16 -9999 0 -0.5 23 23
SMAD4 0.013 0 -9999 0 -10000 0 0
SMAD5 -0.009 0.095 -9999 0 -0.36 6 6
BMP7/USAG1 -0.27 0.31 -9999 0 -0.63 102 102
SMAD5/SKI -0.01 0.093 -9999 0 -10000 0 0
SMAD1 0.036 0.019 -9999 0 -10000 0 0
BMP2 0.013 0.002 -9999 0 -10000 0 0
SMAD1/SMAD1/SMAD4 -0.001 0.003 -9999 0 -10000 0 0
BMPR1A 0.013 0 -9999 0 -10000 0 0
BMPR1B -0.022 0.16 -9999 0 -0.81 10 10
BMPR1A-1B/BAMBI -0.093 0.22 -9999 0 -0.54 49 49
AHSG -0.017 0.15 -9999 0 -0.81 8 8
CER1 -0.005 0.09 -9999 0 -0.81 3 3
BMP2-4/CER1 -0.037 0.17 -9999 0 -0.54 24 24
BMP2-4/BMPR2/BMPR1A-1B/RGM/ENDOFIN/GADD34/PP1CA -0.033 0.11 -9999 0 -0.31 11 11
BMP2-4 (homodimer) -0.039 0.18 -9999 0 -0.62 21 21
RGMB 0.013 0 -9999 0 -10000 0 0
BMP6/BMPR2/BMPR1A-1B 0.006 0.11 -9999 0 -0.49 10 10
RGMA 0.009 0.006 -9999 0 -10000 0 0
SMURF1 0.013 0 -9999 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/XIAP -0.042 0.11 -9999 0 -0.3 21 21
BMP2-4/USAG1 -0.052 0.17 -9999 0 -0.56 21 21
SMAD6/SMURF1/SMAD5 -0.01 0.093 -9999 0 -0.34 6 6
SOSTDC1 0.011 0.005 -9999 0 -10000 0 0
BMP7/BMPR2/BMPR1A-1B -0.21 0.27 -9999 0 -0.51 106 106
SKI 0.013 0 -9999 0 -10000 0 0
BMP6 (homodimer) 0.013 0.001 -9999 0 -10000 0 0
HFE2 0.004 0.006 -9999 0 -10000 0 0
ZFYVE16 0.013 0 -9999 0 -10000 0 0
MAP3K7 0.013 0 -9999 0 -10000 0 0
BMP2-4/CHRD -0.026 0.16 -9999 0 -0.54 21 21
SMAD5/SMAD5/SMAD4 -0.01 0.093 -9999 0 -0.34 6 6
MAPK1 0.013 0 -9999 0 -10000 0 0
TAK1/TAB family -0.052 0.08 -9999 0 -10000 0 0
BMP7 (homodimer) -0.32 0.4 -9999 0 -0.8 98 98
NUP214 0.013 0 -9999 0 -10000 0 0
BMP6/FETUA -0.006 0.12 -9999 0 -0.62 8 8
SMAD1/SKI 0.042 0.018 -9999 0 -10000 0 0
SMAD6 0.013 0 -9999 0 -10000 0 0
CTDSP2 0.013 0 -9999 0 -10000 0 0
BMP2-4/FETUA -0.046 0.18 -9999 0 -0.54 29 29
MAP3K7IP1 0 0 -9999 0 -10000 0 0
GREM1 -0.014 0.15 -9999 0 -0.81 8 8
BMPR2 (homodimer) 0.013 0 -9999 0 -10000 0 0
GADD34/PP1CA 0.027 0 -9999 0 -10000 0 0
BMPR1A-1B (homodimer) -0.014 0.13 -9999 0 -0.62 10 10
CHRDL1 0.007 0.007 -9999 0 -10000 0 0
ENDOFIN/SMAD1 0.042 0.018 -9999 0 -10000 0 0
SMAD6-7/SMURF1/SMAD1 0.051 0.017 -9999 0 -10000 0 0
SMAD6/SMURF1 0.013 0 -9999 0 -10000 0 0
BAMBI -0.12 0.3 -9999 0 -0.81 39 39
SMURF2 0.01 0.052 -9999 0 -0.81 1 1
BMP2-4/CHRDL1 -0.099 0.17 -9999 0 -0.6 21 21
BMP2-4/GREM1 -0.052 0.18 -9999 0 -0.54 29 29
SMAD7 0.013 0 -9999 0 -10000 0 0
SMAD8A/SMAD8A/SMAD4 -0.038 0.15 -9999 0 -0.47 23 23
SMAD1/SMAD6 0.042 0.018 -9999 0 -10000 0 0
TAK1/SMAD6 0.02 0 -9999 0 -10000 0 0
BMP7 -0.32 0.4 -9999 0 -0.81 98 98
BMP6 0.013 0.001 -9999 0 -10000 0 0
MAP3K7IP2 0 0 -9999 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/SMAD7/SMURF1 -0.034 0.1 -9999 0 -0.28 15 15
PPM1A 0.013 0 -9999 0 -10000 0 0
SMAD1/SMURF2 0.04 0.034 -9999 0 -0.41 1 1
SMAD7/SMURF1 0.02 0 -9999 0 -10000 0 0
CTDSPL 0.013 0 -9999 0 -10000 0 0
PPP1CA 0.013 0 -9999 0 -10000 0 0
XIAP 0.013 0 -9999 0 -10000 0 0
CTDSP1 0.013 0 -9999 0 -10000 0 0
PPP1R15A 0.013 0 -9999 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/FS -0.06 0.15 -9999 0 -0.39 29 29
CHRD 0.013 0.001 -9999 0 -10000 0 0
BMPR2 0.013 0 -9999 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM -0.049 0.12 -9999 0 -0.31 24 24
BMP4 -0.058 0.23 -9999 0 -0.81 21 21
FST 0.006 0.074 -9999 0 -0.81 2 2
BMP2-4/NOG -0.031 0.16 -9999 0 -0.54 23 23
BMP7/BMPR2/BMPR1A-1B/SMAD6/SMURF1 -0.19 0.26 -9999 0 -0.48 106 106
IL1-mediated signaling events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
UBC13/UEV1A 0.015 0.005 -9999 0 -10000 0 0
PRKCZ 0.013 0 -9999 0 -10000 0 0
MAP3K7IP2 0 0 -9999 0 -10000 0 0
ERC1 0.013 0 -9999 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4 -0.014 0.091 -9999 0 -10000 0 0
IRAK/TOLLIP 0.027 0.003 -9999 0 -10000 0 0
IKBKB 0.01 0.052 -9999 0 -0.81 1 1
IKBKG 0.013 0 -9999 0 -10000 0 0
IL1 alpha/IL1R2 -0.26 0.3 -9999 0 -0.63 95 95
IL1A -0.31 0.4 -9999 0 -0.81 95 95
IL1B -0.091 0.24 -9999 0 -0.62 42 42
IRAK/TRAF6/p62/Atypical PKCs 0.043 0.003 -9999 0 -10000 0 0
IL1R2 0.011 0.005 -9999 0 -10000 0 0
IL1R1 0.013 0.001 -9999 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP -0.001 0.08 -9999 0 -10000 0 0
TOLLIP 0.013 0 -9999 0 -10000 0 0
TICAM2 0.012 0.003 -9999 0 -10000 0 0
MAP3K3 0.013 0 -9999 0 -10000 0 0
TAK1/TAB1/TAB2 0.009 0 -9999 0 -10000 0 0
IKK complex/ELKS 0.056 0.018 -9999 0 -10000 0 0
JUN 0.036 0.003 -9999 0 -10000 0 0
MAP3K7 0.013 0 -9999 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/PI3K -0.042 0.18 -9999 0 -0.44 43 43
IL1 alpha/IL1R1/IL1RAP/MYD88 -0.17 0.26 -9999 0 -0.49 96 96
PIK3R1 0.013 0 -9999 0 -10000 0 0
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4 -0.16 0.24 -9999 0 -0.46 96 96
IL1 beta fragment/IL1R1/IL1RAP -0.062 0.2 -9999 0 -0.49 43 43
NFKB1 0.013 0 -9999 0 -10000 0 0
MAPK8 0.033 0.003 -9999 0 -10000 0 0
IRAK1 0.021 0.004 -9999 0 -10000 0 0
IL1RN/IL1R1 -0.084 0.24 -9999 0 -0.62 39 39
IRAK4 0.013 0 -9999 0 -10000 0 0
PRKCI 0.013 0 -9999 0 -10000 0 0
TRAF6 0.013 0 -9999 0 -10000 0 0
PI3K 0.02 0 -9999 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP -0.011 0.1 -9999 0 -10000 0 0
CHUK 0.013 0 -9999 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/MYD88s -0.062 0.2 -9999 0 -0.49 43 43
IL1 beta/IL1R2 -0.1 0.21 -9999 0 -0.54 42 42
IRAK/TRAF6/TAK1/TAB1/TAB2 0.028 0.003 -9999 0 -10000 0 0
NF kappa B1 p50/RelA -0.07 0.15 -9999 0 -10000 0 0
IRAK3 0.013 0.001 -9999 0 -10000 0 0
IL1 beta fragment/IL1R1/IL1RAP/TICAM2/IRAK4 -0.045 0.18 -9999 0 -0.44 43 43
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP -0.08 0.14 -9999 0 -10000 0 0
IL1 alpha/IL1R1/IL1RAP -0.2 0.28 -9999 0 -0.54 96 96
RELA 0.013 0 -9999 0 -10000 0 0
MAP3K7IP1 0 0 -9999 0 -10000 0 0
SQSTM1 0.013 0 -9999 0 -10000 0 0
MYD88 0.013 0 -9999 0 -10000 0 0
IRAK/TRAF6/MEKK3 0.034 0.003 -9999 0 -10000 0 0
IL1RAP 0.01 0.052 -9999 0 -0.81 1 1
UBE2N 0.013 0 -9999 0 -10000 0 0
IRAK/TRAF6 -0.066 0.14 -9999 0 -10000 0 0
CASP1 0.01 0.052 -9999 0 -0.81 1 1
IL1RN/IL1R2 -0.12 0.23 -9999 0 -0.62 39 39
IL1 beta fragment/IL1R1/IL1RAP/MYD88 -0.05 0.19 -9999 0 -0.46 43 43
TMEM189-UBE2V1 0.007 0.007 -9999 0 -10000 0 0
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP -0.048 0.11 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
IL1RN -0.12 0.3 -9999 0 -0.81 39 39
TRAF6/TAK1/TAB1/TAB2 0.023 0.003 -9999 0 -10000 0 0
MAP2K6 0.028 0.003 -9999 0 -10000 0 0
HIF-2-alpha 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
MMP14 -0.042 0.14 -10000 0 -0.68 10 10
oxygen homeostasis -0.011 0.016 -10000 0 -10000 0 0
TCEB2 0.013 0 -10000 0 -10000 0 0
TCEB1 0.013 0 -10000 0 -10000 0 0
VHL/Elongin B/Elongin C/HIF2A -0.034 0.067 -10000 0 -10000 0 0
EPO -0.13 0.25 -10000 0 -0.7 11 11
FIH (dimer) 0.004 0.014 -10000 0 -10000 0 0
APEX1 -0.002 0.018 -10000 0 -10000 0 0
SERPINE1 -0.27 0.43 -10000 0 -0.87 69 69
FLT1 -0.015 0.023 -10000 0 -10000 0 0
ADORA2A -0.15 0.29 -10000 0 -0.7 32 32
germ cell development -0.16 0.3 -10000 0 -0.7 37 37
SLC11A2 -0.16 0.3 -10000 0 -0.73 31 31
BHLHE40 -0.16 0.3 -10000 0 -0.75 28 28
HIF1AN 0.005 0.014 -10000 0 -10000 0 0
HIF2A/ARNT/SIRT1 -0.068 0.15 -10000 0 -0.43 1 1
ETS1 0.027 0 -10000 0 -10000 0 0
CITED2 -0.02 0.068 -10000 0 -1 1 1
KDR -0.015 0.023 -10000 0 -10000 0 0
PGK1 -0.16 0.3 -10000 0 -0.72 32 32
SIRT1 0.013 0.001 -10000 0 -10000 0 0
response to hypoxia 0 0.001 -10000 0 -10000 0 0
HIF2A/ARNT -0.19 0.36 -10000 0 -0.88 33 33
EPAS1 -0.039 0.1 -10000 0 -0.4 1 1
SP1 0.019 0.004 -10000 0 -10000 0 0
ABCG2 -0.24 0.34 -10000 0 -0.84 34 34
EFNA1 -0.16 0.3 -10000 0 -0.72 33 33
FXN -0.15 0.29 -10000 0 -0.7 32 32
POU5F1 -0.17 0.31 -10000 0 -0.73 37 37
neuron apoptosis 0.18 0.34 0.84 33 -10000 0 33
EP300 0.013 0 -10000 0 -10000 0 0
EGLN3 0.004 0.014 -10000 0 -10000 0 0
EGLN2 0.001 0.056 -10000 0 -0.83 1 1
EGLN1 0.004 0.014 -10000 0 -10000 0 0
VHL/Elongin B/Elongin C 0.027 0 -10000 0 -10000 0 0
VHL 0.013 0 -10000 0 -10000 0 0
ARNT -0.002 0.018 -10000 0 -10000 0 0
SLC2A1 -0.19 0.34 -10000 0 -0.8 39 39
TWIST1 -0.2 0.36 -10000 0 -0.86 42 42
ELK1 0.02 0.001 -10000 0 -10000 0 0
HIF2A/ARNT/Cbp/p300 -0.065 0.15 -10000 0 -0.43 1 1
VEGFA -0.18 0.34 -10000 0 -0.79 41 41
CREBBP 0.013 0 -10000 0 -10000 0 0
Ephrin B reverse signaling

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
EFNB2 0.013 0 -10000 0 -10000 0 0
EPHB2 0.006 0.074 -10000 0 -0.8 2 2
EFNB1 0.017 0.042 -10000 0 -0.63 1 1
mol:GTP 0 0 -10000 0 -10000 0 0
Rac1/GDP -0.037 0.17 -10000 0 -0.44 35 35
Ephrin B2/EPHB1-2 -0.047 0.18 -10000 0 -0.49 34 34
neuron projection morphogenesis -0.066 0.15 -10000 0 -0.42 35 35
Ephrin B1/EPHB1-2/Tiam1 -0.045 0.18 -10000 0 -0.48 35 35
DNM1 0.01 0.053 -10000 0 -0.82 1 1
cell-cell signaling 0 0.002 -10000 0 -10000 0 0
MAP2K4 -0.003 0.091 -10000 0 -0.52 5 5
YES1 -0.023 0.12 -10000 0 -0.46 14 14
Ephrin B1/EPHB1-2/NCK2 -0.034 0.17 -10000 0 -0.46 35 35
PI3K 0.001 0.092 -10000 0 -0.52 5 5
mol:GDP -0.045 0.18 -10000 0 -0.47 35 35
ITGA2B -0.022 0.16 -10000 0 -0.81 10 10
endothelial cell proliferation 0.018 0.001 -10000 0 -10000 0 0
FYN -0.023 0.12 -10000 0 -0.46 14 14
MAP3K7 -0.012 0.096 -10000 0 -0.45 8 8
FGR -0.024 0.12 -10000 0 -0.47 14 14
TIAM1 0.012 0.004 -10000 0 -10000 0 0
PIK3R1 0.013 0 -10000 0 -10000 0 0
RGS3 0.013 0 -10000 0 -10000 0 0
cell adhesion -0.01 0.14 -10000 0 -0.51 14 14
LYN -0.023 0.12 -10000 0 -0.46 14 14
Ephrin B1/EPHB1-2/Src Family Kinases -0.023 0.11 -10000 0 -0.42 14 14
Ephrin B1/EPHB1-2 -0.026 0.1 -10000 0 -0.41 14 14
SRC -0.024 0.12 -10000 0 -0.46 14 14
ITGB3 0.013 0.002 -10000 0 -10000 0 0
EPHB1 -0.095 0.28 -10000 0 -0.81 32 32
EPHB4 0.013 0 -10000 0 -10000 0 0
RAC1 0.013 0 -10000 0 -10000 0 0
Ephrin B2/EPHB4 0.018 0.001 -10000 0 -10000 0 0
alphaIIb/beta3 Integrin -0.012 0.13 -10000 0 -0.62 10 10
BLK -0.076 0.14 -10000 0 -0.51 14 14
HCK -0.027 0.12 -10000 0 -0.47 14 14
regulation of stress fiber formation 0.034 0.17 0.45 35 -10000 0 35
MAPK8 0.003 0.086 -10000 0 -0.49 5 5
Ephrin B1/EPHB1-2/RGS3 -0.034 0.17 -10000 0 -0.46 35 35
endothelial cell migration -0.006 0.083 -10000 0 -0.45 5 5
NCK2 0.013 0 -10000 0 -10000 0 0
PTPN13 -0.016 0.15 -10000 0 -0.72 10 10
regulation of focal adhesion formation 0.034 0.17 0.45 35 -10000 0 35
chemotaxis 0.034 0.17 0.45 35 -10000 0 35
PIK3CA 0.013 0 -10000 0 -10000 0 0
Rac1/GTP -0.041 0.17 -10000 0 -0.44 35 35
angiogenesis -0.026 0.1 -10000 0 -0.41 14 14
LCK -0.027 0.12 -10000 0 -0.47 14 14
Syndecan-3-mediated signaling events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CTTN 0.013 0 -9999 0 -10000 0 0
Syndecan-3/Src/Cortactin 0.014 0.048 -9999 0 -10000 0 0
Syndecan-3/Neurocan 0.012 0.032 -9999 0 -0.46 1 1
POMC 0.009 0.053 -9999 0 -0.81 1 1
EGFR 0.013 0 -9999 0 -10000 0 0
Syndecan-3/EGFR 0.024 0 -9999 0 -10000 0 0
AGRP 0.001 0.052 -9999 0 -0.81 1 1
NCSTN 0.013 0 -9999 0 -10000 0 0
PSENEN 0.013 0 -9999 0 -10000 0 0
RP11-540L11.1 0 0 -9999 0 -10000 0 0
APH1B 0.013 0 -9999 0 -10000 0 0
APH1A 0.013 0 -9999 0 -10000 0 0
NCAN 0.004 0.053 -9999 0 -0.81 1 1
long-term memory 0.031 0 -9999 0 -10000 0 0
Syndecan-3/IL8 -0.26 0.24 -9999 0 -0.46 145 145
PSEN1 0.013 0 -9999 0 -10000 0 0
Src/Cortactin 0.02 0 -9999 0 -10000 0 0
FYN 0.013 0 -9999 0 -10000 0 0
limb bud formation 0 0 -9999 0 -10000 0 0
MC4R -0.013 0.12 -9999 0 -0.81 5 5
SRC 0.013 0 -9999 0 -10000 0 0
PTN 0.011 0.005 -9999 0 -10000 0 0
FGFR/FGF/Syndecan-3 0 0 -9999 0 -10000 0 0
neuron projection morphogenesis 0.001 0.051 -9999 0 -0.4 1 1
Syndecan-3/AgRP 0.006 0.032 -9999 0 -0.46 1 1
Syndecan-3/AgRP/MC4R 0.002 0.071 -9999 0 -0.44 6 6
Fyn/Cortactin 0.02 0 -9999 0 -10000 0 0
SDC3 0 0 -9999 0 -10000 0 0
GO:0007205 0 0 -9999 0 -10000 0 0
positive regulation of leukocyte migration -0.26 0.23 -9999 0 -0.45 145 145
IL8 -0.48 0.4 -9999 0 -0.81 145 145
Syndecan-3/Fyn/Cortactin 0.031 0 -9999 0 -10000 0 0
Syndecan-3/CASK 0 0 -9999 0 -10000 0 0
alpha-MSH/MC4R -0.012 0.11 -9999 0 -0.72 5 5
Gamma Secretase 0.04 0 -9999 0 -10000 0 0
BCR signaling pathway

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
JUN -0.045 0.15 -9999 0 -0.39 30 30
IKBKB -0.031 0.088 -9999 0 -0.25 11 11
AKT1 -0.034 0.1 -9999 0 -0.25 24 24
IKBKG -0.031 0.093 -9999 0 -0.26 15 15
CALM1 -0.06 0.16 -9999 0 -0.41 33 33
PIK3CA 0.013 0 -9999 0 -10000 0 0
MAP3K1 -0.081 0.22 -9999 0 -0.58 32 32
MAP3K7 0.013 0 -9999 0 -10000 0 0
mol:Ca2+ -0.069 0.17 -9999 0 -0.44 33 33
DOK1 0.013 0 -9999 0 -10000 0 0
AP-1 -0.017 0.092 -9999 0 -0.27 14 14
LYN 0.013 0 -9999 0 -10000 0 0
BLNK 0.013 0.001 -9999 0 -10000 0 0
SHC1 0.013 0 -9999 0 -10000 0 0
BCR complex -0.051 0.12 -9999 0 -0.35 25 25
CD22 -0.1 0.24 -9999 0 -0.61 35 35
CAMK2G -0.05 0.15 -9999 0 -0.53 14 14
CSNK2A1 0.013 0 -9999 0 -10000 0 0
INPP5D 0.013 0 -9999 0 -10000 0 0
SHC/GRB2/SOS1 -0.033 0.063 -9999 0 -10000 0 0
GO:0007205 -0.071 0.17 -9999 0 -0.45 33 33
SYK 0.013 0 -9999 0 -10000 0 0
ELK1 -0.061 0.16 -9999 0 -0.47 25 25
NFATC1 -0.08 0.18 -9999 0 -0.49 32 32
B-cell antigen/BCR complex -0.051 0.12 -9999 0 -0.35 25 25
PAG1/CSK 0.019 0.012 -9999 0 -10000 0 0
NFKBIB -0.001 0.031 -9999 0 -10000 0 0
HRAS -0.045 0.13 -9999 0 -0.38 25 25
NFKBIA -0.001 0.031 -9999 0 -10000 0 0
NF-kappa-B/RelA/I kappa B beta 0.006 0.025 -9999 0 -10000 0 0
RasGAP/Csk -0.03 0.11 -9999 0 -0.46 1 1
mol:GDP -0.068 0.16 -9999 0 -0.43 33 33
PTEN 0.013 0.001 -9999 0 -10000 0 0
CD79B 0.008 0.053 -9999 0 -0.81 1 1
NF-kappa-B/RelA/I kappa B alpha 0.006 0.025 -9999 0 -10000 0 0
GRB2 0.013 0 -9999 0 -10000 0 0
PI3K/BCAP/CD19 -0.1 0.23 -9999 0 -0.53 43 43
PIK3R1 0.013 0 -9999 0 -10000 0 0
mol:IP3 -0.072 0.17 -9999 0 -0.45 33 33
CSK 0.013 0 -9999 0 -10000 0 0
FOS -0.052 0.15 -9999 0 -0.55 14 14
CHUK -0.031 0.093 -9999 0 -0.26 14 14
IBTK 0.013 0 -9999 0 -10000 0 0
CARD11/BCL10/MALT1/TAK1 -0.12 0.19 -9999 0 -0.45 48 48
PTPN6 -0.09 0.22 -9999 0 -0.61 31 31
RELA 0.013 0 -9999 0 -10000 0 0
BCL2A1 0.005 0.027 -9999 0 -0.12 5 5
VAV2 -0.1 0.24 -9999 0 -0.66 31 31
ubiquitin-dependent protein catabolic process 0.003 0.03 -9999 0 -10000 0 0
BTK -0.087 0.28 -9999 0 -1 20 20
CD19 -0.1 0.24 -9999 0 -0.62 35 35
MAP4K1 0.012 0.004 -9999 0 -10000 0 0
CD72 0.003 0.091 -9999 0 -0.81 3 3
PAG1 0.013 0.001 -9999 0 -10000 0 0
MAPK14 -0.062 0.18 -9999 0 -0.48 31 31
SH3BP5 0.013 0 -9999 0 -10000 0 0
PIK3AP1 -0.06 0.17 -9999 0 -0.48 26 26
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2/CD72 -0.075 0.2 -9999 0 -0.5 32 32
RAF1 -0.037 0.12 -9999 0 -0.43 14 14
RasGAP/p62DOK/SHIP -0.026 0.11 -9999 0 -0.43 1 1
CD79A 0.01 0.006 -9999 0 -10000 0 0
re-entry into mitotic cell cycle -0.018 0.092 -9999 0 -0.27 14 14
RASA1 0.013 0 -9999 0 -10000 0 0
MAPK3 -0.02 0.11 -9999 0 -0.37 11 11
MAPK1 -0.02 0.11 -9999 0 -0.37 11 11
CD72/SHP1 -0.086 0.22 -9999 0 -0.6 29 29
NFKB1 0.013 0 -9999 0 -10000 0 0
MAPK8 -0.062 0.18 -9999 0 -0.48 31 31
actin cytoskeleton organization -0.09 0.2 -9999 0 -0.55 31 31
NF-kappa-B/RelA 0.017 0.049 -9999 0 -10000 0 0
Calcineurin -0.035 0.14 -9999 0 -0.48 14 14
PI3K -0.11 0.17 -9999 0 -0.51 26 26
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2 -0.069 0.18 -9999 0 -0.5 28 28
SOS1 0.013 0 -9999 0 -10000 0 0
Bam32/HPK1 -0.1 0.27 -9999 0 -0.75 30 30
DAPP1 -0.13 0.28 -9999 0 -0.82 30 30
cytokine secretion -0.074 0.17 -9999 0 -0.45 32 32
mol:DAG -0.072 0.17 -9999 0 -0.45 33 33
PLCG2 0.013 0.002 -9999 0 -10000 0 0
MAP2K1 -0.028 0.12 -9999 0 -0.41 12 12
B-cell antigen/BCR complex/FcgammaRIIB -0.053 0.13 -9999 0 -0.42 14 14
mol:PI-3-4-5-P3 -0.077 0.12 -9999 0 -0.35 25 25
ETS1 -0.04 0.13 -9999 0 -0.48 14 14
B-cell antigen/BCR complex/LYN/SYK/BLNK -0.014 0.093 -9999 0 -0.46 1 1
B-cell antigen/BCR complex/LYN -0.1 0.2 -9999 0 -0.59 31 31
MALT1 0.013 0 -9999 0 -10000 0 0
TRAF6 0.013 0 -9999 0 -10000 0 0
RAC1 -0.088 0.22 -9999 0 -0.6 31 31
B-cell antigen/BCR complex/LYN/SYK -0.1 0.19 -9999 0 -0.6 26 26
CARD11 -0.13 0.23 -9999 0 -0.5 59 59
FCGR2B 0.011 0.005 -9999 0 -10000 0 0
PPP3CA 0.013 0 -9999 0 -10000 0 0
BCL10 0.013 0 -9999 0 -10000 0 0
IKK complex -0.004 0.038 -9999 0 -0.097 1 1
PTPRC 0.013 0.003 -9999 0 -10000 0 0
PDPK1 -0.033 0.092 -9999 0 -0.24 17 17
PPP3CB 0.013 0 -9999 0 -10000 0 0
PPP3CC 0.013 0 -9999 0 -10000 0 0
POU2F2 0.008 0.021 -9999 0 -10000 0 0
amb2 Integrin 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
alphaM/beta2 Integrin/proMMP-2 0.001 0.11 -9999 0 -0.62 6 6
alphaM/beta2 Integrin/GPIbA 0.01 0.066 -9999 0 -0.53 2 2
alphaM/beta2 Integrin/proMMP-9 -0.12 0.25 -9999 0 -0.55 59 59
PLAUR 0.013 0 -9999 0 -10000 0 0
HMGB1 0.011 0.014 -9999 0 -10000 0 0
alphaM/beta2 Integrin/Talin 0.015 0.054 -9999 0 -0.53 1 1
AGER 0.008 0.057 -9999 0 -0.86 1 1
RAP1A 0.013 0 -9999 0 -10000 0 0
SELPLG 0.013 0 -9999 0 -10000 0 0
mol:LDL 0 0 -9999 0 -10000 0 0
alphaM/beta2 Integrin/RAGE/HMGB1 0.017 0.086 -9999 0 -0.57 2 2
mol:GTP 0 0 -9999 0 -10000 0 0
MMP9 -0.19 0.35 -9999 0 -0.81 59 59
CYR61 0.01 0.052 -9999 0 -0.81 1 1
TLN1 0.013 0 -9999 0 -10000 0 0
Rap1/GTP -0.061 0.098 -9999 0 -0.47 5 5
RHOA 0.013 0 -9999 0 -10000 0 0
P-selectin oligomer 0.011 0.005 -9999 0 -10000 0 0
MYH2 -0.065 0.15 -9999 0 -0.45 21 21
MST1R 0.013 0 -9999 0 -10000 0 0
leukocyte activation during inflammatory response -0.029 0.1 -9999 0 -0.46 9 9
APOB -0.016 0.14 -9999 0 -0.81 7 7
mol:GDP 0 0 -9999 0 -10000 0 0
complement component iC3b receptor activity 0 0 -9999 0 -10000 0 0
MMP2 -0.007 0.13 -9999 0 -0.81 6 6
JAM3 0.013 0 -9999 0 -10000 0 0
GP1BA 0.009 0.053 -9999 0 -0.81 1 1
alphaM/beta2 Integrin/CTGF 0.005 0.089 -9999 0 -0.54 5 5
alphaM/beta2 Integrin -0.058 0.13 -9999 0 -0.36 25 25
JAM3 homodimer 0.013 0 -9999 0 -10000 0 0
ICAM2 0.013 0 -9999 0 -10000 0 0
ICAM1 -0.004 0.12 -9999 0 -0.81 5 5
phagocytosis triggered by activation of immune response cell surface activating receptor -0.058 0.13 -9999 0 -0.36 25 25
cell adhesion 0.01 0.065 -9999 0 -0.53 2 2
NFKB1 0.015 0.12 -9999 0 -0.6 2 2
THY1 0.003 0.091 -9999 0 -0.81 3 3
RhoA/GDP 0.01 0 -9999 0 -10000 0 0
Lipoprotein(a) -0.038 0.11 -9999 0 -0.55 8 8
alphaM/beta2 Integrin/LRP/tPA 0.023 0.05 -9999 0 -0.48 1 1
IL6 -0.012 0.2 -9999 0 -0.62 23 23
ITGB2 0.008 0.054 -9999 0 -0.8 1 1
elevation of cytosolic calcium ion concentration -0.084 0.22 -9999 0 -0.5 50 50
alphaM/beta2 Integrin/JAM2/JAM3 -0.008 0.083 -9999 0 -0.42 2 2
JAM2 0.01 0.005 -9999 0 -10000 0 0
alphaM/beta2 Integrin/ICAM1 -0.089 0.22 -9999 0 -0.47 59 59
alphaM/beta2 Integrin/uPA/Plg -0.099 0.22 -9999 0 -0.51 54 54
RhoA/GTP -0.07 0.16 -9999 0 -0.48 21 21
positive regulation of phagocytosis -0.04 0.098 -9999 0 -0.46 4 4
Ron/MSP -0.12 0.26 -9999 0 -0.62 53 53
alphaM/beta2 Integrin/uPAR/uPA -0.084 0.22 -9999 0 -0.51 50 50
alphaM/beta2 Integrin/uPAR 0.015 0.054 -9999 0 -0.53 1 1
PLAU -0.16 0.33 -9999 0 -0.81 50 50
PLAT 0.013 0 -9999 0 -10000 0 0
actin filament polymerization -0.062 0.14 -9999 0 -0.43 21 21
MST1 -0.17 0.34 -9999 0 -0.81 53 53
alphaM/beta2 Integrin/lipoprotein(a) -0.027 0.11 -9999 0 -0.47 9 9
TNF 0.02 0.11 -9999 0 -0.59 2 2
RAP1B 0.013 0 -9999 0 -10000 0 0
alphaM/beta2 Integrin/uPA -0.1 0.24 -9999 0 -0.55 50 50
fibrinolysis -0.099 0.22 -9999 0 -0.51 54 54
HCK 0.013 0.001 -9999 0 -10000 0 0
dendritic cell antigen processing and presentation -0.058 0.13 -9999 0 -0.36 25 25
VTN -0.025 0.17 -9999 0 -0.81 11 11
alphaM/beta2 Integrin/CYR61 0.012 0.064 -9999 0 -0.53 2 2
LPA 0.004 0.053 -9999 0 -0.81 1 1
LRP1 0.013 0 -9999 0 -10000 0 0
cell migration -0.12 0.25 -9999 0 -0.53 61 61
FN1 -0.054 0.22 -9999 0 -0.81 20 20
alphaM/beta2 Integrin/Thy1 0.008 0.082 -9999 0 -0.54 4 4
MPO -0.011 0.14 -9999 0 -0.81 7 7
KNG1 0.007 0.007 -9999 0 -10000 0 0
RAP1/GDP 0.018 0 -9999 0 -10000 0 0
ROCK1 -0.061 0.15 -9999 0 -0.45 21 21
ELA2 0 0 -9999 0 -10000 0 0
PLG -0.011 0.1 -9999 0 -0.81 4 4
CTGF 0 0.1 -9999 0 -0.81 4 4
alphaM/beta2 Integrin/Hck 0.014 0.058 -9999 0 -0.47 2 2
ITGAM 0.011 0.014 -9999 0 -10000 0 0
alphaM/beta2 Integrin/P-Selectin/PSGL1 0 0.077 -9999 0 -0.42 2 2
HP -0.059 0.23 -9999 0 -0.81 21 21
leukocyte adhesion -0.005 0.1 -9999 0 -0.47 3 3
SELP 0.011 0.005 -9999 0 -10000 0 0
S1P1 pathway

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
VEGFR2 homodimer/VEGFA homodimer -0.024 0.16 -9999 0 -0.62 17 17
PDGFRB -0.028 0.18 -9999 0 -0.81 12 12
SPHK1 -0.049 0.1 -9999 0 -0.3 34 34
mol:S1P -0.047 0.097 -9999 0 -0.28 34 34
S1P1/S1P/Gi -0.1 0.15 -9999 0 -0.4 29 29
GNAO1 -0.001 0.049 -9999 0 -0.28 7 7
PDGFB-D/PDGFRB/PLCgamma1 -0.096 0.16 -9999 0 -0.48 20 20
PLCG1 -0.093 0.14 -9999 0 -0.42 18 18
mol:GTP 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB -0.028 0.18 -9999 0 -0.81 12 12
GNAI2 0.014 0.004 -9999 0 -10000 0 0
GNAI3 0.012 0.003 -9999 0 -10000 0 0
GNAI1 0.011 0.019 -9999 0 -0.28 1 1
mol:GDP 0 0 -9999 0 -10000 0 0
EDG1 -0.021 0.14 -9999 0 -0.53 17 17
S1P1/S1P -0.041 0.15 -9999 0 -0.4 27 27
negative regulation of cAMP metabolic process -0.1 0.15 -9999 0 -0.39 29 29
MAPK3 -0.098 0.17 -9999 0 -0.63 10 10
calcium-dependent phospholipase C activity -0.001 0.002 -9999 0 -10000 0 0
Rac1/GDP 0.01 0 -9999 0 -10000 0 0
RhoA/GDP 0.01 0 -9999 0 -10000 0 0
KDR 0.014 0.002 -9999 0 -10000 0 0
PLCB2 -0.032 0.14 -9999 0 -0.39 20 20
RAC1 0.013 0 -9999 0 -10000 0 0
RhoA/GTP -0.047 0.12 -9999 0 -0.37 20 20
receptor internalization -0.052 0.13 -9999 0 -0.37 27 27
PTGS2 -0.098 0.2 -9999 0 -0.78 13 13
Rac1/GTP -0.047 0.12 -9999 0 -0.37 20 20
RHOA 0.013 0 -9999 0 -10000 0 0
VEGFA -0.044 0.21 -9999 0 -0.81 17 17
negative regulation of T cell proliferation -0.1 0.15 -9999 0 -0.39 29 29
GO:0007205 0 0 -9999 0 -10000 0 0
GNAZ 0.012 0.004 -9999 0 -10000 0 0
MAPK1 -0.098 0.17 -9999 0 -0.61 11 11
S1P1/S1P/PDGFB-D/PDGFRB -0.05 0.18 -9999 0 -0.48 30 30
ABCC1 0.012 0.002 -9999 0 -10000 0 0
Effects of Botulinum toxin

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
STX1A -0.008 0.11 -9999 0 -0.63 7 7
UniProt:P19321 0 0 -9999 0 -10000 0 0
RIMS1/UNC13B 0.001 0.099 -9999 0 -0.62 6 6
STXBP1 0.003 0.091 -9999 0 -0.81 3 3
ACh/CHRNA1 -0.026 0.06 -9999 0 -0.24 9 9
RAB3GAP2/RIMS1/UNC13B 0.011 0.087 -9999 0 -0.54 6 6
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 -0.011 0.13 -9999 0 -0.81 6 6
mol:ACh -0.038 0.05 -9999 0 -0.089 115 115
RAB3GAP2 0.013 0 -9999 0 -10000 0 0
STX1A/SNAP25/VAMP2 -0.062 0.1 -9999 0 -0.41 16 16
UniProt:P10844 0 0 -9999 0 -10000 0 0
muscle contraction -0.026 0.059 -9999 0 -0.24 9 9
UNC13B 0.013 0 -9999 0 -10000 0 0
CHRNA1 0.009 0.053 -9999 0 -0.81 1 1
UniProt:P10845 0 0 -9999 0 -10000 0 0
ACh/Synaptotagmin 1 -0.033 0.066 -9999 0 -0.22 20 20
SNAP25 -0.09 0.11 -9999 0 -0.21 110 110
VAMP2 0.006 0 -9999 0 -10000 0 0
SYT1 0.012 0.004 -9999 0 -10000 0 0
UniProt:Q00496 0 0 -9999 0 -10000 0 0
STXIA/STXBP1 -0.006 0.11 -9999 0 -0.54 10 10
STX1A/SNAP25 fragment 1/VAMP2 -0.062 0.1 -9999 0 -0.41 16 16
Wnt signaling

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
Noncanonical Wnts/FZD -0.079 0.15 -9999 0 -0.45 13 13
FZD6 0.013 0 -9999 0 -10000 0 0
WNT6 -0.009 0.13 -9999 0 -0.81 6 6
WNT4 0.006 0.074 -9999 0 -0.81 2 2
FZD3 0 0.1 -9999 0 -0.81 4 4
WNT5A -0.024 0.17 -9999 0 -0.81 11 11
WNT11 -0.17 0.34 -9999 0 -0.81 53 53
Visual signal transduction: Rods

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
mol:K + 0.013 0 -9999 0 -10000 0 0
GNAT1/GTP 0 0 -9999 0 -10000 0 0
Metarhodopsin II/Arrestin 0.003 0.005 -9999 0 -10000 0 0
PDE6G/GNAT1/GTP 0.006 0.022 -9999 0 -10000 0 0
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 -0.001 0.052 -9999 0 -0.81 1 1
CNG Channel -0.09 0.088 -9999 0 -0.55 2 2
mol:Na + -0.15 0.23 -9999 0 -0.5 68 68
mol:ADP -0.001 0.052 -9999 0 -0.8 1 1
RGS9-1/Gbeta5/R9AP -0.013 0.087 -9999 0 -0.54 3 3
mol:GDP 0 0 -9999 0 -10000 0 0
cGMP/CNG Channel -0.14 0.24 -9999 0 -0.52 65 65
CNGB1 0.005 0.006 -9999 0 -10000 0 0
RDH5 0.013 0.003 -9999 0 -10000 0 0
SAG 0.003 0.005 -9999 0 -10000 0 0
mol:Ca2+ -0.13 0.23 -9999 0 -0.58 28 28
Na + (4 Units) -0.14 0.21 -9999 0 -0.55 31 31
RGS9 0.01 0.005 -9999 0 -10000 0 0
GNB1/GNGT1 -0.05 0.19 -9999 0 -0.62 25 25
GNAT1/GDP -0.011 0.074 -9999 0 -0.47 3 3
GUCY2D -0.054 0.22 -9999 0 -0.81 19 19
GNGT1 -0.077 0.25 -9999 0 -0.81 25 25
GUCY2F 0.001 0.003 -9999 0 -10000 0 0
GNB5 0.013 0 -9999 0 -10000 0 0
mol:GMP (4 units) -0.063 0.078 -9999 0 -0.47 1 1
mol:11-cis-retinal 0.013 0.003 -9999 0 -10000 0 0
mol:cGMP -0.13 0.26 -9999 0 -0.52 67 67
GNB1 0.013 0 -9999 0 -10000 0 0
Rhodopsin 0.003 0.038 -9999 0 -10000 0 0
SLC24A1 0.013 0 -9999 0 -10000 0 0
CNGA1 0.009 0.053 -9999 0 -0.81 1 1
Metarhodopsin II 0.001 0.033 -9999 0 -0.51 1 1
mol:Ca ++ 0 0 -9999 0 -10000 0 0
GC1/GCAP Family -0.14 0.27 -9999 0 -0.55 67 67
RGS9BP 0.002 0.091 -9999 0 -0.81 3 3
Metarhodopsin II/Transducin -0.02 0.086 -9999 0 -0.27 25 25
GCAP Family/Ca ++ -0.1 0.22 -9999 0 -0.51 55 55
PDE6A/B -0.099 0.11 -9999 0 -0.38 7 7
mol:Pi -0.014 0.087 -9999 0 -0.53 3 3
mol:all-trans-retinal 0 0 -9999 0 -10000 0 0
Transducin -0.04 0.16 -9999 0 -0.5 25 25
PDE6B 0.009 0.053 -9999 0 -0.81 1 1
PDE6A 0.005 0.006 -9999 0 -10000 0 0
PDE6G 0.013 0.003 -9999 0 -10000 0 0
RHO 0.002 0.004 -9999 0 -10000 0 0
PDE6 -0.074 0.11 -9999 0 -0.58 3 3
GUCA1A -0.17 0.34 -9999 0 -0.81 54 54
GC2/GCAP Family -0.1 0.22 -9999 0 -0.51 55 55
GUCA1C 0 0 -9999 0 -10000 0 0
GUCA1B 0.006 0.074 -9999 0 -0.81 2 2
Retinoic acid receptors-mediated signaling

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
HDAC1 0.013 0 -10000 0 -10000 0 0
HDAC3 0.013 0 -10000 0 -10000 0 0
VDR 0.013 0 -10000 0 -10000 0 0
Cbp/p300/PCAF 0.026 0.014 -10000 0 -10000 0 0
EP300 0.013 0 -10000 0 -10000 0 0
RARs/AIB1/Cbp/p300/PCAF/9cRA 0 0.048 -10000 0 -10000 0 0
KAT2B 0.013 0.001 -10000 0 -10000 0 0
MAPK14 0.013 0 -10000 0 -10000 0 0
AKT1 -0.003 0.08 0.18 20 -10000 0 20
RAR alpha/9cRA/Cyclin H -0.074 0.085 -10000 0 -10000 0 0
mol:9cRA 0 0 -10000 0 -10000 0 0
RARs/Src-1/Cbp/p300/PCAF/9cRA -0.003 0.05 -10000 0 -0.25 1 1
CDC2 0 0 -10000 0 -10000 0 0
response to UV 0.001 0 -10000 0 -10000 0 0
RAR alpha/Jnk1 -0.065 0.1 -10000 0 -10000 0 0
NCOR2 0.013 0 -10000 0 -10000 0 0
VDR/VDR/Vit D3 0.01 0 -10000 0 -10000 0 0
RXRs/RARs/NRIP1/9cRA -0.099 0.16 -10000 0 -10000 0 0
NCOA2 0.013 0 -10000 0 -10000 0 0
NCOA3 0.013 0 -10000 0 -10000 0 0
NCOA1 0.013 0 -10000 0 -10000 0 0
VDR/VDR/DNA 0.013 0 -10000 0 -10000 0 0
RARG 0.014 0 -10000 0 -10000 0 0
RAR gamma1/9cRA 0.019 0 -10000 0 -10000 0 0
MAPK3 0.014 0 -10000 0 -10000 0 0
MAPK1 0.013 0 -10000 0 -10000 0 0
MAPK8 0.014 0 -10000 0 -10000 0 0
mol:Vit D3 0 0 -10000 0 -10000 0 0
RXRs/VDR/DNA/Vit D3 -0.12 0.17 -10000 0 -10000 0 0
RARA -0.079 0.12 -10000 0 -0.22 105 105
negative regulation of phosphoinositide 3-kinase cascade 0 0 -10000 0 -10000 0 0
RARs/TIF2/Cbp/p300/PCAF/9cRA -0.003 0.05 -10000 0 -0.25 1 1
PRKCA 0.016 0.001 -10000 0 -10000 0 0
RXRs/RARs/NRIP1/9cRA/HDAC1 -0.12 0.16 -10000 0 -10000 0 0
RXRG -0.26 0.25 -10000 0 -0.5 104 104
RXRA -0.066 0.11 -10000 0 -10000 0 0
RXRB -0.13 0.18 -10000 0 -0.34 104 104
VDR/Vit D3/DNA 0.01 0 -10000 0 -10000 0 0
RBP1 -0.1 0.29 -10000 0 -0.81 35 35
CRBP1/9-cic-RA -0.082 0.22 -10000 0 -0.63 35 35
RARB 0.015 0.001 -10000 0 -10000 0 0
PRKCG -0.34 0.4 -10000 0 -0.8 104 104
MNAT1 0.013 0 -10000 0 -10000 0 0
RAR alpha/RXRs -0.09 0.16 -10000 0 -10000 0 0
RXRs/RARs/SMRT(N-CoR2)/9cRA -0.087 0.15 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process -0.031 0.086 -10000 0 -0.26 1 1
RXRs/RARs/NRIP1/9cRA/HDAC3 -0.12 0.16 -10000 0 -10000 0 0
positive regulation of DNA binding -0.07 0.081 -10000 0 -10000 0 0
NRIP1 -0.11 0.15 -10000 0 -10000 0 0
RXRs/RARs -0.13 0.16 -10000 0 -0.37 47 47
RXRs/RXRs/DNA/9cRA -0.13 0.17 -10000 0 -0.36 47 47
PRKACA 0.013 0 -10000 0 -10000 0 0
CDK7 0.013 0 -10000 0 -10000 0 0
TFIIH 0.027 0 -10000 0 -10000 0 0
RAR alpha/9cRA -0.043 0.074 -10000 0 -10000 0 0
CCNH 0.013 0 -10000 0 -10000 0 0
CREBBP 0.013 0 -10000 0 -10000 0 0
RAR gamma2/9cRA 0 0 -10000 0 -10000 0 0
Aurora A signaling

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
Aurora A/GADD45A 0.02 0.04 -9999 0 -10000 0 0
BIRC5 0.007 0.074 -9999 0 -0.81 2 2
NFKBIA 0.02 0.04 -9999 0 -0.29 4 4
CPEB1 0.005 0.006 -9999 0 -10000 0 0
AKT1 0.02 0.04 -9999 0 -0.29 4 4
NDEL1 0.013 0 -9999 0 -10000 0 0
Aurora A/BRCA1 0.013 0.059 -9999 0 -0.34 6 6
NDEL1/TACC3 0.025 0.034 -9999 0 -10000 0 0
GADD45A 0.013 0 -9999 0 -10000 0 0
GSK3B 0.012 0.003 -9999 0 -10000 0 0
PAK1/Aurora A 0.02 0.04 -9999 0 -0.29 4 4
MDM2 0.013 0 -9999 0 -10000 0 0
JUB -0.43 0.41 -9999 0 -0.81 132 132
TPX2 -0.056 0.21 -9999 0 -0.62 29 29
TP53 0.023 0.026 -9999 0 -10000 0 0
DLG7 0.012 0.04 -9999 0 -0.29 4 4
AURKAIP1 0.013 0 -9999 0 -10000 0 0
ARHGEF7 0.013 0 -9999 0 -10000 0 0
G2 phase of mitotic cell cycle 0 0 -9999 0 -10000 0 0
Aurora A/NDEL1/TACC3 0.027 0.036 -9999 0 -10000 0 0
G2/M transition of mitotic cell cycle 0.013 0.058 -9999 0 -0.34 6 6
AURKA 0.015 0.047 -9999 0 -0.35 4 4
AURKB 0.011 0.018 -9999 0 -0.18 1 1
CDC25B -0.11 0.13 -9999 0 -0.36 38 38
G2/M transition checkpoint -0.26 0.26 -9999 0 -0.49 132 132
mRNA polyadenylation -0.044 0.071 -9999 0 -0.26 4 4
Aurora A/CPEB -0.044 0.071 -9999 0 -0.26 4 4
Aurora A/TACC1/TRAP/chTOG 0.034 0.034 -9999 0 -10000 0 0
BRCA1 0.007 0.074 -9999 0 -0.81 2 2
centrosome duplication 0.02 0.04 -9999 0 -0.28 4 4
regulation of centrosome cycle 0.024 0.034 -9999 0 -10000 0 0
spindle assembly 0.033 0.034 -9999 0 -10000 0 0
TDRD7 0.013 0 -9999 0 -10000 0 0
Aurora A/RasGAP/Survivin 0.024 0.079 -9999 0 -0.59 3 3
CENPA 0.014 0.022 -9999 0 -10000 0 0
Aurora A/PP2A 0.02 0.04 -9999 0 -0.29 4 4
meiosis 0 0 -9999 0 -10000 0 0
protein catabolic process 0.026 0.033 -9999 0 -10000 0 0
negative regulation of DNA binding 0.023 0.026 -9999 0 -10000 0 0
prophase 0 0 -9999 0 -10000 0 0
GIT1/beta-PIX 0.02 0 -9999 0 -10000 0 0
RASA1 0.013 0 -9999 0 -10000 0 0
Ajuba/Aurora A -0.26 0.26 -9999 0 -0.5 132 132
mitotic prometaphase 0 0.005 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.015 0.047 -9999 0 -0.35 4 4
TACC1 0.013 0 -9999 0 -10000 0 0
TACC3 0.013 0 -9999 0 -10000 0 0
Aurora A/Antizyme1 0.027 0.036 -9999 0 -10000 0 0
Aurora A/RasGAP 0.02 0.04 -9999 0 -0.29 4 4
OAZ1 0.013 0 -9999 0 -10000 0 0
RAN 0.013 0 -9999 0 -10000 0 0
mitosis 0 0 -9999 0 -10000 0 0
PRKACA 0.012 0.003 -9999 0 -10000 0 0
GIT1 0.013 0 -9999 0 -10000 0 0
GIT1/beta-PIX/PAK1 0.027 0 -9999 0 -10000 0 0
Importin alpha/Importin beta/TPX2 -0.056 0.21 -9999 0 -0.62 29 29
PPP2R5D 0.013 0 -9999 0 -10000 0 0
Aurora A/TPX2 -0.036 0.18 -9999 0 -0.51 29 29
PAK1 0.013 0 -9999 0 -10000 0 0
CKAP5 0.013 0 -9999 0 -10000 0 0
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 0.02 0 -9999 0 -10000 0 0
Necdin/E2F1 -0.003 0.11 -9999 0 -0.62 7 7
proNGF (dimer)/p75(NTR)/Sortilin/NADE/14-3-3 E -0.008 0.073 -9999 0 -10000 0 0
NGF (dimer)/p75(NTR)/BEX1 -0.09 0.12 -9999 0 -0.5 3 3
NT-4/5 (dimer)/p75(NTR) -0.066 0.15 -9999 0 -0.66 11 11
IKBKB 0.01 0.052 -9999 0 -0.81 1 1
AKT1 -0.011 0.069 -9999 0 -10000 0 0
IKBKG 0.013 0 -9999 0 -10000 0 0
BDNF -0.014 0.15 -9999 0 -0.81 8 8
MGDIs/NGR/p75(NTR)/LINGO1 -0.051 0.15 -9999 0 -0.59 15 15
FURIN 0.013 0 -9999 0 -10000 0 0
proBDNF (dimer)/p75(NTR)/Sortilin -0.035 0.12 -9999 0 -0.55 8 8
LINGO1 -0.031 0.18 -9999 0 -0.81 13 13
Sortilin/TRAF6/NRIF -0.001 0.006 -9999 0 -10000 0 0
proBDNF (dimer) -0.014 0.15 -9999 0 -0.8 8 8
NTRK1 0.005 0.074 -9999 0 -0.81 2 2
RTN4R 0.007 0.074 -9999 0 -0.81 2 2
neuron apoptosis -0.028 0.12 -9999 0 -0.52 2 2
IRAK1 0.013 0 -9999 0 -10000 0 0
SHC1 -0.029 0.082 -9999 0 -10000 0 0
ARHGDIA 0.013 0 -9999 0 -10000 0 0
RhoA/GTP 0.01 0 -9999 0 -10000 0 0
Gamma Secretase 0.04 0 -9999 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-H1 -0.016 0.077 -9999 0 -10000 0 0
MAGEH1 0.013 0.001 -9999 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/Necdin -0.018 0.081 -9999 0 -10000 0 0
Mammalian IAPs/DIABLO 0.032 0.035 -9999 0 -0.49 1 1
proNGF (dimer) 0.012 0.004 -9999 0 -10000 0 0
MAGED1 0.013 0 -9999 0 -10000 0 0
APP 0.013 0 -9999 0 -10000 0 0
NT-4/5 (dimer) -0.03 0.17 -9999 0 -0.8 11 11
ZNF274 0.013 0.001 -9999 0 -10000 0 0
RhoA/GDP/RHOGDI -0.015 0.07 -9999 0 -10000 0 0
NGF 0.012 0.004 -9999 0 -10000 0 0
cell cycle arrest 0.006 0.076 -9999 0 -10000 0 0
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK -0.028 0.095 -9999 0 -0.31 9 9
NT-4/5 (dimer)/p75(NTR)/TRAF6 -0.046 0.13 -9999 0 -0.57 11 11
NCSTN 0.013 0 -9999 0 -10000 0 0
mol:GTP -0.037 0.094 -9999 0 -0.41 2 2
PSENEN 0.013 0 -9999 0 -10000 0 0
mol:ceramide -0.019 0.073 -9999 0 -10000 0 0
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK/p62/Atypical PKCs -0.017 0.086 -9999 0 -0.28 8 8
p75(NTR)/beta APP -0.033 0.085 -9999 0 -10000 0 0
BEX1 0.002 0.052 -9999 0 -0.81 1 1
mol:GDP -0.038 0.081 -9999 0 -0.28 7 7
NGF (dimer) -0.51 0.083 -9999 0 -0.51 241 241
MGDIs/NGR/p75(NTR)/LINGO1/RHOGDI -0.038 0.14 -9999 0 -0.54 15 15
PIK3R1 0.013 0 -9999 0 -10000 0 0
RAC1/GTP -0.022 0.07 -9999 0 -10000 0 0
MYD88 0.013 0 -9999 0 -10000 0 0
CHUK 0.013 0 -9999 0 -10000 0 0
NGF (dimer)/p75(NTR)/PKA -0.037 0.094 -9999 0 -0.41 2 2
RHOB 0.013 0 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
MAGE-G1/E2F1 0.001 0.11 -9999 0 -0.62 7 7
NT3 (dimer) 0.009 0.052 -9999 0 -0.8 1 1
TP53 -0.013 0.098 -9999 0 -0.45 8 8
PRDM4 -0.019 0.074 -9999 0 -10000 0 0
BDNF (dimer) -0.91 0.2 -9999 0 -0.91 242 242
PIK3CA 0.013 0 -9999 0 -10000 0 0
SORT1 0.013 0 -9999 0 -10000 0 0
activation of caspase activity -0.01 0.071 -9999 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6 -0.015 0.076 -9999 0 -10000 0 0
RHOC 0.013 0 -9999 0 -10000 0 0
XIAP 0.013 0 -9999 0 -10000 0 0
MAPK10 -0.042 0.14 -9999 0 -0.43 7 7
DIABLO 0.013 0 -9999 0 -10000 0 0
SMPD2 -0.019 0.074 -9999 0 -10000 0 0
APH1B 0.013 0 -9999 0 -10000 0 0
APH1A 0.013 0 -9999 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin -0.027 0.084 -9999 0 -10000 0 0
PSEN1 0.013 0 -9999 0 -10000 0 0
APAF-1/Pro-Caspase 9 0.02 0 -9999 0 -10000 0 0
NT3 (dimer)/p75(NTR) -0.038 0.094 -9999 0 -0.62 1 1
MAPK8 -0.02 0.11 -9999 0 -0.48 1 1
MAPK9 -0.02 0.11 -9999 0 -0.48 1 1
APAF1 0.013 0 -9999 0 -10000 0 0
NTF3 0.01 0.053 -9999 0 -0.81 1 1
NTF4 -0.031 0.17 -9999 0 -0.81 11 11
NDN 0.013 0.002 -9999 0 -10000 0 0
RAC1/GDP 0.01 0 -9999 0 -10000 0 0
RhoA-B-C/GDP -0.014 0.072 -9999 0 -10000 0 0
p75 CTF/Sortilin/TRAF6/NRIF 0.033 0.013 -9999 0 -10000 0 0
RhoA-B-C/GTP -0.037 0.094 -9999 0 -0.41 2 2
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF -0.016 0.1 -9999 0 -0.47 8 8
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6 -0.023 0.11 -9999 0 -0.5 8 8
PRKACB 0.012 0.003 -9999 0 -10000 0 0
proBDNF (dimer)/p75 ECD -0.001 0.11 -9999 0 -0.62 8 8
ChemicalAbstracts:86-01-1 0 0 -9999 0 -10000 0 0
BIRC3 0.01 0.052 -9999 0 -0.81 1 1
BIRC2 0.013 0 -9999 0 -10000 0 0
neuron projection morphogenesis -0.013 0.099 -9999 0 -0.32 2 2
BAD -0.031 0.12 -9999 0 -0.53 1 1
RIPK2 0.007 0.074 -9999 0 -0.81 2 2
NGFR 0.01 0.006 -9999 0 -10000 0 0
CYCS -0.011 0.069 -9999 0 -10000 0 0
ADAM17 0.013 0 -9999 0 -10000 0 0
NGF (dimer)/p75(NTR)/TRAF6/RIP2 -0.02 0.09 -9999 0 -0.55 2 2
BCL2L11 -0.031 0.12 -9999 0 -0.53 1 1
BDNF (dimer)/p75(NTR) -0.054 0.14 -9999 0 -0.64 8 8
PI3K -0.015 0.076 -9999 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-G1 -0.015 0.076 -9999 0 -10000 0 0
NDNL2 0.013 0 -9999 0 -10000 0 0
YWHAE 0.013 0 -9999 0 -10000 0 0
PRKCI 0.013 0 -9999 0 -10000 0 0
NGF (dimer)/p75(NTR) -0.045 0.099 -9999 0 -0.34 7 7
ChemicalAbstracts:146-91-8 0 0 -9999 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/NRAGE -0.015 0.076 -9999 0 -10000 0 0
TRAF6 0.013 0 -9999 0 -10000 0 0
RAC1 0.013 0 -9999 0 -10000 0 0
PRKCZ 0.013 0 -9999 0 -10000 0 0
PLG -0.011 0.1 -9999 0 -0.81 4 4
oligodendrocyte cell fate commitment 0 0 -9999 0 -10000 0 0
CASP6 -0.037 0.11 -9999 0 -0.41 8 8
SQSTM1 0.013 0 -9999 0 -10000 0 0
NGFRAP1 0.013 0.001 -9999 0 -10000 0 0
CASP3 -0.029 0.12 -9999 0 -0.48 1 1
E2F1 -0.01 0.14 -9999 0 -0.81 7 7
CASP9 0.013 0 -9999 0 -10000 0 0
IKK complex -0.039 0.071 -9999 0 -0.38 3 3
NGF (dimer)/TRKA 0.001 0.074 -9999 0 -0.62 2 2
MMP7 -0.8 0.074 -9999 0 -0.81 241 241
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF -0.008 0.073 -9999 0 -10000 0 0
MMP3 -0.68 0.29 -9999 0 -0.81 206 206
APAF-1/Caspase 9 -0.02 0.041 -9999 0 -0.44 1 1
Nectin adhesion 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
PDGFRB -0.027 0.18 -9999 0 -0.81 12 12
alphaV beta3 Integrin 0.015 0.03 -9999 0 -10000 0 0
PTK2 0.032 0.053 -9999 0 -0.39 1 1
positive regulation of JNK cascade -0.007 0.041 -9999 0 -0.29 1 1
CDC42/GDP 0.044 0.064 -9999 0 -0.32 7 7
Rac1/GDP 0.045 0.063 -9999 0 -0.31 7 7
RAP1B 0.013 0 -9999 0 -10000 0 0
RAP1A 0.013 0 -9999 0 -10000 0 0
CTNNB1 0.013 0 -9999 0 -10000 0 0
CDC42/GTP -0.008 0.049 -9999 0 -0.29 7 7
nectin-3/I-afadin 0.014 0.032 -9999 0 -10000 0 0
RAPGEF1 0.038 0.066 -9999 0 -0.34 7 7
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0.034 0.073 -9999 0 -0.39 7 7
PDGFB-D/PDGFRB -0.027 0.18 -9999 0 -0.8 12 12
TLN1 0.025 0.018 -9999 0 -10000 0 0
Rap1/GTP -0.007 0.042 -9999 0 -10000 0 0
IQGAP1 0.013 0 -9999 0 -10000 0 0
Rap1/GTP/I-afadin 0.025 0.009 -9999 0 -10000 0 0
nectin-3(dimer)/I-afadin/I-afadin/nectin-3(dimer)/I-afadin/I-afadin 0.014 0.032 -9999 0 -10000 0 0
PVR 0.013 0 -9999 0 -10000 0 0
Necl-5(dimer) 0.013 0 -9999 0 -10000 0 0
mol:GDP 0.042 0.074 -9999 0 -0.38 7 7
MLLT4 0.013 0.001 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
PI3K 0.011 0.11 -9999 0 -0.46 12 12
nectin-1(dimer)/I-afadin/I-afadin/nectin-1(dimer)/I-afadin/I-afadin 0.019 0.012 -9999 0 -10000 0 0
positive regulation of lamellipodium assembly -0.008 0.045 -9999 0 -0.26 7 7
PVRL1 0.013 0 -9999 0 -10000 0 0
PVRL3 0.013 0.002 -9999 0 -10000 0 0
PVRL2 0.013 0 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
CDH1 0.013 0 -9999 0 -10000 0 0
CLDN1 -0.76 0.18 -9999 0 -0.81 230 230
JAM-A/CLDN1 -0.46 0.12 -9999 0 -0.49 230 230
SRC 0.029 0.079 -9999 0 -0.43 7 7
ITGB3 0.013 0.002 -9999 0 -10000 0 0
nectin-1(dimer)/I-afadin/I-afadin 0.019 0.012 -9999 0 -10000 0 0
FARP2 0.038 0.072 -9999 0 -0.38 7 7
RAC1 0.013 0 -9999 0 -10000 0 0
CTNNA1 0.013 0 -9999 0 -10000 0 0
nectin-3(dimer)/I-afadin/I-afadin/Necl-5(dimer) 0.022 0.027 -9999 0 -10000 0 0
nectin-1/I-afadin 0.019 0.012 -9999 0 -10000 0 0
nectin-2/I-afadin 0.019 0.012 -9999 0 -10000 0 0
RAC1/GTP/IQGAP1/filamentous actin 0.018 0 -9999 0 -10000 0 0
nectin-1(dimer)/I-afadin/I-afadin/nectin-3(dimer/I-afadin/I-afadin 0.022 0.027 -9999 0 -10000 0 0
CDC42/GTP/IQGAP1/filamentous actin 0.018 0 -9999 0 -10000 0 0
F11R 0.013 0 -9999 0 -10000 0 0
positive regulation of filopodium formation -0.007 0.041 -9999 0 -0.29 1 1
alphaV/beta3 Integrin/Talin 0.035 0.027 -9999 0 -10000 0 0
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin 0.019 0.012 -9999 0 -10000 0 0
nectin-2(dimer)/I-afadin/I-afadin 0.019 0.012 -9999 0 -10000 0 0
PIP5K1C 0.02 0.02 -9999 0 -10000 0 0
VAV2 0.036 0.079 -9999 0 -0.39 8 8
RAP1/GDP -0.009 0.049 -9999 0 -0.35 1 1
ITGAV 0.013 0 -9999 0 -10000 0 0
nectin-3(dimer)/I-afadin/I-afadin/nectin-2(dimer)/I-afadin/I-afadin 0.022 0.027 -9999 0 -10000 0 0
nectin-3(dimer)/I-afadin/I-afadin 0.014 0.032 -9999 0 -10000 0 0
Rac1/GTP -0.01 0.054 -9999 0 -0.3 7 7
PTPRM 0.014 0.022 -9999 0 -10000 0 0
E-cadherin/beta catenin/alpha catenin 0.039 0.008 -9999 0 -10000 0 0
adherens junction assembly 0 0 -9999 0 -10000 0 0
CDC42 0.013 0 -9999 0 -10000 0 0
LPA receptor mediated events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
GNB1/GNG2 0.003 0.067 -9999 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha 0.004 0.077 -9999 0 -0.42 1 1
AP1 -0.037 0.1 -9999 0 -0.46 10 10
mol:PIP3 -0.031 0.088 -9999 0 -0.53 2 2
AKT1 0.034 0.048 -9999 0 -10000 0 0
PTK2B -0.001 0.063 -9999 0 -0.25 2 2
RHOA 0.02 0.03 -9999 0 -10000 0 0
PIK3CB 0.013 0 -9999 0 -10000 0 0
mol:Ca2+ 0.01 0.078 -9999 0 -0.43 2 2
MAGI3 0.013 0 -9999 0 -10000 0 0
RELA 0.013 0 -9999 0 -10000 0 0
apoptosis -0.023 0.11 -9999 0 -0.4 11 11
HRAS/GDP 0.01 0 -9999 0 -10000 0 0
positive regulation of microtubule depolymerization -0.028 0.082 -9999 0 -0.32 1 1
NF kappa B1 p50/RelA -0.033 0.087 -9999 0 -0.5 3 3
endothelial cell migration -0.015 0.13 -9999 0 -0.73 6 6
ADCY4 -0.036 0.14 -9999 0 -0.4 27 27
ADCY5 -0.14 0.2 -9999 0 -0.54 30 30
ADCY6 -0.036 0.14 -9999 0 -0.4 27 27
ADCY7 -0.036 0.14 -9999 0 -0.4 27 27
ADCY1 -0.041 0.14 -9999 0 -0.39 29 29
ADCY2 -0.088 0.19 -9999 0 -0.49 28 28
ADCY3 -0.036 0.14 -9999 0 -0.4 27 27
ADCY8 -0.038 0.14 -9999 0 -0.4 27 27
ADCY9 -0.037 0.14 -9999 0 -0.4 27 27
GSK3B 0.005 0.06 -9999 0 -10000 0 0
arachidonic acid secretion -0.077 0.14 -9999 0 -0.42 27 27
GNG2 0.013 0.002 -9999 0 -10000 0 0
TRIP6 0.021 0.01 -9999 0 -10000 0 0
GNAO1 -0.029 0.1 -9999 0 -10000 0 0
HRAS 0.013 0 -9999 0 -10000 0 0
NFKBIA 0.007 0.086 -9999 0 -0.41 3 3
GAB1 0.013 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
lamellipodium assembly -0.045 0.23 -9999 0 -0.82 20 20
JUN 0.013 0 -9999 0 -10000 0 0
LPA/LPA2/NHERF2 0.017 0.017 -9999 0 -10000 0 0
TIAM1 -0.076 0.26 -9999 0 -0.96 20 20
PIK3R1 0.013 0 -9999 0 -10000 0 0
mol:IP3 0.01 0.079 -9999 0 -0.44 2 2
PLCB3 0.021 0.015 -9999 0 -10000 0 0
FOS 0.013 0.001 -9999 0 -10000 0 0
positive regulation of mitosis -0.077 0.14 -9999 0 -0.42 27 27
LPA/LPA1-2-3 -0.022 0.12 -9999 0 -0.53 10 10
mol:Ca ++ 0 0 -9999 0 -10000 0 0
JNK cascade -0.001 0.001 -9999 0 -10000 0 0
BCAR1 0.013 0 -9999 0 -10000 0 0
stress fiber formation -0.001 0.077 -9999 0 -0.38 2 2
GNAZ -0.006 0.073 -9999 0 -0.28 8 8
EGFR/PI3K-beta/Gab1 -0.033 0.092 -9999 0 -0.56 2 2
positive regulation of dendritic cell cytokine production -0.023 0.12 -9999 0 -0.52 10 10
LPA/LPA2/MAGI-3 0.017 0.017 -9999 0 -10000 0 0
ARHGEF1 0.01 0.057 -9999 0 -10000 0 0
GNAI2 -0.004 0.068 -9999 0 -10000 0 0
GNAI3 -0.004 0.068 -9999 0 -10000 0 0
GNAI1 -0.006 0.073 -9999 0 -0.28 9 9
LPA/LPA3 -0.022 0.13 -9999 0 -0.63 10 10
LPA/LPA2 0.008 0.021 -9999 0 -10000 0 0
LPA/LPA1 -0.016 0.081 -9999 0 -0.34 6 6
HB-EGF/EGFR -0.13 0.24 -9999 0 -0.54 62 62
HBEGF -0.14 0.28 -9999 0 -0.62 62 62
mol:DAG 0.01 0.079 -9999 0 -0.44 2 2
cAMP biosynthetic process -0.087 0.15 -9999 0 -0.42 27 27
NFKB1 0.013 0 -9999 0 -10000 0 0
SRC 0.013 0 -9999 0 -10000 0 0
GNB1 0.013 0 -9999 0 -10000 0 0
LYN 0.007 0.086 -9999 0 -0.41 3 3
GNAQ -0.001 0.082 -9999 0 -0.38 10 10
LPAR2 0.013 0.001 -9999 0 -10000 0 0
LPAR3 -0.023 0.16 -9999 0 -0.81 10 10
LPAR1 0.01 0.031 -9999 0 -10000 0 0
IL8 -0.24 0.21 -9999 0 -0.47 68 68
PTK2 -0.015 0.12 -9999 0 -0.49 10 10
Rac1/GDP 0.01 0 -9999 0 -10000 0 0
CASP3 -0.023 0.11 -9999 0 -0.4 11 11
EGFR 0.012 0.001 -9999 0 -10000 0 0
PLCG1 0.001 0.087 -9999 0 -0.37 10 10
PLD2 -0.015 0.12 -9999 0 -0.49 10 10
G12/G13 0.006 0.063 -9999 0 -10000 0 0
PI3K-beta -0.012 0.034 -9999 0 -10000 0 0
cell migration -0.001 0.086 -9999 0 -0.25 20 20
SLC9A3R2 0.013 0 -9999 0 -10000 0 0
PXN -0.001 0.078 -9999 0 -0.38 2 2
HRAS/GTP -0.079 0.15 -9999 0 -0.43 27 27
RAC1 0.013 0 -9999 0 -10000 0 0
MMP9 -0.19 0.35 -9999 0 -0.81 59 59
PRKCE 0.013 0.001 -9999 0 -10000 0 0
PRKCD 0.015 0.076 -9999 0 -0.42 2 2
Gi(beta/gamma) -0.035 0.14 -9999 0 -0.37 27 27
mol:LPA -0.002 0.032 -9999 0 -0.2 6 6
TRIP6/p130 Cas/FAK1/Paxillin 0.005 0.1 -9999 0 -0.54 2 2
MAPKKK cascade -0.077 0.14 -9999 0 -0.42 27 27
contractile ring contraction involved in cytokinesis 0.021 0.03 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
GNA14 -0.001 0.082 -9999 0 -0.38 10 10
GNA15 -0.018 0.12 -9999 0 -0.41 19 19
GNA12 0.013 0 -9999 0 -10000 0 0
GNA13 0.013 0 -9999 0 -10000 0 0
MAPT -0.029 0.084 -9999 0 -0.33 1 1
GNA11 -0.001 0.082 -9999 0 -0.38 10 10
Rac1/GTP -0.048 0.25 -9999 0 -0.87 20 20
MMP2 -0.015 0.13 -9999 0 -0.74 6 6
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 0.074 0.23 -10000 0 -0.75 13 13
NCK1/PAK1/Dok-R -0.024 0.088 -10000 0 -0.38 12 12
NCK1/Dok-R 0.049 0.23 -10000 0 -0.81 15 15
PIK3CA 0.013 0.001 -10000 0 -10000 0 0
mol:beta2-estradiol 0.002 0.054 0.25 11 -10000 0 11
RELA 0.013 0 -10000 0 -10000 0 0
SHC1 0.014 0.002 -10000 0 -10000 0 0
Rac/GDP 0.01 0 -10000 0 -10000 0 0
F2 -0.26 0.39 0.24 7 -0.81 79 86
TNIP2 0.013 0 -10000 0 -10000 0 0
NF kappa B/RelA -0.001 0.2 -10000 0 -0.79 13 13
FN1 -0.054 0.22 -10000 0 -0.81 20 20
PLD2 0.045 0.24 -10000 0 -0.84 15 15
PTPN11 0.013 0 -10000 0 -10000 0 0
GRB14 0 0.09 -10000 0 -0.81 3 3
ELK1 0.053 0.22 -10000 0 -0.77 15 15
GRB7 -0.058 0.23 -10000 0 -0.81 21 21
PAK1 0.013 0 -10000 0 -10000 0 0
Tie2/Ang1/alpha5/beta1 Integrin -0.038 0.24 -10000 0 -0.83 13 13
CDKN1A 0.078 0.19 -10000 0 -0.62 4 4
ITGA5 0.013 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
RasGAP/Dok-R 0.049 0.23 -10000 0 -0.81 15 15
CRK 0.013 0 -10000 0 -10000 0 0
mol:NO 0.081 0.19 -10000 0 -0.58 13 13
PLG 0.032 0.24 -10000 0 -0.85 15 15
mol:GDP 0 0 -10000 0 -10000 0 0
chemokinesis 0.071 0.22 -10000 0 -0.72 13 13
GRB2 0.013 0 -10000 0 -10000 0 0
PIK3R1 0.014 0.002 -10000 0 -10000 0 0
ANGPT2 0.037 0.2 0.39 6 -0.54 10 16
BMX 0 0.25 -10000 0 -0.93 15 15
ANGPT1 0.045 0.24 -10000 0 -0.99 11 11
tube development 0.073 0.2 -10000 0 -0.6 10 10
ANGPT4 0 0.074 -10000 0 -0.8 2 2
response to hypoxia -0.001 0.016 -10000 0 -10000 0 0
Tie2/Ang1/GRB14 0.026 0.26 -10000 0 -0.92 15 15
alpha5/beta1 Integrin 0.02 0 -10000 0 -10000 0 0
FGF2 0.011 0.004 -10000 0 -10000 0 0
STAT5A (dimer) 0.077 0.22 -10000 0 -0.7 8 8
mol:L-citrulline 0.081 0.19 -10000 0 -0.58 13 13
AGTR1 0.004 0.022 -10000 0 -0.31 1 1
MAPK14 0.05 0.26 -10000 0 -0.92 13 13
Tie2/SHP2 0.001 0.16 -10000 0 -0.91 6 6
TEK 0 0.17 -10000 0 -1 6 6
RPS6KB1 0.073 0.22 -10000 0 -0.73 13 13
Angiotensin II/AT1 -0.077 0.094 -10000 0 -0.24 1 1
Tie2/Ang1/GRB2 0.043 0.24 -10000 0 -0.86 15 15
MAPK3 0.05 0.22 -10000 0 -0.78 15 15
MAPK1 0.05 0.22 -10000 0 -0.78 15 15
Tie2/Ang1/GRB7 0.003 0.29 -10000 0 -0.96 15 15
NFKB1 0.013 0 -10000 0 -10000 0 0
MAPK8 0.045 0.24 -10000 0 -0.84 15 15
PI3K 0.065 0.25 -10000 0 -0.85 13 13
FES 0.049 0.26 -10000 0 -0.93 13 13
Crk/Dok-R 0.049 0.23 -10000 0 -0.81 15 15
Tie2/Ang1/ABIN2 0.043 0.24 -10000 0 -0.86 15 15
blood circulation 0 0 -10000 0 -10000 0 0
negative regulation of caspase activity 0.077 0.21 -10000 0 -0.67 13 13
STAT5A 0.014 0 -10000 0 -10000 0 0
mol:ROS 0 0 -10000 0 -10000 0 0
PTK2 0.073 0.22 -10000 0 -0.73 13 13
Tie2/Ang2 0.063 0.24 -10000 0 -0.77 11 11
Tie2/Ang1 0.042 0.26 -10000 0 -0.9 15 15
FOXO1 0.081 0.21 -10000 0 -0.68 12 12
ELF1 0.02 0.017 -10000 0 -10000 0 0
ELF2 0.045 0.24 -10000 0 -0.84 15 15
mol:Choline 0.047 0.23 -10000 0 -0.81 15 15
cell migration -0.023 0.058 -10000 0 -0.25 2 2
FYN 0.07 0.22 -10000 0 -0.68 10 10
DOK2 0.013 0 -10000 0 -10000 0 0
negative regulation of cell cycle 0.079 0.18 -10000 0 -0.56 4 4
ETS1 0.011 0.053 -10000 0 -0.27 4 4
PXN 0.079 0.19 -10000 0 -0.61 13 13
ITGB1 0.013 0 -10000 0 -10000 0 0
NOS3 0.08 0.21 -10000 0 -0.66 13 13
RAC1 0.013 0 -10000 0 -10000 0 0
TNF 0.011 0.053 -10000 0 -0.23 11 11
MAPKKK cascade 0.047 0.23 -10000 0 -0.81 15 15
RASA1 0.013 0 -10000 0 -10000 0 0
Tie2/Ang1/Shc 0.044 0.25 -10000 0 -0.86 15 15
NCK1 0.013 0 -10000 0 -10000 0 0
vasculogenesis 0.082 0.18 -10000 0 -0.52 13 13
mol:Phosphatidic acid 0.047 0.23 -10000 0 -0.81 15 15
mol:Angiotensin II 0.001 0.005 -10000 0 -10000 0 0
mol:NADP 0.081 0.19 -10000 0 -0.58 13 13
Rac1/GTP -0.031 0.17 -10000 0 -0.68 13 13
MMP2 0.034 0.25 -10000 0 -0.84 15 15
PDGFR-beta signaling 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
S1P1/Sphingosine-1-phosphate -0.047 0.18 -9999 0 -0.45 34 34
PDGFB-D/PDGFRB/SLAP -0.012 0.14 -9999 0 -0.62 12 12
PDGFB-D/PDGFRB/APS/CBL -0.001 0.12 -9999 0 -0.53 12 12
AKT1 0.026 0.088 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0.001 -9999 0 -10000 0 0
mol:Sphingosine-1-phosphate -0.051 0.18 -9999 0 -0.47 34 34
PIK3CA 0.013 0 -9999 0 -10000 0 0
FGR -0.027 0.1 -9999 0 -0.45 13 13
mol:Ca2+ -0.011 0.087 -9999 0 -0.35 12 12
MYC -0.031 0.16 -9999 0 -0.5 19 19
SHC1 0.013 0 -9999 0 -10000 0 0
HRAS/GDP 0.008 0.1 -9999 0 -0.44 12 12
LRP1/PDGFRB/PDGFB -0.001 0.12 -9999 0 -0.53 12 12
GRB10 0.013 0 -9999 0 -10000 0 0
PTPN11 0.013 0 -9999 0 -10000 0 0
GO:0007205 -0.011 0.088 -9999 0 -0.36 12 12
PTEN 0.013 0.001 -9999 0 -10000 0 0
GRB2 0.013 0 -9999 0 -10000 0 0
GRB7 -0.058 0.23 -9999 0 -0.81 21 21
PDGFB-D/PDGFRB/SHP2 -0.012 0.14 -9999 0 -0.62 12 12
PDGFB-D/PDGFRB/GRB10 -0.012 0.14 -9999 0 -0.62 12 12
cell cycle arrest -0.012 0.14 -9999 0 -0.61 12 12
HRAS 0.013 0 -9999 0 -10000 0 0
HIF1A 0.031 0.079 -9999 0 -10000 0 0
GAB1 -0.025 0.11 -9999 0 -0.43 9 9
mol:GTP 0 0 -9999 0 -10000 0 0
DNM2 -0.024 0.12 -9999 0 -0.45 9 9
PDGFB-D/PDGFRB -0.004 0.12 -9999 0 -0.54 12 12
mol:GDP 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/LMW-PTP -0.012 0.14 -9999 0 -0.62 12 12
S1P1/Sphingosine-1-phosphate/PDGFB-D/PDGFRB -0.066 0.17 -9999 0 -0.44 34 34
positive regulation of MAPKKK cascade -0.012 0.14 -9999 0 -0.61 12 12
PIK3R1 0.013 0 -9999 0 -10000 0 0
mol:IP3 -0.011 0.088 -9999 0 -0.36 12 12
E5 -0.001 0.002 -9999 0 -10000 0 0
CSK 0.014 0.002 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/GRB7 -0.068 0.22 -9999 0 -0.62 33 33
SHB 0.013 0 -9999 0 -10000 0 0
BLK -0.17 0.21 -9999 0 -0.44 92 92
PTPN2 0.012 0.003 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/SNX15 -0.012 0.14 -9999 0 -0.62 12 12
BCAR1 0.013 0 -9999 0 -10000 0 0
VAV2 -0.025 0.12 -9999 0 -0.43 9 9
CBL 0.013 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/DEP1 -0.012 0.14 -9999 0 -0.62 12 12
LCK -0.033 0.11 -9999 0 -0.41 16 16
PDGFRB -0.028 0.18 -9999 0 -0.81 12 12
ACP1 0.013 0 -9999 0 -10000 0 0
HCK -0.02 0.1 -9999 0 -0.43 13 13
ABL1 -0.026 0.1 -9999 0 -0.41 12 12
PDGFB-D/PDGFRB/CBL -0.025 0.1 -9999 0 -0.4 9 9
PTPN1 0.012 0.003 -9999 0 -10000 0 0
SNX15 0.013 0 -9999 0 -10000 0 0
STAT3 0.013 0 -9999 0 -10000 0 0
STAT1 0.003 0.091 -9999 0 -0.81 3 3
cell proliferation -0.027 0.14 -9999 0 -0.45 19 19
SLA 0.013 0 -9999 0 -10000 0 0
actin cytoskeleton reorganization 0.017 0.1 -9999 0 -0.42 12 12
SRC -0.023 0.095 -9999 0 -0.43 12 12
PI3K -0.02 0.085 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/GRB7/SHC -0.05 0.19 -9999 0 -0.54 33 33
SH2B2 0.013 0 -9999 0 -10000 0 0
PLCgamma1/SPHK1 -0.053 0.19 -9999 0 -0.49 34 34
LYN -0.022 0.095 -9999 0 -0.43 12 12
LRP1 0.013 0 -9999 0 -10000 0 0
SOS1 0.013 0 -9999 0 -10000 0 0
STAT5B 0.013 0 -9999 0 -10000 0 0
STAT5A 0.013 0 -9999 0 -10000 0 0
NCK1-2/p130 Cas 0.014 0.1 -9999 0 -0.43 12 12
SPHK1 -0.1 0.28 -9999 0 -0.81 34 34
EDG1 -0.001 0.003 -9999 0 -10000 0 0
mol:DAG -0.011 0.088 -9999 0 -0.36 12 12
PLCG1 -0.012 0.09 -9999 0 -0.36 12 12
NHERF/PDGFRB -0.001 0.12 -9999 0 -0.53 12 12
YES1 -0.023 0.095 -9999 0 -0.43 12 12
cell migration -0.001 0.12 -9999 0 -0.53 12 12
SHC/Grb2/SOS1 0.014 0.1 -9999 0 -0.43 12 12
SLC9A3R2 0.013 0 -9999 0 -10000 0 0
SLC9A3R1 0.013 0 -9999 0 -10000 0 0
NHERF1-2/PDGFRB/PTEN 0.008 0.11 -9999 0 -0.48 12 12
FYN -0.022 0.095 -9999 0 -0.43 12 12
DOK1 0.002 0.11 -9999 0 -0.49 12 12
HRAS/GTP 0.01 0 -9999 0 -10000 0 0
PDGFB 0.013 0 -9999 0 -10000 0 0
RAC1 -0.026 0.13 -9999 0 -0.39 9 9
PRKCD 0 0.11 -9999 0 -0.49 12 12
FER 0 0.11 -9999 0 -0.49 12 12
MAPKKK cascade -0.021 0.093 -9999 0 -0.43 12 12
RASA1 0 0.11 -9999 0 -0.49 12 12
NCK1 0.013 0 -9999 0 -10000 0 0
NCK2 0.013 0 -9999 0 -10000 0 0
p62DOK/Csk 0.012 0.1 -9999 0 -0.45 12 12
PDGFB-D/PDGFRB/SHB -0.012 0.14 -9999 0 -0.62 12 12
chemotaxis -0.026 0.1 -9999 0 -0.4 12 12
STAT1-3-5/STAT1-3-5 -0.026 0.1 -9999 0 -0.42 12 12
Bovine Papilomavirus E5/PDGFRB -0.023 0.14 -9999 0 -0.63 12 12
PTPRJ 0.013 0 -9999 0 -10000 0 0
Noncanonical Wnt signaling pathway

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
NFATC2 0.013 0.003 -9999 0 -10000 0 0
GNB1/GNG2 -0.06 0.14 -9999 0 -0.4 14 14
mol:DAG -0.051 0.13 -9999 0 -0.39 11 11
PLCG1 -0.053 0.13 -9999 0 -0.4 11 11
YES1 -0.068 0.14 -9999 0 -0.42 13 13
FZD3 0 0.1 -9999 0 -0.81 4 4
FZD6 0.013 0 -9999 0 -10000 0 0
G protein -0.052 0.14 -9999 0 -0.4 11 11
MAP3K7 -0.043 0.12 -9999 0 -0.37 7 7
mol:Ca2+ -0.05 0.13 -9999 0 -0.37 11 11
mol:IP3 -0.051 0.13 -9999 0 -0.39 11 11
NLK 0.005 0.012 -9999 0 -10000 0 0
GNB1 0.013 0 -9999 0 -10000 0 0
CAMK2A -0.051 0.13 -9999 0 -0.39 8 8
MAP3K7IP1 0 0 -9999 0 -10000 0 0
Noncanonical Wnts/FZD -0.079 0.15 -9999 0 -0.45 13 13
CSNK1A1 0.013 0 -9999 0 -10000 0 0
GNAS -0.068 0.14 -9999 0 -0.42 13 13
GO:0007205 -0.051 0.13 -9999 0 -0.37 12 12
WNT6 -0.009 0.13 -9999 0 -0.81 6 6
WNT4 0.006 0.074 -9999 0 -0.81 2 2
NFAT1/CK1 alpha -0.049 0.14 -9999 0 -0.44 6 6
GNG2 0.013 0.002 -9999 0 -10000 0 0
WNT5A -0.024 0.17 -9999 0 -0.81 11 11
WNT11 -0.17 0.34 -9999 0 -0.81 53 53
CDC42 -0.059 0.14 -9999 0 -0.4 13 13
Thromboxane A2 receptor signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TGM2 0.005 0.074 -10000 0 -0.81 2 2
GNB1/GNG2 -0.076 0.061 -10000 0 -0.19 16 16
AKT1 -0.055 0.087 -10000 0 -0.22 1 1
EGF -0.027 0.17 -10000 0 -0.81 11 11
mol:TXA2 -0.001 0 -10000 0 -10000 0 0
FGR -0.024 0.066 -10000 0 -0.38 1 1
mol:Ca2+ -0.09 0.12 -10000 0 -0.27 34 34
LYN -0.022 0.061 -10000 0 -10000 0 0
RhoA/GTP -0.045 0.044 -10000 0 -10000 0 0
mol:PGI2 0 0 -10000 0 -10000 0 0
SYK -0.1 0.14 -10000 0 -0.32 18 18
GNG2 0.013 0.002 -10000 0 -10000 0 0
ARRB2 0.013 0 -10000 0 -10000 0 0
TP alpha/Gq family/GDP/G beta5/gamma2 0.001 0.07 -10000 0 -0.32 5 5
G beta5/gamma2 -0.093 0.077 -10000 0 -0.24 16 16
PRKCH -0.098 0.13 -10000 0 -0.32 18 18
DNM1 0.01 0.052 -10000 0 -0.81 1 1
TXA2/TP beta/beta Arrestin3 -0.016 0.026 -10000 0 -0.27 1 1
mol:GTP -0.001 0.001 -10000 0 -10000 0 0
PTGDR 0 0.074 -10000 0 -0.81 2 2
G12 family/GTP -0.11 0.1 -10000 0 -0.29 18 18
ADRBK1 0.013 0 -10000 0 -10000 0 0
ADRBK2 0.013 0 -10000 0 -10000 0 0
RhoA/GTP/ROCK1 0.017 0.001 -10000 0 -10000 0 0
mol:GDP 0.074 0.083 0.23 12 -10000 0 12
mol:NADP 0.01 0.052 -10000 0 -0.81 1 1
RAB11A 0.013 0 -10000 0 -10000 0 0
PRKG1 0.013 0.002 -10000 0 -10000 0 0
mol:IP3 -0.11 0.14 -10000 0 -0.33 34 34
cell morphogenesis 0.017 0.001 -10000 0 -10000 0 0
PLCB2 -0.15 0.18 -10000 0 -0.44 34 34
mol:cGMP 0 0 -10000 0 -10000 0 0
BLK -0.051 0.09 -10000 0 -0.37 1 1
mol:PDG2 0 0 -10000 0 -10000 0 0
HCK -0.023 0.062 -10000 0 -10000 0 0
RHOA 0.013 0 -10000 0 -10000 0 0
PTGIR 0.013 0 -10000 0 -10000 0 0
PRKCB1 -0.11 0.14 -10000 0 -0.32 34 34
GNAQ 0.013 0 -10000 0 -10000 0 0
mol:L-citrulline 0.01 0.052 -10000 0 -0.81 1 1
TXA2/TXA2-R family -0.16 0.19 -10000 0 -0.47 34 34
LCK -0.035 0.094 -10000 0 -0.42 8 8
TXA2/TP beta/beta Arrestin3/RAB11/GDP -0.052 0.065 -10000 0 -0.41 1 1
TXA2-R family/G12 family/GDP/G beta/gamma 0.003 0.033 -10000 0 -10000 0 0
TXA2/TP beta/beta Arrestin2/RAB11/GDP -0.034 0.072 -10000 0 -10000 0 0
MAPK14 -0.065 0.096 -10000 0 -0.23 4 4
TGM2/GTP -0.13 0.17 -10000 0 -0.39 35 35
MAPK11 -0.065 0.096 -10000 0 -0.23 5 5
ARHGEF1 -0.051 0.076 -10000 0 -0.19 1 1
GNAI2 0.013 0 -10000 0 -10000 0 0
JNK cascade -0.12 0.15 -10000 0 -0.35 34 34
RAB11/GDP 0.014 0.001 -10000 0 -10000 0 0
ICAM1 -0.085 0.12 -10000 0 -0.36 8 8
cAMP biosynthetic process -0.12 0.14 -10000 0 -0.33 35 35
Gq family/GTP/EBP50 0.013 0.057 -10000 0 -0.23 12 12
actin cytoskeleton reorganization 0.017 0.001 -10000 0 -10000 0 0
SRC -0.022 0.061 -10000 0 -10000 0 0
GNB5 0.013 0 -10000 0 -10000 0 0
GNB1 0.013 0 -10000 0 -10000 0 0
EGF/EGFR -0.048 0.084 -10000 0 -0.31 2 2
VCAM1 -0.089 0.12 -10000 0 -0.28 17 17
TP beta/Gq family/GDP/G beta5/gamma2 0.001 0.07 -10000 0 -0.32 5 5
platelet activation -0.086 0.13 -10000 0 -0.29 16 16
PGI2/IP 0.01 0.001 -10000 0 -10000 0 0
PRKACA -0.062 0.085 -10000 0 -0.31 2 2
Gq family/GDP/G beta5/gamma2 -0.007 0.069 -10000 0 -0.28 12 12
TXA2/TP beta/beta Arrestin2 -0.008 0.024 -10000 0 -0.36 1 1
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
TBXA2R -0.052 0.08 -10000 0 -0.29 2 2
mol:DAG -0.12 0.15 -10000 0 -0.36 34 34
EGFR 0.013 0 -10000 0 -10000 0 0
TXA2/TP alpha -0.15 0.18 -10000 0 -0.44 35 35
Gq family/GTP 0.001 0.051 -10000 0 -0.21 12 12
YES1 -0.022 0.061 -10000 0 -10000 0 0
GNAI2/GTP -0.047 0.051 -10000 0 -10000 0 0
PGD2/DP -0.085 0.11 -10000 0 -0.63 2 2
SLC9A3R1 0.013 0 -10000 0 -10000 0 0
FYN -0.022 0.061 -10000 0 -10000 0 0
mol:NO 0.01 0.052 -10000 0 -0.81 1 1
GNA15 -0.024 0.17 -10000 0 -0.81 11 11
PGK/cGMP 0.009 0.052 -10000 0 -0.67 1 1
RhoA/GDP 0.014 0.001 -10000 0 -10000 0 0
TP alpha/TGM2/GDP/G beta/gamma -0.032 0.086 -10000 0 -0.47 2 2
NOS3 0.01 0.053 -10000 0 -0.81 1 1
RAC1 0.013 0 -10000 0 -10000 0 0
PRKCA -0.098 0.13 -10000 0 -0.32 18 18
PRKCB -0.11 0.14 -10000 0 -0.33 20 20
PRKCE -0.095 0.13 -10000 0 -0.35 8 8
PRKCD -0.1 0.14 -10000 0 -0.34 17 17
PRKCG -0.18 0.2 -10000 0 -0.45 51 51
muscle contraction -0.15 0.18 -10000 0 -0.44 34 34
PRKCZ -0.1 0.14 -10000 0 -0.32 18 18
ARR3 -0.001 0.052 -10000 0 -0.81 1 1
TXA2/TP beta -0.037 0.072 -10000 0 -10000 0 0
PRKCQ -0.098 0.14 -10000 0 -0.34 20 20
MAPKKK cascade -0.13 0.16 -10000 0 -0.39 34 34
SELE -0.12 0.16 -10000 0 -0.33 73 73
TP beta/GNAI2/GDP/G beta/gamma -0.029 0.077 -10000 0 -10000 0 0
ROCK1 0.013 0 -10000 0 -10000 0 0
GNA14 0.013 0.001 -10000 0 -10000 0 0
chemotaxis -0.17 0.21 -10000 0 -0.52 34 34
GNA12 0.013 0 -10000 0 -10000 0 0
GNA13 0.013 0 -10000 0 -10000 0 0
GNA11 0.013 0.001 -10000 0 -10000 0 0
Rac1/GTP 0.009 0.001 -10000 0 -10000 0 0
Fc-epsilon receptor I signaling in mast cells

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
PPAP2A 0.013 0.001 -9999 0 -10000 0 0
LAT2 -0.053 0.12 -9999 0 -0.3 24 24
AP1 -0.06 0.18 -9999 0 -0.55 20 20
mol:PIP3 -0.059 0.15 -9999 0 -0.42 15 15
IKBKB -0.043 0.11 -9999 0 -0.26 30 30
AKT1 -0.006 0.073 -9999 0 -10000 0 0
IKBKG -0.042 0.11 -9999 0 -0.27 25 25
MS4A2 0.009 0.006 -9999 0 -10000 0 0
mol:Sphingosine-1-phosphate 0 0 -9999 0 -10000 0 0
PIK3CA 0.013 0.001 -9999 0 -10000 0 0
MAP3K1 -0.043 0.14 -9999 0 -0.42 14 14
mol:Ca2+ -0.043 0.12 -9999 0 -0.32 15 15
LYN 0.014 0.001 -9999 0 -10000 0 0
CBLB -0.052 0.12 -9999 0 -0.36 5 5
SHC1 0.013 0 -9999 0 -10000 0 0
RasGAP/p62DOK 0.026 0 -9999 0 -10000 0 0
positive regulation of cell migration 0 0 -9999 0 -10000 0 0
INPP5D 0.013 0 -9999 0 -10000 0 0
PLD2 -0.032 0.083 -9999 0 -10000 0 0
PTPN13 -0.076 0.16 -9999 0 -0.45 14 14
PTPN11 0.01 0.007 -9999 0 -10000 0 0
GO:0007205 0 0 -9999 0 -10000 0 0
regulation of mast cell degranulation -0.014 0.098 -9999 0 -0.31 1 1
SYK 0.014 0.001 -9999 0 -10000 0 0
GRB2 0.013 0.001 -9999 0 -10000 0 0
LAT/PLCgamma1/GRB2/SLP76/GADs -0.094 0.13 -9999 0 -0.44 16 16
LAT -0.054 0.12 -9999 0 -0.3 25 25
PAK2 -0.054 0.15 -9999 0 -0.45 16 16
NFATC2 -0.04 0.093 -9999 0 -0.46 10 10
HRAS -0.065 0.16 -9999 0 -0.38 38 38
GAB2 0.013 0 -9999 0 -10000 0 0
PLA2G1B 0.031 0.016 -9999 0 -10000 0 0
Fc epsilon R1 -0.06 0.11 -9999 0 -0.39 1 1
Antigen/IgE/Fc epsilon R1 -0.05 0.096 -9999 0 -0.35 1 1
mol:GDP -0.079 0.19 -9999 0 -0.44 40 40
JUN 0.013 0 -9999 0 -10000 0 0
mol:Ca++ 0 0 -9999 0 -10000 0 0
PIK3R1 0.013 0.001 -9999 0 -10000 0 0
FOS 0.013 0.001 -9999 0 -10000 0 0
Antigen/IgE/Fc epsilon R1/LYN/SYK -0.062 0.12 -9999 0 -0.31 31 31
CHUK -0.042 0.11 -9999 0 -0.27 25 25
KLRG1 -0.032 0.1 -9999 0 -0.35 4 4
VAV1 -0.052 0.12 -9999 0 -0.31 24 24
calcium-dependent protein kinase C activity 0 0 -9999 0 -10000 0 0
CBL -0.052 0.12 -9999 0 -0.35 6 6
negative regulation of mast cell degranulation -0.036 0.098 -9999 0 -0.32 4 4
BTK -0.093 0.21 -9999 0 -0.5 39 39
Fc epsilon R1/FcgammaRIIB/SHIP/RasGAP/p62DOK -0.076 0.16 -9999 0 -0.38 46 46
GAB2/PI3K/SHP2 -0.039 0.057 -9999 0 -10000 0 0
Antigen/IgE/Fc epsilon R1/LYN/SYK/WIP -0.057 0.12 -9999 0 -0.31 31 31
RAF1 0.023 0.02 -9999 0 -10000 0 0
Fc epsilon R1/FcgammaRIIB/SHIP -0.051 0.12 -9999 0 -10000 0 0
FCER1G 0.017 0.009 -9999 0 -10000 0 0
FCER1A 0.009 0.007 -9999 0 -10000 0 0
Antigen/IgE/Fc epsilon R1/Fyn -0.039 0.089 -9999 0 -0.32 1 1
MAPK3 0.03 0.017 -9999 0 -10000 0 0
MAPK1 0.03 0.017 -9999 0 -10000 0 0
NFKB1 0.013 0 -9999 0 -10000 0 0
MAPK8 -0.002 0.053 -9999 0 -10000 0 0
DUSP1 0.013 0 -9999 0 -10000 0 0
NF-kappa-B/RelA -0.041 0.055 -9999 0 -10000 0 0
actin cytoskeleton reorganization -0.065 0.14 -9999 0 -0.46 4 4
mol:Glucocorticoid Dexamethasone 0 0 -9999 0 -10000 0 0
PI3K -0.077 0.12 -9999 0 -0.39 15 15
FER -0.052 0.12 -9999 0 -0.35 6 6
RELA 0.013 0 -9999 0 -10000 0 0
ITK -0.016 0.072 -9999 0 -0.36 8 8
SOS1 0.013 0 -9999 0 -10000 0 0
PLCG1 -0.073 0.18 -9999 0 -0.42 39 39
cytokine secretion -0.03 0.04 -9999 0 -10000 0 0
SPHK1 -0.12 0.18 -9999 0 -0.4 57 57
PTK2 -0.067 0.14 -9999 0 -0.48 4 4
NTAL/PLCgamma1/GRB2/SLP76/GADs -0.095 0.14 -9999 0 -0.45 15 15
EDG1 0 0 -9999 0 -10000 0 0
mol:DAG -0.055 0.15 -9999 0 -0.42 15 15
MAP2K2 0.027 0.017 -9999 0 -10000 0 0
MAP2K1 0.027 0.017 -9999 0 -10000 0 0
MAP2K7 0.013 0 -9999 0 -10000 0 0
KLRG1/SHP2 -0.035 0.09 -9999 0 -0.36 1 1
MAP2K4 0.017 0.01 -9999 0 -10000 0 0
Fc epsilon R1/FcgammaRIIB -0.062 0.12 -9999 0 -0.36 17 17
mol:Choline -0.031 0.083 -9999 0 -10000 0 0
SHC/Grb2/SOS1 -0.037 0.11 -9999 0 -0.4 1 1
FYN 0.013 0 -9999 0 -10000 0 0
DOK1 0.013 0 -9999 0 -10000 0 0
PXN -0.058 0.14 -9999 0 -0.44 4 4
HCLS1 -0.053 0.12 -9999 0 -0.3 24 24
PRKCB -0.067 0.15 -9999 0 -0.37 31 31
FCGR2B 0.011 0.005 -9999 0 -10000 0 0
IGHE 0 0.003 -9999 0 -10000 0 0
KLRG1/SHIP -0.037 0.1 -9999 0 -0.33 4 4
LCP2 0.013 0.001 -9999 0 -10000 0 0
PLA2G4A -0.059 0.13 -9999 0 -0.42 9 9
RASA1 0.013 0 -9999 0 -10000 0 0
mol:Phosphatidic acid -0.031 0.083 -9999 0 -10000 0 0
IKK complex -0.021 0.089 -9999 0 -0.21 14 14
WIPF1 0.013 0 -9999 0 -10000 0 0
EPHB forward signaling

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
Ephrin A5/EPHB2 -0.013 0.08 -10000 0 -0.6 2 2
cell-cell adhesion 0.055 0.14 0.59 2 -10000 0 2
Ephrin B/EPHB2/RasGAP 0.031 0.064 -10000 0 -0.46 4 4
ITSN1 0.013 0 -10000 0 -10000 0 0
PIK3CA 0.013 0 -10000 0 -10000 0 0
SHC1 0.013 0 -10000 0 -10000 0 0
Ephrin B1/EPHB3 -0.03 0.16 -10000 0 -0.54 21 21
Ephrin B1/EPHB1 -0.056 0.19 -10000 0 -0.54 32 32
HRAS/GDP -0.053 0.14 -10000 0 -0.4 30 30
Ephrin B/EPHB1/GRB7 -0.074 0.22 -10000 0 -0.49 52 52
Endophilin/SYNJ1 0.024 0.059 -10000 0 -0.43 4 4
KRAS 0.013 0 -10000 0 -10000 0 0
Ephrin B/EPHB1/Src -0.031 0.18 -10000 0 -0.48 33 33
endothelial cell migration 0.029 0 -10000 0 -10000 0 0
GRB2 0.013 0 -10000 0 -10000 0 0
GRB7 -0.058 0.23 -10000 0 -0.81 21 21
PAK1 0.029 0.061 -10000 0 -0.43 4 4
HRAS 0.013 0 -10000 0 -10000 0 0
RRAS 0.024 0.06 -10000 0 -0.44 4 4
DNM1 0.01 0.052 -10000 0 -0.81 1 1
cell-cell signaling 0 0 -10000 0 -10000 0 0
CRK -0.034 0.17 -10000 0 -0.45 33 33
lamellipodium assembly -0.055 0.14 -10000 0 -0.59 2 2
Ephrin B/EPHB1/Src/p52 SHC/GRB2 -0.004 0.1 -10000 0 -0.43 2 2
PIK3R1 0.013 0 -10000 0 -10000 0 0
EPHB2 0.007 0.074 -10000 0 -0.81 2 2
EPHB3 -0.058 0.23 -10000 0 -0.81 21 21
EPHB1 -0.095 0.28 -10000 0 -0.81 32 32
EPHB4 0.013 0 -10000 0 -10000 0 0
mol:GDP -0.002 0.14 -10000 0 -0.35 30 30
Ephrin B/EPHB2 0.023 0.064 -10000 0 -0.46 4 4
Ephrin B/EPHB3 -0.016 0.14 -10000 0 -0.46 23 23
JNK cascade -0.035 0.17 -10000 0 -0.45 34 34
Ephrin B/EPHB1 -0.039 0.18 -10000 0 -0.48 33 33
RAP1/GDP 0.012 0.13 -10000 0 -0.5 2 2
EFNB2 0.013 0 -10000 0 -10000 0 0
EFNB3 0.006 0.074 -10000 0 -0.81 2 2
EFNB1 0.013 0 -10000 0 -10000 0 0
Ephrin B2/EPHB1-2 -0.048 0.18 -10000 0 -0.5 34 34
RAP1B 0.013 0 -10000 0 -10000 0 0
RAP1A 0.013 0 -10000 0 -10000 0 0
CDC42/GTP -0.057 0.14 -10000 0 -0.63 2 2
Rap1/GTP -0.056 0.14 -10000 0 -0.6 2 2
axon guidance -0.013 0.079 -10000 0 -0.6 2 2
MAPK3 0.008 0.092 -10000 0 -0.38 2 2
MAPK1 0.008 0.092 -10000 0 -0.38 2 2
Rac1/GDP 0.007 0.13 -10000 0 -0.46 3 3
actin cytoskeleton reorganization -0.044 0.11 -10000 0 -0.47 2 2
CDC42/GDP 0.007 0.13 -10000 0 -0.46 3 3
PI3K 0.031 0 -10000 0 -10000 0 0
EFNA5 0.011 0.005 -10000 0 -10000 0 0
Ephrin B2/EPHB4 0.018 0 -10000 0 -10000 0 0
Ephrin B/EPHB2/Intersectin/N-WASP 0.028 0.038 -10000 0 -10000 0 0
CDC42 0.013 0 -10000 0 -10000 0 0
RAS family/GTP -0.054 0.13 -10000 0 -0.58 2 2
PTK2 0.014 0.033 -10000 0 -10000 0 0
MAP4K4 -0.035 0.17 -10000 0 -0.46 34 34
SRC 0.013 0 -10000 0 -10000 0 0
KALRN 0.013 0.001 -10000 0 -10000 0 0
Intersectin/N-WASP 0.02 0 -10000 0 -10000 0 0
neuron projection morphogenesis 0.01 0.12 -10000 0 -0.45 2 2
MAP2K1 0.002 0.096 -10000 0 -0.4 2 2
WASL 0.013 0 -10000 0 -10000 0 0
Ephrin B1/EPHB1-2/NCK1 -0.04 0.18 -10000 0 -0.49 34 34
cell migration 0.007 0.1 -10000 0 -0.44 2 2
NRAS 0.013 0 -10000 0 -10000 0 0
SYNJ1 0.024 0.06 -10000 0 -0.44 4 4
PXN 0.013 0 -10000 0 -10000 0 0
TF 0.014 0.074 -10000 0 -0.44 6 6
HRAS/GTP -0.059 0.15 -10000 0 -0.41 35 35
Ephrin B1/EPHB1-2 -0.048 0.18 -10000 0 -0.5 34 34
cell adhesion mediated by integrin 0.01 0.07 0.41 3 -10000 0 3
RAC1 0.013 0 -10000 0 -10000 0 0
mol:GTP -0.029 0.17 -10000 0 -0.44 35 35
RAC1-CDC42/GTP -0.087 0.17 -10000 0 -0.68 6 6
RASA1 0.013 0 -10000 0 -10000 0 0
RAC1-CDC42/GDP 0.012 0.13 -10000 0 -0.5 2 2
ruffle organization -0.012 0.16 -10000 0 -0.6 2 2
NCK1 0.013 0 -10000 0 -10000 0 0
receptor internalization 0.027 0.064 -10000 0 -0.41 5 5
Ephrin B/EPHB2/KALRN 0.03 0.065 -10000 0 -0.46 4 4
ROCK1 -0.022 0.14 -10000 0 -0.49 21 21
RAS family/GDP -0.038 0.094 -10000 0 -0.44 2 2
Rac1/GTP -0.059 0.14 -10000 0 -0.64 2 2
Ephrin B/EPHB1/Src/Paxillin -0.007 0.1 -10000 0 -0.46 2 2
IL27-mediated 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
TGFB1 -0.059 0.12 -10000 0 -10000 0 0
CD4-positive alpha-beta T cell lineage commitment 0 0 -10000 0 -10000 0 0
cytokine production during immune response -0.004 0.11 0.41 8 -10000 0 8
IL27/IL27R/JAK1 0.03 0.14 -10000 0 -0.51 8 8
TBX21 0.034 0.15 -10000 0 -0.64 3 3
IL12B 0.005 0.054 -10000 0 -0.82 1 1
IL12A 0.009 0.004 -10000 0 -10000 0 0
IL6ST 0.013 0.02 -10000 0 -10000 0 0
IL27RA/JAK1 0.025 0.024 -10000 0 -10000 0 0
IL27 -0.033 0.18 -10000 0 -0.81 13 13
TYK2 0.014 0.006 -10000 0 -10000 0 0
T-helper cell lineage commitment -0.19 0.31 -10000 0 -0.64 74 74
T-helper 2 cell differentiation -0.004 0.11 0.41 8 -10000 0 8
T cell proliferation during immune response -0.004 0.11 0.41 8 -10000 0 8
MAPKKK cascade 0.004 0.11 -10000 0 -0.41 8 8
STAT3 0.013 0 -10000 0 -10000 0 0
STAT2 0.013 0 -10000 0 -10000 0 0
STAT1 0.005 0.091 -10000 0 -0.81 3 3
IL12RB1 0.005 0.075 -10000 0 -0.81 2 2
positive regulation of tyrosine phosphorylation of STAT protein 0 0 -10000 0 -10000 0 0
IL12RB2 0.03 0.16 -10000 0 -0.55 9 9
IL27/IL27R/JAK2/TYK2 0.004 0.11 -10000 0 -0.42 8 8
positive regulation of T cell mediated cytotoxicity 0.004 0.11 -10000 0 -0.41 8 8
STAT1 (dimer) 0.025 0.2 0.37 2 -0.72 4 6
JAK2 0.013 0.007 -10000 0 -10000 0 0
JAK1 0.015 0.002 -10000 0 -10000 0 0
STAT2 (dimer) 0.007 0.11 -10000 0 -0.42 5 5
T cell proliferation -0.063 0.19 -10000 0 -0.54 26 26
IL12/IL12R/TYK2/JAK2 0.001 0.098 -10000 0 -0.41 3 3
IL17A -0.2 0.31 -10000 0 -0.64 74 74
mast cell activation -0.004 0.11 0.41 8 -10000 0 8
IFNG -0.004 0.042 -10000 0 -0.097 37 37
T cell differentiation -0.003 0.006 -10000 0 -0.019 18 18
STAT3 (dimer) 0.007 0.11 -10000 0 -0.4 7 7
STAT5A (dimer) 0.007 0.11 -10000 0 -0.42 5 5
STAT4 (dimer) 0.007 0.11 -10000 0 -0.42 5 5
STAT4 0.013 0 -10000 0 -10000 0 0
T cell activation -0.007 0.003 -10000 0 -10000 0 0
IL27R/JAK2/TYK2 0.022 0.048 -10000 0 -10000 0 0
GATA3 0.003 0.092 -10000 0 -0.74 3 3
IL18 0.01 0.001 -10000 0 -10000 0 0
positive regulation of mast cell cytokine production 0.008 0.1 -10000 0 -0.39 7 7
IL27/EBI3 -0.022 0.15 -10000 0 -0.63 13 13
IL27RA 0.013 0.023 -10000 0 -10000 0 0
IL6 -0.13 0.27 -10000 0 -0.89 21 21
STAT5A 0.013 0 -10000 0 -10000 0 0
monocyte differentiation -0.001 0.002 -10000 0 -10000 0 0
IL2 -0.004 0.013 -10000 0 -10000 0 0
IL1B -0.098 0.24 -10000 0 -0.63 41 41
EBI3 0.013 0.007 -10000 0 -10000 0 0
TNF 0.009 0.002 -10000 0 -10000 0 0
EGFR-dependent Endothelin signaling events

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
HRAS 0.013 0 -9999 0 -10000 0 0
EGFR 0.013 0 -9999 0 -10000 0 0
EGF/EGFR -0.075 0.18 -9999 0 -0.48 37 37
EGF/EGFR dimer/SHC/GRB2/SOS1 -0.013 0.11 -9999 0 -0.46 11 11
mol:GTP 0 0 -9999 0 -10000 0 0
EDNRA -0.071 0.25 -9999 0 -0.81 25 25
response to oxidative stress 0 0 -9999 0 -10000 0 0
EGF -0.027 0.17 -9999 0 -0.81 11 11
EGF/EGFR dimer/SHC -0.033 0.13 -9999 0 -0.54 11 11
mol:GDP -0.015 0.11 -9999 0 -0.45 11 11
mol:Ca2+ 0 0 -9999 0 -10000 0 0
EDN1 0.007 0.074 -9999 0 -0.81 2 2
GRB2/SOS1 0.02 0 -9999 0 -10000 0 0
HRAS/GTP -0.037 0.09 -9999 0 -0.42 11 11
SHC1 0.013 0 -9999 0 -10000 0 0
HRAS/GDP -0.038 0.092 -9999 0 -0.43 11 11
FRAP1 -0.018 0.1 -9999 0 -0.44 11 11
EGF/EGFR dimer -0.051 0.15 -9999 0 -0.62 11 11
SOS1 0.013 0 -9999 0 -10000 0 0
GRB2 0.013 0 -9999 0 -10000 0 0
ETA receptor/Endothelin-1 -0.051 0.2 -9999 0 -0.62 27 27
Signaling events mediated by PRL

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
CCNE1 -0.01 0.14 -10000 0 -0.81 7 7
mol:Halofuginone 0.005 0 -10000 0 -10000 0 0
ITGA1 0.013 0 -10000 0 -10000 0 0
CDKN1A 0.03 0.002 -10000 0 -10000 0 0
PRL-3/alpha Tubulin -0.035 0.18 -10000 0 -0.62 21 21
mol:Ca2+ -0.13 0.3 0.36 17 -0.62 59 76
AGT -0.19 0.35 -10000 0 -0.81 59 59
CCNA2 0.035 0.002 -10000 0 -10000 0 0
TUBA1B 0.013 0 -10000 0 -10000 0 0
EGR1 0.021 0.001 -10000 0 -10000 0 0
CDK2/Cyclin E1 0.027 0.081 -10000 0 -0.44 7 7
MAPK3 -0.035 0.18 -10000 0 -0.62 21 21
PRL-2 /Rab GGTase beta 0.02 0 -10000 0 -10000 0 0
MAPK1 -0.035 0.18 -10000 0 -0.62 21 21
PTP4A1 0.031 0.002 -10000 0 -10000 0 0
PTP4A3 -0.058 0.23 -10000 0 -0.81 21 21
PTP4A2 0.013 0 -10000 0 -10000 0 0
ITGB1 -0.035 0.18 -10000 0 -0.62 21 21
SRC 0.013 0 -10000 0 -10000 0 0
RAC1 0.009 0.068 -10000 0 -10000 0 0
Rab GGTase beta/Rab GGTase alpha 0.02 0 -10000 0 -10000 0 0
PRL-1/ATF-5 0.036 0.008 -10000 0 -10000 0 0
RABGGTA 0.013 0 -10000 0 -10000 0 0
BCAR1 0.031 0.1 0.36 21 -10000 0 21
RHOC 0.009 0.068 -10000 0 -10000 0 0
RHOA 0.009 0.068 -10000 0 -10000 0 0
cell motility 0.013 0.07 -10000 0 -10000 0 0
PRL-1/alpha Tubulin 0.036 0.008 -10000 0 -10000 0 0
PRL-3/alpha1 Integrin -0.035 0.18 -10000 0 -0.62 21 21
ROCK1 0.013 0.07 -10000 0 -10000 0 0
RABGGTB 0.013 0 -10000 0 -10000 0 0
CDK2 0.013 0 -10000 0 -10000 0 0
mitosis 0.031 0.002 -10000 0 -10000 0 0
ATF5 0.013 0 -10000 0 -10000 0 0
Ras signaling in the CD4+ TCR pathway

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
ERK1-2/ELK1 0.001 0.095 -9999 0 -0.4 2 2
MAP3K8 0.014 0 -9999 0 -10000 0 0
FOS -0.011 0.096 -9999 0 -0.36 2 2
PRKCA 0.014 0.001 -9999 0 -10000 0 0
PTPN7 -0.022 0.17 -9999 0 -0.8 11 11
HRAS 0.013 0 -9999 0 -10000 0 0
PRKCB 0.01 0.019 -9999 0 -10000 0 0
NRAS 0.013 0 -9999 0 -10000 0 0
RAS family/GTP 0.027 0.002 -9999 0 -10000 0 0
MAPK3 -0.006 0.072 -9999 0 -0.34 1 1
MAP2K1 -0.037 0.14 -9999 0 -0.28 59 59
ELK1 0.014 0.001 -9999 0 -10000 0 0
BRAF -0.044 0.13 -9999 0 -0.28 59 59
mol:GTP 0 0 -9999 0 -0.004 1 1
MAPK1 -0.006 0.072 -9999 0 -0.34 1 1
RAF1 -0.044 0.13 -9999 0 -0.32 1 1
KRAS 0.013 0 -9999 0 -10000 0 0
JNK signaling in the CD4+ TCR pathway

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
LAT/GRAP2/SLP76/HPK1 0.019 0.058 -9999 0 -0.49 1 1
MAP4K1 0.012 0.004 -9999 0 -10000 0 0
MAP3K8 0.013 0 -9999 0 -10000 0 0
PRKCB 0.01 0.006 -9999 0 -10000 0 0
DBNL 0.013 0 -9999 0 -10000 0 0
CRKL 0.013 0 -9999 0 -10000 0 0
MAP3K1 0.025 0.052 -9999 0 -10000 0 0
JUN -0.09 0.22 -9999 0 -0.48 59 59
MAP3K7 0.025 0.052 -9999 0 -10000 0 0
GRAP2 0.013 0.002 -9999 0 -10000 0 0
CRK 0.013 0 -9999 0 -10000 0 0
MAP2K4 0.031 0.052 -9999 0 -10000 0 0
LAT 0.01 0.052 -9999 0 -0.81 1 1
LCP2 0.013 0 -9999 0 -10000 0 0
MAPK8 -0.1 0.23 -9999 0 -0.51 59 59
LAT/GRAP2/SLP76/HPK1/HIP-55/CRK family 0.02 0.055 -9999 0 -0.29 3 3
LAT/GRAP2/SLP76/HPK1/HIP-55 0.025 0.055 -9999 0 -0.46 1 1
IFN-gamma 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
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 -0.03 0.16 -9999 0 -0.41 37 37
positive regulation of NF-kappaB transcription factor activity 0 0.001 -9999 0 -10000 0 0
CRKL 0.013 0 -9999 0 -10000 0 0
STAT1 (dimer)/Cbp/p300 -0.005 0.16 -9999 0 -0.73 4 4
IFN-gammaR/JAK1/JAK1/JAK2/JAK2 0.014 0.036 -9999 0 -10000 0 0
antigen processing and presentation of peptide antigen via MHC class I -0.033 0.068 -9999 0 -0.32 4 4
CaM/Ca2+ -0.025 0.15 -9999 0 -0.38 37 37
RAP1A 0.013 0 -9999 0 -10000 0 0
STAT1 (dimer)/SHP2 -0.03 0.17 -9999 0 -0.42 37 37
AKT1 -0.013 0.14 -9999 0 -0.41 1 1
MAP2K1 -0.018 0.15 -9999 0 -0.42 2 2
MAP3K11 -0.027 0.15 -9999 0 -0.39 37 37
IFNGR1 0.008 0.017 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CaM/Ca2+/CAMKII -0.052 0.15 -9999 0 -0.42 19 19
Rap1/GTP -0.044 0.1 -9999 0 -10000 0 0
CRKL/C3G 0.02 0 -9999 0 -10000 0 0
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 /TC-PTP -0.032 0.17 -9999 0 -0.44 37 37
CEBPB 0.005 0.15 -9999 0 -0.61 1 1
STAT3 0.013 0 -9999 0 -10000 0 0
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2/SOCS1 -0.024 0.16 -9999 0 -0.47 2 2
STAT1 -0.032 0.17 -9999 0 -0.42 37 37
CALM1 0.013 0 -9999 0 -10000 0 0
IFN-gamma (dimer) -0.11 0.29 -9999 0 -0.8 37 37
PIK3CA 0.013 0 -9999 0 -10000 0 0
STAT1 (dimer)/PIAS1 -0.022 0.16 -9999 0 -0.7 4 4
CEBPB/PTGES2/Cbp/p300 -0.035 0.075 -9999 0 -0.37 1 1
mol:Ca2+ -0.031 0.16 -9999 0 -0.41 37 37
MAPK3 -0.003 0.13 -9999 0 -0.43 1 1
STAT1 (dimer) -0.043 0.091 -9999 0 -0.45 4 4
MAPK1 -0.003 0.13 -9999 0 -0.43 1 1
JAK2 0.008 0.017 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
JAK1 0.008 0.017 -9999 0 -10000 0 0
CAMK2D 0.013 0 -9999 0 -10000 0 0
DAPK1 0.01 0.14 -9999 0 -0.52 9 9
SMAD7 0.018 0.054 -9999 0 -10000 0 0
CBL/CRKL/C3G -0.012 0.14 -9999 0 -0.42 1 1
PI3K -0.056 0.13 -9999 0 -0.41 3 3
IFNG -0.11 0.29 -9999 0 -0.8 37 37
apoptosis 0.004 0.11 -9999 0 -0.4 9 9
CAMK2G 0.013 0 -9999 0 -10000 0 0
STAT3 (dimer) 0.013 0 -9999 0 -10000 0 0
CAMK2A 0.011 0.005 -9999 0 -10000 0 0
CAMK2B -0.007 0.12 -9999 0 -0.81 5 5
FRAP1 -0.012 0.13 -9999 0 -0.38 1 1
PRKCD -0.012 0.14 -9999 0 -0.42 1 1
RAP1B 0.013 0 -9999 0 -10000 0 0
negative regulation of cell growth -0.033 0.068 -9999 0 -0.32 4 4
PTPN2 0.013 0 -9999 0 -10000 0 0
EP300 0.014 0 -9999 0 -10000 0 0
IRF1 0.008 0.14 -9999 0 -0.59 4 4
STAT1 (dimer)/PIASy -0.025 0.16 -9999 0 -0.71 4 4
SOCS1 0.003 0.041 -9999 0 -0.62 1 1
mol:GDP -0.013 0.14 -9999 0 -0.4 1 1
CASP1 0.017 0.058 -9999 0 -0.37 1 1
PTGES2 0.013 0 -9999 0 -10000 0 0
IRF9 0.029 0.052 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 -0.055 0.13 -9999 0 -0.4 3 3
RAP1/GDP -0.045 0.11 -9999 0 -10000 0 0
CBL -0.027 0.15 -9999 0 -0.39 37 37
MAP3K1 -0.027 0.15 -9999 0 -0.39 37 37
PIAS1 0.013 0 -9999 0 -10000 0 0
PIAS4 0.013 0.001 -9999 0 -10000 0 0
antigen processing and presentation of peptide antigen via MHC class II -0.033 0.068 -9999 0 -0.32 4 4
PTPN11 -0.035 0.16 -9999 0 -0.41 37 37
CREBBP 0.014 0 -9999 0 -10000 0 0
RAPGEF1 0.013 0 -9999 0 -10000 0 0
Integrins in angiogenesis

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
VEGFR2 homodimer/VEGFA homodimer -0.025 0.16 -9999 0 -0.62 17 17
alphaV beta3 Integrin 0.006 0.059 -9999 0 -0.28 3 3
PTK2 -0.012 0.13 -9999 0 -0.46 6 6
IGF1R 0.013 0 -9999 0 -10000 0 0
PI4KB 0.013 0 -9999 0 -10000 0 0
MFGE8 0.013 0 -9999 0 -10000 0 0
SRC 0.013 0 -9999 0 -10000 0 0
CDKN1B -0.003 0.089 -9999 0 -0.39 11 11
VEGFA -0.044 0.21 -9999 0 -0.81 17 17
ILK -0.003 0.089 -9999 0 -0.39 11 11
ROCK1 0.013 0 -9999 0 -10000 0 0
AKT1 0.004 0.083 -9999 0 -0.36 11 11
PTK2B -0.004 0.13 -9999 0 -0.46 17 17
alphaV/beta3 Integrin/JAM-A -0.002 0.12 -9999 0 -0.48 11 11
CBL 0.013 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
alphaV beta3 Integrin/ANGPTL3 0.018 0.025 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1/Shp2 0.005 0.071 -9999 0 -0.49 2 2
VEGF/Rho/ROCK/alphaV/beta3 Integrin 0.008 0.081 -9999 0 -0.4 2 2
alphaV/beta3 Integrin/Syndecan-1 0.023 0.025 -9999 0 -10000 0 0
PI4KA 0.013 0 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1 -0.066 0.14 -9999 0 -0.46 20 20
PI4 Kinase 0.02 0 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Osteopontin -0.25 0.28 -9999 0 -0.54 119 119
RPS6KB1 -0.029 0.14 -9999 0 -0.43 20 20
TLN1 0.013 0 -9999 0 -10000 0 0
MAPK3 -0.034 0.15 -9999 0 -0.44 19 19
GPR124 0.013 0 -9999 0 -10000 0 0
MAPK1 -0.034 0.15 -9999 0 -0.44 19 19
PXN 0.013 0 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Tumstatin -0.017 0.12 -9999 0 -0.54 9 9
cell adhesion 0.026 0.026 -9999 0 -10000 0 0
ANGPTL3 0.006 0.007 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Src -0.012 0.14 -9999 0 -0.54 17 17
IGF-1R heterotetramer 0.013 0 -9999 0 -10000 0 0
Rac1/GDP 0.01 0 -9999 0 -10000 0 0
TGFBR2 0.013 0 -9999 0 -10000 0 0
ITGB3 0.013 0.002 -9999 0 -10000 0 0
IGF1 0.004 0.074 -9999 0 -0.81 2 2
RAC1 0.013 0 -9999 0 -10000 0 0
regulation of cell-matrix adhesion 0.023 0.025 -9999 0 -10000 0 0
apoptosis 0.013 0 -9999 0 -10000 0 0
CD47 0.013 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/CD47 0.023 0.025 -9999 0 -10000 0 0
VCL 0.013 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Del1 -0.001 0.069 -9999 0 -0.28 6 6
CSF1 0.013 0.001 -9999 0 -10000 0 0
PIK3C2A -0.003 0.089 -9999 0 -0.39 11 11
PI4 Kinase/Pyk2 -0.054 0.14 -9999 0 -0.56 7 7
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin -0.006 0.14 -9999 0 -0.5 17 17
FAK1/Vinculin -0.001 0.11 -9999 0 -0.38 5 5
alphaV beta3/Integrin/ppsTEM5 0.023 0.025 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
VTN -0.025 0.17 -9999 0 -0.81 11 11
BCAR1 0.013 0 -9999 0 -10000 0 0
FGF2 0.012 0.004 -9999 0 -10000 0 0
F11R 0.018 0.006 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Lactadherin 0.023 0.025 -9999 0 -10000 0 0
alphaV/beta3 Integrin/TGFBR2 0.023 0.025 -9999 0 -10000 0 0
alphaV/beta3 Integrin/c-FMS/Cbl/Cas 0.033 0.013 -9999 0 -10000 0 0
HSP90AA1 0.013 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Talin 0.022 0.022 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
FN1 -0.054 0.22 -9999 0 -0.81 20 20
alphaV/beta3 Integrin/Pyk2 0 0.13 -9999 0 -0.46 17 17
SDC1 0.013 0 -9999 0 -10000 0 0
VAV3 0.029 0.015 -9999 0 -10000 0 0
PTPN11 0.013 0 -9999 0 -10000 0 0
IRS1 0.013 0 -9999 0 -10000 0 0
FAK1/Paxillin -0.001 0.11 -9999 0 -0.38 5 5
cell migration 0.006 0.1 -9999 0 -0.37 3 3
ITGAV 0.013 0 -9999 0 -10000 0 0
PI3K 0.005 0.1 -9999 0 -0.43 11 11
SPP1 -0.39 0.41 -9999 0 -0.81 119 119
KDR 0.013 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Caspase 8 0.013 0 -9999 0 -10000 0 0
COL4A3 -0.021 0.15 -9999 0 -0.81 9 9
angiogenesis -0.032 0.15 -9999 0 -0.44 19 19
Rac1/GTP 0.025 0.038 -9999 0 -10000 0 0
EDIL3 0.011 0.005 -9999 0 -10000 0 0
cell proliferation 0.023 0.025 -9999 0 -10000 0 0
TCR signaling in naïve CD8+ T cells

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
GRB2/SOS1/SHC 0.025 0.11 -10000 0 -0.49 7 7
FYN 0.016 0.14 -10000 0 -0.54 10 10
LAT/GRAP2/SLP76 -0.023 0.11 -10000 0 -0.5 8 8
IKBKB 0.01 0.052 -10000 0 -0.81 1 1
AKT1 0.027 0.1 -10000 0 -0.4 9 9
B2M 0.014 0.003 -10000 0 -10000 0 0
IKBKG -0.023 0.047 -10000 0 -0.16 9 9
MAP3K8 0.013 0 -10000 0 -10000 0 0
mol:Ca2+ -0.02 0.051 -10000 0 -0.16 29 29
integrin-mediated signaling pathway 0.018 0 -10000 0 -10000 0 0
LAT/GRAP2/SLP76/VAV1/PI3K Class IA 0.022 0.14 -10000 0 -0.54 10 10
TRPV6 -0.097 0.26 -10000 0 -0.82 29 29
CD28 0.013 0.002 -10000 0 -10000 0 0
SHC1 0.015 0.13 -10000 0 -0.57 9 9
receptor internalization 0.006 0.14 -10000 0 -0.54 12 12
PRF1 0.002 0.17 -10000 0 -0.71 10 10
KRAS 0.013 0 -10000 0 -10000 0 0
GRB2 0.013 0 -10000 0 -10000 0 0
COT/AKT1 0.031 0.084 -10000 0 -0.33 7 7
LAT 0.013 0.14 -10000 0 -0.56 10 10
EntrezGene:6955 0.001 0.003 -10000 0 -10000 0 0
CD3D 0.013 0.019 -10000 0 -0.28 1 1
CD3E 0.013 0.02 -10000 0 -0.29 1 1
CD3G 0.012 0.019 -10000 0 -0.28 1 1
RASGRP2 -0.013 0.057 -10000 0 -0.16 31 31
RASGRP1 0.034 0.1 -10000 0 -0.4 7 7
HLA-A 0.014 0.003 -10000 0 -10000 0 0
RASSF5 0.013 0 -10000 0 -10000 0 0
RAP1A/GTP/RAPL 0.018 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
mol:GDP 0.024 0.041 -10000 0 -0.12 6 6
PDK1/CARD11/BCL10/MALT1/TRAF6 -0.042 0.084 -10000 0 -0.26 17 17
PRKCA -0.009 0.055 -10000 0 -0.25 6 6
GRAP2 0.013 0.002 -10000 0 -10000 0 0
mol:IP3 0.007 0.12 0.27 28 -0.38 8 36
EntrezGene:6957 0.001 0.004 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8 0.005 0.12 -10000 0 -0.48 10 10
ORAI1 0.05 0.12 0.38 29 -10000 0 29
CSK 0.014 0.13 -10000 0 -0.54 10 10
B7 family/CD28 0.011 0.15 -10000 0 -0.6 8 8
CHUK 0.013 0 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8/LCK/ZAP-70 0.008 0.15 -10000 0 -0.61 10 10
PTPN6 0.013 0.13 -10000 0 -0.55 9 9
VAV1 0.012 0.14 -10000 0 -0.59 9 9
Monovalent TCR/CD3 -0.002 0.11 -10000 0 -0.49 9 9
CBL 0.013 0 -10000 0 -10000 0 0
LCK 0.012 0.14 -10000 0 -0.52 11 11
PAG1 0.014 0.13 -10000 0 -0.55 10 10
RAP1A 0.013 0 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8/LCK 0.007 0.14 -10000 0 -0.59 10 10
CD80 -0.007 0.13 -10000 0 -0.81 6 6
CD86 0.013 0.002 -10000 0 -10000 0 0
PDK1/CARD11/BCL10/MALT1 -0.051 0.1 -10000 0 -0.26 43 43
HRAS 0.013 0 -10000 0 -10000 0 0
GO:0035030 0.011 0.12 -10000 0 -0.5 8 8
CD8A 0.011 0.054 -10000 0 -0.82 1 1
CD8B 0 0.11 -10000 0 -0.7 5 5
PTPRC 0.013 0.003 -10000 0 -10000 0 0
PDK1/PKC theta 0.031 0.12 -10000 0 -0.48 9 9
CSK/PAG1 0.019 0.13 -10000 0 -0.54 9 9
SOS1 0.013 0 -10000 0 -10000 0 0
peptide-MHC class I 0.021 0.005 -10000 0 -10000 0 0
GRAP2/SLP76 -0.027 0.12 -10000 0 -0.56 9 9
STIM1 0.025 0.063 -10000 0 -10000 0 0
RAS family/GTP 0.038 0.047 -10000 0 -0.15 4 4
TCR/CD3/MHC I/CD8/LCK/ZAP-70/CBL/ubiquitin 0.005 0.15 -10000 0 -0.56 12 12
mol:DAG -0.009 0.085 -10000 0 -0.35 8 8
RAP1A/GDP 0.012 0.018 -10000 0 -10000 0 0
PLCG1 0.013 0 -10000 0 -10000 0 0
CD247 0.014 0.003 -10000 0 -10000 0 0
cytotoxic T cell degranulation 0.003 0.16 -10000 0 -0.68 10 10
RAP1A/GTP -0.008 0.019 -10000 0 -10000 0 0
mol:PI-3-4-5-P3 0.024 0.12 -10000 0 -0.45 10 10
LAT/GRAP2/SLP76/VAV1/PLCgamma1 0.002 0.14 0.29 28 -0.49 8 36
NRAS 0.013 0 -10000 0 -10000 0 0
ZAP70 0.006 0.074 -10000 0 -0.81 2 2
GRB2/SOS1 0.02 0 -10000 0 -10000 0 0
LAT/GRAP2/SLP76/VAV1 -0.023 0.11 -10000 0 -0.5 8 8
MALT1 0.013 0 -10000 0 -10000 0 0
TRAF6 0.013 0 -10000 0 -10000 0 0
CD8 heterodimer 0.002 0.11 -10000 0 -0.75 4 4
CARD11 -0.12 0.3 -10000 0 -0.81 38 38
PRKCB -0.019 0.07 -10000 0 -0.29 8 8
PRKCE -0.009 0.055 -10000 0 -0.25 6 6
PRKCQ 0.025 0.14 -10000 0 -0.52 10 10
LCP2 0.013 0 -10000 0 -10000 0 0
BCL10 0.013 0 -10000 0 -10000 0 0
regulation of survival gene product expression 0.028 0.09 -10000 0 -0.34 9 9
IKK complex 0.022 0.043 -10000 0 -0.11 5 5
RAS family/GDP -0.002 0.005 -10000 0 -10000 0 0
MAP3K14 0.033 0.067 -10000 0 -0.26 5 5
PDPK1 0.029 0.098 -10000 0 -0.4 7 7
TCR/CD3/MHC I/CD8/Fyn 0.009 0.14 -10000 0 -0.63 9 9
ErbB4 signaling events

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
ErbB4/ErbB4/HBEGF/HBEGF 0.026 0.06 -9999 0 -0.51 3 3
epithelial cell differentiation -0.013 0.064 -9999 0 -10000 0 0
ITCH 0.014 0.002 -9999 0 -10000 0 0
WWP1 0.031 0.009 -9999 0 -10000 0 0
FYN 0.013 0 -9999 0 -10000 0 0
EGFR 0.013 0 -9999 0 -10000 0 0
PRL -0.013 0.13 -9999 0 -0.81 6 6
neuron projection morphogenesis 0.041 0.039 -9999 0 -10000 0 0
PTPRZ1 0.002 0.052 -9999 0 -0.81 1 1
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/GRB2/SHC 0.034 0.043 -9999 0 -10000 0 0
ErbB4 CYT2/ErbB4 CYT2/neuregulin 1 beta/neuregulin 1 beta 0.029 0.014 -9999 0 -10000 0 0
ADAM17 0.014 0.002 -9999 0 -10000 0 0
ErbB4/ErbB4 0.032 0.011 -9999 0 -10000 0 0
ErbB4/ErbB4/neuregulin 3/neuregulin 3 0.029 0.011 -9999 0 -10000 0 0
NCOR1 0.013 0 -9999 0 -10000 0 0
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/Fyn 0.021 0.045 -9999 0 -10000 0 0
GRIN2B -0.18 0.23 -9999 0 -0.44 106 106
ErbB4/ErbB2/betacellulin 0.03 0.063 -9999 0 -0.46 4 4
STAT1 0.003 0.091 -9999 0 -0.81 3 3
HBEGF 0.003 0.091 -9999 0 -0.81 3 3
PRLR 0.013 0.002 -9999 0 -10000 0 0
E4ICDs/ETO2 0.019 0.08 -9999 0 -0.53 5 5
axon guidance 0.068 0.065 -9999 0 -10000 0 0
NEDD4 0.014 0.002 -9999 0 -10000 0 0
Prolactin receptor/Prolactin receptor/Prolactin -0.004 0.1 -9999 0 -0.62 6 6
CBFA2T3 -0.005 0.12 -9999 0 -0.81 5 5
ErbB4/ErbB2/HBEGF 0.025 0.083 -9999 0 -0.46 7 7
MAPK3 0.036 0.04 -9999 0 -10000 0 0
STAT1 (dimer) 0.026 0.06 -9999 0 -0.51 3 3
MAPK1 0.036 0.04 -9999 0 -10000 0 0
JAK2 0.013 0 -9999 0 -10000 0 0
ErbB4/ErbB2/neuregulin 1 beta 0.012 0.081 -9999 0 -0.51 4 4
NRG1 0.018 0.007 -9999 0 -10000 0 0
NRG3 0.009 0.006 -9999 0 -10000 0 0
NRG2 0.005 0.006 -9999 0 -10000 0 0
NRG4 0.01 0.005 -9999 0 -10000 0 0
heart development 0.068 0.065 -9999 0 -10000 0 0
neural crest cell migration 0.012 0.08 -9999 0 -0.51 4 4
ERBB2 0.01 0.083 -9999 0 -0.63 4 4
WWOX/E4ICDs 0.033 0.01 -9999 0 -10000 0 0
SHC1 0.013 0 -9999 0 -10000 0 0
ErbB4/EGFR/neuregulin 4 0.035 0.018 -9999 0 -10000 0 0
apoptosis 0.032 0.055 -9999 0 -10000 0 0
ErbB4/ErbB4/neuregulin 2 beta/neuregulin 2 beta 0.017 0.017 -9999 0 -10000 0 0
ErbB4/ErbB2/epiregulin -0.21 0.25 -9999 0 -0.46 118 118
ErbB4/ErbB4/betacellulin/betacellulin 0.032 0.01 -9999 0 -10000 0 0
ErbB4/ErbB4/HBEGF/HBEGF/Prolactin receptor/Prolactin receptor/Prolactin/JAK2 0.026 0.09 -9999 0 -0.42 9 9
MDM2 0.034 0.01 -9999 0 -10000 0 0
ErbB4 JM-B/ErbB4 JM-B/neuregulin 1 beta/neuregulin 1 beta 0.016 0.046 -9999 0 -10000 0 0
STAT5A 0.069 0.06 -9999 0 -10000 0 0
ErbB4/EGFR/neuregulin 1 beta 0.021 0.045 -9999 0 -10000 0 0
DLG4 0.013 0 -9999 0 -10000 0 0
GRB2/SHC 0.02 0 -9999 0 -10000 0 0
E4ICDs/TAB2/NCoR1 0.029 0.009 -9999 0 -10000 0 0
STAT5A (dimer) -0.014 0.068 -9999 0 -10000 0 0
MAP3K7IP2 0 0 -9999 0 -10000 0 0
STAT5B (dimer) 0.07 0.054 -9999 0 -10000 0 0
LRIG1 0.013 0 -9999 0 -10000 0 0
EREG -0.38 0.41 -9999 0 -0.81 116 116
BTC 0.013 0.001 -9999 0 -10000 0 0
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta 0.067 0.065 -9999 0 -10000 0 0
ERBB4 0.032 0.011 -9999 0 -10000 0 0
STAT5B 0.013 0 -9999 0 -10000 0 0
YAP1 0.017 0.003 -9999 0 -10000 0 0
GRB2 0.013 0 -9999 0 -10000 0 0
ErbB4/ErbB2/neuregulin 4 0.028 0.063 -9999 0 -0.46 4 4
glial cell differentiation -0.029 0.009 -9999 0 -10000 0 0
WWOX 0.013 0 -9999 0 -10000 0 0
cell proliferation 0.039 0.086 -9999 0 -0.46 4 4
Sphingosine 1-phosphate (S1P) 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
SPHK2 0.013 0 -9999 0 -10000 0 0
SPHK1 -0.1 0.28 -9999 0 -0.81 34 34
GNAI2 0.013 0 -9999 0 -10000 0 0
mol:S1P -0.021 0.1 -9999 0 -0.28 34 34
GNAO1 0.007 0.007 -9999 0 -10000 0 0
mol:Sphinganine-1-P -0.069 0.22 -9999 0 -0.62 34 34
growth factor activity 0 0 -9999 0 -10000 0 0
S1P/S1P2/G12/G13 0.007 0.078 -9999 0 -10000 0 0
GNAI3 0.013 0 -9999 0 -10000 0 0
G12/G13 0.02 0 -9999 0 -10000 0 0
S1PR3 0.013 0 -9999 0 -10000 0 0
S1PR2 0.013 0 -9999 0 -10000 0 0
EDG1 0 0 -9999 0 -10000 0 0
S1P1/S1P -0.021 0.087 -9999 0 -0.24 34 34
S1PR5 -0.014 0.15 -9999 0 -0.81 8 8
S1PR4 0.013 0.002 -9999 0 -10000 0 0
GNAI1 0.013 0.002 -9999 0 -10000 0 0
S1P/S1P5/G12 -0.018 0.13 -9999 0 -0.61 8 8
S1P/S1P3/Gq 0.002 0.082 -9999 0 -0.29 12 12
S1P/S1P4/Gi -0.012 0.081 -9999 0 -0.27 18 18
GNAQ 0.013 0 -9999 0 -10000 0 0
GNAZ 0.013 0.002 -9999 0 -10000 0 0
GNA14 0.013 0.001 -9999 0 -10000 0 0
GNA15 -0.024 0.17 -9999 0 -0.81 11 11
GNA12 0.013 0 -9999 0 -10000 0 0
GNA13 0.013 0 -9999 0 -10000 0 0
GNA11 0.013 0.001 -9999 0 -10000 0 0
ABCC1 0.013 0 -9999 0 -10000 0 0
Signaling mediated by p38-alpha and p38-beta

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
PTGS2 -0.018 0.18 -9999 0 -0.71 13 13
MKNK1 0.013 0 -9999 0 -10000 0 0
MAPK14 -0.004 0.089 -9999 0 -0.39 1 1
ATF2/c-Jun 0.015 0.066 -9999 0 -0.31 1 1
MAPK11 -0.004 0.089 -9999 0 -0.39 1 1
MITF 0.001 0.11 -9999 0 -0.35 11 11
MAPKAPK5 0.004 0.1 -9999 0 -0.3 10 10
KRT8 0.004 0.1 -9999 0 -0.46 1 1
MAPKAPK3 0.013 0 -9999 0 -10000 0 0
MAPKAPK2 0.013 0 -9999 0 -10000 0 0
p38alpha-beta/CK2 -0.006 0.13 -9999 0 -0.37 10 10
CEBPB 0.002 0.11 -9999 0 -0.33 11 11
SLC9A1 0.004 0.1 -9999 0 -0.3 10 10
mol:GDP 0 0 -9999 0 -10000 0 0
ATF2 0.009 0.1 -9999 0 -0.29 10 10
p38alpha-beta/MNK1 0.008 0.1 -9999 0 -0.51 1 1
JUN 0.014 0.066 -9999 0 -0.3 1 1
PPARGC1A -0.005 0.12 -9999 0 -0.39 13 13
USF1 0.004 0.1 -9999 0 -0.3 10 10
RAB5/GDP/GDI1 0.006 0.072 -9999 0 -0.34 1 1
NOS2 -0.032 0.21 -9999 0 -0.66 22 22
DDIT3 0.004 0.1 -9999 0 -0.3 10 10
RAB5A 0.013 0 -9999 0 -10000 0 0
HSPB1 0.01 0.082 -9999 0 -0.38 1 1
p38alpha-beta/HBP1 0.008 0.1 -9999 0 -0.51 1 1
CREB1 0.007 0.1 -9999 0 -0.33 10 10
RAB5/GDP 0.01 0 -9999 0 -10000 0 0
EIF4E 0.009 0.087 -9999 0 -0.45 1 1
RPS6KA4 0.004 0.1 -9999 0 -0.3 10 10
PLA2G4A 0 0.097 -9999 0 -0.43 3 3
GDI1 0.004 0.1 -9999 0 -0.3 10 10
TP53 -0.001 0.12 -9999 0 -0.37 10 10
RPS6KA5 0.004 0.1 -9999 0 -0.3 10 10
ESR1 -0.007 0.14 -9999 0 -0.46 13 13
HBP1 0.013 0 -9999 0 -10000 0 0
MEF2C 0.003 0.11 -9999 0 -0.32 11 11
MEF2A 0.004 0.1 -9999 0 -0.3 10 10
EIF4EBP1 0.006 0.1 -9999 0 -0.33 10 10
KRT19 0.004 0.1 -9999 0 -0.3 10 10
ELK4 0.003 0.1 -9999 0 -0.31 11 11
ATF6 0.004 0.1 -9999 0 -0.3 10 10
ATF1 0.007 0.1 -9999 0 -0.33 10 10
p38alpha-beta/MAPKAPK2 0.008 0.1 -9999 0 -0.51 1 1
p38alpha-beta/MAPKAPK3 0.008 0.1 -9999 0 -0.51 1 1
Signaling events mediated by VEGFR1 and VEGFR2

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
alphaV beta3 Integrin 0.015 0.03 -9999 0 -10000 0 0
AKT1 0.054 0.078 -9999 0 -10000 0 0
PTK2B 0.013 0.12 -9999 0 -0.43 17 17
VEGFR2 homodimer/Frs2 0.034 0.001 -9999 0 -10000 0 0
CAV1 0.013 0.003 -9999 0 -10000 0 0
CALM1 0.013 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Frs2 0.007 0.13 -9999 0 -0.48 17 17
endothelial cell proliferation 0.04 0.094 -9999 0 -10000 0 0
mol:Ca2+ 0.015 0.12 -9999 0 -0.43 17 17
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Rac 0.015 0.13 -9999 0 -0.45 17 17
RP11-342D11.1 0.007 0.12 -9999 0 -0.44 17 17
CDH5 0.01 0.052 -9999 0 -0.81 1 1
VEGFA homodimer -0.001 0.13 -9999 0 -0.49 17 17
SHC1 0.013 0 -9999 0 -10000 0 0
SHC2 -0.007 0.13 -9999 0 -0.81 6 6
HRAS/GDP -0.026 0.093 -9999 0 -10000 0 0
SH2D2A 0.007 0.074 -9999 0 -0.81 2 2
VEGFR2 homodimer/VEGFA homodimer/SHP1/eNOS 0.046 0.093 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/TsAd 0.002 0.14 -9999 0 -0.48 19 19
VEGFR1 homodimer 0.013 0 -9999 0 -10000 0 0
SHC/GRB2/SOS1 -0.028 0.1 -9999 0 -10000 0 0
GRB10 0.016 0.12 -9999 0 -0.43 17 17
PTPN11 0.013 0 -9999 0 -10000 0 0
GRB2 0.013 0 -9999 0 -10000 0 0
PAK1 0.013 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Cadherin/beta catenin 0.018 0.12 -9999 0 -0.42 18 18
HRAS 0.013 0 -9999 0 -10000 0 0
VEGF/Rho/ROCK1/Integrin Complex 0.026 0.065 -9999 0 -0.39 1 1
HIF1A 0.013 0 -9999 0 -10000 0 0
FRS2 0.013 0 -9999 0 -10000 0 0
oxygen and reactive oxygen species metabolic process 0.013 0.12 -9999 0 -0.44 17 17
mol:GTP 0 0 -9999 0 -10000 0 0
FLT4 0.013 0.001 -9999 0 -10000 0 0
Nck/Pak 0.02 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Fyn 0.007 0.13 -9999 0 -0.48 17 17
mol:GDP -0.027 0.1 -9999 0 -10000 0 0
mol:NADP 0.044 0.083 -9999 0 -10000 0 0
eNOS/Hsp90 0.048 0.08 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
mol:IP3 0.015 0.12 -9999 0 -0.44 17 17
HIF1A/ARNT 0.02 0 -9999 0 -10000 0 0
SHB 0.013 0 -9999 0 -10000 0 0
VEGFA -0.042 0.21 -9999 0 -0.8 17 17
VEGFC 0.013 0.001 -9999 0 -10000 0 0
FAK1/Vinculin 0.035 0.1 -9999 0 -0.44 1 1
mol:Ca ++ 0 0 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin 0.011 0.13 -9999 0 -0.45 17 17
PTPN6 0.013 0 -9999 0 -10000 0 0
EPAS1 0.023 0 -9999 0 -10000 0 0
mol:L-citrulline 0.044 0.083 -9999 0 -10000 0 0
ITGAV 0.013 0 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Frs2/GRB2 0.015 0.13 -9999 0 -0.45 17 17
VEGFR2 homodimer/VEGFA homodimer 0.012 0.13 -9999 0 -0.47 17 17
VEGFR2/3 heterodimer 0.033 0.01 -9999 0 -10000 0 0
VEGFB 0.013 0 -9999 0 -10000 0 0
MAPK11 0.018 0.12 -9999 0 -0.41 17 17
VEGFR2 homodimer 0.032 0.001 -9999 0 -10000 0 0
FLT1 0.013 0 -9999 0 -10000 0 0
NEDD4 0.015 0 -9999 0 -10000 0 0
MAPK3 0.007 0.12 -9999 0 -0.42 17 17
MAPK1 0.007 0.12 -9999 0 -0.42 17 17
VEGFA145/NRP2 -0.025 0.16 -9999 0 -0.62 17 17
VEGFR1/2 heterodimer 0.034 0.001 -9999 0 -10000 0 0
KDR 0.032 0.001 -9999 0 -10000 0 0
VEGFA165/NRP1/VEGFR2 homodimer 0.016 0.12 -9999 0 -0.43 17 17
SRC 0.013 0 -9999 0 -10000 0 0
platelet activating factor biosynthetic process 0.006 0.12 -9999 0 -0.43 17 17
PI3K 0.042 0.098 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/NCK1 0.007 0.13 -9999 0 -0.48 17 17
FES 0.015 0.12 -9999 0 -0.44 17 17
GAB1 0.032 0.098 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Src 0.007 0.13 -9999 0 -0.48 17 17
CTNNB1 0.013 0 -9999 0 -10000 0 0
SOS1 0.013 0 -9999 0 -10000 0 0
ARNT 0.013 0 -9999 0 -10000 0 0
eNOS/Caveolin-1 0.044 0.086 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Yes 0.007 0.13 -9999 0 -0.48 17 17
PI3K/GAB1 0.057 0.079 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Frs2/Nck/Pak 0.02 0.12 -9999 0 -10000 0 0
PRKACA 0.013 0 -9999 0 -10000 0 0
VEGFR2/3 heterodimer/VEGFC homodimer 0.038 0.016 -9999 0 -10000 0 0
HSP90AA1 0.013 0 -9999 0 -10000 0 0
CDC42 0.015 0.12 -9999 0 -0.44 17 17
actin cytoskeleton reorganization 0.002 0.14 -9999 0 -0.47 19 19
PTK2 0.028 0.11 -9999 0 -0.47 1 1
EDG1 0.007 0.12 -9999 0 -0.44 17 17
mol:DAG 0.015 0.12 -9999 0 -0.44 17 17
CaM/Ca2+ 0.02 0.11 -9999 0 -0.4 17 17
MAP2K3 0.02 0.12 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/GRB10/NEDD4 0.019 0.13 -9999 0 -0.44 17 17
PLCG1 0.015 0.12 -9999 0 -0.44 17 17
VEGFR2 homodimer/VEGFA homodimer/Src/Shb 0.015 0.13 -9999 0 -0.45 17 17
IQGAP1 0.013 0 -9999 0 -10000 0 0
YES1 0.013 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/SHP2 0.007 0.13 -9999 0 -0.48 17 17
VEGFR2 homodimer/VEGFA homodimer/SHP1 0.007 0.13 -9999 0 -0.48 17 17
cell migration 0.055 0.087 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 0.042 0.093 -9999 0 -10000 0 0
FYN 0.013 0 -9999 0 -10000 0 0
VEGFB/NRP1 0.014 0.12 -9999 0 -0.41 17 17
mol:NO 0.044 0.083 -9999 0 -10000 0 0
PXN 0.013 0 -9999 0 -10000 0 0
HRAS/GTP -0.025 0.093 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/GRB10 0.018 0.13 -9999 0 -0.44 17 17
VHL 0.013 0 -9999 0 -10000 0 0
ITGB3 0.013 0.002 -9999 0 -10000 0 0
NOS3 0.044 0.09 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Sck -0.007 0.16 -9999 0 -0.5 22 22
RAC1 0.013 0 -9999 0 -10000 0 0
PRKCA 0.02 0.12 -9999 0 -0.4 17 17
PRKCB 0.005 0.13 -9999 0 -0.52 8 8
VCL 0.013 0 -9999 0 -10000 0 0
VEGFA165/NRP1 0.008 0.13 -9999 0 -0.45 17 17
VEGFR1/2 heterodimer/VEGFA homodimer 0.007 0.13 -9999 0 -0.48 17 17
VEGFA165/NRP2 -0.025 0.16 -9999 0 -0.62 17 17
MAPKKK cascade 0.037 0.11 -9999 0 -10000 0 0
NRP2 0.013 0.001 -9999 0 -10000 0 0
VEGFC homodimer 0.013 0.001 -9999 0 -10000 0 0
NCK1 0.013 0 -9999 0 -10000 0 0
ROCK1 0.013 0 -9999 0 -10000 0 0
FAK1/Paxillin 0.035 0.1 -9999 0 -0.44 1 1
MAP3K13 0.015 0.12 -9999 0 -0.44 17 17
PDPK1 0.045 0.086 -9999 0 -10000 0 0
Plasma membrane estrogen receptor signaling

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
GNB1/GNG2 0.019 0.043 -10000 0 -10000 0 0
ER alpha/Gai/GDP/Gbeta gamma -0.1 0.18 -10000 0 -0.52 23 23
AKT1 -0.032 0.19 -10000 0 -0.78 15 15
PIK3CA 0.013 0 -10000 0 -10000 0 0
E2/ER alpha (dimer)/PELP1/Src/PI3K -0.037 0.2 -10000 0 -0.81 15 15
mol:Ca2+ 0.019 0.066 -10000 0 -0.38 2 2
IGF1R 0.013 0 -10000 0 -10000 0 0
E2/ER alpha (dimer)/Striatin 0.008 0.038 -10000 0 -10000 0 0
SHC1 0.013 0 -10000 0 -10000 0 0
apoptosis 0.03 0.18 0.74 15 -10000 0 15
RhoA/GTP -0.005 0.02 -10000 0 -10000 0 0
E2/ER alpha (dimer)/PELP1/Src/p130 Cas -0.085 0.13 -10000 0 -0.5 15 15
regulation of stress fiber formation -0.036 0.024 -10000 0 -10000 0 0
E2/ERA-ERB (dimer) 0.006 0.041 -10000 0 -10000 0 0
KRAS 0.013 0 -10000 0 -10000 0 0
G13/GTP 0.008 0.034 -10000 0 -10000 0 0
pseudopodium formation 0.036 0.024 -10000 0 -10000 0 0
E2/ER alpha (dimer)/PELP1 0.008 0.038 -10000 0 -10000 0 0
GRB2 0.013 0 -10000 0 -10000 0 0
GNG2 0.013 0.002 -10000 0 -10000 0 0
GNAO1 0.007 0.007 -10000 0 -10000 0 0
HRAS 0.013 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
mol:NO -0.049 0.16 -10000 0 -0.58 16 16
E2/ER beta (dimer) 0.008 0.021 -10000 0 -10000 0 0
mol:GDP -0.016 0.058 -10000 0 -10000 0 0
mol:NADP -0.049 0.16 -10000 0 -0.58 16 16
PIK3R1 0.013 0 -10000 0 -10000 0 0
mol:IP3 0.019 0.068 -10000 0 -0.39 2 2
IGF-1R heterotetramer 0.013 0 -10000 0 -10000 0 0
PLCB1 0.014 0.07 -10000 0 -0.41 2 2
PLCB2 0.016 0.063 -10000 0 -0.39 1 1
IGF1 0.004 0.074 -10000 0 -0.81 2 2
mol:L-citrulline -0.049 0.16 -10000 0 -0.58 16 16
RHOA 0.013 0 -10000 0 -10000 0 0
Gai/GDP -0.26 0.31 -10000 0 -0.58 118 118
JNK cascade 0.007 0.021 -10000 0 -10000 0 0
BCAR1 0.013 0 -10000 0 -10000 0 0
ESR2 0.013 0.001 -10000 0 -10000 0 0
GNAQ 0.013 0 -10000 0 -10000 0 0
ESR1 0.012 0.004 -10000 0 -10000 0 0
Gq family/GDP/Gbeta gamma 0.018 0.078 -10000 0 -0.43 2 2
E2/ER alpha (dimer)/PELP1/Src/p52 SHC/GRB2/SOS1 0.002 0.06 -10000 0 -10000 0 0
E2/ER alpha (dimer)/PELP1/Src/p52 SHC -0.085 0.13 -10000 0 -0.5 15 15
GNAZ 0.013 0.002 -10000 0 -10000 0 0
E2/ER alpha (dimer) -0.002 0.046 -10000 0 -10000 0 0
STRN 0.013 0 -10000 0 -10000 0 0
GNAL 0.012 0.004 -10000 0 -10000 0 0
PELP1 0.013 0 -10000 0 -10000 0 0
MAPK11 0.015 0.017 -10000 0 -10000 0 0
GNAI2 0.013 0 -10000 0 -10000 0 0
GNAI3 0.013 0 -10000 0 -10000 0 0
GNAI1 0.013 0.002 -10000 0 -10000 0 0
HBEGF -0.14 0.17 -10000 0 -0.47 30 30
cAMP biosynthetic process -0.016 0.044 -10000 0 -10000 0 0
SRC -0.093 0.17 -10000 0 -0.49 23 23
PI3K 0.02 0 -10000 0 -10000 0 0
GNB1 0.013 0 -10000 0 -10000 0 0
G13/GDP/Gbeta gamma -0.015 0.052 -10000 0 -10000 0 0
SOS1 0.013 0 -10000 0 -10000 0 0
IGF-1R heterotetramer/IGF1 -0.084 0.12 -10000 0 -0.46 15 15
Gs family/GTP 0 0.051 -10000 0 -10000 0 0
EntrezGene:2778 0 0 -10000 0 -10000 0 0
RAS family/GTP 0.026 0 -10000 0 -10000 0 0
vasodilation -0.046 0.15 -10000 0 -0.55 16 16
mol:DAG 0.019 0.068 -10000 0 -0.39 2 2
Gs family/GDP/Gbeta gamma -0.021 0.062 -10000 0 -0.38 1 1
MSN 0.037 0.025 -10000 0 -10000 0 0
Gq family/GTP 0.011 0.066 -10000 0 -0.42 1 1
mol:PI-3-4-5-P3 -0.035 0.19 -10000 0 -0.77 15 15
NRAS 0.013 0 -10000 0 -10000 0 0
mol:E2 0 0 -10000 0 -10000 0 0
cell adhesion 0.046 0.15 0.55 16 -10000 0 16
GRB2/SOS1 0.02 0 -10000 0 -10000 0 0
RhoA/GDP -0.015 0.054 -10000 0 -10000 0 0
NOS3 -0.052 0.17 -10000 0 -0.64 15 15
GNA11 0.013 0.001 -10000 0 -10000 0 0
MAPKKK cascade -0.031 0.16 -10000 0 -0.6 15 15
E2/ER alpha (dimer)/PELP1/Src -0.091 0.13 -10000 0 -0.53 15 15
ruffle organization 0.036 0.024 -10000 0 -10000 0 0
ROCK2 0.033 0.027 -10000 0 -10000 0 0
GNA14 0.013 0.001 -10000 0 -10000 0 0
GNA15 -0.024 0.17 -10000 0 -0.81 11 11
GNA13 0.013 0 -10000 0 -10000 0 0
MMP9 -0.19 0.21 -10000 0 -0.46 73 73
MMP2 -0.093 0.17 -10000 0 -0.51 21 21
VEGFR1 specific signals

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
VEGFR1 homodimer/VEGFB homodimer 0.03 0 -9999 0 -10000 0 0
VEGFR1 homodimer/NRP1 0.021 0 -9999 0 -10000 0 0
mol:DAG 0.011 0.11 -9999 0 -0.48 11 11
VEGFR1 homodimer/NRP1/VEGFR 121 -0.008 0.13 -9999 0 -0.49 17 17
CaM/Ca2+ 0.018 0.1 -9999 0 -0.45 11 11
HIF1A 0.021 0 -9999 0 -10000 0 0
GAB1 0.013 0 -9999 0 -10000 0 0
AKT1 0.031 0.088 -9999 0 -10000 0 0
PLCG1 0.011 0.11 -9999 0 -0.48 11 11
NOS3 0.035 0.088 -9999 0 -10000 0 0
CBL 0.013 0 -9999 0 -10000 0 0
mol:NO 0.035 0.085 -9999 0 -10000 0 0
FLT1 0.028 0 -9999 0 -10000 0 0
PGF -0.024 0.17 -9999 0 -0.81 11 11
VEGFR1 homodimer/NRP2/VEGFR121 -0.001 0.14 -9999 0 -0.49 17 17
CALM1 0.013 0 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
eNOS/Hsp90 0.041 0.083 -9999 0 -10000 0 0
endothelial cell proliferation -0.005 0.099 -9999 0 -0.38 11 11
mol:Ca2+ 0.011 0.11 -9999 0 -0.48 11 11
MAPK3 0.021 0.095 -9999 0 -0.42 11 11
MAPK1 0.021 0.095 -9999 0 -0.42 11 11
PIK3R1 0.013 0 -9999 0 -10000 0 0
PLGF homodimer -0.024 0.17 -9999 0 -0.8 11 11
PRKACA 0.013 0 -9999 0 -10000 0 0
RP11-342D11.1 0 0 -9999 0 -10000 0 0
CAV1 0.013 0.003 -9999 0 -10000 0 0
VEGFA homodimer -0.044 0.21 -9999 0 -0.8 17 17
VEGFR1 homodimer/VEGFA homodimer -0.009 0.14 -9999 0 -0.53 17 17
platelet activating factor biosynthetic process 0.026 0.092 -9999 0 -0.4 11 11
PI3K 0.021 0.1 -9999 0 -0.45 11 11
PRKCA 0.016 0.1 -9999 0 -0.44 11 11
PRKCB 0.007 0.099 -9999 0 -0.44 11 11
VEGFR1 homodimer/PLGF homodimer 0.005 0.12 -9999 0 -0.53 11 11
VEGFA -0.044 0.21 -9999 0 -0.81 17 17
VEGFB 0.013 0 -9999 0 -10000 0 0
mol:IP3 0.011 0.11 -9999 0 -0.48 11 11
RASA1 0.034 0 -9999 0 -10000 0 0
NRP2 0.013 0.001 -9999 0 -10000 0 0
VEGFR1 homodimer 0.028 0 -9999 0 -10000 0 0
VEGFB homodimer 0.013 0 -9999 0 -10000 0 0
NCK1 0.013 0 -9999 0 -10000 0 0
eNOS/Caveolin-1 0.038 0.085 -9999 0 -10000 0 0
PTPN11 0.013 0 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 0.02 0.1 -9999 0 -0.45 11 11
mol:L-citrulline 0.035 0.085 -9999 0 -10000 0 0
VEGFR1 homodimer/VEGFA homodimer/CBL/CD2AP 0.009 0.13 -9999 0 -0.46 17 17
VEGFR1 homodimer/VEGFA homodimer/NCK1 0 0.13 -9999 0 -0.48 17 17
CD2AP 0.013 0 -9999 0 -10000 0 0
PI3K/GAB1 0.027 0.098 -9999 0 -0.42 11 11
PDPK1 0.022 0.096 -9999 0 -0.42 11 11
VEGFR1 homodimer/VEGFA homodimer/SHP2 0 0.13 -9999 0 -0.48 17 17
mol:NADP 0.035 0.085 -9999 0 -10000 0 0
HSP90AA1 0.013 0 -9999 0 -10000 0 0
ubiquitin-dependent protein catabolic process 0.008 0.12 -9999 0 -0.45 17 17
VEGFR1 homodimer/NRP2 0.029 0.017 -9999 0 -10000 0 0
Regulation of nuclear SMAD2/3 signaling

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
EP300 0.01 0.015 -10000 0 -10000 0 0
HSPA8 0.014 0.004 -10000 0 -10000 0 0
SMAD3/SMAD4/ER alpha 0.038 0.093 -10000 0 -10000 0 0
AKT1 0.005 0.028 -10000 0 -10000 0 0
GSC -0.025 0.17 -10000 0 -0.58 21 21
NKX2-5 -0.023 0.14 -10000 0 -0.8 8 8
muscle cell differentiation 0.01 0.048 -10000 0 -10000 0 0
SMAD2-3/SMAD4/SP1 0.001 0.09 -10000 0 -10000 0 0
SMAD4 0.006 0.036 -10000 0 -10000 0 0
CBFB 0.013 0 -10000 0 -10000 0 0
SAP18 0.014 0.002 -10000 0 -10000 0 0
Cbp/p300/MSG1 -0.14 0.25 -10000 0 -0.54 69 69
SMAD3/SMAD4/VDR 0.041 0.033 -10000 0 -10000 0 0
MYC -0.041 0.22 -10000 0 -0.78 19 19
CDKN2B -0.12 0.42 -10000 0 -1.1 35 35
AP1 0.046 0.035 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/SnoN/SIN3/HDAC complex/NCoR1 0.051 0.025 -10000 0 -10000 0 0
SMAD2-3/SMAD4/FOXO1-3a-4/FOXG1 -0.023 0.14 -10000 0 -0.49 7 7
SP3 0.015 0 -10000 0 -10000 0 0
CREB1 0.013 0 -10000 0 -10000 0 0
FOXH1 0.006 0.057 -10000 0 -0.8 1 1
SMAD3/SMAD4/GR 0.031 0.068 -10000 0 -10000 0 0
GATA3 0 0.08 -10000 0 -0.8 2 2
SKI/SIN3/HDAC complex/NCoR1 0.045 0.012 -10000 0 -10000 0 0
MEF2C/TIF2 0.012 0.099 -10000 0 -0.45 1 1
endothelial cell migration 0.18 0.29 0.6 78 -10000 0 78
MAX 0.024 0.019 -10000 0 -10000 0 0
RBBP7 0.014 0.002 -10000 0 -10000 0 0
RBBP4 0.014 0.002 -10000 0 -10000 0 0
RUNX2 0.01 0.052 -10000 0 -0.81 1 1
RUNX3 0.01 0.052 -10000 0 -0.81 1 1
RUNX1 -0.004 0.12 -10000 0 -0.81 5 5
CTBP1 0.013 0 -10000 0 -10000 0 0
NR3C1 0.024 0.019 -10000 0 -10000 0 0
VDR 0.013 0 -10000 0 -10000 0 0
CDKN1A 0.034 0.067 -10000 0 -10000 0 0
KAT2B 0.012 0.005 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1 0.007 0.071 -10000 0 -0.51 1 1
DCP1A 0.013 0 -10000 0 -10000 0 0
SKI 0.014 0.002 -10000 0 -10000 0 0
SERPINE1 -0.18 0.3 -10000 0 -0.61 78 78
SMAD3/SMAD4/ATF2 0.027 0.04 -10000 0 -10000 0 0
SMAD3/SMAD4/ATF3 0.027 0.04 -10000 0 -10000 0 0
SAP30 0.014 0.002 -10000 0 -10000 0 0
Cbp/p300/PIAS3 0.023 0.033 -10000 0 -10000 0 0
JUN 0.043 0.035 -10000 0 -10000 0 0
SMAD3/SMAD4/IRF7 0.028 0.04 -10000 0 -10000 0 0
TFE3 0.006 0.02 -10000 0 -10000 0 0
COL1A2 -0.11 0.26 -10000 0 -0.65 44 44
mesenchymal cell differentiation -0.024 0.055 0.57 1 -10000 0 1
DLX1 -0.026 0.17 -10000 0 -0.81 11 11
TCF3 0.013 0 -10000 0 -10000 0 0
FOS 0.018 0.005 -10000 0 -10000 0 0
SMAD3/SMAD4/Max 0.037 0.052 -10000 0 -10000 0 0
Cbp/p300/SNIP1 0.022 0.015 -10000 0 -10000 0 0
ZBTB17 0.019 0.019 -10000 0 -10000 0 0
LAMC1 0.023 0.037 -10000 0 -10000 0 0
TGIF2/HDAC complex/SMAD3/SMAD4 0.008 0.11 -10000 0 -0.56 8 8
IRF7 0.014 0.001 -10000 0 -10000 0 0
ESR1 0.018 0.017 -10000 0 -10000 0 0
HNF4A 0.013 0 -10000 0 -10000 0 0
MEF2C 0.004 0.1 -10000 0 -0.43 9 9
SMAD2-3/SMAD4 0.016 0.061 -10000 0 -10000 0 0
Cbp/p300/Src-1 0.023 0.022 -10000 0 -10000 0 0
IGHV3OR16-13 -0.001 0.017 -10000 0 -10000 0 0
TGIF2/HDAC complex -0.014 0.15 -10000 0 -0.8 8 8
CREBBP 0.011 0.01 -10000 0 -10000 0 0
SKIL 0.013 0 -10000 0 -10000 0 0
HDAC1 0.014 0.002 -10000 0 -10000 0 0
HDAC2 0.014 0.002 -10000 0 -10000 0 0
SNIP1 0.014 0.003 -10000 0 -10000 0 0
GCN5L2 -0.003 0.013 -10000 0 -10000 0 0
SMAD3/SMAD4/TFE3 0.025 0.046 -10000 0 -10000 0 0
MSG1/HSC70 -0.16 0.29 -10000 0 -0.62 69 69
SMAD2 0.002 0.033 -10000 0 -10000 0 0
SMAD3 0.017 0.031 -10000 0 -10000 0 0
SMAD3/E2F4-5/DP1/p107/SMAD4 0.025 0.065 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4 0.008 0.032 -10000 0 -0.23 2 2
NCOR1 0.014 0.002 -10000 0 -10000 0 0
NCOA2 0.013 0 -10000 0 -10000 0 0
NCOA1 0.013 0 -10000 0 -10000 0 0
MYOD/E2A 0.01 0 -10000 0 -10000 0 0
SMAD2-3/SMAD4/SP1/MIZ-1 0.014 0.091 -10000 0 -10000 0 0
IFNB1 0.029 0.036 -10000 0 -10000 0 0
SMAD3/SMAD4/MEF2C 0.009 0.1 -10000 0 -0.48 1 1
CITED1 -0.22 0.37 -10000 0 -0.81 69 69
SMAD2-3/SMAD4/ARC105 0.024 0.056 -10000 0 -10000 0 0
RBL1 0.01 0.052 -10000 0 -0.81 1 1
SMAD2-3/SMAD4/FOXO1-3a-4/CEBPB -0.018 0.18 -10000 0 -0.46 35 35
RUNX1-3/PEBPB2 0.013 0.087 -10000 0 -0.54 6 6
SMAD7 0.029 0.062 -10000 0 -10000 0 0
MYC/MIZ-1 -0.015 0.17 -10000 0 -0.58 19 19
SMAD3/SMAD4 -0.037 0.14 -10000 0 -0.32 3 3
IL10 0.008 0.12 -10000 0 -0.54 3 3
PIASy/HDAC complex 0.017 0.012 -10000 0 -10000 0 0
PIAS3 0.012 0.006 -10000 0 -10000 0 0
CDK2 0.012 0.009 -10000 0 -10000 0 0
IL5 0.014 0.11 -10000 0 -0.61 5 5
CDK4 0.012 0.01 -10000 0 -10000 0 0
PIAS4 0.017 0.012 -10000 0 -10000 0 0
ATF3 0.013 0 -10000 0 -10000 0 0
SMAD3/SMAD4/SP1 -0.002 0.08 -10000 0 -10000 0 0
FOXG1 -0.095 0.26 -10000 0 -0.81 29 29
FOXO3 0.01 0.036 -10000 0 -10000 0 0
FOXO1 0.01 0.036 -10000 0 -10000 0 0
FOXO4 0.01 0.036 -10000 0 -10000 0 0
heart looping 0.004 0.1 -10000 0 -0.42 9 9
CEBPB 0.005 0.054 -10000 0 -0.8 1 1
SMAD3/SMAD4/DLX1 0 0.12 -10000 0 -0.54 11 11
MYOD1 0 0 -10000 0 -10000 0 0
SMAD3/SMAD4/HNF4 0.027 0.04 -10000 0 -10000 0 0
SMAD3/SMAD4/GATA3 0.015 0.089 -10000 0 -0.53 2 2
SnoN/SIN3/HDAC complex/NCoR1 0.013 0 -10000 0 -10000 0 0
SMAD3/SMAD4/RUNX1-3/PEBPB2 0.024 0.084 -10000 0 -0.45 6 6
SMAD3/SMAD4/SP1-3 0.013 0.072 -10000 0 -10000 0 0
MED15 0.013 0 -10000 0 -10000 0 0
SP1 -0.008 0.056 -10000 0 -10000 0 0
SIN3B 0.014 0.002 -10000 0 -10000 0 0
SIN3A 0.014 0.002 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1/NKX2-5 0.004 0.11 -10000 0 -0.47 9 9
ITGB5 0.027 0.066 -10000 0 -10000 0 0
TGIF/SIN3/HDAC complex/CtBP 0.044 0.005 -10000 0 -10000 0 0
SMAD3/SMAD4/AR 0.002 0.084 -10000 0 -0.54 1 1
AR 0.007 0.053 -10000 0 -0.81 1 1
negative regulation of cell growth 0.033 0.058 -10000 0 -10000 0 0
SMAD3/SMAD4/MYOD 0.02 0.039 -10000 0 -10000 0 0
E2F5 -0.02 0.16 -10000 0 -0.81 10 10
E2F4 0.013 0 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1/SMIF 0.022 0.058 -10000 0 -0.44 1 1
SMAD2-3/SMAD4/FOXO1-3a-4 0.001 0.13 -10000 0 -0.34 11 11
TFDP1 0.013 0 -10000 0 -10000 0 0
SMAD3/SMAD4/AP1 0.041 0.042 -10000 0 -10000 0 0
SMAD3/SMAD4/RUNX2 0.025 0.055 -10000 0 -0.57 1 1
TGIF2 -0.014 0.15 -10000 0 -0.81 8 8
TGIF1 0.013 0 -10000 0 -10000 0 0
ATF2 0.013 0 -10000 0 -10000 0 0
IL12-mediated signaling events

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
IL12/IL12R/TYK2/JAK2/SOCS1 0.005 0.088 -10000 0 -0.32 7 7
TBX21 -0.098 0.29 -10000 0 -0.98 11 11
B2M 0.012 0.011 -10000 0 -10000 0 0
TYK2 0.011 0.019 -10000 0 -10000 0 0
IL12RB1 0.001 0.087 -10000 0 -0.52 5 5
GADD45B -0.042 0.2 -10000 0 -0.7 3 3
IL12RB2 0.001 0.094 -10000 0 -0.83 3 3
GADD45G -0.043 0.21 -10000 0 -0.7 4 4
natural killer cell activation -0.003 0.02 -10000 0 -10000 0 0
RELB 0.013 0 -10000 0 -10000 0 0
RELA 0.013 0 -10000 0 -10000 0 0
IL18 0.016 0.006 -10000 0 -10000 0 0
IL2RA 0.01 0.052 -10000 0 -0.81 1 1
IFNG -0.11 0.29 -10000 0 -0.81 37 37
STAT3 (dimer) -0.048 0.21 -10000 0 -0.67 6 6
HLA-DRB5 -0.013 0.15 -10000 0 -0.81 8 8
FASLG -0.097 0.28 -10000 0 -0.89 12 12
NF kappa B2 p52/RelB -0.14 0.2 -10000 0 -0.73 13 13
CD4 0.014 0.002 -10000 0 -10000 0 0
SOCS1 0.01 0.052 -10000 0 -0.81 1 1
EntrezGene:6955 0 0.011 -10000 0 -10000 0 0
CD3D 0.01 0.029 -10000 0 -0.28 2 2
CD3E 0.01 0.029 -10000 0 -0.29 2 2
CD3G 0.007 0.046 -10000 0 -0.3 5 5
IL12Rbeta2/JAK2 0.009 0.082 -10000 0 -0.65 3 3
CCL3 -0.099 0.29 -10000 0 -0.96 11 11
CCL4 -0.092 0.28 -10000 0 -0.97 9 9
HLA-A 0.012 0.01 -10000 0 -10000 0 0
IL18/IL18R 0.045 0.042 -10000 0 -10000 0 0
NOS2 -0.096 0.28 -10000 0 -0.81 17 17
IL12/IL12R/TYK2/JAK2/SPHK2 0.006 0.085 -10000 0 -0.32 7 7
IL1R1 -0.089 0.27 -10000 0 -0.91 9 9
IL4 0.005 0.02 -10000 0 -10000 0 0
JAK2 0.011 0.019 -10000 0 -10000 0 0
EntrezGene:6957 -0.001 0.012 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8 -0.033 0.24 -10000 0 -0.75 21 21
RAB7A -0.019 0.19 -10000 0 -10000 0 0
lysosomal transport -0.017 0.18 -10000 0 -10000 0 0
FOS -0.024 0.16 -10000 0 -0.72 5 5
STAT4 (dimer) -0.036 0.22 -10000 0 -0.71 4 4
STAT5A (dimer) -0.2 0.28 -10000 0 -0.73 39 39
GZMA -0.1 0.29 -10000 0 -0.95 13 13
GZMB -0.23 0.36 -10000 0 -0.87 26 26
HLX 0.013 0 -10000 0 -10000 0 0
LCK -0.1 0.28 -10000 0 -0.81 16 16
TCR/CD3/MHC II/CD4 -0.005 0.14 -10000 0 -0.42 17 17
IL2/IL2R 0.022 0.051 -10000 0 -0.5 2 2
MAPK14 -0.033 0.21 -10000 0 -0.71 3 3
CCR5 -0.046 0.21 -10000 0 -0.84 3 3
IL1B -0.13 0.31 -10000 0 -0.81 41 41
STAT6 -0.017 0.094 -10000 0 -10000 0 0
STAT4 0.013 0 -10000 0 -10000 0 0
STAT3 0.013 0 -10000 0 -10000 0 0
STAT1 0.003 0.091 -10000 0 -0.81 3 3
NFKB1 0.013 0 -10000 0 -10000 0 0
NFKB2 0.013 0 -10000 0 -10000 0 0
IL12B 0.005 0.057 -10000 0 -0.83 1 1
CD8A 0.006 0.062 -10000 0 -0.48 3 3
CD8B -0.004 0.11 -10000 0 -0.65 6 6
T-helper 1 cell differentiation 0 0 -10000 0 -10000 0 0
natural killer cell mediated cytotoxicity -0.005 0.087 0.32 7 -10000 0 7
IL2RB 0.01 0.052 -10000 0 -0.81 1 1
proteasomal ubiquitin-dependent protein catabolic process -0.032 0.21 -10000 0 -0.68 3 3
IL2RG 0.013 0.001 -10000 0 -10000 0 0
IL12 0.01 0.057 -10000 0 -0.65 1 1
STAT5A 0.013 0 -10000 0 -10000 0 0
CD247 0.012 0.022 -10000 0 -0.29 1 1
IL2 0.004 0.006 -10000 0 -10000 0 0
SPHK2 0.013 0 -10000 0 -10000 0 0
FRAP1 0 0 -10000 0 -10000 0 0
IL12A 0.01 0.027 -10000 0 -0.29 1 1
IL12/IL12R/TYK2/JAK2 -0.099 0.28 -10000 0 -0.83 13 13
MAP2K3 -0.038 0.21 -10000 0 -0.72 3 3
RIPK2 0.007 0.074 -10000 0 -0.81 2 2
MAP2K6 -0.038 0.21 -10000 0 -0.72 3 3
regulation of dendritic cell antigen processing and presentation 0 0 -10000 0 -10000 0 0
HLA-DRA 0.014 0.001 -10000 0 -10000 0 0
IL18RAP 0.015 0.007 -10000 0 -10000 0 0
IL12Rbeta1/TYK2 0.006 0.075 -10000 0 -0.68 2 2
EOMES -0.044 0.26 -10000 0 -0.97 17 17
STAT1 (dimer) -0.087 0.26 -10000 0 -0.72 15 15
T cell proliferation -0.026 0.18 -10000 0 -0.58 2 2
T-helper 1 cell lineage commitment 0 0 -10000 0 -10000 0 0
IL18R1 0.016 0.006 -10000 0 -10000 0 0
CD8-positive alpha-beta T cell lineage commitment 0 0 -10000 0 -10000 0 0
NF kappa B1 p50/RelA -0.081 0.13 -10000 0 -0.62 2 2
ATF2 -0.025 0.2 -10000 0 -0.69 2 2
Visual signal transduction: Cones

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
Cone Metarhodopsin II/Cone Transducin 0.02 0.034 -9999 0 -0.47 1 1
RGS9BP 0.002 0.091 -9999 0 -0.81 3 3
mol:GTP 0 0 -9999 0 -10000 0 0
GRK1 -0.001 0.052 -9999 0 -0.81 1 1
mol:Na + -0.12 0.17 -9999 0 -0.61 20 20
mol:ADP 0.006 0.041 -9999 0 -0.63 1 1
GNAT2 0.009 0.053 -9999 0 -0.81 1 1
RGS9-1/Gbeta5/R9AP -0.013 0.087 -9999 0 -0.54 3 3
mol:GDP 0 0 -9999 0 -10000 0 0
PDE6H/GNAT2/GTP 0.006 0.036 -9999 0 -0.55 1 1
GRK7 0.009 0.006 -9999 0 -10000 0 0
CNGB3 -0.059 0.22 -9999 0 -0.81 19 19
Cone Metarhodopsin II/X-Arrestin -0.001 0.04 -9999 0 -0.63 1 1
mol:Ca2+ -0.14 0.22 -9999 0 -0.61 36 36
Cone PDE6 -0.009 0.075 -9999 0 -0.47 3 3
Cone Metarhodopsin II 0.006 0.033 -9999 0 -0.51 1 1
Na + (4 Units) -0.14 0.22 -9999 0 -0.6 36 36
GNAT2/GDP -0.006 0.08 -9999 0 -0.46 4 4
GNB5 0.013 0 -9999 0 -10000 0 0
mol:GMP (4 units) 0.006 0.033 -9999 0 -0.5 1 1
Cone Transducin 0.022 0.036 -9999 0 -0.5 1 1
SLC24A2 -0.058 0.22 -9999 0 -0.81 20 20
GNB3/GNGT2 0.018 0.017 -9999 0 -10000 0 0
GNB3 0.013 0 -9999 0 -10000 0 0
GNAT2/GTP 0.007 0.041 -9999 0 -0.63 1 1
CNGA3 -0.002 0.074 -9999 0 -0.81 2 2
ARR3 -0.001 0.052 -9999 0 -0.81 1 1
absorption of light 0 0 -9999 0 -10000 0 0
cGMP/Cone CNG Channel -0.12 0.17 -9999 0 -0.62 20 20
mol:Pi -0.014 0.087 -9999 0 -0.53 3 3
Cone CNG Channel -0.089 0.15 -9999 0 -0.52 21 21
mol:all-trans-retinal 0 0 -9999 0 -10000 0 0
mol:K + -0.058 0.22 -9999 0 -0.8 20 20
RGS9 0.01 0.005 -9999 0 -10000 0 0
PDE6C 0.004 0.006 -9999 0 -10000 0 0
GNGT2 0.013 0.001 -9999 0 -10000 0 0
mol:cGMP (4 units) 0 0 -9999 0 -10000 0 0
PDE6H 0 0 -9999 0 -10000 0 0
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met)

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
MET/RANBP9 -0.043 0.19 -10000 0 -0.62 24 24
CRKL 0.007 0.076 -10000 0 -10000 0 0
mol:PIP3 -0.015 0.018 0.27 1 -10000 0 1
AKT1 0.002 0.014 -10000 0 -10000 0 0
PTK2B 0.013 0 -10000 0 -10000 0 0
RAPGEF1 0.013 0.073 -10000 0 -10000 0 0
RANBP10 0.013 0 -10000 0 -10000 0 0
PIK3CA 0.013 0 -10000 0 -10000 0 0
HGF/MET/SHIP2 -0.034 0.17 -10000 0 -0.54 25 25
MAP3K5 0.005 0.091 -10000 0 -0.38 1 1
HGF/MET/CIN85/CBL/ENDOPHILINS -0.023 0.16 -10000 0 -0.49 25 25
AP1 0 0.055 -10000 0 -10000 0 0
mol:SU11274 0 0 -10000 0 -10000 0 0
SHC1 0.013 0 -10000 0 -10000 0 0
apoptosis 0.004 0.065 -10000 0 -0.74 1 1
STAT3 (dimer) 0.008 0.081 -10000 0 -10000 0 0
GAB1/CRKL/SHP2/PI3K 0.024 0.071 -10000 0 -10000 0 0
INPP5D 0.013 0 -10000 0 -10000 0 0
CBL/CRK 0.015 0.074 -10000 0 -10000 0 0
PTPN11 0.013 0 -10000 0 -10000 0 0
GO:0007205 0 0 -10000 0 -10000 0 0
PLCG1 0.013 0 -10000 0 -10000 0 0
PTEN 0.013 0.001 -10000 0 -10000 0 0
ELK1 -0.028 0.083 -10000 0 -0.28 24 24
mol:SU5416 0 0 -10000 0 -10000 0 0
SHP2/GRB2/SOS1GAB1 0.009 0.054 -10000 0 -10000 0 0
PAK1 0.007 0.013 -10000 0 -10000 0 0
HGF/MET/RANBP10 -0.034 0.17 -10000 0 -0.54 25 25
HRAS -0.002 0.1 -10000 0 -10000 0 0
DOCK1 0.013 0.073 -10000 0 -10000 0 0
GAB1 0.001 0.08 -10000 0 -10000 0 0
CRK 0.007 0.076 -10000 0 -10000 0 0
mol:PHA665752 0 0 -10000 0 -10000 0 0
mol:GDP -0.011 0.12 -10000 0 -0.32 29 29
JUN 0.013 0 -10000 0 -10000 0 0
EntrezGene:200958 0 0 -10000 0 -10000 0 0
HGF/MET -0.019 0.09 -10000 0 -0.28 25 25
PIK3R1 0.013 0 -10000 0 -10000 0 0
cell morphogenesis 0.031 0.078 -10000 0 -10000 0 0
GRB2/SHC -0.001 0.082 -10000 0 -10000 0 0
FOS 0.013 0.001 -10000 0 -10000 0 0
GLMN 0 0 -10000 0 -10000 0 0
cell motility -0.028 0.083 -10000 0 -0.28 24 24
HGF/MET/MUC20 -0.043 0.17 -10000 0 -0.54 25 25
cell migration -0.001 0.081 -10000 0 -10000 0 0
GRB2 0.013 0 -10000 0 -10000 0 0
CBL 0.013 0 -10000 0 -10000 0 0
MET/RANBP10 -0.043 0.19 -10000 0 -0.62 24 24
HGF/MET/Paxillin/FAK1/FAK12/RasGAP 0.001 0.089 -10000 0 -10000 0 0
MET/MUC20 -0.053 0.19 -10000 0 -0.63 24 24
RAP1B 0.018 0.07 -10000 0 -10000 0 0
RAP1A 0.018 0.07 -10000 0 -10000 0 0
HGF/MET/RANBP9 -0.034 0.17 -10000 0 -0.54 25 25
RAF1 0.004 0.098 -10000 0 -10000 0 0
STAT3 0.007 0.082 -10000 0 -10000 0 0
cell proliferation 0.011 0.099 -10000 0 -10000 0 0
RPS6KB1 0.001 0.033 -10000 0 -10000 0 0
MAPK3 -0.031 0.076 -10000 0 -0.26 24 24
MAPK1 -0.031 0.076 -10000 0 -0.26 24 24
RANBP9 0.013 0 -10000 0 -10000 0 0
MAPK8 0.024 0.075 -10000 0 -10000 0 0
SRC 0.007 0.084 -10000 0 -10000 0 0
PI3K -0.001 0.082 -10000 0 -10000 0 0
MET/Glomulin -0.044 0.17 -10000 0 -0.56 24 24
SOS1 0.013 0 -10000 0 -10000 0 0
MAP2K1 0.01 0.093 -10000 0 -10000 0 0
MET -0.068 0.24 -10000 0 -0.81 24 24
MAP4K1 -0.001 0.096 -10000 0 -0.35 4 4
PTK2 0.013 0 -10000 0 -10000 0 0
MAP2K2 0.01 0.093 -10000 0 -10000 0 0
BAD 0.007 0.013 -10000 0 -10000 0 0
MAP2K4 0.011 0.085 -10000 0 -0.34 1 1
SHP2/GRB2/SOS1/GAB1 -0.034 0.097 -10000 0 -10000 0 0
INPPL1 0.013 0 -10000 0 -10000 0 0
PXN 0.013 0 -10000 0 -10000 0 0
SH3KBP1 0.013 0 -10000 0 -10000 0 0
HGS -0.011 0.084 -10000 0 -0.26 24 24
PLCgamma1/PKC 0.01 0 -10000 0 -10000 0 0
HGF 0.01 0.053 -10000 0 -0.81 1 1
RASA1 0.013 0 -10000 0 -10000 0 0
NCK1 0.013 0 -10000 0 -10000 0 0
PTPRJ 0.013 0 -10000 0 -10000 0 0
NCK/PLCgamma1 0.001 0.082 -10000 0 -10000 0 0
PDPK1 -0.006 0.015 -10000 0 -10000 0 0
HGF/MET/SHIP -0.034 0.17 -10000 0 -0.54 25 25
Regulation of Telomerase

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
Telomerase catalytic core complex -0.079 0.21 -9999 0 -0.65 25 25
RAD9A 0.013 0 -9999 0 -10000 0 0
AP1 0.019 0.014 -9999 0 -10000 0 0
IFNAR2 0.014 0.005 -9999 0 -10000 0 0
AKT1 0.007 0.035 -9999 0 -10000 0 0
ER alpha/Oestrogen -0.002 0.046 -9999 0 -0.19 2 2
NFX1/SIN3/HDAC complex 0.039 0.014 -9999 0 -10000 0 0
EGF -0.041 0.18 -9999 0 -0.53 23 23
SMG5 0.013 0 -9999 0 -10000 0 0
SMG6 0.013 0 -9999 0 -10000 0 0
SP3/HDAC2 0.02 0.009 -9999 0 -10000 0 0
TERT/c-Abl -0.068 0.2 -9999 0 -0.61 25 25
SAP18 0.013 0.001 -9999 0 -10000 0 0
MRN complex 0.027 0 -9999 0 -10000 0 0
WT1 -0.35 0.41 -9999 0 -0.81 107 107
WRN 0.013 0 -9999 0 -10000 0 0
SP1 0.014 0.007 -9999 0 -10000 0 0
SP3 0.013 0.003 -9999 0 -10000 0 0
TERF2IP 0.013 0 -9999 0 -10000 0 0
Telomerase/Nucleolin -0.082 0.17 -9999 0 -0.56 24 24
Mad/Max 0.02 0.007 -9999 0 -10000 0 0
TERT -0.081 0.22 -9999 0 -0.66 25 25
CCND1 -0.07 0.2 -9999 0 -0.61 25 25
MAX 0.013 0.003 -9999 0 -10000 0 0
RBBP7 0.013 0.001 -9999 0 -10000 0 0
RBBP4 0.013 0.001 -9999 0 -10000 0 0
TERF2 0.012 0 -9999 0 -10000 0 0
PTGES3 0.013 0 -9999 0 -10000 0 0
SIN3A 0.013 0.001 -9999 0 -10000 0 0
Telomerase/911 0.022 0.042 -9999 0 -0.33 1 1
CDKN1B -0.054 0.21 -9999 0 -0.53 37 37
RAD1 0.013 0 -9999 0 -10000 0 0
XRCC5 0.013 0 -9999 0 -10000 0 0
XRCC6 0.013 0 -9999 0 -10000 0 0
SAP30 0.013 0.001 -9999 0 -10000 0 0
TRF2/PARP2 0.02 0 -9999 0 -10000 0 0
UBE3A 0.013 0.003 -9999 0 -10000 0 0
JUN 0.013 0.003 -9999 0 -10000 0 0
E6 0 0.003 -9999 0 -10000 0 0
HPV-16 E6/E6AP 0.01 0.005 -9999 0 -10000 0 0
FOS 0.013 0.003 -9999 0 -10000 0 0
IFN-gamma/IRF1 -0.072 0.24 -9999 0 -0.62 37 37
PARP2 0.013 0 -9999 0 -10000 0 0
BLM -0.004 0.12 -9999 0 -0.81 5 5
Telomerase -0.005 0.093 -9999 0 -0.37 9 9
IRF1 0.014 0.053 -9999 0 -0.8 1 1
ESR1 0.012 0.004 -9999 0 -10000 0 0
KU/TER 0.02 0 -9999 0 -10000 0 0
ATM/TRF2 0.021 0 -9999 0 -10000 0 0
ubiquitin-dependent protein catabolic process 0.044 0.014 -9999 0 -10000 0 0
HPV-16 E6/E6AP/NFX1/SIN3/HDAC complex 0.044 0.015 -9999 0 -10000 0 0
HDAC1 0.013 0.001 -9999 0 -10000 0 0
HDAC2 0.013 0.007 -9999 0 -10000 0 0
ATM 0 0 -9999 0 -10000 0 0
SMAD3 0.02 0.004 -9999 0 -10000 0 0
ABL1 0.013 0 -9999 0 -10000 0 0
MXD1 0.013 0.003 -9999 0 -10000 0 0
MRE11A 0.013 0 -9999 0 -10000 0 0
HUS1 0.013 0 -9999 0 -10000 0 0
RPS6KB1 0.013 0 -9999 0 -10000 0 0
TERT/NF kappa B1/14-3-3 -0.048 0.19 -9999 0 -0.57 25 25
NR2F2 0.014 0.007 -9999 0 -10000 0 0
MAPK3 0.013 0.007 -9999 0 -10000 0 0
MAPK1 0.013 0.007 -9999 0 -10000 0 0
TGFB1/TGF beta receptor Type II 0.013 0.002 -9999 0 -10000 0 0
NFKB1 0.013 0 -9999 0 -10000 0 0
HNRNPC 0.013 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 0.013 0 -9999 0 -10000 0 0
EGFR 0.013 0.002 -9999 0 -10000 0 0
mol:Oestrogen 0 0.002 -9999 0 -10000 0 0
EGF/EGFR -0.051 0.15 -9999 0 -0.62 11 11
MYC -0.051 0.22 -9999 0 -0.81 19 19
IL2 0.004 0.01 -9999 0 -10000 0 0
KU 0.02 0 -9999 0 -10000 0 0
RAD50 0.013 0 -9999 0 -10000 0 0
HSP90AA1 0.013 0 -9999 0 -10000 0 0
TGFB1 0.013 0.002 -9999 0 -10000 0 0
TRF2/BLM 0.007 0.085 -9999 0 -0.58 5 5
FRAP1 0 0 -9999 0 -10000 0 0
KU/TERT -0.063 0.2 -9999 0 -0.6 25 25
SP1/HDAC2 0.021 0.012 -9999 0 -10000 0 0
PINX1 0.013 0 -9999 0 -10000 0 0
Telomerase/EST1A -0.082 0.17 -9999 0 -0.56 23 23
Smad3/Myc -0.019 0.15 -9999 0 -0.54 19 19
911 complex 0.027 0 -9999 0 -10000 0 0
IFNG -0.11 0.29 -9999 0 -0.8 37 37
Telomerase/PinX1 -0.082 0.17 -9999 0 -0.56 23 23
Telomerase/AKT1/mTOR/p70S6K 0.008 0.059 -9999 0 -0.31 2 2
SIN3B 0.013 0.001 -9999 0 -10000 0 0
YWHAE 0.013 0 -9999 0 -10000 0 0
Telomerase/EST1B -0.082 0.17 -9999 0 -0.56 23 23
response to DNA damage stimulus 0.003 0 -9999 0 -10000 0 0
MRN complex/TRF2/Rap1 0.038 0 -9999 0 -10000 0 0
TRF2/WRN 0.02 0 -9999 0 -10000 0 0
Telomerase/hnRNP C1/C2 -0.082 0.17 -9999 0 -0.56 23 23
E2F1 -0.01 0.14 -9999 0 -0.81 7 7
ZNFX1 0.013 0.001 -9999 0 -10000 0 0
PIF1 -0.031 0.18 -9999 0 -0.81 13 13
NCL 0.013 0 -9999 0 -10000 0 0
DKC1 0.007 0.074 -9999 0 -0.81 2 2
telomeric DNA binding 0 0 -9999 0 -10000 0 0
Aurora B signaling

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
Condensin I complex 0.03 0.033 -9999 0 -0.25 2 2
STMN1 0.022 0.04 -9999 0 -0.6 1 1
Aurora B/RasGAP/Survivin 0.03 0.061 -9999 0 -0.51 3 3
Chromosomal passenger complex/Cul3 protein complex 0.025 0.042 -9999 0 -0.3 1 1
BIRC5 0.01 0.073 -9999 0 -0.79 2 2
DES -0.36 0.23 -9999 0 -0.5 173 173
Aurora C/Aurora B/INCENP 0.033 0.033 -9999 0 -0.47 1 1
Aurora B/TACC1 0.021 0.035 -9999 0 -0.52 1 1
Aurora B/PP2A 0.023 0.04 -9999 0 -0.6 1 1
mol:GTP 0 0 -9999 0 -10000 0 0
CBX5 0.015 0.011 -9999 0 -0.15 1 1
mitotic metaphase/anaphase transition 0 0.002 -9999 0 -10000 0 0
NDC80 0.022 0.04 -9999 0 -0.6 1 1
Cul3 protein complex 0.006 0.062 -9999 0 -0.54 1 1
KIF2C 0.023 0.03 -9999 0 -0.25 2 2
PEBP1 0.014 0.001 -9999 0 -10000 0 0
KIF20A 0.007 0.074 -9999 0 -0.8 2 2
mol:GDP 0 0 -9999 0 -10000 0 0
Aurora B/RasGAP 0.023 0.04 -9999 0 -0.6 1 1
SEPT1 0.013 0.001 -9999 0 -10000 0 0
SMC2 0.013 0 -9999 0 -10000 0 0
SMC4 0.013 0 -9999 0 -10000 0 0
NSUN2/NPM1/Nucleolin 0.008 0.025 -9999 0 -10000 0 0
PSMA3 0.013 0 -9999 0 -10000 0 0
G2/M transition of mitotic cell cycle 0 0.002 -9999 0 -10000 0 0
H3F3B 0.018 0.023 -9999 0 -0.34 1 1
AURKB 0.018 0.053 -9999 0 -0.8 1 1
AURKC 0.013 0.002 -9999 0 -10000 0 0
CDCA8 0.013 0.052 -9999 0 -0.79 1 1
cytokinesis 0.005 0.051 -9999 0 -0.34 2 2
Aurora B/Septin1 0.038 0.048 -9999 0 -0.33 1 1
AURKA 0 0.1 -9999 0 -0.81 4 4
INCENP 0.016 0.002 -9999 0 -10000 0 0
KLHL13 0.008 0.053 -9999 0 -0.81 1 1
BUB1 0.01 0.053 -9999 0 -0.82 1 1
hSgo1/Aurora B/Survivin 0.026 0.074 -9999 0 -0.48 5 5
EVI5 0.015 0.001 -9999 0 -10000 0 0
RhoA/GTP 0.006 0.05 -9999 0 -0.45 2 2
SGOL1 0.007 0.074 -9999 0 -0.81 2 2
CENPA 0.025 0.039 -9999 0 -0.25 2 2
NCAPG 0.01 0.052 -9999 0 -0.81 1 1
Aurora B/HC8 Proteasome 0.023 0.04 -9999 0 -0.6 1 1
NCAPD2 0.013 0 -9999 0 -10000 0 0
Aurora B/PP1-gamma 0.023 0.04 -9999 0 -0.6 1 1
RHOA 0.013 0 -9999 0 -10000 0 0
NCAPH 0.007 0.074 -9999 0 -0.81 2 2
NPM1 0.004 0.025 -9999 0 -0.35 1 1
RASA1 0.013 0 -9999 0 -10000 0 0
KLHL9 0.013 0 -9999 0 -10000 0 0
mitotic prometaphase 0.001 0.001 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.023 0.04 -9999 0 -0.6 1 1
PPP1CC 0.013 0 -9999 0 -10000 0 0
Centraspindlin 0.045 0.058 -9999 0 -0.49 2 2
RhoA/GDP 0.01 0 -9999 0 -10000 0 0
NSUN2 0.004 0.025 -9999 0 -0.35 1 1
MYLK -0.095 0.12 -9999 0 -0.21 118 118
KIF23 0.009 0.074 -9999 0 -0.8 2 2
VIM 0.022 0.04 -9999 0 -0.6 1 1
RACGAP1 0.015 0.001 -9999 0 -10000 0 0
mitosis 0 0 -9999 0 -10000 0 0
NCL 0.004 0.025 -9999 0 -0.35 1 1
Chromosomal passenger complex 0.035 0.034 -9999 0 -0.21 2 2
Chromosomal passenger complex/EVI5 0.071 0.07 -9999 0 -0.42 4 4
TACC1 0.013 0 -9999 0 -10000 0 0
PPP2R5D 0.013 0 -9999 0 -10000 0 0
CUL3 0.013 0 -9999 0 -10000 0 0
response to DNA damage stimulus 0 0 -9999 0 -10000 0 0
PLK2 and PLK4 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
PLK2 -0.01 0.14 -9999 0 -0.81 7 7
PLK4 0.013 0 -9999 0 -10000 0 0
regulation of centriole replication 0.002 0.11 -9999 0 -0.62 7 7
Signaling events mediated by PTP1B

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
PDGFRB -0.027 0.18 -10000 0 -0.81 12 12
Jak2/Leptin Receptor -0.036 0.069 -10000 0 -0.34 3 3
PTP1B/AKT1 -0.056 0.08 -10000 0 -0.29 1 1
FYN 0.013 0 -10000 0 -10000 0 0
p210 bcr-abl/PTP1B -0.07 0.088 -10000 0 -0.26 3 3
EGFR 0.009 0.006 -10000 0 -10000 0 0
EGF/EGFR -0.097 0.13 -10000 0 -0.37 22 22
CSF1 0.013 0.001 -10000 0 -10000 0 0
AKT1 0.013 0.001 -10000 0 -10000 0 0
INSR 0.013 0.001 -10000 0 -10000 0 0
PTP1B/N-cadherin -0.065 0.09 -10000 0 -0.44 2 2
Insulin Receptor/Insulin -0.047 0.05 -10000 0 -10000 0 0
HCK 0.013 0.001 -10000 0 -10000 0 0
CRK 0.013 0 -10000 0 -10000 0 0
TYK2 -0.061 0.084 -10000 0 -0.3 1 1
EGF -0.028 0.17 -10000 0 -0.8 11 11
YES1 0.013 0 -10000 0 -10000 0 0
CAV1 -0.07 0.095 -10000 0 -0.27 8 8
TXN 0.011 0.003 -10000 0 -10000 0 0
PTP1B/IRS1/GRB2 -0.052 0.082 -10000 0 -10000 0 0
cell migration 0.07 0.088 0.26 3 -10000 0 3
STAT3 0.013 0.001 -10000 0 -10000 0 0
PRLR 0.012 0.011 -10000 0 -10000 0 0
ITGA2B -0.022 0.16 -10000 0 -0.81 10 10
CSF1R 0.013 0.002 -10000 0 -10000 0 0
Prolactin Receptor/Prolactin -0.006 0.1 -10000 0 -0.62 6 6
FGR 0.01 0.052 -10000 0 -0.81 1 1
PTP1B/p130 Cas -0.06 0.084 -10000 0 -0.3 1 1
Crk/p130 Cas -0.052 0.082 -10000 0 -0.28 1 1
DOK1 -0.056 0.096 -10000 0 -0.33 12 12
JAK2 -0.04 0.072 -10000 0 -0.33 5 5
Jak2/Leptin Receptor/Leptin -0.07 0.11 -10000 0 -0.5 9 9
PIK3R1 0.013 0 -10000 0 -10000 0 0
PTPN1 -0.071 0.089 -10000 0 -0.26 3 3
LYN 0.013 0 -10000 0 -10000 0 0
CDH2 0.009 0.053 -10000 0 -0.81 1 1
SRC -0.013 0.036 -10000 0 -10000 0 0
ITGB3 0.012 0.002 -10000 0 -10000 0 0
CAT1/PTP1B -0.093 0.12 -10000 0 -0.38 13 13
CAPN1 0.012 0.002 -10000 0 -10000 0 0
CSK 0.013 0 -10000 0 -10000 0 0
PI3K -0.037 0.042 -10000 0 -10000 0 0
mol:H2O2 0.002 0.006 -10000 0 -10000 0 0
STAT3 (dimer) -0.062 0.097 -10000 0 -0.45 9 9
negative regulation of transcription -0.04 0.071 -10000 0 -0.32 5 5
FCGR2A 0.01 0.052 -10000 0 -0.81 1 1
FER 0.011 0.003 -10000 0 -10000 0 0
alphaIIb/beta3 Integrin -0.014 0.13 -10000 0 -0.62 10 10
BLK 0.004 0.053 -10000 0 -0.81 1 1
Insulin Receptor/Insulin/Shc 0.018 0.002 -10000 0 -10000 0 0
RHOA 0.012 0.002 -10000 0 -10000 0 0
LEPR 0.013 0.002 -10000 0 -10000 0 0
BCAR1 0.013 0 -10000 0 -10000 0 0
p210 bcr-abl/Grb2 0.013 0 -10000 0 -10000 0 0
mol:NADPH -0.002 0.003 -10000 0 -10000 0 0
TRPV6 -0.066 0.13 -10000 0 -0.38 19 19
PRL -0.014 0.13 -10000 0 -0.8 6 6
SOCS3 0.014 0.041 -10000 0 -0.6 1 1
SPRY2 0.016 0.005 -10000 0 -10000 0 0
Insulin Receptor/Insulin/IRS1 0.018 0.002 -10000 0 -10000 0 0
CSF1/CSF1R -0.056 0.084 -10000 0 -10000 0 0
Ras protein signal transduction 0.034 0.028 -10000 0 -10000 0 0
IRS1 0.013 0 -10000 0 -10000 0 0
INS 0 0.001 -10000 0 -10000 0 0
LEP -0.025 0.16 -10000 0 -0.81 10 10
STAT5B -0.054 0.078 -10000 0 -0.28 3 3
STAT5A -0.054 0.078 -10000 0 -0.28 3 3
GRB2 0.013 0 -10000 0 -10000 0 0
PDGFB-D/PDGFRB -0.083 0.14 -10000 0 -0.6 12 12
CSN2 0.012 0.065 -10000 0 -0.58 2 2
PIK3CA 0.013 0 -10000 0 -10000 0 0
LAT -0.015 0.044 -10000 0 -0.36 1 1
YBX1 0.02 0.002 -10000 0 -10000 0 0
LCK -0.014 0.15 -10000 0 -0.81 8 8
SHC1 0.013 0 -10000 0 -10000 0 0
NOX4 -0.42 0.41 -10000 0 -0.8 128 128
PLK1 signaling events

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
regulation of centriole-centriole cohesion -0.006 0.022 0.23 2 -10000 0 2
BUB1B 0.002 0.051 -10000 0 -0.25 5 5
PLK1 0.009 0.021 -10000 0 -0.11 2 2
PLK1S1 0.01 0.012 -10000 0 -10000 0 0
KIF2A 0.014 0.019 -10000 0 -10000 0 0
regulation of mitotic centrosome separation 0.009 0.021 -10000 0 -0.11 2 2
GOLGA2 0.013 0 -10000 0 -10000 0 0
Hec1/SPC24 0.019 0.049 -10000 0 -0.47 2 2
WEE1 0.004 0.041 -10000 0 -10000 0 0
cytokinesis 0.02 0.043 -10000 0 -0.42 2 2
PP2A-alpha B56 0.024 0.03 -10000 0 -10000 0 0
AURKA 0.007 0.027 -10000 0 -0.18 4 4
PICH/PLK1 -0.067 0.2 -10000 0 -0.44 52 52
CENPE -0.008 0.11 -10000 0 -0.5 11 11
RhoA/GTP 0.01 0 -10000 0 -10000 0 0
positive regulation of microtubule depolymerization 0.014 0.019 -10000 0 -10000 0 0
PPP2CA 0.013 0 -10000 0 -10000 0 0
FZR1 0.013 0 -10000 0 -10000 0 0
TPX2 -0.011 0.059 -10000 0 -0.17 29 29
PAK1 0.012 0.001 -10000 0 -10000 0 0
SPC24 0.007 0.074 -10000 0 -0.81 2 2
FBXW11 0.013 0 -10000 0 -10000 0 0
CLSPN -0.017 0.071 -10000 0 -0.19 33 33
GORASP1 0.013 0 -10000 0 -10000 0 0
metaphase 0 0.001 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
NLP 0.004 0.012 -10000 0 -0.067 2 2
G2 phase of mitotic cell cycle -0.001 0.002 -10000 0 -0.013 4 4
STAG2 0.013 0 -10000 0 -10000 0 0
GRASP65/GM130/RAB1/GTP 0.013 0.021 -10000 0 -10000 0 0
spindle elongation 0.009 0.021 -10000 0 -0.11 2 2
ODF2 0.012 0.002 -10000 0 -10000 0 0
BUB1 -0.008 0.025 -10000 0 -10000 0 0
TPT1 0.01 0.012 -10000 0 -10000 0 0
CDC25C 0.011 0.02 -10000 0 -0.24 1 1
CDC25B -0.11 0.3 -10000 0 -0.8 38 38
SGOL1 0.006 0.022 -10000 0 -0.23 2 2
RHOA 0.013 0 -10000 0 -10000 0 0
CCNB1/CDK1 -0.064 0.14 -10000 0 -0.38 40 40
CDC14B 0.01 0.001 -10000 0 -10000 0 0
CDC20 0.01 0.052 -10000 0 -0.81 1 1
PLK1/PBIP1 0.01 0.035 -10000 0 -0.48 1 1
mitosis 0 0.006 0.037 4 -0.022 2 6
FBXO5 0.005 0.041 -10000 0 -0.42 1 1
CDC2 -0.002 0.006 -10000 0 -0.016 40 40
NDC80 0.013 0 -10000 0 -10000 0 0
metaphase plate congression 0.01 0.013 -10000 0 -10000 0 0
ERCC6L -0.066 0.2 -10000 0 -0.42 52 52
NLP/gamma Tubulin 0.008 0.013 -10000 0 -10000 0 0
microtubule cytoskeleton organization 0.01 0.012 -10000 0 -10000 0 0
G2/M transition DNA damage checkpoint -0.001 0.002 -10000 0 -0.011 2 2
PPP1R12A 0.013 0.001 -10000 0 -10000 0 0
interphase -0.001 0.002 -10000 0 -0.011 2 2
PLK1/PRC1-2 0.019 0.051 -10000 0 -0.5 2 2
GRASP65/GM130/RAB1/GTP/PLK1 0.028 0.016 -10000 0 -10000 0 0
RAB1A 0.013 0 -10000 0 -10000 0 0
prophase 0 0 -10000 0 -10000 0 0
Aurora A/BORA 0.007 0.048 -10000 0 -0.47 2 2
mitotic prometaphase 0 0.001 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.029 0.013 -10000 0 -10000 0 0
microtubule-based process 0.011 0.053 -10000 0 -0.53 2 2
Golgi organization 0.009 0.021 -10000 0 -0.11 2 2
Cohesin/SA2 0.013 0.017 -10000 0 -10000 0 0
PPP1CB/MYPT1 0.019 0.002 -10000 0 -10000 0 0
KIF20A 0.007 0.074 -10000 0 -0.81 2 2
APC/C/CDC20 0.013 0.039 -10000 0 -0.51 1 1
PPP2R1A 0.013 0 -10000 0 -10000 0 0
chromosome segregation 0.01 0.035 -10000 0 -0.47 1 1
PRC1 0.013 0 -10000 0 -10000 0 0
ECT2 -0.023 0.13 -10000 0 -0.49 18 18
C13orf34 0.008 0.047 -10000 0 -0.47 2 2
NUDC 0.01 0.013 -10000 0 -10000 0 0
regulation of attachment of spindle microtubules to kinetochore 0.002 0.051 -10000 0 -0.25 5 5
spindle assembly 0.009 0.018 -10000 0 -10000 0 0
spindle stabilization 0.01 0.012 -10000 0 -10000 0 0
APC/C/HCDH1 0.017 0.001 -10000 0 -10000 0 0
MKLP2/PLK1 0.011 0.053 -10000 0 -0.53 2 2
CCNB1 0.005 0.074 -10000 0 -0.8 2 2
PPP1CB 0.013 0.001 -10000 0 -10000 0 0
BTRC 0.013 0 -10000 0 -10000 0 0
ROCK2 0.017 0.014 -10000 0 -10000 0 0
TUBG1 0.01 0.012 -10000 0 -10000 0 0
G2/M transition of mitotic cell cycle -0.062 0.14 -10000 0 -0.37 40 40
MLF1IP 0.007 0.041 -10000 0 -0.64 1 1
INCENP 0.013 0.001 -10000 0 -10000 0 0
S1P3 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
PDGFRB -0.027 0.18 -9999 0 -0.81 12 12
mol:S1P 0.001 0.003 -9999 0 -10000 0 0
S1P1/S1P/Gi -0.055 0.095 -9999 0 -0.28 12 12
GNAO1 0.002 0.043 -9999 0 -0.29 5 5
S1P/S1P3/G12/G13 0.027 0.004 -9999 0 -10000 0 0
AKT1 -0.001 0.06 -9999 0 -10000 0 0
AKT3 -0.016 0.17 -9999 0 -1.1 5 5
mol:GTP 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB -0.027 0.18 -9999 0 -0.8 12 12
GNAI2 0.014 0.004 -9999 0 -10000 0 0
GNAI3 0.014 0.002 -9999 0 -10000 0 0
GNAI1 0.013 0.019 -9999 0 -0.28 1 1
mol:GDP 0 0 -9999 0 -10000 0 0
S1PR3 0.014 0.004 -9999 0 -10000 0 0
S1PR2 0.013 0 -9999 0 -10000 0 0
EDG1 0 0 -9999 0 -10000 0 0
mol:Ca2+ -0.053 0.11 -9999 0 -0.32 13 13
MAPK3 -0.044 0.1 -9999 0 -0.37 4 4
MAPK1 -0.044 0.1 -9999 0 -0.37 4 4
JAK2 -0.05 0.11 -9999 0 -0.37 5 5
CXCR4 -0.052 0.11 -9999 0 -0.41 8 8
FLT1 0.016 0.002 -9999 0 -10000 0 0
RhoA/GDP 0.01 0 -9999 0 -10000 0 0
Rac1/GDP 0.01 0 -9999 0 -10000 0 0
SRC -0.044 0.1 -9999 0 -0.37 4 4
S1P/S1P3/Gi -0.053 0.11 -9999 0 -0.32 13 13
RAC1 0.013 0 -9999 0 -10000 0 0
RhoA/GTP -0.042 0.097 -9999 0 -0.36 4 4
VEGFA -0.042 0.21 -9999 0 -0.81 17 17
S1P/S1P2/Gi -0.055 0.1 -9999 0 -0.29 12 12
VEGFR1 homodimer/VEGFA homodimer -0.019 0.16 -9999 0 -0.62 17 17
RHOA 0.013 0 -9999 0 -10000 0 0
S1P/S1P3/Gq 0.014 0.064 -9999 0 -0.26 12 12
GNAQ 0.013 0 -9999 0 -10000 0 0
GNAZ 0.014 0.003 -9999 0 -10000 0 0
G12/G13 0.02 0 -9999 0 -10000 0 0
GNA14 0.013 0.001 -9999 0 -10000 0 0
GNA15 -0.024 0.17 -9999 0 -0.81 11 11
GNA12 0.013 0 -9999 0 -10000 0 0
GNA13 0.013 0 -9999 0 -10000 0 0
GNA11 0.013 0.001 -9999 0 -10000 0 0
Rac1/GTP -0.042 0.097 -9999 0 -0.36 4 4
FOXM1 transcription factor network

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
NFATC3 0.059 0.31 -9999 0 -0.97 3 3
PLK1 0.05 0.052 -9999 0 -10000 0 0
BIRC5 0.045 0.08 -9999 0 -0.63 2 2
HSPA1B 0.054 0.32 -9999 0 -0.97 3 3
MAP2K1 0.029 0.033 -9999 0 -10000 0 0
BRCA2 0.021 0.36 -9999 0 -1.1 5 5
FOXM1 0.053 0.34 -9999 0 -1.2 3 3
XRCC1 0.059 0.31 -9999 0 -0.97 3 3
FOXM1B/p19 -0.2 0.29 -9999 0 -0.97 14 14
Cyclin D1/CDK4 0.051 0.31 -9999 0 -0.94 4 4
CDC2 0.054 0.32 -9999 0 -1 3 3
TGFA 0.06 0.3 -9999 0 -0.91 3 3
SKP2 0.059 0.31 -9999 0 -0.97 3 3
CCNE1 -0.007 0.14 -9999 0 -0.8 7 7
CKS1B 0.058 0.31 -9999 0 -1.1 3 3
RB1 -0.041 0.098 -9999 0 -0.48 1 1
FOXM1C/SP1 0.041 0.32 -9999 0 -1.1 3 3
AURKB 0.047 0.069 -9999 0 -0.65 1 1
CENPF 0.034 0.35 -9999 0 -1 5 5
CDK4 0.019 0.013 -9999 0 -10000 0 0
MYC 0.027 0.33 -9999 0 -0.96 4 4
CHEK2 0.029 0.033 -9999 0 -10000 0 0
ONECUT1 0.05 0.32 -9999 0 -1 3 3
CDKN2A -0.21 0.36 -9999 0 -0.81 64 64
LAMA4 0.059 0.31 -9999 0 -0.97 3 3
FOXM1B/HNF6 0.046 0.34 -9999 0 -1.2 3 3
FOS 0.057 0.32 -9999 0 -1 4 4
SP1 0.012 0.01 -9999 0 -10000 0 0
CDC25B 0.01 0.37 -9999 0 -0.97 7 7
response to radiation 0.015 0.03 -9999 0 -10000 0 0
CENPB 0.059 0.31 -9999 0 -0.97 3 3
CENPA 0.057 0.31 -9999 0 -0.95 4 4
NEK2 0.056 0.32 -9999 0 -1.1 3 3
HIST1H2BA 0.052 0.31 -9999 0 -0.98 3 3
CCNA2 0.017 0.007 -9999 0 -10000 0 0
EP300 0.013 0 -9999 0 -10000 0 0
CCNB1/CDK1 0.05 0.33 -9999 0 -1.1 3 3
CCNB2 0.059 0.31 -9999 0 -0.97 3 3
CCNB1 0.055 0.32 -9999 0 -1.1 3 3
ETV5 0.041 0.33 -9999 0 -0.93 5 5
ESR1 0.022 0.39 -9999 0 -1.1 15 15
CCND1 0.054 0.32 -9999 0 -0.96 4 4
GSK3A 0.028 0.028 -9999 0 -10000 0 0
Cyclin A-E1/CDK1-2 0.026 0.1 -9999 0 -0.53 7 7
CDK2 0.017 0.007 -9999 0 -10000 0 0
G2/M transition of mitotic cell cycle 0.016 0.035 -9999 0 -10000 0 0
FOXM1B/Cbp/p300 -0.088 0.22 -9999 0 -1 3 3
GAS1 -0.036 0.47 -9999 0 -1.1 21 21
MMP2 0.051 0.32 -9999 0 -0.97 3 3
RB1/FOXM1C 0.057 0.31 -9999 0 -0.98 3 3
CREBBP 0.013 0 -9999 0 -10000 0 0
Coregulation of Androgen receptor activity

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
NRIP1 0 0.029 -9999 0 -10000 0 0
SVIL -0.001 0.038 -9999 0 -0.31 2 2
ZNF318 0.042 0.06 -9999 0 -10000 0 0
JMJD2C 0.002 0.034 -9999 0 -0.12 15 15
T-DHT/AR/Ubc9 0 0.07 -9999 0 -0.52 1 1
CARM1 0.012 0.004 -9999 0 -10000 0 0
PRDX1 0.015 0.004 -9999 0 -10000 0 0
PELP1 0.018 0.01 -9999 0 -10000 0 0
CTNNB1 0.004 0.021 -9999 0 -10000 0 0
AKT1 0.021 0.017 -9999 0 -10000 0 0
PTK2B 0.004 0.019 -9999 0 -10000 0 0
MED1 0.023 0.02 -9999 0 -10000 0 0
MAK 0.021 0.14 -9999 0 -0.81 6 6
response to oxidative stress 0.002 0.005 -9999 0 -10000 0 0
HIP1 0.001 0.026 -9999 0 -10000 0 0
GSN -0.003 0.041 -9999 0 -0.32 2 2
NCOA2 0.012 0.004 -9999 0 -10000 0 0
NCOA6 0.002 0.025 -9999 0 -10000 0 0
DNA-PK 0.049 0.074 -9999 0 -0.48 2 2
NCOA4 0.012 0.003 -9999 0 -10000 0 0
PIAS3 0.004 0.021 -9999 0 -10000 0 0
cell proliferation 0.014 0.095 -9999 0 -0.45 6 6
XRCC5 0.019 0.013 -9999 0 -10000 0 0
UBE3A -0.006 0.04 -9999 0 -10000 0 0
T-DHT/AR/SNURF -0.013 0.082 -9999 0 -0.36 3 3
FHL2 0.043 0.057 -9999 0 -10000 0 0
RANBP9 0.002 0.025 -9999 0 -10000 0 0
JMJD1A 0.006 0.025 -9999 0 -0.12 8 8
CDK6 0.015 0.003 -9999 0 -10000 0 0
TGFB1I1 0.001 0.026 -9999 0 -10000 0 0
T-DHT/AR/CyclinD1 -0.018 0.1 -9999 0 -0.59 5 5
XRCC6 0.019 0.013 -9999 0 -10000 0 0
T-DHT/AR 0.012 0.086 -9999 0 -0.51 1 1
CTDSP1 0.009 0.009 -9999 0 -10000 0 0
CTDSP2 0.033 0.042 -9999 0 -10000 0 0
BRCA1 -0.006 0.081 -9999 0 -0.85 2 2
TCF4 0.028 0.031 -9999 0 -10000 0 0
CDKN2A -0.19 0.36 -9999 0 -0.79 64 64
SRF 0.03 0.019 -9999 0 -10000 0 0
NKX3-1 -0.006 0.12 -9999 0 -0.69 7 7
KLK3 -0.22 0.49 -9999 0 -1.1 52 52
TMF1 0.011 0.006 -9999 0 -10000 0 0
HNRNPA1 0.024 0.023 -9999 0 -10000 0 0
AOF2 -0.012 0.027 -9999 0 -0.065 47 47
APPL1 0.038 0.038 -9999 0 -10000 0 0
T-DHT/AR/Caspase 8 0.01 0.077 -9999 0 -0.52 1 1
AR 0.005 0.066 -9999 0 -0.44 4 4
UBA3 0.009 0.009 -9999 0 -10000 0 0
PATZ1 0.024 0.023 -9999 0 -10000 0 0
PAWR 0.011 0.006 -9999 0 -10000 0 0
PRKDC 0.013 0.073 -9999 0 -0.78 2 2
PA2G4 0.026 0.027 -9999 0 -10000 0 0
UBE2I 0.013 0 -9999 0 -10000 0 0
T-DHT/AR/Cyclin D3/CDK11 p58 0.009 0.068 -9999 0 -0.48 1 1
RPS6KA3 0 0.029 -9999 0 -10000 0 0
T-DHT/AR/ARA70 -0.007 0.069 -9999 0 -0.52 1 1
LATS2 0.024 0.022 -9999 0 -10000 0 0
T-DHT/AR/PRX1 0.016 0.075 -9999 0 -0.48 1 1
Cyclin D3/CDK11 p58 0.012 0.005 -9999 0 -10000 0 0
VAV3 -0.001 0.04 -9999 0 -0.31 3 3
KLK2 -0.027 0.16 -9999 0 -0.64 15 15
CASP8 0.017 0.009 -9999 0 -10000 0 0
T-DHT/AR/TIF2/CARM1 0.001 0.066 -9999 0 -0.48 1 1
TMPRSS2 0.006 0.067 -9999 0 -0.69 1 1
CCND1 -0.006 0.1 -9999 0 -0.81 4 4
PIAS1 -0.006 0.04 -9999 0 -10000 0 0
mol:T-DHT 0.002 0.019 -9999 0 -0.06 18 18
CDC2L1 0.001 0.002 -9999 0 -10000 0 0
PIAS4 -0.015 0.059 -9999 0 -10000 0 0
T-DHT/AR/CDK6 0.004 0.072 -9999 0 -0.52 1 1
CMTM2 -0.014 0.16 -9999 0 -0.8 9 9
SNURF 0.01 0.006 -9999 0 -10000 0 0
ZMIZ1 0.015 0.018 -9999 0 -10000 0 0
CCND3 0.014 0.002 -9999 0 -10000 0 0
TGIF1 0.024 0.023 -9999 0 -10000 0 0
FKBP4 -0.005 0.081 -9999 0 -0.85 2 2
Ephrin A reverse 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
MAPKKK cascade -0.036 0.081 -9999 0 -0.28 7 7
EFNA5 0.011 0.005 -9999 0 -10000 0 0
FYN -0.025 0.073 -9999 0 -10000 0 0
neuron projection morphogenesis -0.036 0.081 -9999 0 -0.28 7 7
cell-cell signaling 0 0 -9999 0 -10000 0 0
Ephrin A5/EPHA5 -0.036 0.081 -9999 0 -0.28 7 7
EPHA5 0.007 0.007 -9999 0 -10000 0 0
Cellular roles of Anthrax toxin

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
ANTXR1 -0.007 0.13 -10000 0 -0.81 6 6
ANTXR2 0.013 0 -10000 0 -10000 0 0
negative regulation of myeloid dendritic cell antigen processing and presentation -0.002 0.015 -10000 0 -0.097 6 6
monocyte activation 0.01 0.04 -10000 0 -0.34 3 3
MAP2K2 0.01 0.008 -10000 0 -10000 0 0
MAP2K1 -0.002 0.013 -10000 0 -10000 0 0
MAP2K7 -0.002 0.013 -10000 0 -10000 0 0
MAP2K6 -0.002 0.013 -10000 0 -10000 0 0
CYAA 0 0.075 -10000 0 -0.47 6 6
MAP2K4 -0.002 0.013 -10000 0 -10000 0 0
IL1B -0.07 0.18 -10000 0 -0.46 42 42
Channel 0.004 0.08 -10000 0 -0.5 6 6
NLRP1 -0.004 0.033 -10000 0 -0.48 1 1
CALM1 0.013 0 -10000 0 -10000 0 0
negative regulation of phagocytosis 0.009 0.02 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
regulation of endothelial cell proliferation 0.002 0.015 0.097 6 -10000 0 6
MAPK3 -0.002 0.013 -10000 0 -10000 0 0
MAPK1 -0.002 0.013 -10000 0 -10000 0 0
PGR -0.002 0.013 -10000 0 -10000 0 0
PA/Cellular Receptors 0.004 0.087 -10000 0 -0.54 6 6
apoptosis -0.002 0.015 -10000 0 -0.097 6 6
LOC728358 0 0 -10000 0 -10000 0 0
Lethal toxin (unfolded) 0.005 0.072 -10000 0 -0.45 6 6
macrophage activation 0.013 0.014 -10000 0 -10000 0 0
TNF 0.013 0.001 -10000 0 -10000 0 0
VCAM1 0.01 0.04 -10000 0 -0.34 3 3
platelet activation 0.009 0.02 -10000 0 -10000 0 0
MAPKKK cascade -0.011 0.015 -10000 0 -10000 0 0
IL18 0.011 0.019 -10000 0 -0.2 1 1
negative regulation of macrophage activation -0.002 0.015 -10000 0 -0.097 6 6
LEF -0.002 0.015 -10000 0 -0.097 6 6
CASP1 -0.003 0.019 -10000 0 -0.22 1 1
mol:cAMP 0.009 0.02 -10000 0 -10000 0 0
necrosis -0.002 0.015 -10000 0 -0.097 6 6
intracellular pH reduction 0 0 -10000 0 -10000 0 0
PAGA 0 0 -10000 0 -10000 0 0
Edema toxin (unfolded) 0.005 0.077 -10000 0 -0.48 6 6
mol:Epigallocatechin-3-gallate (EGCG) 0 0 -10000 0 -10000 0 0
Arf6 signaling events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
CENTA1/KIF3B 0.018 0 -9999 0 -10000 0 0
ARNO/beta Arrestin1-2 0.01 0.037 -9999 0 -10000 0 0
EGFR 0.013 0 -9999 0 -10000 0 0
EPHA2 -0.004 0.12 -9999 0 -0.81 5 5
USP6 0.013 0 -9999 0 -10000 0 0
IQSEC1 0.013 0 -9999 0 -10000 0 0
EGFR/EGFR/EGF/EGF -0.051 0.15 -9999 0 -0.62 11 11
ARRB2 0.009 0.002 -9999 0 -10000 0 0
mol:GTP 0.014 0.016 -9999 0 -10000 0 0
ARRB1 0.013 0 -9999 0 -10000 0 0
FBXO8 0.013 0 -9999 0 -10000 0 0
TSHR 0.007 0.053 -9999 0 -0.81 1 1
EGF -0.027 0.17 -9999 0 -0.81 11 11
somatostatin receptor activity 0 0 -9999 0 -0.001 5 5
ARAP2 0.013 0 -9999 0 -10000 0 0
mol:GDP -0.055 0.08 -9999 0 -0.25 11 11
mol:PI-3-4-5-P3 0 0 -9999 0 -0.001 1 1
ITGA2B -0.022 0.16 -9999 0 -0.81 10 10
ARF6 0.013 0 -9999 0 -10000 0 0
Ephrin A1/EPHA2/NCK1/GIT1 0.021 0.081 -9999 0 -0.49 6 6
ADAP1 0.013 0 -9999 0 -10000 0 0
KIF13B 0.013 0 -9999 0 -10000 0 0
HGF/MET -0.05 0.2 -9999 0 -0.62 25 25
PXN 0.013 0 -9999 0 -10000 0 0
ARF6/GTP -0.042 0.076 -9999 0 -0.26 5 5
EGFR/EGFR/EGF/EGF/ARFGEP100 -0.033 0.13 -9999 0 -0.54 11 11
ADRB2 0.012 0.004 -9999 0 -10000 0 0
receptor agonist activity 0 0 -9999 0 0 4 4
actin filament binding 0 0 -9999 0 0 5 5
SRC 0.013 0 -9999 0 -10000 0 0
ITGB3 0.013 0.002 -9999 0 -10000 0 0
GNAQ 0.013 0 -9999 0 -10000 0 0
EFA6/PI-4-5-P2 0 0 -9999 0 -0.001 3 3
ARF6/GDP 0.007 0.063 -9999 0 -0.26 4 4
ARF6/GDP/GULP/ACAP1 -0.038 0.084 -9999 0 -0.4 2 2
alphaIIb/beta3 Integrin/paxillin/GIT1 0.008 0.11 -9999 0 -0.49 10 10
ACAP1 0.013 0.003 -9999 0 -10000 0 0
ACAP2 0.013 0 -9999 0 -10000 0 0
LHCGR/beta Arrestin2 0.002 0.005 -9999 0 -10000 0 0
EFNA1 0.01 0.052 -9999 0 -0.81 1 1
HGF 0.009 0.053 -9999 0 -0.81 1 1
CYTH3 0.01 0 -9999 0 -10000 0 0
CYTH2 0.009 0.001 -9999 0 -10000 0 0
NCK1 0.013 0 -9999 0 -10000 0 0
fibronectin binding 0 0 -9999 0 0 2 2
endosomal lumen acidification 0 0 -9999 0 0 4 4
microtubule-based process 0 0 -9999 0 -10000 0 0
GULP1 0.013 0.002 -9999 0 -10000 0 0
GNAQ/ARNO 0.016 0.003 -9999 0 -10000 0 0
mol:Phosphatidic acid 0 0 -9999 0 -10000 0 0
PIP3-E 0 0 -9999 0 0 1 1
MET -0.068 0.24 -9999 0 -0.81 24 24
GNA14 0.013 0.001 -9999 0 -10000 0 0
GNA15 -0.024 0.17 -9999 0 -0.81 11 11
GIT1 0.013 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -0.001 3 3
GNA11 0.013 0.001 -9999 0 -10000 0 0
LHCGR 0.001 0.004 -9999 0 -10000 0 0
AGTR1 0.005 0.007 -9999 0 -10000 0 0
desensitization of G-protein coupled receptor protein signaling pathway 0.002 0.005 -9999 0 -10000 0 0
IPCEF1/ARNO -0.023 0.099 -9999 0 -0.42 11 11
alphaIIb/beta3 Integrin -0.012 0.13 -9999 0 -0.62 10 10
Signaling events regulated by Ret tyrosine kinase

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
PTK2 -0.003 0.038 -9999 0 -10000 0 0
Crk/p130 Cas/Paxillin -0.069 0.088 -9999 0 -0.39 2 2
JUN -0.042 0.11 -9999 0 -0.36 2 2
HRAS 0.013 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/GRB10 -0.05 0.12 -9999 0 -0.54 5 5
RAP1A 0.013 0 -9999 0 -10000 0 0
FRS2 0.013 0 -9999 0 -10000 0 0
RAP1A/GDP 0.01 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/DOK1 -0.05 0.12 -9999 0 -0.54 5 5
EntrezGene:5979 0 0 -9999 0 -10000 0 0
PTPN11 0.013 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0.013 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/Enigma -0.027 0.07 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
RAP1A/GTP -0.041 0.1 -9999 0 -0.48 5 5
GRB7 -0.058 0.23 -9999 0 -0.81 21 21
RET51/GFRalpha1/GDNF -0.05 0.12 -9999 0 -0.54 5 5
MAPKKK cascade -0.064 0.092 -9999 0 -0.48 2 2
BCAR1 0.013 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/IRS1 -0.027 0.07 -9999 0 -10000 0 0
lamellipodium assembly -0.07 0.088 -9999 0 -0.36 2 2
RET51/GFRalpha1/GDNF/SHC -0.05 0.12 -9999 0 -0.54 5 5
PIK3CA 0.013 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/SHC -0.027 0.07 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/Shank3 -0.027 0.07 -9999 0 -10000 0 0
MAPK3 -0.033 0.1 -9999 0 -0.46 5 5
DOK1 0.013 0 -9999 0 -10000 0 0
DOK6 0.013 0.002 -9999 0 -10000 0 0
PXN 0.013 0 -9999 0 -10000 0 0
neurite development -0.024 0.1 -9999 0 -0.51 2 2
DOK5 0.013 0.003 -9999 0 -10000 0 0
GFRA1 0.009 0.006 -9999 0 -10000 0 0
MAPK8 -0.05 0.11 -9999 0 -0.39 2 2
HRAS/GTP -0.075 0.11 -9999 0 -0.45 5 5
tube development -0.019 0.065 -9999 0 -10000 0 0
MAPK1 -0.033 0.1 -9999 0 -0.46 5 5
RET9/GFRalpha1/GDNF/FRS2/SHP2/Grb2 -0.034 0.084 -9999 0 -10000 0 0
Rac1/GDP 0.01 0 -9999 0 -10000 0 0
SRC 0.013 0 -9999 0 -10000 0 0
PDLIM7 0.013 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/Dok6 -0.043 0.12 -9999 0 -0.53 5 5
SHC1 0.013 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/Dok4 -0.05 0.12 -9999 0 -0.54 5 5
RET51/GFRalpha1/GDNF/Dok5 -0.054 0.12 -9999 0 -0.51 6 6
PRKCA 0.013 0 -9999 0 -10000 0 0
HRAS/GDP 0.01 0 -9999 0 -10000 0 0
CREB1 -0.064 0.13 -9999 0 -0.33 24 24
PIK3R1 0.013 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/SHC/GAB1/Grb2 -0.034 0.084 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/Grb7 -0.094 0.19 -9999 0 -0.58 25 25
mol:GDP 0 0 -9999 0 -10000 0 0
RET -0.006 0.12 -9999 0 -0.81 5 5
DOK4 0.013 0 -9999 0 -10000 0 0
JNK cascade -0.041 0.11 -9999 0 -0.36 2 2
RET9/GFRalpha1/GDNF/FRS2 -0.027 0.07 -9999 0 -10000 0 0
SHANK3 0.013 0 -9999 0 -10000 0 0
RASA1 0.013 0 -9999 0 -10000 0 0
NCK1 0.013 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/SHC/Grb2/SOS1 -0.035 0.084 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/FRS2/SHP2/Grb2 -0.06 0.12 -9999 0 -0.32 25 25
RET51/GFRalpha1/GDNF/DOK/RasGAP/NCK -0.06 0.12 -9999 0 -0.32 25 25
RET51/GFRalpha1/GDNF/SHC/Grb2/SOS1 -0.065 0.13 -9999 0 -0.37 25 25
PI3K -0.067 0.15 -9999 0 -0.56 2 2
SOS1 0.013 0 -9999 0 -10000 0 0
RET9/GFRalpha1/GDNF/Shank3/Grb2 -0.018 0.066 -9999 0 -10000 0 0
GRB10 0.013 0 -9999 0 -10000 0 0
activation of MAPKK activity -0.047 0.1 -9999 0 -0.35 3 3
RET51/GFRalpha1/GDNF/FRS2 -0.05 0.12 -9999 0 -0.54 5 5
GAB1 0.013 0 -9999 0 -10000 0 0
IRS1 0.013 0 -9999 0 -10000 0 0
IRS2 0.007 0.074 -9999 0 -0.81 2 2
RET51/GFRalpha1/GDNF/SHC/GAB1/Grb2 -0.065 0.13 -9999 0 -0.37 25 25
RET51/GFRalpha1/GDNF/PKC alpha -0.05 0.12 -9999 0 -0.54 5 5
GRB2 0.013 0 -9999 0 -10000 0 0
PRKACA 0.013 0 -9999 0 -10000 0 0
GDNF 0.01 0.005 -9999 0 -10000 0 0
RAC1 0.013 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/IRS1 -0.05 0.12 -9999 0 -0.54 5 5
Rac1/GTP -0.081 0.1 -9999 0 -0.44 2 2
RET9/GFRalpha1/GDNF -0.04 0.077 -9999 0 -10000 0 0
GFRalpha1/GDNF -0.05 0.092 -9999 0 -10000 0 0
S1P5 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
mol:S1P 0 0 -10000 0 -10000 0 0
telencephalon oligodendrocyte cell migration 0.055 0.1 0.49 3 -10000 0 3
GNAI2 0.013 0 -10000 0 -10000 0 0
S1P/S1P5/G12 0 0.1 -10000 0 -0.54 8 8
mol:GDP 0 0 -10000 0 -10000 0 0
GNAO1 0.007 0.007 -10000 0 -10000 0 0
RhoA/GTP -0.056 0.1 -10000 0 -0.5 3 3
negative regulation of cAMP metabolic process -0.068 0.11 -10000 0 -0.32 17 17
GNAZ 0.013 0.002 -10000 0 -10000 0 0
GNAI3 0.013 0 -10000 0 -10000 0 0
GNA12 0.013 0 -10000 0 -10000 0 0
S1PR5 -0.014 0.15 -10000 0 -0.81 8 8
mol:GTP 0 0 -10000 0 -10000 0 0
S1P/S1P5/Gi -0.069 0.11 -10000 0 -0.33 17 17
RhoA/GDP 0.01 0 -10000 0 -10000 0 0
RHOA 0.013 0 -10000 0 -10000 0 0
GNAI1 0.013 0.002 -10000 0 -10000 0 0
FAS signaling pathway (CD95)

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
SPTAN1 0.005 0.029 -10000 0 -10000 0 0
RFC1 0.005 0.029 -10000 0 -10000 0 0
PRKDC 0.001 0.056 -10000 0 -0.52 2 2
RIPK1 0.014 0.002 -10000 0 -10000 0 0
CASP7 0.018 0.031 0.2 3 -10000 0 3
FASLG/FAS/FADD/FAF1 0.017 0.06 0.22 10 -0.27 2 12
MAP2K4 0.028 0.073 -10000 0 -10000 0 0
mol:ceramide 0.024 0.058 -10000 0 -0.29 2 2
GSN 0.005 0.029 -10000 0 -10000 0 0
FASLG/FAS/FADD/FAF1/Caspase 8 0.027 0.06 -10000 0 -0.3 2 2
FAS 0.013 0.004 -10000 0 -10000 0 0
BID 0.011 0.05 0.26 4 -0.55 1 5
MAP3K1 0.027 0.048 -10000 0 -10000 0 0
MAP3K7 0.013 0.002 -10000 0 -10000 0 0
RB1 0.005 0.029 -10000 0 -10000 0 0
CFLAR 0.014 0.002 -10000 0 -10000 0 0
HGF/MET -0.058 0.2 -10000 0 -0.57 32 32
ARHGDIB 0.005 0.029 -10000 0 -10000 0 0
FADD 0.013 0.004 -10000 0 -10000 0 0
actin filament polymerization -0.005 0.029 -10000 0 -10000 0 0
NFKB1 -0.015 0.045 -10000 0 -10000 0 0
MAPK8 0.025 0.1 -10000 0 -0.39 3 3
DFFA 0.005 0.029 -10000 0 -10000 0 0
DNA fragmentation during apoptosis 0.005 0.029 -10000 0 -10000 0 0
FAS/FADD/MET -0.03 0.17 -10000 0 -0.54 24 24
CFLAR/RIP1 0.017 0.006 -10000 0 -10000 0 0
FAIM3 0.01 0.053 -10000 0 -0.81 1 1
FAF1 0.013 0.005 -10000 0 -10000 0 0
PARP1 0.005 0.029 -10000 0 -10000 0 0
DFFB 0.005 0.029 -10000 0 -10000 0 0
CHUK 0.009 0.046 -10000 0 -10000 0 0
FASLG 0.006 0.074 -10000 0 -0.8 2 2
FAS/FADD 0.019 0.008 -10000 0 -10000 0 0
HGF 0.01 0.053 -10000 0 -0.81 1 1
LMNA 0.017 0.025 -10000 0 -10000 0 0
CASP6 0.005 0.029 -10000 0 -10000 0 0
CASP10 0.013 0.004 -10000 0 -10000 0 0
CASP3 0.006 0.032 -10000 0 -10000 0 0
PTPN13 -0.017 0.16 -10000 0 -0.81 9 9
CASP8 0.006 0.043 0.3 5 -10000 0 5
IL6 -0.029 0.21 -10000 0 -0.67 23 23
MET -0.068 0.24 -10000 0 -0.81 24 24
ICAD/CAD 0.001 0.009 -10000 0 -10000 0 0
FASLG/FAS/FADD/FAF1/Caspase 10 0.024 0.058 -10000 0 -0.3 2 2
activation of caspase activity by cytochrome c 0.011 0.049 0.25 4 -0.55 1 5
PAK2 0.005 0.027 -10000 0 -10000 0 0
BCL2 0.013 0.002 -10000 0 -10000 0 0
Nongenotropic Androgen signaling

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
PTK2 0.01 0 -10000 0 -10000 0 0
GNB1/GNG2 -0.001 0.065 -10000 0 -0.49 1 1
regulation of S phase of mitotic cell cycle 0.002 0.062 -10000 0 -0.25 1 1
GNAO1 0.007 0.007 -10000 0 -10000 0 0
HRAS 0.013 0 -10000 0 -10000 0 0
SHBG/T-DHT 0.001 0.062 -10000 0 -0.55 3 3
PELP1 0.013 0 -10000 0 -10000 0 0
AKT1 0.01 0 -10000 0 -10000 0 0
MAP2K1 0.022 0.049 -10000 0 -0.39 1 1
T-DHT/AR -0.021 0.077 -10000 0 -0.62 1 1
G-protein coupled receptor activity 0 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -0.007 1 1
GNAI2 0.013 0 -10000 0 -10000 0 0
GNAI3 0.013 0 -10000 0 -10000 0 0
GNAI1 0.013 0.002 -10000 0 -10000 0 0
mol:GDP -0.039 0.095 -10000 0 -0.26 36 36
cell proliferation 0.028 0.058 -10000 0 -10000 0 0
PIK3CA 0.013 0 -10000 0 -10000 0 0
FOS 0.033 0.058 -10000 0 -0.71 1 1
mol:Ca2+ -0.011 0.026 -10000 0 -0.072 35 35
MAPK3 0.024 0.054 -10000 0 -10000 0 0
MAPK1 0.02 0.029 -10000 0 -10000 0 0
PIK3R1 0.013 0 -10000 0 -10000 0 0
mol:IP3 0 0 -10000 0 -0.005 1 1
cAMP biosynthetic process 0.003 0.061 -10000 0 -0.5 3 3
GNG2 0.013 0.002 -10000 0 -10000 0 0
potassium channel inhibitor activity 0 0 -10000 0 -0.005 1 1
HRAS/GTP 0.008 0.052 -10000 0 -0.44 1 1
actin cytoskeleton reorganization 0 0 -10000 0 -10000 0 0
SRC 0.013 0 -10000 0 -10000 0 0
voltage-gated calcium channel activity 0 0 -10000 0 -0.005 1 1
PI3K 0.018 0 -10000 0 -10000 0 0
apoptosis -0.03 0.045 0.37 1 -10000 0 1
T-DHT/AR/PELP1 -0.007 0.065 -10000 0 -0.54 1 1
HRAS/GDP -0.036 0.087 -10000 0 -0.38 1 1
CREB1 0.03 0.047 -10000 0 -0.39 1 1
RAC1-CDC42/GTP 0.026 0 -10000 0 -10000 0 0
AR 0.007 0.053 -10000 0 -0.81 1 1
GNB1 0.013 0 -10000 0 -10000 0 0
RAF1 0.016 0.051 -10000 0 -0.42 1 1
RAC1-CDC42/GDP -0.005 0.095 -10000 0 -0.36 1 1
T-DHT/AR/PELP1/Src 0.003 0.06 -10000 0 -0.49 1 1
MAP2K2 0.022 0.049 -10000 0 -0.39 1 1
T-DHT/AR/PELP1/Src/PI3K 0.002 0.063 -10000 0 -0.26 1 1
GNAZ 0.013 0.002 -10000 0 -10000 0 0
SHBG 0.001 0.09 -10000 0 -0.81 3 3
Gi family/GNB1/GNG2/GDP -0.1 0.16 -10000 0 -0.37 35 35
mol:T-DHT 0 0 -10000 0 -0.003 1 1
RAC1 0.013 0 -10000 0 -10000 0 0
GNRH1 0.01 0.001 -10000 0 -10000 0 0
Gi family/GTP -0.027 0.1 -10000 0 -0.27 34 34
CDC42 0.013 0 -10000 0 -10000 0 0
IL6-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
BCL2L1 -0.007 0.18 -9999 0 -0.69 4 4
CRP -0.015 0.2 -9999 0 -0.84 5 5
cell cycle arrest -0.016 0.2 -9999 0 -0.7 5 5
TIMP1 -0.026 0.22 -9999 0 -0.67 13 13
IL6ST 0.015 0.008 -9999 0 -10000 0 0
Rac1/GDP -0.003 0.12 -9999 0 -0.4 2 2
AP1 0.044 0.056 -9999 0 -10000 0 0
GAB2 0.014 0.001 -9999 0 -10000 0 0
TNFSF11 -0.043 0.24 -9999 0 -0.66 11 11
HSP90B1 0.024 0.057 -9999 0 -0.56 1 1
GAB1 0.014 0.001 -9999 0 -10000 0 0
MAPK14 0.004 0.1 -9999 0 -0.64 1 1
AKT1 0.05 0.011 -9999 0 -10000 0 0
FOXO1 0.054 0.011 -9999 0 -10000 0 0
MAP2K6 -0.004 0.11 -9999 0 -0.56 1 1
mol:GTP 0 0.002 -9999 0 -10000 0 0
MAP2K4 0.003 0.13 -9999 0 -0.44 2 2
MITF -0.008 0.11 -9999 0 -0.37 4 4
positive regulation of NF-kappaB transcription factor activity 0 0 -9999 0 -10000 0 0
TYK2 0.013 0 -9999 0 -10000 0 0
A2M 0.018 0.003 -9999 0 -10000 0 0
CEBPB 0.016 0.053 -9999 0 -0.8 1 1
GRB2/SOS1/GAB family/SHP2 0.02 0.05 -9999 0 -10000 0 0
STAT3 -0.019 0.2 -9999 0 -0.73 5 5
STAT1 -0.006 0.033 -9999 0 -10000 0 0
CEBPD -0.005 0.18 -9999 0 -0.65 3 3
PIK3CA 0.015 0 -9999 0 -10000 0 0
PI3K 0.022 0 -9999 0 -10000 0 0
JUN 0.013 0.001 -9999 0 -10000 0 0
PIAS3/MITF -0.004 0.11 -9999 0 -0.38 2 2
MAPK11 0.004 0.1 -9999 0 -0.64 1 1
STAT3 (dimer)/FOXO1 0.025 0.17 -9999 0 -0.57 1 1
GRB2/SOS1/GAB family -0.026 0.075 -9999 0 -0.39 1 1
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/HCK -0.009 0.11 -9999 0 -0.35 6 6
GRB2 0.014 0.001 -9999 0 -10000 0 0
JAK2 0.013 0 -9999 0 -10000 0 0
LBP -0.028 0.23 -9999 0 -0.69 13 13
PIK3R1 0.014 0 -9999 0 -10000 0 0
JAK1 0.015 0.004 -9999 0 -10000 0 0
MYC -0.029 0.22 -9999 0 -0.71 5 5
FGG -0.028 0.22 -9999 0 -0.76 9 9
macrophage differentiation -0.016 0.2 -9999 0 -0.7 5 5
IL6/IL6RA/gp130 (dimer)/JAK2/JAK2/LMO4 -0.016 0.14 -9999 0 -0.47 19 19
JUNB -0.006 0.18 -9999 0 -0.64 2 2
FOS 0.013 0.001 -9999 0 -10000 0 0
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4 -0.013 0.12 -9999 0 -0.35 9 9
STAT1/PIAS1 -0.008 0.12 -9999 0 -0.4 4 4
GRB2/SOS1/GAB family/SHP2/PI3K 0.041 0.011 -9999 0 -10000 0 0
STAT3 (dimer) -0.019 0.2 -9999 0 -0.73 5 5
PRKCD 0.008 0.15 -9999 0 -0.54 1 1
IL6R 0.007 0.041 -9999 0 -0.28 5 5
SOCS3 0.007 0.098 -9999 0 -0.78 1 1
gp130 (dimer)/JAK1/JAK1/LMO4 0.03 0.028 -9999 0 -10000 0 0
Rac1/GTP -0.004 0.12 -9999 0 -0.41 3 3
HCK 0.013 0.001 -9999 0 -10000 0 0
MAPKKK cascade 0.032 0.042 -9999 0 -10000 0 0
bone resorption -0.039 0.23 -9999 0 -0.63 11 11
IRF1 -0.007 0.18 -9999 0 -0.65 3 3
mol:GDP -0.006 0.11 -9999 0 -0.38 4 4
SOS1 0.013 0.001 -9999 0 -10000 0 0
VAV1 -0.006 0.11 -9999 0 -0.39 4 4
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/SOCS3 -0.015 0.12 -9999 0 -0.44 5 5
PTPN11 -0.002 0.012 -9999 0 -10000 0 0
IL6/IL6RA -0.053 0.18 -9999 0 -0.61 20 20
gp130 (dimer)/TYK2/TYK2/LMO4 0.027 0.024 -9999 0 -10000 0 0
gp130 (dimer)/JAK2/JAK2/LMO4 0.027 0.024 -9999 0 -10000 0 0
IL6 -0.051 0.22 -9999 0 -0.76 21 21
PIAS3 0.013 0 -9999 0 -10000 0 0
PTPRE 0.009 0.012 -9999 0 -10000 0 0
PIAS1 0.013 0 -9999 0 -10000 0 0
RAC1 0.013 0.001 -9999 0 -10000 0 0
IL6/IL6RA/gp130 (dimer)/TYK2/TYK2/LMO4 -0.02 0.1 -9999 0 -0.3 15 15
LMO4 0.016 0.008 -9999 0 -10000 0 0
STAT3 (dimer)/PIAS3 -0.018 0.19 -9999 0 -0.67 5 5
MCL1 0.054 0.01 -9999 0 -10000 0 0
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha

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
HIF3A 0.009 0.006 -9999 0 -10000 0 0
oxygen homeostasis 0 0 -9999 0 -10000 0 0
TCEB2 0.013 0 -9999 0 -10000 0 0
TCEB1 0.013 0 -9999 0 -10000 0 0
HIF1A/p53 0.029 0.008 -9999 0 -10000 0 0
HIF1A 0.021 0.008 -9999 0 -10000 0 0
COPS5 0.013 0 -9999 0 -10000 0 0
VHL/Elongin B/Elongin C/RBX1/CUL2 0.04 0 -9999 0 -10000 0 0
FIH (dimer) 0.013 0 -9999 0 -10000 0 0
CDKN2A -0.2 0.36 -9999 0 -0.81 64 64
ARNT/IPAS -0.049 0.091 -9999 0 -10000 0 0
HIF1AN 0.013 0 -9999 0 -10000 0 0
GNB2L1 0.013 0 -9999 0 -10000 0 0
HIF1A/ARNT 0.029 0.008 -9999 0 -10000 0 0
CUL2 0.013 0 -9999 0 -10000 0 0
OS9 0.013 0 -9999 0 -10000 0 0
RACK1/Elongin B/Elongin C 0.027 0 -9999 0 -10000 0 0
response to hypoxia 0 0 -9999 0 -10000 0 0
HIF1A/Hsp90 0.029 0.008 -9999 0 -10000 0 0
PHD1-3/OS9 0.032 0.034 -9999 0 -0.49 1 1
HIF1A/RACK1/Elongin B/Elongin C 0.039 0.008 -9999 0 -10000 0 0
VHL 0.013 0 -9999 0 -10000 0 0
HSP90AA1 0.013 0 -9999 0 -10000 0 0
HIF1A/JAB1 0.029 0.008 -9999 0 -10000 0 0
EGLN3 0.013 0 -9999 0 -10000 0 0
EGLN2 0.01 0.052 -9999 0 -0.81 1 1
EGLN1 0.013 0 -9999 0 -10000 0 0
TP53 0.013 0 -9999 0 -10000 0 0
VHL/Elongin B/Elongin C/RBX1/CUL2/HIF1A 0.036 0.002 -9999 0 -10000 0 0
ARNT 0.013 0 -9999 0 -10000 0 0
ARD1A 0 0 -9999 0 -10000 0 0
RBX1 0.013 0 -9999 0 -10000 0 0
HIF1A/p19ARF -0.092 0.2 -9999 0 -0.43 64 64
Neurotrophic factor-mediated Trk receptor signaling

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
CRKL 0.013 0 -10000 0 -10000 0 0
RAS family/GTP/Tiam1 -0.008 0.07 -10000 0 -0.24 9 9
NT3 (dimer)/TRKC -0.027 0.094 -10000 0 -0.48 3 3
NT3 (dimer)/TRKB -0.074 0.14 -10000 0 -0.55 9 9
SHC/Grb2/SOS1/GAB1/PI3K 0.034 0 -10000 0 -10000 0 0
RAPGEF1 0.013 0 -10000 0 -10000 0 0
BDNF -0.014 0.15 -10000 0 -0.81 8 8
PIK3CA 0.013 0 -10000 0 -10000 0 0
DYNLT1 0.013 0 -10000 0 -10000 0 0
NTRK1 0.005 0.074 -10000 0 -0.81 2 2
NTRK2 -0.017 0.15 -10000 0 -0.81 8 8
NTRK3 0.009 0.006 -10000 0 -10000 0 0
NT-4/5 (dimer)/TRKB -0.099 0.17 -10000 0 -0.56 19 19
neuron apoptosis 0.1 0.17 0.45 27 -10000 0 27
SHC 2-3/Grb2 -0.11 0.18 -10000 0 -0.5 27 27
SHC1 0.013 0 -10000 0 -10000 0 0
SHC2 -0.085 0.15 -10000 0 -0.39 36 36
SHC3 -0.12 0.18 -10000 0 -0.4 57 57
STAT3 (dimer) 0.015 0.043 -10000 0 -0.32 4 4
NT3 (dimer)/TRKA -0.027 0.092 -10000 0 -0.54 3 3
RIN/GDP 0.005 0.055 -10000 0 -10000 0 0
GIPC1 0.013 0 -10000 0 -10000 0 0
KRAS 0.013 0 -10000 0 -10000 0 0
DNAJA3 -0.047 0.11 -10000 0 -0.34 7 7
RIN/GTP 0.001 0.003 -10000 0 -10000 0 0
CCND1 0.016 0.091 -10000 0 -0.69 4 4
MAGED1 0.013 0 -10000 0 -10000 0 0
PTPN11 0.013 0 -10000 0 -10000 0 0
RICS 0 0 -10000 0 -10000 0 0
NT-4/5 (dimer) -0.03 0.17 -10000 0 -0.8 11 11
SHC/GRB2/SOS1 0.027 0 -10000 0 -10000 0 0
GRB2 0.013 0 -10000 0 -10000 0 0
NGF (dimer)/TRKA/MATK 0 0.079 -10000 0 -0.54 3 3
TRKA/NEDD4-2 0.014 0.058 -10000 0 -0.62 2 2
ELMO1 0.013 0 -10000 0 -10000 0 0
RhoG/GTP/ELMO1/DOCK1 0.018 0 -10000 0 -10000 0 0
NGF 0.012 0.004 -10000 0 -10000 0 0
HRAS 0.013 0 -10000 0 -10000 0 0
DOCK1 0.013 0 -10000 0 -10000 0 0
GAB2 0.013 0 -10000 0 -10000 0 0
RIT2 0.001 0.004 -10000 0 -10000 0 0
RIT1 0.013 0 -10000 0 -10000 0 0
FRS2 0.013 0 -10000 0 -10000 0 0
DNM1 0.01 0.052 -10000 0 -0.81 1 1
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0.013 0 -10000 0 -10000 0 0
SH2B1 (homopentamer) 0 0 -10000 0 -10000 0 0
RhoG/GTP -0.045 0.1 -10000 0 -0.33 7 7
mol:GDP 0.005 0.075 -10000 0 -10000 0 0
NGF (dimer) 0.012 0.004 -10000 0 -10000 0 0
RhoG/GDP 0.01 0 -10000 0 -10000 0 0
RIT1/GDP 0.01 0.056 -10000 0 -10000 0 0
TIAM1 0.012 0.004 -10000 0 -10000 0 0
PIK3R1 0.013 0 -10000 0 -10000 0 0
BDNF (dimer)/TRKB -0.046 0.15 -10000 0 -0.54 16 16
KIDINS220/CRKL/C3G 0.02 0 -10000 0 -10000 0 0
SHC/RasGAP 0.02 0 -10000 0 -10000 0 0
FRS2 family/SHP2 0.027 0 -10000 0 -10000 0 0
SHC/GRB2/SOS1/GAB1 0.034 0 -10000 0 -10000 0 0
RIT1/GTP 0.01 0 -10000 0 -10000 0 0
NT3 (dimer) 0.009 0.052 -10000 0 -0.8 1 1
RAP1/GDP -0.015 0.029 -10000 0 -10000 0 0
KIDINS220/CRKL 0.013 0 -10000 0 -10000 0 0
BDNF (dimer) -0.014 0.15 -10000 0 -0.8 8 8
ubiquitin-dependent protein catabolic process 0.011 0.063 -10000 0 -0.53 2 2
Schwann cell development -0.023 0.027 -10000 0 -10000 0 0
EHD4 0.013 0 -10000 0 -10000 0 0
FRS2 family/GRB2/SOS1 0.034 0 -10000 0 -10000 0 0
FRS2 family/SHP2/CRK family/C3G/GAB2 0.036 0 -10000 0 -10000 0 0
RAP1B 0.013 0 -10000 0 -10000 0 0
RAP1A 0.013 0 -10000 0 -10000 0 0
CDC42/GTP -0.066 0.11 -10000 0 -0.42 17 17
ABL1 0.013 0 -10000 0 -10000 0 0
SH2B family/GRB2/SOS1 0.02 0 -10000 0 -10000 0 0
Rap1/GTP 0.014 0.06 -10000 0 -10000 0 0
STAT3 0.015 0.043 -10000 0 -0.32 4 4
axon guidance -0.064 0.11 -10000 0 -0.4 17 17
MAPK3 0.005 0.072 -10000 0 -0.49 3 3
MAPK1 0.005 0.072 -10000 0 -0.49 3 3
CDC42/GDP 0.01 0.056 -10000 0 -10000 0 0
NTF3 0.01 0.053 -10000 0 -0.81 1 1
NTF4 -0.031 0.17 -10000 0 -0.81 11 11
NGF (dimer)/TRKA/FAIM 0.011 0.064 -10000 0 -0.54 2 2
PI3K 0.02 0 -10000 0 -10000 0 0
FRS3 0.013 0 -10000 0 -10000 0 0
FAIM 0.013 0 -10000 0 -10000 0 0
GAB1 0.013 0 -10000 0 -10000 0 0
RASGRF1 -0.089 0.16 -10000 0 -0.44 30 30
SOS1 0.013 0 -10000 0 -10000 0 0
MCF2L -0.014 0.079 -10000 0 -0.4 3 3
RGS19 0.013 0 -10000 0 -10000 0 0
CDC42 0.013 0 -10000 0 -10000 0 0
RAS family/GTP 0.01 0.062 -10000 0 -10000 0 0
Rac1/GDP 0.01 0.056 -10000 0 -10000 0 0
NGF (dimer)/TRKA/GRIT 0.002 0.063 -10000 0 -0.54 2 2
neuron projection morphogenesis -0.042 0.11 -10000 0 -0.45 1 1
NGF (dimer)/TRKA/NEDD4-2 0.011 0.064 -10000 0 -0.54 2 2
MAP2K1 0.033 0 -10000 0 -10000 0 0
NGFR 0.01 0.006 -10000 0 -10000 0 0
NGF (dimer)/TRKA/GIPC/GAIP 0.018 0.053 -10000 0 -10000 0 0
RAS family/GTP/PI3K 0.028 0 -10000 0 -10000 0 0
FRS2 family/SHP2/GRB2/SOS1 0.04 0 -10000 0 -10000 0 0
NRAS 0.013 0 -10000 0 -10000 0 0
GRB2/SOS1 0.02 0 -10000 0 -10000 0 0
PRKCI 0.013 0 -10000 0 -10000 0 0
ChemicalAbstracts:146-91-8 0 0 -10000 0 -10000 0 0
RAC1 0.013 0 -10000 0 -10000 0 0
PRKCZ 0.013 0 -10000 0 -10000 0 0
MAPKKK cascade -0.049 0.13 -10000 0 -0.48 17 17
RASA1 0.013 0 -10000 0 -10000 0 0
TRKA/c-Abl 0.014 0.058 -10000 0 -0.62 2 2
SQSTM1 0.013 0 -10000 0 -10000 0 0
BDNF (dimer)/TRKB/GIPC -0.033 0.14 -10000 0 -0.5 16 16
NGF (dimer)/TRKA/p62/Atypical PKCs 0.026 0.056 -10000 0 -0.46 2 2
MATK 0.009 0.053 -10000 0 -0.81 1 1
NEDD4L 0.013 0 -10000 0 -10000 0 0
RAS family/GDP -0.013 0.026 -10000 0 -10000 0 0
NGF (dimer)/TRKA -0.068 0.1 -10000 0 -0.34 9 9
Rac1/GTP -0.066 0.094 -10000 0 -0.33 13 13
FRS2 family/SHP2/CRK family 0.04 0 -10000 0 -10000 0 0
E-cadherin signaling in keratinocytes

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
keratinocyte differentiation 0.042 0.011 -9999 0 -10000 0 0
adherens junction organization -0.038 0.071 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
Rac1/GDP 0.049 0 -9999 0 -10000 0 0
FMN1 0.038 0 -9999 0 -10000 0 0
mol:IP3 0.037 0 -9999 0 -10000 0 0
E-cadherin/Ca2+/beta catenin-gamma catenin/alpha catenin/p120 catenin 0.034 0 -9999 0 -10000 0 0
CTNNB1 0.013 0 -9999 0 -10000 0 0
AKT1 0.043 0 -9999 0 -10000 0 0
E-cadherin/beta catenin-gamma catenin/alpha catenin/p120 catenin 0.039 0.004 -9999 0 -10000 0 0
CTNND1 0.014 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0.038 0 -9999 0 -10000 0 0
VASP 0.038 0 -9999 0 -10000 0 0
ZYX 0.038 0 -9999 0 -10000 0 0
JUB -0.22 0.23 -9999 0 -0.43 132 132
EGFR(dimer) 0.04 0 -9999 0 -10000 0 0
E-cadherin/beta catenin-gamma catenin 0.025 0 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 0.039 0 -9999 0 -10000 0 0
PIK3CA 0.014 0 -9999 0 -10000 0 0
PI3K 0.039 0 -9999 0 -10000 0 0
FYN 0.042 0.011 -9999 0 -10000 0 0
mol:Ca2+ 0.037 0 -9999 0 -10000 0 0
JUP 0.013 0 -9999 0 -10000 0 0
PIK3R1 0.014 0 -9999 0 -10000 0 0
mol:DAG 0.037 0 -9999 0 -10000 0 0
CDH1 0.013 0 -9999 0 -10000 0 0
RhoA/GDP 0.049 0 -9999 0 -10000 0 0
establishment of polarity of embryonic epithelium 0.038 0 -9999 0 -10000 0 0
SRC 0.013 0 -9999 0 -10000 0 0
RAC1 0.013 0 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
EGFR 0.013 0 -9999 0 -10000 0 0
CASR 0.036 0.009 -9999 0 -10000 0 0
RhoA/GTP 0.04 0 -9999 0 -10000 0 0
AKT2 0.041 0.029 -9999 0 -0.42 1 1
actin cable formation 0.043 0 -9999 0 -10000 0 0
apoptosis -0.04 0.008 -9999 0 -10000 0 0
CTNNA1 0.014 0 -9999 0 -10000 0 0
mol:GDP 0.043 0 -9999 0 -10000 0 0
PIP5K1A 0.038 0 -9999 0 -10000 0 0
PLCG1 0.037 0 -9999 0 -10000 0 0
Rac1/GTP 0.042 0 -9999 0 -10000 0 0
homophilic cell adhesion 0.001 0 -9999 0 -10000 0 0
S1P4 pathway

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
mol:S1P 0 0 -9999 0 -10000 0 0
GNAO1 0.007 0.007 -9999 0 -10000 0 0
CDC42/GTP -0.049 0.09 -9999 0 -0.27 11 11
PLCG1 -0.051 0.094 -9999 0 -0.28 11 11
mol:GTP 0 0 -9999 0 -10000 0 0
GNAI2 0.013 0 -9999 0 -10000 0 0
GNAI3 0.013 0 -9999 0 -10000 0 0
G12/G13 0.02 0 -9999 0 -10000 0 0
cell migration -0.048 0.089 -9999 0 -0.27 11 11
S1PR5 -0.014 0.15 -9999 0 -0.81 8 8
S1PR4 0.013 0.002 -9999 0 -10000 0 0
MAPK3 -0.051 0.094 -9999 0 -0.28 11 11
MAPK1 -0.051 0.094 -9999 0 -0.28 11 11
S1P/S1P5/Gi -0.069 0.11 -9999 0 -0.33 17 17
GNAI1 0.013 0.002 -9999 0 -10000 0 0
CDC42/GDP 0.01 0 -9999 0 -10000 0 0
S1P/S1P5/G12 0 0.1 -9999 0 -0.54 8 8
RHOA 0.025 0.017 -9999 0 -10000 0 0
S1P/S1P4/Gi -0.061 0.099 -9999 0 -0.3 11 11
mol:GDP 0 0 -9999 0 -10000 0 0
GNAZ 0.013 0.002 -9999 0 -10000 0 0
S1P/S1P4/G12/G13 0.023 0.018 -9999 0 -10000 0 0
GNA12 0.013 0 -9999 0 -10000 0 0
GNA13 0.013 0 -9999 0 -10000 0 0
CDC42 0.013 0 -9999 0 -10000 0 0
Role of Calcineurin-dependent NFAT signaling in lymphocytes

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
BCL2L1 0.01 0.052 -10000 0 -0.81 1 1
NFATC1 0.044 0.033 -10000 0 -10000 0 0
NFATC2 0.029 0.03 -10000 0 -10000 0 0
NFATC3 0.021 0.005 -10000 0 -10000 0 0
YWHAE 0.013 0 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/CABIN1 -0.085 0.12 -10000 0 -0.34 23 23
Exportin 1/Ran/NUP214 0.027 0.002 -10000 0 -10000 0 0
mol:DAG 0 0.002 -10000 0 -10000 0 0
CABIN1/MEF2D/CaM/Ca2+/CAMK IV -0.081 0.092 -10000 0 -0.41 4 4
BCL2/BAX 0.017 0.021 -10000 0 -10000 0 0
CaM/Ca2+/Calcineurin A alpha-beta B1 0.01 0.005 -10000 0 -10000 0 0
CaM/Ca2+ 0.01 0.005 -10000 0 -10000 0 0
BAX 0.013 0 -10000 0 -10000 0 0
MAPK14 0.013 0.002 -10000 0 -10000 0 0
BAD 0.013 0 -10000 0 -10000 0 0
CABIN1/MEF2D -0.074 0.11 -10000 0 -0.32 23 23
Calcineurin A alpha-beta B1/BCL2 0.013 0.001 -10000 0 -10000 0 0
FKBP8 0.013 0 -10000 0 -10000 0 0
activation-induced cell death of T cells 0.073 0.11 0.32 23 -10000 0 23
KPNB1 0.013 0 -10000 0 -10000 0 0
KPNA2 0.003 0.091 -10000 0 -0.81 3 3
XPO1 0.013 0 -10000 0 -10000 0 0
SFN 0.013 0 -10000 0 -10000 0 0
MAP3K8 0.013 0.002 -10000 0 -10000 0 0
NFAT4/CK1 alpha 0.03 0.007 -10000 0 -10000 0 0
MEF2D/NFAT1/Cbp/p300 0.04 0.087 -10000 0 -0.39 2 2
CABIN1 -0.085 0.12 -10000 0 -0.35 23 23
CALM1 0.013 0.002 -10000 0 -10000 0 0
RAN 0.013 0 -10000 0 -10000 0 0
MAP3K1 0.013 0 -10000 0 -10000 0 0
CAMK4 0.012 0.003 -10000 0 -10000 0 0
mol:Ca2+ 0 0.004 -10000 0 -10000 0 0
MAPK3 0.013 0 -10000 0 -10000 0 0
YWHAH 0.013 0 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/AKAP79/PKA 0.018 0.017 -10000 0 -10000 0 0
YWHAB 0.013 0 -10000 0 -10000 0 0
MAPK8 0.013 0.003 -10000 0 -10000 0 0
MAPK9 0.013 0 -10000 0 -10000 0 0
YWHAG 0.013 0 -10000 0 -10000 0 0
FKBP1A 0.013 0 -10000 0 -10000 0 0
NFAT1-c-4/YWHAQ 0.059 0.032 -10000 0 -10000 0 0
PRKCH 0.013 0 -10000 0 -10000 0 0
CABIN1/Cbp/p300 0.019 0.008 -10000 0 -10000 0 0
CASP3 0.013 0.002 -10000 0 -10000 0 0
PIM1 0.013 0 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/FKBP12/FK506 0.009 0.002 -10000 0 -10000 0 0
apoptosis -0.002 0.03 -10000 0 -0.48 1 1
14-3-3 family/BAD/CaM/Ca2+/Calcineurin A alpha-beta B1 0.038 0.002 -10000 0 -10000 0 0
PRKCB 0.01 0.006 -10000 0 -10000 0 0
PRKCE 0.013 0 -10000 0 -10000 0 0
JNK2/NFAT4 0.027 0.004 -10000 0 -10000 0 0
BAD/BCL-XL 0.017 0.041 -10000 0 -0.62 1 1
PRKCD 0.013 0 -10000 0 -10000 0 0
NUP214 0.013 0 -10000 0 -10000 0 0
PRKCZ 0.013 0.003 -10000 0 -10000 0 0
PRKCA 0.013 0 -10000 0 -10000 0 0
PRKCG -0.34 0.4 -10000 0 -0.81 104 104
PRKCQ 0.006 0.074 -10000 0 -0.81 2 2
FKBP38/BCL2 0.017 0.021 -10000 0 -10000 0 0
EP300 0.013 0.004 -10000 0 -10000 0 0
PRKCB1 0 0 -10000 0 -10000 0 0
CSNK2A1 0.013 0 -10000 0 -10000 0 0
NFATc/JNK1 0.049 0.034 -10000 0 -10000 0 0
CaM/Ca2+/FKBP38 0.018 0.005 -10000 0 -10000 0 0
FKBP12/FK506 0.01 0 -10000 0 -10000 0 0
CSNK1A1 0.017 0.006 -10000 0 -10000 0 0
CaM/Ca2+/CAMK IV 0.01 0.034 -10000 0 -10000 0 0
NFATc/ERK1 0.05 0.032 -10000 0 -10000 0 0
CABIN1/YWHAQ/CaM/Ca2+/CAMK IV -0.081 0.092 -10000 0 -0.41 4 4
NR4A1 0.02 0.16 -10000 0 -0.67 13 13
GSK3B 0.013 0.003 -10000 0 -10000 0 0
positive T cell selection 0.021 0.005 -10000 0 -10000 0 0
NFAT1/CK1 alpha 0.027 0.025 -10000 0 -10000 0 0
RCH1/ KPNB1 0.012 0.071 -10000 0 -0.62 3 3
YWHAQ 0.013 0 -10000 0 -10000 0 0
PRKACA 0.013 0.002 -10000 0 -10000 0 0
AKAP5 0.013 0.001 -10000 0 -10000 0 0
MEF2D 0.013 0.004 -10000 0 -10000 0 0
mol:FK506 0 0 -10000 0 -10000 0 0
YWHAZ 0.013 0 -10000 0 -10000 0 0
NFATc/p38 alpha 0.049 0.034 -10000 0 -10000 0 0
CREBBP 0.013 0.004 -10000 0 -10000 0 0
BCL2 0.013 0.001 -10000 0 -10000 0 0
Signaling mediated by p38-gamma and p38-delta

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
EEF2K 0.024 0 -9999 0 -10000 0 0
SNTA1 0.013 0 -9999 0 -10000 0 0
response to hypoxia 0 0 -9999 0 -10000 0 0
STMN1 0.024 0 -9999 0 -10000 0 0
MAPK12 0.01 0.086 -9999 0 -0.49 7 7
CCND1 0.01 0.049 -9999 0 -0.22 10 10
p38 gamma/SNTA1 0.017 0.081 -9999 0 -0.45 7 7
MAP2K3 0.013 0 -9999 0 -10000 0 0
PKN1 0.013 0 -9999 0 -10000 0 0
G2/M transition checkpoint 0.01 0.085 -9999 0 -0.48 7 7
MAP2K6 0.021 0 -9999 0 -10000 0 0
MAPT -0.055 0.12 -9999 0 -0.41 4 4
MAPK13 0.02 0 -9999 0 -10000 0 0
hyperosmotic response 0 0 -9999 0 -10000 0 0
ZAK 0.016 0 -9999 0 -10000 0 0
ErbB2/ErbB3 signaling events

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
USP8 0.016 0.003 -10000 0 -10000 0 0
RAS family/GTP 0.026 0.062 -10000 0 -10000 0 0
NFATC4 0.02 0.061 -10000 0 -0.36 2 2
ERBB2IP 0.013 0.002 -10000 0 -10000 0 0
HSP90 (dimer) 0.013 0 -10000 0 -10000 0 0
mammary gland morphogenesis 0.011 0.075 -10000 0 -0.42 4 4
JUN 0.043 0.058 -10000 0 -0.29 2 2
HRAS 0.013 0.001 -10000 0 -10000 0 0
DOCK7 0.015 0.072 -10000 0 -0.45 2 2
ErbB2/ErbB3/neuregulin 1 beta/SHC 0.002 0.083 -10000 0 -0.53 4 4
AKT1 0.01 0.002 -10000 0 -10000 0 0
BAD 0.016 0.002 -10000 0 -10000 0 0
MAPK10 0.014 0.051 -10000 0 -0.27 2 2
mol:GTP 0 0.001 -10000 0 -10000 0 0
ErbB2/ErbB3/neuregulin 1 beta 0.013 0.081 -10000 0 -0.46 4 4
RAF1 0.036 0.065 -10000 0 -10000 0 0
ErbB2/ErbB3/neuregulin 2 -0.046 0.092 -10000 0 -0.53 4 4
STAT3 0.02 0.004 -10000 0 -10000 0 0
cell migration 0.013 0.06 -10000 0 -0.26 2 2
mol:PI-3-4-5-P3 0 0.001 -10000 0 -10000 0 0
cell proliferation 0.048 0.15 -10000 0 -0.57 11 11
FOS 0.053 0.1 -10000 0 -0.33 12 12
NRAS 0.013 0.001 -10000 0 -10000 0 0
mol:Ca2+ 0.011 0.075 -10000 0 -0.42 4 4
MAPK3 0.046 0.12 -10000 0 -0.44 11 11
MAPK1 0.046 0.12 -10000 0 -0.44 11 11
JAK2 0.015 0.072 -10000 0 -0.45 2 2
NF2 0 0.003 -10000 0 -10000 0 0
ErbB2/ErbB3/neuregulin 1 beta/SHC/GRB2/SOS1 0.019 0.04 -10000 0 -0.3 2 2
NRG1 0.012 0.005 -10000 0 -10000 0 0
GRB2/SOS1 0.02 0.001 -10000 0 -10000 0 0
MAPK8 0.014 0.081 -10000 0 -0.37 2 2
MAPK9 0.023 0.041 -10000 0 -10000 0 0
ERBB2 -0.009 0.083 0.28 1 -0.63 4 5
ERBB3 0.013 0.002 -10000 0 -10000 0 0
SHC1 0.013 0.001 -10000 0 -10000 0 0
RAC1 0.013 0 -10000 0 -10000 0 0
apoptosis -0.009 0.011 -10000 0 -10000 0 0
STAT3 (dimer) 0.02 0.004 -10000 0 -10000 0 0
RNF41 0.021 0.005 -10000 0 -10000 0 0
FRAP1 0.008 0.002 -10000 0 -10000 0 0
RAC1-CDC42/GTP -0.014 0.042 -10000 0 -0.32 2 2
ErbB2/ErbB2/HSP90 (dimer) 0.001 0.071 -10000 0 -0.55 4 4
CHRNA1 0.039 0.14 -10000 0 -0.56 12 12
myelination 0.019 0.06 -10000 0 -0.35 2 2
PPP3CB 0.015 0.068 -10000 0 -0.42 2 2
KRAS 0.013 0.001 -10000 0 -10000 0 0
RAC1-CDC42/GDP 0.016 0.06 -10000 0 -10000 0 0
NRG2 0.005 0.006 -10000 0 -10000 0 0
mol:GDP 0.019 0.04 -10000 0 -0.3 2 2
SOS1 0.013 0.001 -10000 0 -10000 0 0
MAP2K2 0.041 0.069 -10000 0 -10000 0 0
SRC 0.013 0 -10000 0 -10000 0 0
mol:cAMP 0 0.001 -10000 0 -10000 0 0
PTPN11 0.015 0.072 -10000 0 -0.45 2 2
MAP2K1 0.036 0.12 -10000 0 -0.51 4 4
heart morphogenesis 0.011 0.075 -10000 0 -0.42 4 4
RAS family/GDP 0.026 0.061 -10000 0 -10000 0 0
GRB2 0.013 0.001 -10000 0 -10000 0 0
PRKACA -0.001 0.004 -10000 0 -10000 0 0
CHRNE 0.018 0.025 -10000 0 -0.22 2 2
HSP90AA1 0.013 0 -10000 0 -10000 0 0
activation of caspase activity -0.01 0.002 -10000 0 -10000 0 0
nervous system development 0.011 0.075 -10000 0 -0.42 4 4
CDC42 0.013 0 -10000 0 -10000 0 0
Canonical NF-kappaB pathway

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
FBXW11 0.016 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha 0.055 0.051 -9999 0 -10000 0 0
ERC1 0.013 0 -9999 0 -10000 0 0
RIP2/NOD2 -0.062 0.21 -9999 0 -0.62 31 31
NFKBIA 0.038 0 -9999 0 -10000 0 0
BIRC2 0.013 0 -9999 0 -10000 0 0
IKBKB 0.01 0.052 -9999 0 -0.81 1 1
RIPK2 0.007 0.074 -9999 0 -0.81 2 2
IKBKG 0.012 0.076 -9999 0 -10000 0 0
IKK complex/A20 0.028 0.075 -9999 0 -0.39 1 1
NEMO/A20/RIP2 0.007 0.074 -9999 0 -0.8 2 2
XPO1 0.013 0 -9999 0 -10000 0 0
NEMO/ATM 0.019 0.073 -9999 0 -10000 0 0
tumor necrosis factor receptor activity 0 0 -9999 0 -10000 0 0
RAN 0.013 0 -9999 0 -10000 0 0
Exportin 1/RanGTP 0.018 0 -9999 0 -10000 0 0
IKK complex/ELKS -0.02 0.054 -9999 0 -0.38 1 1
BCL10/MALT1/TRAF6 0.027 0 -9999 0 -10000 0 0
NOD2 -0.085 0.27 -9999 0 -0.81 29 29
NFKB1 0.016 0 -9999 0 -10000 0 0
RELA 0.016 0 -9999 0 -10000 0 0
MALT1 0.013 0 -9999 0 -10000 0 0
cIAP1/UbcH5C 0.02 0 -9999 0 -10000 0 0
ATM 0.013 0 -9999 0 -10000 0 0
TNF/TNFR1A 0.019 0.012 -9999 0 -10000 0 0
TRAF6 0.013 0 -9999 0 -10000 0 0
PRKCA 0.013 0 -9999 0 -10000 0 0
CHUK 0.013 0 -9999 0 -10000 0 0
UBE2D3 0.013 0 -9999 0 -10000 0 0
TNF 0.013 0.001 -9999 0 -10000 0 0
NF kappa B1 p50/RelA 0.037 0 -9999 0 -10000 0 0
BCL10 0.013 0 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.038 0 -9999 0 -10000 0 0
beta TrCP1/SCF ubiquitin ligase complex 0.016 0 -9999 0 -10000 0 0
TNFRSF1A 0.013 0 -9999 0 -10000 0 0
IKK complex 0.024 0.076 -9999 0 -0.4 1 1
CYLD 0.013 0 -9999 0 -10000 0 0
IKK complex/PKC alpha 0.028 0.074 -9999 0 -0.39 1 1
BARD1 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
BARD1/CSTF1 0.02 0 -10000 0 -10000 0 0
ATM 0.013 0 -10000 0 -10000 0 0
UBE2D3 0.013 0 -10000 0 -10000 0 0
PRKDC 0.007 0.074 -10000 0 -0.81 2 2
ATR 0.013 0 -10000 0 -10000 0 0
UBE2L3 0.013 0 -10000 0 -10000 0 0
FANCD2 0.023 0 -10000 0 -10000 0 0
protein ubiquitination 0.018 0.092 -10000 0 -0.45 9 9
XRCC5 0.013 0 -10000 0 -10000 0 0
XRCC6 0.013 0 -10000 0 -10000 0 0
M/R/N Complex 0.027 0 -10000 0 -10000 0 0
MRE11A 0.013 0 -10000 0 -10000 0 0
DNA-PK 0.022 0.051 -10000 0 -0.54 2 2
FA complex/FANCD2/Ubiquitin 0.04 0.032 -10000 0 -10000 0 0
FANCF 0.013 0 -10000 0 -10000 0 0
BRCA1 0.007 0.074 -10000 0 -0.81 2 2
CCNE1 -0.01 0.14 -10000 0 -0.81 7 7
CDK2/Cyclin E1 0.001 0.11 -10000 0 -0.62 7 7
FANCG 0.013 0 -10000 0 -10000 0 0
BRCA1/BACH1/BARD1 0.014 0.058 -10000 0 -0.62 2 2
FANCE 0.013 0 -10000 0 -10000 0 0
FANCC 0.013 0 -10000 0 -10000 0 0
NBN 0.013 0 -10000 0 -10000 0 0
FANCA -0.004 0.12 -10000 0 -0.81 5 5
DNA repair 0.051 0.06 -10000 0 -0.46 1 1
BRCA1/BARD1/ubiquitin 0.014 0.058 -10000 0 -0.62 2 2
BARD1/DNA-PK 0.03 0.047 -10000 0 -0.49 2 2
FANCL 0.013 0 -10000 0 -10000 0 0
mRNA polyadenylation -0.02 0 -10000 0 -10000 0 0
BRCA1/BARD1/CTIP/M/R/N Complex 0.034 0.016 -10000 0 -10000 0 0
BRCA1/BACH1/BARD1/TopBP1 0.022 0.051 -10000 0 -0.54 2 2
BRCA1/BARD1/P53 0.03 0.047 -10000 0 -0.49 2 2
BARD1/CSTF1/BRCA1 0.022 0.051 -10000 0 -0.54 2 2
BRCA1/BACH1 0.007 0.074 -10000 0 -0.8 2 2
BARD1 0.013 0 -10000 0 -10000 0 0
PCNA 0.01 0.052 -10000 0 -0.81 1 1
BRCA1/BARD1/UbcH5C 0.022 0.051 -10000 0 -0.54 2 2
BRCA1/BARD1/UbcH7 0.022 0.051 -10000 0 -0.54 2 2
BRCA1/BARD1/RAD51/PCNA 0.028 0.058 -10000 0 -0.49 3 3
BARD1/DNA-PK/P53 0.035 0.045 -10000 0 -0.46 2 2
BRCA1/BARD1/Ubiquitin 0.014 0.058 -10000 0 -0.62 2 2
BRCA1/BARD1/CTIP 0.027 0.047 -10000 0 -0.49 2 2
FA complex 0.03 0.04 -10000 0 -10000 0 0
BARD1/EWS 0.02 0 -10000 0 -10000 0 0
RBBP8 0.02 0 -10000 0 -10000 0 0
TP53 0.013 0 -10000 0 -10000 0 0
TOPBP1 0.013 0 -10000 0 -10000 0 0
G1/S transition of mitotic cell cycle -0.029 0.047 0.49 2 -10000 0 2
BRCA1/BARD1 0.021 0.094 -10000 0 -0.46 9 9
CSTF1 0.013 0 -10000 0 -10000 0 0
BARD1/EWS-Fli1 0.01 0 -10000 0 -10000 0 0
CDK2 0.013 0 -10000 0 -10000 0 0
UniProt:Q9BZD1 0 0 -10000 0 -10000 0 0
RAD51 0.013 0 -10000 0 -10000 0 0
RAD50 0.013 0 -10000 0 -10000 0 0
BRCA1/BARD1/DNA-directed RNA polymerase II holoenzyme 0.014 0.058 -10000 0 -0.62 2 2
EWSR1 0.013 0 -10000 0 -10000 0 0
Circadian rhythm pathway

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
chromatin modification 0.04 0.034 -10000 0 -10000 0 0
CLOCK 0.015 0.006 -10000 0 -10000 0 0
TIMELESS/CRY2 0.035 0.036 -10000 0 -10000 0 0
DEC1/BMAL1 0.01 0.057 -10000 0 -0.62 2 2
ATR 0.013 0 -10000 0 -10000 0 0
NR1D1 0.025 0.09 -10000 0 -0.6 5 5
ARNTL 0.015 0.006 -10000 0 -10000 0 0
TIMELESS 0.032 0.04 -10000 0 -10000 0 0
NPAS2 0.015 0.006 -10000 0 -10000 0 0
CRY2 0.013 0 -10000 0 -10000 0 0
mol:CO -0.01 0.016 0.1 5 -10000 0 5
CHEK1 0.013 0 -10000 0 -10000 0 0
mol:HEME 0.01 0.016 -10000 0 -0.1 5 5
PER1 0.013 0.001 -10000 0 -10000 0 0
BMAL/CLOCK/NPAS2 0.04 0.017 -10000 0 -10000 0 0
BMAL1/CLOCK 0.035 0.071 -10000 0 -0.43 5 5
S phase of mitotic cell cycle 0.04 0.034 -10000 0 -10000 0 0
TIMELESS/CHEK1/ATR 0.041 0.035 -10000 0 -10000 0 0
mol:NADPH 0.01 0.016 -10000 0 -0.1 5 5
PER1/TIMELESS 0.034 0.037 -10000 0 -10000 0 0
PER1-2 / CRY1-2 0 0 -10000 0 -10000 0 0
DEC1 -0.002 0.074 -10000 0 -0.81 2 2
Ceramide signaling pathway

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
SPHK2 0.02 0 -10000 0 -10000 0 0
MAP4K4 0.04 0.019 -10000 0 -10000 0 0
BAG4 0.013 0 -10000 0 -10000 0 0
PKC zeta/ceramide -0.013 0.028 -10000 0 -10000 0 0
NFKBIA 0.013 0 -10000 0 -10000 0 0
BIRC3 0.01 0.052 -10000 0 -0.81 1 1
BAX -0.003 0.013 -10000 0 -10000 0 0
RIPK1 0.013 0 -10000 0 -10000 0 0
AKT1 0.017 0.005 -10000 0 -10000 0 0
BAD -0.015 0.027 -10000 0 -10000 0 0
SMPD1 0.026 0.01 -10000 0 -10000 0 0
RB1 -0.015 0.027 -10000 0 -10000 0 0
FADD/Caspase 8 0.049 0.018 -10000 0 -10000 0 0
MAP2K4 -0.008 0.026 -10000 0 -10000 0 0
NSMAF 0.013 0 -10000 0 -10000 0 0
response to UV 0 0 -10000 0 -10000 0 0
RAF1 -0.008 0.026 -10000 0 -10000 0 0
EGF -0.027 0.17 -10000 0 -0.81 11 11
mol:ceramide -0.023 0.029 -10000 0 -0.12 11 11
MADD 0.013 0 -10000 0 -10000 0 0
response to oxidative stress 0 0 -10000 0 -10000 0 0
mol:Free Fatty acid 0.02 0 -10000 0 -10000 0 0
ASAH1 0.013 0 -10000 0 -10000 0 0
negative regulation of cell cycle -0.015 0.027 -10000 0 -10000 0 0
cell proliferation -0.008 0.059 -10000 0 -0.39 2 2
BID 0.027 0.024 -10000 0 -10000 0 0
MAP3K1 -0.015 0.027 -10000 0 -10000 0 0
EIF2A -0.002 0.024 -10000 0 -10000 0 0
TRADD 0.013 0 -10000 0 -10000 0 0
CRADD 0.013 0 -10000 0 -10000 0 0
MAPK3 0.002 0.024 -10000 0 -10000 0 0
response to heat 0 0 -10000 0 -10000 0 0
MAPK1 0.002 0.024 -10000 0 -10000 0 0
Cathepsin D/ceramide -0.013 0.028 -10000 0 -10000 0 0
FADD 0.04 0.019 -10000 0 -10000 0 0
KSR1 -0.015 0.027 -10000 0 -10000 0 0
MAPK8 -0.003 0.025 -10000 0 -10000 0 0
PRKRA -0.015 0.027 -10000 0 -10000 0 0
PDGFA 0.013 0 -10000 0 -10000 0 0
TRAF2 0.013 0 -10000 0 -10000 0 0
IGF1 0.004 0.074 -10000 0 -0.81 2 2
mol:GD3 0 0 -10000 0 -10000 0 0
ganglioside biosynthetic process -0.023 0.029 -10000 0 -0.12 11 11
CTSD 0.013 0 -10000 0 -10000 0 0
regulation of nitric oxide biosynthetic process 0.02 0 -10000 0 -10000 0 0
response to radiation 0 0 -10000 0 -10000 0 0
ERK1/PKC delta -0.008 0.063 -10000 0 -0.42 2 2
PRKCD 0.013 0 -10000 0 -10000 0 0
PRKCZ 0.013 0 -10000 0 -10000 0 0
mol:GW4869 0 0 -10000 0 -10000 0 0
mol:sphingosine 0.02 0 -10000 0 -10000 0 0
RelA/NF kappa B1 0.02 0 -10000 0 -10000 0 0
mol:glutathione 0 0 -10000 0 -10000 0 0
PAWR 0.013 0 -10000 0 -10000 0 0
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD 0.036 0.02 -10000 0 -10000 0 0
TNFR1A/BAG4/TNF-alpha 0.026 0.01 -10000 0 -10000 0 0
mol:Sphingosine-1-phosphate 0.02 0 -10000 0 -10000 0 0
MAP2K1 -0.002 0.024 -10000 0 -10000 0 0
mol:C11AG 0 0 -10000 0 -10000 0 0
RELA 0.013 0 -10000 0 -10000 0 0
CYCS -0.006 0.024 -10000 0 -10000 0 0
TNFRSF1A 0.013 0 -10000 0 -10000 0 0
NFKB1 0.013 0 -10000 0 -10000 0 0
TNFR1A/BAG4 0.02 0 -10000 0 -10000 0 0
EIF2AK2 -0.008 0.026 -10000 0 -10000 0 0
TNF-alpha/TNFR1A/FAN 0.026 0.01 -10000 0 -10000 0 0
response to hydrogen peroxide 0 0 -10000 0 -10000 0 0
CASP8 0.039 0.012 -10000 0 -10000 0 0
MAP2K2 -0.002 0.024 -10000 0 -10000 0 0
SMPD3 0.028 0.02 -10000 0 -0.23 1 1
TNF 0.013 0.001 -10000 0 -10000 0 0
PKC zeta/PAR4 0.02 0 -10000 0 -10000 0 0
mol:PHOSPHOCHOLINE 0.039 0.079 0.17 62 -10000 0 62
NF kappa B1/RelA/I kappa B alpha 0.04 0 -10000 0 -10000 0 0
AIFM1 -0.006 0.024 -10000 0 -10000 0 0
BCL2 0.013 0.001 -10000 0 -10000 0 0
TRAIL 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
TNFSF10 0.013 0.001 -9999 0 -10000 0 0
positive regulation of NF-kappaB transcription factor activity 0.016 0.043 -9999 0 -0.62 1 1
MAP2K4 0.04 0.015 -9999 0 -10000 0 0
IKBKB 0.01 0.052 -9999 0 -0.81 1 1
TNFRSF10B 0.01 0.052 -9999 0 -0.81 1 1
TNFRSF10A 0.013 0 -9999 0 -10000 0 0
SMPD1 0.016 0.019 -9999 0 -0.25 1 1
IKBKG 0.013 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
TNFRSF10D 0.01 0.052 -9999 0 -0.81 1 1
TRAIL/TRAILR2 0.016 0.043 -9999 0 -0.62 1 1
TRAIL/TRAILR3 -0.034 0.18 -9999 0 -0.62 20 20
TRAIL/TRAILR1 0.019 0.012 -9999 0 -10000 0 0
TRAIL/TRAILR4 0.016 0.043 -9999 0 -0.62 1 1
TRAIL/TRAILR1/DAP3/GTP 0.025 0.009 -9999 0 -10000 0 0
IKK complex -0.002 0.022 -9999 0 -0.31 1 1
RIPK1 0.013 0 -9999 0 -10000 0 0
response to oxidative stress 0 0 -9999 0 -10000 0 0
DAP3/GTP 0.01 0 -9999 0 -10000 0 0
MAPK3 0.02 0.001 -9999 0 -10000 0 0
MAP3K1 0.036 0.015 -9999 0 -10000 0 0
TRAILR4 (trimer) 0.01 0.052 -9999 0 -0.8 1 1
TRADD 0.013 0 -9999 0 -10000 0 0
TRAILR1 (trimer) 0.013 0 -9999 0 -10000 0 0
TRAIL/TRAILR1/FADD/TRADD/RIP/TRAF2 0.033 0.011 -9999 0 -10000 0 0
CFLAR 0.013 0 -9999 0 -10000 0 0
MAPK1 0.02 0.001 -9999 0 -10000 0 0
TRAIL/TRAILR1/FADD/TRADD/RIP 0.039 0.009 -9999 0 -10000 0 0
mol:ceramide 0.016 0.019 -9999 0 -0.25 1 1
FADD 0.013 0 -9999 0 -10000 0 0
MAPK8 0.044 0.014 -9999 0 -10000 0 0
TRAF2 0.013 0 -9999 0 -10000 0 0
TRAILR3 (trimer) -0.054 0.22 -9999 0 -0.8 20 20
CHUK 0.013 0 -9999 0 -10000 0 0
TRAIL/TRAILR1/FADD 0.026 0.01 -9999 0 -10000 0 0
DAP3 0.013 0 -9999 0 -10000 0 0
CASP10 0 0.011 -9999 0 -10000 0 0
JNK cascade 0.016 0.043 -9999 0 -0.62 1 1
TRAIL (trimer) 0.013 0.001 -9999 0 -10000 0 0
TNFRSF10C -0.054 0.22 -9999 0 -0.81 20 20
TRAIL/TRAILR1/DAP3/GTP/FADD 0.031 0.009 -9999 0 -10000 0 0
TRAIL/TRAILR2/FADD 0.024 0.037 -9999 0 -0.54 1 1
cell death 0.016 0.019 -9999 0 -0.25 1 1
TRAIL/TRAILR2/FADD/TRADD/RIP/TRAF2 0.032 0.021 -9999 0 -10000 0 0
TRAILR2 (trimer) 0.01 0.052 -9999 0 -0.8 1 1
CASP8 0 0.002 -9999 0 -10000 0 0
negative regulation of caspase activity 0 0 -9999 0 -10000 0 0
TRAIL/TRAILR2/FADD/TRADD/RIP 0.037 0.033 -9999 0 -0.46 1 1
RXR and RAR heterodimerization with other nuclear receptor

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
TGFB1 0.02 0.021 -9999 0 -10000 0 0
VDR 0.013 0 -9999 0 -10000 0 0
FAM120B 0.013 0 -9999 0 -10000 0 0
RXRs/LXRs/DNA/9cRA -0.027 0.087 -9999 0 -10000 0 0
RXRs/LXRs/DNA/Oxysterols -0.012 0.081 -9999 0 -10000 0 0
MED1 0.013 0 -9999 0 -10000 0 0
mol:9cRA 0.005 0.003 -9999 0 -10000 0 0
RARs/THRs/DNA/Src-1 -0.005 0.079 -9999 0 -0.41 2 2
RXRs/NUR77 -0.052 0.14 -9999 0 -0.56 13 13
RXRs/PPAR -0.041 0.086 -9999 0 -10000 0 0
NCOR2 0.013 0 -9999 0 -10000 0 0
VDR/VDR/Vit D3 0.01 0 -9999 0 -10000 0 0
RARs/VDR/DNA/Vit D3 0.029 0.033 -9999 0 -0.46 1 1
RARA 0.01 0.052 -9999 0 -0.81 1 1
NCOA1 0.013 0 -9999 0 -10000 0 0
VDR/VDR/DNA 0.013 0 -9999 0 -10000 0 0
RARs/RARs/DNA/9cRA 0.024 0.033 -9999 0 -0.47 1 1
RARG 0.013 0 -9999 0 -10000 0 0
RPS6KB1 0.026 0.027 -9999 0 -10000 0 0
RARs/THRs/DNA/SMRT -0.005 0.079 -9999 0 -0.41 2 2
THRA 0.01 0.052 -9999 0 -0.81 1 1
mol:Bile acids 0 0 -9999 0 -10000 0 0
VDR/Vit D3/DNA 0.01 0 -9999 0 -10000 0 0
RXRs/PPAR/9cRA/PGJ2/DNA -0.027 0.073 -9999 0 -10000 0 0
NR1H4 0.001 0.074 -9999 0 -0.81 2 2
RXRs/LXRs/DNA -0.004 0.071 -9999 0 -10000 0 0
NR1H2 0.019 0.003 -9999 0 -10000 0 0
NR1H3 0.019 0.003 -9999 0 -10000 0 0
RXRs/VDR/DNA/Vit D3 -0.023 0.068 -9999 0 -10000 0 0
NR4A1 -0.031 0.18 -9999 0 -0.81 13 13
mol:ATRA 0 0 -9999 0 -10000 0 0
RXRs/FXR/9cRA/MED1 -0.088 0.11 -9999 0 -0.29 30 30
RXRG 0.006 0.008 -9999 0 -10000 0 0
RXR alpha/CCPG 0.024 0.002 -9999 0 -10000 0 0
RXRA 0.019 0.003 -9999 0 -10000 0 0
RXRB 0.019 0.003 -9999 0 -10000 0 0
THRB 0.01 0.005 -9999 0 -10000 0 0
PPARG 0.013 0 -9999 0 -10000 0 0
PPARD 0.013 0 -9999 0 -10000 0 0
TNF -0.006 0.089 -9999 0 -0.82 1 1
mol:Oxysterols 0.006 0.003 -9999 0 -10000 0 0
cholesterol transport -0.012 0.08 -9999 0 -10000 0 0
PPARA 0.013 0 -9999 0 -10000 0 0
mol:Vit D3 0 0 -9999 0 -10000 0 0
RARB 0.013 0.001 -9999 0 -10000 0 0
RXRs/NUR77/BCL2 -0.067 0.11 -9999 0 -0.35 15 15
SREBF1 -0.004 0.075 -9999 0 -10000 0 0
RXRs/RXRs/DNA/9cRA -0.027 0.073 -9999 0 -10000 0 0
ABCA1 -0.004 0.075 -9999 0 -10000 0 0
RARs/THRs 0.007 0.082 -9999 0 -0.91 1 1
RXRs/FXR -0.069 0.1 -9999 0 -0.55 2 2
BCL2 0.013 0.001 -9999 0 -10000 0 0
IL2 signaling events mediated by PI3K

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
BCL2L1 0.04 0.065 -9999 0 -0.6 1 1
UGCG 0.022 0.02 -9999 0 -10000 0 0
AKT1/mTOR/p70S6K/Hsp90/TERT 0.035 0.095 -9999 0 -0.32 3 3
mol:GTP 0 0 -9999 0 -10000 0 0
mol:glucosylceramide 0.022 0.02 -9999 0 -10000 0 0
mol:DAG 0 0.001 -9999 0 -10000 0 0
CaM/Ca2+/Calcineurin A alpha-beta B1 -0.024 0.064 -9999 0 -0.4 1 1
FRAP1 0.047 0.1 -9999 0 -0.46 1 1
FOXO3 0.049 0.094 -9999 0 -10000 0 0
AKT1 0.044 0.098 -9999 0 -10000 0 0
GAB2 0.013 0.003 -9999 0 -10000 0 0
SMPD1 0.022 0.02 -9999 0 -10000 0 0
SGMS1 0.022 0.02 -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 0.018 0.006 -9999 0 -10000 0 0
CALM1 0.013 0 -9999 0 -10000 0 0
cell proliferation 0.029 0.062 -9999 0 -10000 0 0
EIF3A 0.013 0 -9999 0 -10000 0 0
PI3K 0.023 0.008 -9999 0 -10000 0 0
RPS6KB1 0.024 0.013 -9999 0 -10000 0 0
mol:sphingomyelin 0 0.001 -9999 0 -10000 0 0
natural killer cell activation 0 0.003 -9999 0 -10000 0 0
JAK3 0.005 0.09 -9999 0 -0.8 3 3
PIK3R1 0.015 0.004 -9999 0 -10000 0 0
JAK1 0.015 0.004 -9999 0 -10000 0 0
NFKB1 0.013 0 -9999 0 -10000 0 0
MYC 0.027 0.16 -9999 0 -0.5 19 19
MYB 0.026 0.038 -9999 0 -10000 0 0
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K 0.046 0.072 -9999 0 -10000 0 0
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3 0.034 0.043 -9999 0 -0.42 2 2
mol:PI-3-4-5-P3 0.046 0.071 -9999 0 -10000 0 0
Rac1/GDP 0.024 0.008 -9999 0 -10000 0 0
T cell proliferation 0.05 0.068 -9999 0 -10000 0 0
SHC1 0.013 0.003 -9999 0 -10000 0 0
RAC1 0.013 0 -9999 0 -10000 0 0
positive regulation of cyclin-dependent protein kinase activity 0.005 0 -9999 0 -10000 0 0
PRKCZ 0.05 0.069 -9999 0 -10000 0 0
NF kappa B1 p50/RelA 0.054 0.092 -9999 0 -0.4 1 1
IL2/IL2R beta/gamma/JAK1/LCK/JAK3/PI3K 0.035 0.059 -9999 0 -0.35 2 2
HSP90AA1 0.013 0 -9999 0 -10000 0 0
RELA 0.013 0 -9999 0 -10000 0 0
IL2RA 0.01 0.052 -9999 0 -0.8 1 1
IL2RB 0.012 0.053 -9999 0 -0.8 1 1
TERT -0.071 0.25 -9999 0 -0.81 25 25
E2F1 0.021 0.043 -9999 0 -0.23 5 5
SOS1 0.013 0.003 -9999 0 -10000 0 0
RPS6 0.007 0.074 -9999 0 -0.81 2 2
mol:cAMP -0.003 0 -9999 0 -10000 0 0
PTPN11 0.013 0.004 -9999 0 -10000 0 0
IL2RG 0.015 0.004 -9999 0 -10000 0 0
actin cytoskeleton organization 0.05 0.068 -9999 0 -10000 0 0
GRB2 0.013 0.003 -9999 0 -10000 0 0
IL2 0.006 0.007 -9999 0 -10000 0 0
PIK3CA 0.015 0.004 -9999 0 -10000 0 0
Rac1/GTP 0.033 0.011 -9999 0 -10000 0 0
LCK -0.012 0.15 -9999 0 -0.8 8 8
BCL2 0.047 0.12 -9999 0 -0.76 3 3
TCGA08_rtk_signaling

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
PDGFRA 0.013 0.002 -9999 0 -10000 0 0
HRAS 0.013 0 -9999 0 -10000 0 0
EGFR 0.013 0 -9999 0 -10000 0 0
AKT 0.032 0.027 -9999 0 -0.3 1 1
FOXO3 0.013 0 -9999 0 -10000 0 0
AKT1 0.013 0 -9999 0 -10000 0 0
FOXO1 0.013 0 -9999 0 -10000 0 0
AKT3 0.013 0.002 -9999 0 -10000 0 0
FOXO4 0.013 0 -9999 0 -10000 0 0
MET -0.068 0.24 -9999 0 -0.81 24 24
PIK3CA 0.013 0 -9999 0 -10000 0 0
PIK3CB 0.013 0 -9999 0 -10000 0 0
NRAS 0.013 0 -9999 0 -10000 0 0
PIK3CG 0.012 0.004 -9999 0 -10000 0 0
PIK3R3 0.013 0 -9999 0 -10000 0 0
PIK3R2 0.013 0 -9999 0 -10000 0 0
NF1 0.013 0 -9999 0 -10000 0 0
RAS 0.005 0.056 -9999 0 -0.28 2 2
ERBB2 0 0.1 -9999 0 -0.81 4 4
proliferation/survival/translation -0.018 0.039 -9999 0 -10000 0 0
PI3K 0.012 0.056 -9999 0 -0.24 5 5
PIK3R1 0.013 0 -9999 0 -10000 0 0
KRAS 0.013 0 -9999 0 -10000 0 0
FOXO 0.04 0.023 -9999 0 -10000 0 0
AKT2 0.01 0.052 -9999 0 -0.81 1 1
PTEN 0.013 0.001 -9999 0 -10000 0 0
Stabilization and expansion of the E-cadherin adherens junction

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
adherens junction organization 0.028 0 -9999 0 -10000 0 0
epithelial cell differentiation 0.029 0 -9999 0 -10000 0 0
CYFIP2 0.013 0 -9999 0 -10000 0 0
ENAH 0.045 0.05 -9999 0 -10000 0 0
EGFR 0.013 0 -9999 0 -10000 0 0
EPHA2 -0.004 0.12 -9999 0 -0.81 5 5
MYO6 0.032 0 -9999 0 -10000 0 0
CTNNB1 0.013 0 -9999 0 -10000 0 0
ABI1/Sra1/Nap1 0.027 0 -9999 0 -10000 0 0
AQP5 -0.039 0.14 -9999 0 -10000 0 0
CTNND1 0.013 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0.032 0 -9999 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion 0.025 0.052 -9999 0 -0.44 3 3
EGF -0.027 0.17 -9999 0 -0.81 11 11
NCKAP1 0.013 0 -9999 0 -10000 0 0
AQP3 0.007 0.1 -9999 0 -10000 0 0
cortical microtubule organization 0.029 0 -9999 0 -10000 0 0
GO:0000145 0.029 0 -9999 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin 0.032 0 -9999 0 -10000 0 0
MLLT4 0.013 0.001 -9999 0 -10000 0 0
ARF6/GDP -0.009 0.057 -9999 0 -10000 0 0
ARF6 0.013 0 -9999 0 -10000 0 0
Ephrin A1/EPHA2/NCK1/GIT1 0.021 0.081 -9999 0 -0.49 6 6
mol:Ca2+ 0 0 -9999 0 -10000 0 0
VASP 0.041 0 -9999 0 -10000 0 0
PVRL2 0.013 0 -9999 0 -10000 0 0
ZYX 0.032 0 -9999 0 -10000 0 0
ARF6/GTP 0.026 0.076 -9999 0 -0.45 6 6
CDH1 0.013 0 -9999 0 -10000 0 0
EGFR/EGFR/EGF/EGF -0.037 0.091 -9999 0 -0.42 11 11
RhoA/GDP 0 0 -9999 0 -10000 0 0
actin cytoskeleton organization 0.036 0 -9999 0 -10000 0 0
IGF-1R heterotetramer 0.013 0 -9999 0 -10000 0 0
GIT1 0.013 0 -9999 0 -10000 0 0
IGF1R 0.013 0 -9999 0 -10000 0 0
IGF1 0.004 0.074 -9999 0 -0.81 2 2
DIAPH1 -0.001 0.003 -9999 0 -10000 0 0
Wnt receptor signaling pathway -0.029 0 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
RhoA/GTP -0.009 0.057 -9999 0 -10000 0 0
CTNNA1 0.013 0 -9999 0 -10000 0 0
VCL 0.036 0 -9999 0 -10000 0 0
EFNA1 0.01 0.052 -9999 0 -0.81 1 1
LPP 0.036 0 -9999 0 -10000 0 0
Ephrin A1/EPHA2 -0.01 0.066 -9999 0 -0.42 6 6
SEC6/SEC8 0 0.004 -9999 0 -10000 0 0
MGAT3 0.025 0.053 -9999 0 -0.44 3 3
HGF/MET -0.045 0.13 -9999 0 -0.42 25 25
HGF 0.01 0.053 -9999 0 -0.81 1 1
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN 0.028 0 -9999 0 -10000 0 0
actin cable formation 0.062 0.037 -9999 0 -10000 0 0
KIAA1543 0.036 0 -9999 0 -10000 0 0
KIFC3 0.013 0.095 -9999 0 -0.44 10 10
NCK1 0.013 0 -9999 0 -10000 0 0
EXOC3 0.013 0 -9999 0 -10000 0 0
ACTN1 0.032 0 -9999 0 -10000 0 0
NCK1/GIT1 0.02 0 -9999 0 -10000 0 0
mol:GDP 0.029 0 -9999 0 -10000 0 0
EXOC4 0.013 0 -9999 0 -10000 0 0
STX4 0.032 0 -9999 0 -10000 0 0
PIP5K1C 0.032 0 -9999 0 -10000 0 0
LIMA1 0.013 0 -9999 0 -10000 0 0
ABI1 0.013 0 -9999 0 -10000 0 0
ROCK1 0.042 0.058 -9999 0 -10000 0 0
adherens junction assembly 0.037 0.066 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1 -0.018 0.049 -9999 0 -0.42 2 2
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin 0.019 0.012 -9999 0 -10000 0 0
MET -0.068 0.24 -9999 0 -0.81 24 24
PLEKHA7 0.032 0 -9999 0 -10000 0 0
mol:GTP 0.02 0.081 -9999 0 -0.49 6 6
establishment of epithelial cell apical/basal polarity 0.05 0.007 -9999 0 -10000 0 0
cortical actin cytoskeleton stabilization 0.028 0 -9999 0 -10000 0 0
regulation of cell-cell adhesion 0.036 0 -9999 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN/cortical actin cytoskeleton 0.028 0 -9999 0 -10000 0 0
IL2 signaling events mediated by STAT5

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
GAB2 0.014 0 -9999 0 -10000 0 0
ELF1 0.017 0.037 -9999 0 -0.32 1 1
CCNA2 0.013 0 -9999 0 -10000 0 0
PIK3CA 0.014 0 -9999 0 -10000 0 0
JAK3 0.004 0.091 -9999 0 -0.81 3 3
PIK3R1 0.014 0 -9999 0 -10000 0 0
JAK1 0.014 0 -9999 0 -10000 0 0
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K 0.057 0.051 -9999 0 -10000 0 0
SHC1 0.014 0 -9999 0 -10000 0 0
SP1 0.017 0.033 -9999 0 -0.32 1 1
IL2RA 0.019 0.075 -9999 0 -0.56 4 4
IL2RB 0.011 0.052 -9999 0 -0.81 1 1
SOS1 0.014 0 -9999 0 -10000 0 0
IL2RG 0.014 0.001 -9999 0 -10000 0 0
G1/S transition of mitotic cell cycle 0.035 0.059 -9999 0 -0.49 3 3
PTPN11 0.014 0 -9999 0 -10000 0 0
CCND2 0.02 0.067 -9999 0 -0.57 3 3
LCK -0.013 0.15 -9999 0 -0.81 8 8
GRB2 0.014 0 -9999 0 -10000 0 0
IL2 0.005 0.006 -9999 0 -10000 0 0
CDK6 0.013 0 -9999 0 -10000 0 0
CCND3 0.061 0.047 -9999 0 -10000 0 0
Arf6 trafficking events

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
SLC2A4 0.011 0.005 -10000 0 -10000 0 0
CLTC 0.018 0.056 -10000 0 -0.27 9 9
calcium ion-dependent exocytosis 0.023 0.003 -10000 0 -10000 0 0
Dynamin 2/GTP 0.003 0.098 -10000 0 -0.5 9 9
EXOC4 0.013 0 -10000 0 -10000 0 0
CD59 0.019 0.034 -10000 0 -10000 0 0
CPE 0.013 0.036 -10000 0 -0.54 1 1
CTNNB1 0.013 0 -10000 0 -10000 0 0
membrane fusion 0.023 0 -10000 0 -10000 0 0
CTNND1 0.009 0.092 -10000 0 -0.46 9 9
DNM2 0.013 0 -10000 0 -10000 0 0
mol:PI-4-5-P2 0.024 0.023 -10000 0 -10000 0 0
TSHR 0.012 0.036 -10000 0 -0.54 1 1
INS 0.009 0.008 -10000 0 -10000 0 0
BIN1 0.013 0 -10000 0 -10000 0 0
mol:Choline 0.023 0 -10000 0 -10000 0 0
growth hormone secretagogue receptor activity 0 0 -10000 0 -10000 0 0
mol:GDP -0.004 0.1 -10000 0 -0.54 9 9
membrane depolarization 0 0 -10000 0 -10000 0 0
ARF6 0.013 0 -10000 0 -10000 0 0
mol:Ca2+ 0.003 0.097 -10000 0 -0.49 9 9
JUP 0.019 0.034 -10000 0 -10000 0 0
ASAP2/amphiphysin II 0.026 0 -10000 0 -10000 0 0
ARF6/GTP 0.01 0 -10000 0 -10000 0 0
CDH1 0.019 0.034 -10000 0 -10000 0 0
clathrin-independent pinocytosis 0.01 0 -10000 0 -10000 0 0
MAPK8IP3 0.013 0 -10000 0 -10000 0 0
positive regulation of endocytosis 0.01 0 -10000 0 -10000 0 0
EXOC2 0.013 0 -10000 0 -10000 0 0
substrate adhesion-dependent cell spreading 0.038 0 -10000 0 -10000 0 0
insulin receptor binding 0 0 -10000 0 -10000 0 0
SPAG9 0.013 0 -10000 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion 0.014 0.072 0.38 9 -10000 0 9
positive regulation of phagocytosis 0.017 0 -10000 0 -10000 0 0
ARF6/GTP/JIP3 0.018 0 -10000 0 -10000 0 0
ACAP1 0.022 0.004 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
CHRM2 -0.024 0.073 -10000 0 -0.38 2 2
clathrin heavy chain/ACAP1 0.022 0.048 -10000 0 -10000 0 0
JIP4/KLC1 0.026 0 -10000 0 -10000 0 0
EXOC1 0.013 0 -10000 0 -10000 0 0
exocyst 0.039 0 -10000 0 -10000 0 0
RALA/GTP 0.01 0 -10000 0 -10000 0 0
ARF6/GTP/ARF6/GTP/JIP4/Dynactin Complex 0.018 0 -10000 0 -10000 0 0
receptor recycling 0.01 0 -10000 0 -10000 0 0
CTNNA1 0.009 0.092 -10000 0 -0.46 9 9
NME1 -0.004 0.11 -10000 0 -0.54 9 9
clathrin coat assembly 0.018 0.055 -10000 0 -0.26 9 9
IL2RA 0.016 0.045 -10000 0 -0.3 2 2
VAMP3 0.017 0 -10000 0 -10000 0 0
GLUT4/clathrin heavy chain/ACAP1 -0.023 0.051 -10000 0 -0.32 2 2
EXOC6 0.013 0 -10000 0 -10000 0 0
PLD1 0.02 0 -10000 0 -10000 0 0
PLD2 0.02 0 -10000 0 -10000 0 0
EXOC5 0.013 0 -10000 0 -10000 0 0
PIP5K1C 0.024 0.023 -10000 0 -10000 0 0
SDC1 0.019 0.034 -10000 0 -10000 0 0
ARF6/GDP -0.003 0.1 -10000 0 -0.54 9 9
EXOC7 0.013 0 -10000 0 -10000 0 0
E-cadherin/beta catenin 0.02 0.081 -10000 0 -0.39 9 9
mol:Phosphatidic acid 0.023 0 -10000 0 -10000 0 0
endocytosis -0.025 0 -10000 0 -10000 0 0
SCAMP2 0.013 0 -10000 0 -10000 0 0
ADRB2 0.008 0.069 -10000 0 -0.36 3 3
EXOC3 0.013 0 -10000 0 -10000 0 0
ASAP2 0.013 0 -10000 0 -10000 0 0
Dynamin 2/GDP 0.005 0.097 -10000 0 -0.49 9 9
KLC1 0.013 0 -10000 0 -10000 0 0
AVPR2 0.011 0.079 -10000 0 -0.4 5 5
RALA 0.013 0 -10000 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin -0.013 0.068 -10000 0 -10000 0 0
Regulation of Androgen receptor activity

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
HDAC1 0.018 0.004 -9999 0 -10000 0 0
SMARCC1 0.006 0.01 -9999 0 -10000 0 0
REL 0.016 0.008 -9999 0 -10000 0 0
HDAC7 0.031 0.063 -9999 0 -10000 0 0
JUN 0.011 0.006 -9999 0 -10000 0 0
EP300 0.013 0.001 -9999 0 -10000 0 0
KAT2B 0.013 0.002 -9999 0 -10000 0 0
KAT5 0.014 0.001 -9999 0 -10000 0 0
MAPK14 0.018 0.011 -9999 0 -10000 0 0
FOXO1 0.013 0.001 -9999 0 -10000 0 0
T-DHT/AR 0.031 0.068 -9999 0 -10000 0 0
MAP2K6 0.012 0.005 -9999 0 -10000 0 0
BRM/BAF57 0.015 0.013 -9999 0 -10000 0 0
MAP2K4 0.012 0.005 -9999 0 -10000 0 0
SMARCA2 0.01 0.007 -9999 0 -10000 0 0
PDE9A -0.076 0.31 -9999 0 -0.85 33 33
NCOA2 0.013 0.002 -9999 0 -10000 0 0
CEBPA 0.014 0.002 -9999 0 -10000 0 0
EHMT2 0.011 0.006 -9999 0 -10000 0 0
cell proliferation 0.038 0.081 -9999 0 -10000 0 0
NR0B1 0.002 0.052 -9999 0 -0.81 1 1
EGR1 0.011 0.005 -9999 0 -10000 0 0
RXRs/9cRA -0.048 0.07 -9999 0 -10000 0 0
AR/RACK1/Src 0.022 0.049 -9999 0 -10000 0 0
AR/GR 0.002 0.073 -9999 0 -0.32 2 2
GNB2L1 0.013 0.002 -9999 0 -10000 0 0
PKN1 0.013 0.001 -9999 0 -10000 0 0
RCHY1 0.013 0 -9999 0 -10000 0 0
epidermal growth factor receptor activity -0.001 0.002 -9999 0 -10000 0 0
MAPK8 0.018 0.011 -9999 0 -10000 0 0
T-DHT/AR/TIF2/CARM1 0.031 0.042 -9999 0 -10000 0 0
SRC 0.028 0.024 -9999 0 -10000 0 0
NR3C1 0.013 0.003 -9999 0 -10000 0 0
KLK3 -0.25 0.43 -9999 0 -1 52 52
APPBP2 0.013 0.005 -9999 0 -10000 0 0
TRIM24 0.011 0.006 -9999 0 -10000 0 0
T-DHT/AR/TIP60 0.025 0.036 -9999 0 -10000 0 0
TMPRSS2 0.021 0.081 -9999 0 -0.84 1 1
RXRG -0.012 0.063 -9999 0 -0.28 13 13
mol:9cRA -0.001 0.003 -9999 0 -10000 0 0
RXRA 0.013 0.001 -9999 0 -10000 0 0
RXRB 0.013 0.001 -9999 0 -10000 0 0
CARM1 0.013 0.002 -9999 0 -10000 0 0
NR2C2 0.013 0.001 -9999 0 -10000 0 0
KLK2 0.007 0.14 -9999 0 -0.54 15 15
AR -0.002 0.074 -9999 0 -10000 0 0
SENP1 0.013 0.002 -9999 0 -10000 0 0
HSP90AA1 0.013 0 -9999 0 -10000 0 0
MDM2 0.018 0.012 -9999 0 -10000 0 0
SRY 0.005 0.012 -9999 0 -10000 0 0
GATA2 0.013 0.001 -9999 0 -10000 0 0
MYST2 0.014 0.002 -9999 0 -10000 0 0
HOXB13 -0.011 0.072 -9999 0 -0.29 15 15
T-DHT/AR/RACK1/Src 0.028 0.04 -9999 0 -10000 0 0
positive regulation of transcription 0.013 0.001 -9999 0 -10000 0 0
DNAJA1 0.013 0.005 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.028 0.004 -9999 0 -10000 0 0
NCOA1 0.014 0.007 -9999 0 -10000 0 0
SPDEF 0.009 0.007 -9999 0 -10000 0 0
T-DHT/AR/TIF2 0.03 0.036 -9999 0 -10000 0 0
T-DHT/AR/Hsp90 0.023 0.036 -9999 0 -10000 0 0
GSK3B 0.013 0.003 -9999 0 -10000 0 0
NR2C1 0.014 0.003 -9999 0 -10000 0 0
mol:T-DHT 0.025 0.024 -9999 0 -10000 0 0
SIRT1 0.013 0.001 -9999 0 -10000 0 0
ZMIZ2 0.018 0.013 -9999 0 -10000 0 0
POU2F1 0.022 0.054 -9999 0 -0.8 1 1
T-DHT/AR/DAX-1 0.017 0.047 -9999 0 -0.44 1 1
CREBBP 0.013 0.001 -9999 0 -10000 0 0
SMARCE1 0.01 0.007 -9999 0 -10000 0 0
LPA4-mediated signaling events

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
ADCY4 0.016 0 -9999 0 -10000 0 0
ADCY5 0.009 0.008 -9999 0 -10000 0 0
ADCY6 0.016 0 -9999 0 -10000 0 0
ADCY7 0.016 0 -9999 0 -10000 0 0
ADCY1 0.002 0.087 -9999 0 -0.54 6 6
ADCY2 0.013 0.007 -9999 0 -10000 0 0
ADCY3 0.016 0 -9999 0 -10000 0 0
ADCY8 0.007 0.036 -9999 0 -0.54 1 1
PRKCE 0.01 0 -9999 0 -10000 0 0
ADCY9 0.016 0.001 -9999 0 -10000 0 0
mol:DAG 0 0 -9999 0 -10000 0 0
cAMP biosynthetic process -0.009 0.045 -9999 0 -10000 0 0
Regulation of cytoplasmic and nuclear SMAD2/3 signaling

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
SMAD4 0.013 0 -9999 0 -10000 0 0
SMAD2 0.012 0 -9999 0 -10000 0 0
SMAD3 0.036 0 -9999 0 -10000 0 0
SMAD3/SMAD4 0.04 0.023 -9999 0 -10000 0 0
SMAD4/Ubc9/PIASy 0.027 0 -9999 0 -10000 0 0
SMAD2/SMAD2/SMAD4 0.033 0.051 -9999 0 -0.42 3 3
PPM1A 0.013 0 -9999 0 -10000 0 0
CALM1 0.013 0 -9999 0 -10000 0 0
SMAD2/SMAD4 0.019 0 -9999 0 -10000 0 0
MAP3K1 0.013 0 -9999 0 -10000 0 0
TRAP-1/SMAD4 0.02 0 -9999 0 -10000 0 0
MAPK3 0.013 0 -9999 0 -10000 0 0
MAPK1 0.013 0 -9999 0 -10000 0 0
NUP214 0.013 0 -9999 0 -10000 0 0
CTDSP1 0.013 0 -9999 0 -10000 0 0
CTDSP2 0.013 0 -9999 0 -10000 0 0
CTDSPL 0.013 0 -9999 0 -10000 0 0
KPNB1 0.013 0 -9999 0 -10000 0 0
TGFBRAP1 0.013 0 -9999 0 -10000 0 0
UBE2I 0.013 0 -9999 0 -10000 0 0
NUP153 0.013 0 -9999 0 -10000 0 0
KPNA2 0.003 0.091 -9999 0 -0.81 3 3
PIAS4 0.013 0 -9999 0 -10000 0 0
Signaling events mediated by HDAC Class II

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
G beta1gamma2/HDAC5 0.031 0.021 -9999 0 -10000 0 0
HDAC3 0.013 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1/HDAC4 -0.002 0.026 -9999 0 -0.41 1 1
GATA1/HDAC4 0.016 0.005 -9999 0 -10000 0 0
GATA1/HDAC5 0.016 0.005 -9999 0 -10000 0 0
GATA2/HDAC5 0.018 0.017 -9999 0 -10000 0 0
HDAC5/BCL6/BCoR 0.027 0 -9999 0 -10000 0 0
HDAC9 0.009 0.053 -9999 0 -0.81 1 1
Glucocorticoid receptor/Hsp90/HDAC6 0.021 0.03 -9999 0 -10000 0 0
HDAC4/ANKRA2 0.02 0 -9999 0 -10000 0 0
HDAC5/YWHAB 0.02 0 -9999 0 -10000 0 0
NPC/RanGAP1/SUMO1/Ubc9 0.018 0.015 -9999 0 -0.21 1 1
GATA2 0.013 0.001 -9999 0 -10000 0 0
HDAC4/RFXANK 0.02 0 -9999 0 -10000 0 0
BCOR 0.013 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
HDAC10 0.013 0 -9999 0 -10000 0 0
HDAC5 0.013 0 -9999 0 -10000 0 0
GNB1/GNG2 0.016 0.027 -9999 0 -10000 0 0
Histones 0.022 0.046 -9999 0 -10000 0 0
ADRBK1 0.013 0 -9999 0 -10000 0 0
HDAC4 0.013 0 -9999 0 -10000 0 0
XPO1 0.013 0 -9999 0 -10000 0 0
HDAC5/ANKRA2 0.02 0 -9999 0 -10000 0 0
HDAC4/Ubc9 0.02 0 -9999 0 -10000 0 0
HDAC7 0.013 0 -9999 0 -10000 0 0
HDAC5/14-3-3 E 0.02 0 -9999 0 -10000 0 0
TUBA1B 0.013 0 -9999 0 -10000 0 0
HDAC6 0.013 0 -9999 0 -10000 0 0
HDAC5/RFXANK 0.02 0 -9999 0 -10000 0 0
CAMK4 0.012 0.003 -9999 0 -10000 0 0
Tubulin/HDAC6 0.027 0 -9999 0 -10000 0 0
SUMO1 0.013 0 -9999 0 -10000 0 0
EntrezGene:9972 0 0 -9999 0 -10000 0 0
YWHAB 0.013 0 -9999 0 -10000 0 0
GATA1 0.009 0.006 -9999 0 -10000 0 0
EntrezGene:8021 0 0 -9999 0 -10000 0 0
YWHAE 0.013 0 -9999 0 -10000 0 0
NR3C1 0.013 0.003 -9999 0 -10000 0 0
SUMO1/HDAC4 0.028 0.013 -9999 0 -10000 0 0
SRF 0.013 0 -9999 0 -10000 0 0
HDAC4/YWHAB 0.02 0 -9999 0 -10000 0 0
Tubulin 0.02 0 -9999 0 -10000 0 0
HDAC4/14-3-3 E 0.02 0 -9999 0 -10000 0 0
GNB1 0.013 0 -9999 0 -10000 0 0
RANGAP1 0.013 0 -9999 0 -10000 0 0
BCL6/BCoR 0.02 0 -9999 0 -10000 0 0
HDAC4/HDAC3/SMRT (N-CoR2) 0.027 0 -9999 0 -10000 0 0
HDAC4/SRF 0.019 0.035 -9999 0 -10000 0 0
HDAC4/ER alpha 0.008 0.046 -9999 0 -10000 0 0
EntrezGene:23225 0 0 -9999 0 -10000 0 0
positive regulation of chromatin silencing 0.022 0.045 -9999 0 -10000 0 0
cell motility 0.027 0 -9999 0 -10000 0 0
EntrezGene:23636 0 0 -9999 0 -10000 0 0
UBE2I 0.013 0 -9999 0 -10000 0 0
HDAC7/HDAC3 0.02 0 -9999 0 -10000 0 0
BCL6 0.013 0 -9999 0 -10000 0 0
HDAC4/CaMK II delta B 0.013 0 -9999 0 -10000 0 0
Hsp90/HDAC6 0.02 0 -9999 0 -10000 0 0
ESR1 0.012 0.004 -9999 0 -10000 0 0
HDAC6/HDAC11 0.02 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1 0.031 0.013 -9999 0 -10000 0 0
NPC 0.006 0.031 -9999 0 -0.48 1 1
MEF2C 0.013 0.001 -9999 0 -10000 0 0
RAN 0.013 0 -9999 0 -10000 0 0
HDAC4/MEF2C 0.038 0.015 -9999 0 -10000 0 0
GNG2 0.013 0.002 -9999 0 -10000 0 0
NCOR2 0.013 0 -9999 0 -10000 0 0
TUBB2A 0.013 0 -9999 0 -10000 0 0
HDAC11 0.013 0 -9999 0 -10000 0 0
HSP90AA1 0.013 0 -9999 0 -10000 0 0
RANBP2 0.01 0.052 -9999 0 -0.81 1 1
ANKRA2 0.013 0 -9999 0 -10000 0 0
RFXANK 0.013 0 -9999 0 -10000 0 0
nuclear import -0.027 0 -9999 0 -10000 0 0
a4b1 and a4b7 Integrin 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
ITGB1 0.013 0 -9999 0 -10000 0 0
ITGB7 0.013 0.002 -9999 0 -10000 0 0
ITGA4 0.013 0.001 -9999 0 -10000 0 0
alpha4/beta7 Integrin 0.014 0.037 -9999 0 -0.34 1 1
alpha4/beta1 Integrin 0.017 0.021 -9999 0 -10000 0 0
Hedgehog signaling events mediated by Gli proteins

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
HDAC1 0.013 0.001 -9999 0 -10000 0 0
HDAC2 0.013 0.001 -9999 0 -10000 0 0
GNB1/GNG2 0.024 0.023 -9999 0 -10000 0 0
forebrain development 0.007 0.07 -9999 0 -10000 0 0
GNAO1 0.007 0.007 -9999 0 -10000 0 0
SMO/beta Arrestin2 0.021 0.006 -9999 0 -10000 0 0
SMO 0.014 0.004 -9999 0 -10000 0 0
ARRB2 0.014 0.003 -9999 0 -10000 0 0
GLI3/SPOP 0.008 0.079 -9999 0 -10000 0 0
mol:GTP 0 0.002 -9999 0 -10000 0 0
GSK3B 0.013 0 -9999 0 -10000 0 0
GNAI2 0.014 0.002 -9999 0 -10000 0 0
SIN3/HDAC complex 0.034 0.002 -9999 0 -10000 0 0
GNAI1 0.013 0.002 -9999 0 -10000 0 0
XPO1 0.015 0.004 -9999 0 -10000 0 0
GLI1/Su(fu) 0.019 0.062 -9999 0 -10000 0 0
SAP30 0.013 0.001 -9999 0 -10000 0 0
mol:GDP 0.014 0.004 -9999 0 -10000 0 0
MIM/GLI2A 0.015 0.022 -9999 0 -10000 0 0
IFT88 0.013 0 -9999 0 -10000 0 0
GNAI3 0.014 0.001 -9999 0 -10000 0 0
GLI2 0.041 0 -9999 0 -10000 0 0
GLI3 0.001 0.082 -9999 0 -10000 0 0
CSNK1D 0.013 0 -9999 0 -10000 0 0
CSNK1E 0.013 0 -9999 0 -10000 0 0
SAP18 0.013 0.001 -9999 0 -10000 0 0
embryonic digit morphogenesis 0.013 0 -9999 0 -10000 0 0
GNG2 0.013 0.002 -9999 0 -10000 0 0
Gi family/GTP -0.056 0.098 -9999 0 -0.29 9 9
SIN3B 0.013 0.001 -9999 0 -10000 0 0
SIN3A 0.013 0.001 -9999 0 -10000 0 0
GLI3/Su(fu) 0.029 0.06 -9999 0 -10000 0 0
GLI2/Su(fu) 0.053 0.014 -9999 0 -10000 0 0
FOXA2 -0.034 0.16 -9999 0 -0.61 18 18
neural tube patterning 0.007 0.07 -9999 0 -10000 0 0
SPOP 0.013 0 -9999 0 -10000 0 0
Su(fu)/PIAS1 0.031 0.004 -9999 0 -10000 0 0
GNB1 0.013 0 -9999 0 -10000 0 0
CSNK1G2 0.013 0 -9999 0 -10000 0 0
CSNK1G3 0.013 0 -9999 0 -10000 0 0
MTSS1 0.015 0.022 -9999 0 -10000 0 0
embryonic limb morphogenesis 0.007 0.07 -9999 0 -10000 0 0
SUFU 0.026 0.007 -9999 0 -10000 0 0
LGALS3 0.013 0 -9999 0 -10000 0 0
catabolic process 0.034 0.071 -9999 0 -10000 0 0
GLI3A/CBP 0.022 0.003 -9999 0 -10000 0 0
KIF3A 0.013 0 -9999 0 -10000 0 0
GLI1 0.011 0.07 -9999 0 -10000 0 0
RAB23 0.013 0 -9999 0 -10000 0 0
CSNK1A1 0.013 0 -9999 0 -10000 0 0
IFT172 0.013 0 -9999 0 -10000 0 0
RBBP7 0.013 0.001 -9999 0 -10000 0 0
Su(fu)/Galectin3 0.031 0.004 -9999 0 -10000 0 0
GNAZ 0.013 0.002 -9999 0 -10000 0 0
RBBP4 0.013 0.001 -9999 0 -10000 0 0
CSNK1G1 0.013 0 -9999 0 -10000 0 0
PIAS1 0.013 0 -9999 0 -10000 0 0
PRKACA 0.013 0 -9999 0 -10000 0 0
GLI2/SPOP 0.045 0 -9999 0 -10000 0 0
STK36 0.015 0.004 -9999 0 -10000 0 0
Gi family/GNB1/GNG2/GDP -0.046 0.098 -9999 0 -0.3 12 12
PTCH1 0.015 0.065 -9999 0 -10000 0 0
MIM/GLI1 0.008 0.12 -9999 0 -0.42 17 17
CREBBP 0.022 0.003 -9999 0 -10000 0 0
Su(fu)/SIN3/HDAC complex 0.044 0.003 -9999 0 -10000 0 0
Arf6 downstream 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
PLAUR 0.033 0.016 -10000 0 -10000 0 0
regulation of axonogenesis -0.026 0.001 -10000 0 -10000 0 0
myoblast fusion -0.021 0.012 -10000 0 -10000 0 0
mol:GTP 0.01 0.004 -10000 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion -0.002 0.12 0.56 9 -10000 0 9
ARF1/GTP 0.017 0.006 -10000 0 -10000 0 0
mol:GM1 0.009 0.003 -10000 0 -10000 0 0
mol:Choline 0.025 0.001 -10000 0 -10000 0 0
lamellipodium assembly 0.029 0.021 -10000 0 -10000 0 0
MAPK3 0.024 0.008 -10000 0 -10000 0 0
ARF6/GTP/NME1/Tiam1 0.002 0.12 -10000 0 -0.57 9 9
ARF1 0.013 0 -10000 0 -10000 0 0
ARF6/GDP 0.021 0.012 -10000 0 -10000 0 0
ARF1/GDP 0.031 0.016 -10000 0 -10000 0 0
ARF6 0.014 0.001 -10000 0 -10000 0 0
RAB11A 0.013 0 -10000 0 -10000 0 0
TIAM1 0.014 0.004 -10000 0 -10000 0 0
fibronectin binding 0 0 -10000 0 -10000 0 0
MAPK1 0.024 0.008 -10000 0 -10000 0 0
actin filament bundle formation -0.023 0.009 -10000 0 -10000 0 0
KALRN 0.007 0.022 -10000 0 -10000 0 0
RAB11FIP3/RAB11A 0.02 0 -10000 0 -10000 0 0
RhoA/GDP 0.023 0.009 -10000 0 -10000 0 0
NME1 -0.016 0.16 -10000 0 -0.8 9 9
Rac1/GDP 0.023 0.009 -10000 0 -10000 0 0
substrate adhesion-dependent cell spreading 0.01 0.004 -10000 0 -10000 0 0
cortical actin cytoskeleton organization 0.008 0.027 -10000 0 -10000 0 0
RAC1 0.013 0 -10000 0 -10000 0 0
liver development 0.01 0.004 -10000 0 -10000 0 0
ARF6/GTP 0.01 0.004 -10000 0 -10000 0 0
RhoA/GTP 0.017 0.006 -10000 0 -10000 0 0
mol:GDP 0.008 0.026 -10000 0 -10000 0 0
ARF6/GTP/RAB11FIP3/RAB11A 0.025 0.007 -10000 0 -10000 0 0
RHOA 0.013 0 -10000 0 -10000 0 0
PLD1 0.02 0.001 -10000 0 -10000 0 0
RAB11FIP3 0.013 0 -10000 0 -10000 0 0
tube morphogenesis 0.029 0.021 -10000 0 -10000 0 0
ruffle organization 0.026 0.001 -10000 0 -10000 0 0
regulation of epithelial cell migration 0.01 0.004 -10000 0 -10000 0 0
PLD2 0.02 0.001 -10000 0 -10000 0 0
PIP5K1A 0.026 0.001 -10000 0 -10000 0 0
mol:Phosphatidic acid 0.025 0.001 -10000 0 -10000 0 0
Rac1/GTP 0.008 0.027 -10000 0 -10000 0 0
Aurora C 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
INCENP 0.013 0 -9999 0 -10000 0 0
Aurora C/Aurora B/INCENP 0.023 0.033 -9999 0 -0.5 1 1
metaphase 0 0 -9999 0 -10000 0 0
mitosis 0 0 -9999 0 -10000 0 0
H3F3B 0 0.009 -9999 0 -10000 0 0
AURKB 0.01 0.052 -9999 0 -0.81 1 1
AURKC 0.013 0.002 -9999 0 -10000 0 0
EPO signaling pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BCL2L1 0.059 0.071 -9999 0 -0.8 1 1
CRKL 0.038 0.03 -9999 0 -0.38 1 1
mol:DAG 0.044 0.03 -9999 0 -10000 0 0
HRAS 0.055 0.026 -9999 0 -10000 0 0
MAPK8 0.029 0.031 -9999 0 -0.45 1 1
RAP1A 0.038 0.03 -9999 0 -0.38 1 1
GAB1 0.038 0.03 -9999 0 -0.38 1 1
MAPK14 0.029 0.031 -9999 0 -0.45 1 1
EPO 0.008 0.052 -9999 0 -0.8 1 1
PLCG1 0.045 0.03 -9999 0 -10000 0 0
EPOR/TRPC2/IP3 Receptors 0.016 0.004 -9999 0 -10000 0 0
RAPGEF1 0.013 0 -9999 0 -10000 0 0
EPO/EPOR (dimer)/SOCS3 0.024 0.051 -9999 0 -0.53 2 2
GAB1/SHC/GRB2/SOS1 0.018 0.034 -9999 0 -10000 0 0
EPO/EPOR (dimer) 0.019 0.041 -9999 0 -0.61 1 1
IRS2 0.034 0.052 -9999 0 -0.42 3 3
STAT1 0.048 0.059 -9999 0 -10000 0 0
STAT5B 0.049 0.035 -9999 0 -10000 0 0
cell proliferation 0.033 0.03 -9999 0 -0.42 1 1
GAB1/SHIP/PIK3R1/SHP2/SHC -0.002 0.02 -9999 0 -10000 0 0
TEC 0.038 0.03 -9999 0 -0.38 1 1
SOCS3 0.01 0.052 -9999 0 -0.81 1 1
STAT1 (dimer) 0.047 0.058 -9999 0 -10000 0 0
JAK2 0.015 0.003 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
EPO/EPOR (dimer)/JAK2 0.049 0.033 -9999 0 -0.4 1 1
EPO/EPOR 0.019 0.041 -9999 0 -0.61 1 1
LYN 0.015 0.002 -9999 0 -10000 0 0
TEC/VAV2 0.046 0.03 -9999 0 -10000 0 0
elevation of cytosolic calcium ion concentration 0.016 0.004 -9999 0 -10000 0 0
SHC1 0.013 0 -9999 0 -10000 0 0
EPO/EPOR (dimer)/LYN 0.032 0.035 -9999 0 -0.51 1 1
mol:IP3 0.044 0.03 -9999 0 -10000 0 0
PI3K regualtory subunit polypeptide 1/IRS2/SHIP 0.046 0.049 -9999 0 -0.39 2 2
SH2B3 0.015 0.003 -9999 0 -10000 0 0
NFKB1 0.029 0.031 -9999 0 -0.45 1 1
EPO/EPOR (dimer)/JAK2/SOCS3 -0.002 0.022 -9999 0 -0.28 1 1
PTPN6 0.033 0.031 -9999 0 -0.4 1 1
TEC/VAV2/GRB2 0.051 0.03 -9999 0 -10000 0 0
EPOR 0.016 0.004 -9999 0 -10000 0 0
INPP5D 0.013 0 -9999 0 -10000 0 0
mol:GDP 0.018 0.034 -9999 0 -10000 0 0
SOS1 0.013 0 -9999 0 -10000 0 0
PLCG2 0.013 0.002 -9999 0 -10000 0 0
CRKL/CBL/C3G 0.051 0.029 -9999 0 -10000 0 0
VAV2 0.038 0.03 -9999 0 -0.38 1 1
CBL 0.038 0.03 -9999 0 -0.38 1 1
SHC/Grb2/SOS1 -0.002 0.023 -9999 0 -10000 0 0
STAT5A 0.049 0.035 -9999 0 -10000 0 0
GRB2 0.013 0 -9999 0 -10000 0 0
STAT5 (dimer) 0.065 0.047 -9999 0 -10000 0 0
LYN/PLCgamma2 0.015 0.034 -9999 0 -10000 0 0
PTPN11 0.013 0 -9999 0 -10000 0 0
BTK 0.035 0.034 -9999 0 -0.38 1 1
BCL2 0.056 0.096 -9999 0 -0.75 3 3
Insulin-mediated glucose transport

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
Insulin responsive Vesicles 0.017 0.062 -9999 0 -10000 0 0
CaM/Ca2+ 0.01 0 -9999 0 -10000 0 0
AKT1 0.013 0 -9999 0 -10000 0 0
AKT2 0.01 0.052 -9999 0 -0.81 1 1
STXBP4 0.013 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
mol:glucose 0.011 0.066 -9999 0 -10000 0 0
YWHAZ 0.013 0 -9999 0 -10000 0 0
CALM1 0.013 0 -9999 0 -10000 0 0
YWHAQ 0.013 0 -9999 0 -10000 0 0
TBC1D4 0.017 0.041 -9999 0 -0.62 1 1
mol:Ca2+ 0 0 -9999 0 -10000 0 0
YWHAH 0.013 0 -9999 0 -10000 0 0
YWHAB 0.013 0 -9999 0 -10000 0 0
SNARE/Synip 0.027 0 -9999 0 -10000 0 0
YWHAG 0.013 0 -9999 0 -10000 0 0
ASIP 0.004 0.052 -9999 0 -0.81 1 1
PRKCI 0.013 0 -9999 0 -10000 0 0
AS160/CaM/Ca2+ 0.01 0 -9999 0 -10000 0 0
RHOQ 0.013 0 -9999 0 -10000 0 0
GYS1 0.026 0.02 -9999 0 -0.29 1 1
PRKCZ 0.013 0 -9999 0 -10000 0 0
TRIP10 0.013 0 -9999 0 -10000 0 0
TC10/GTP/CIP4/Exocyst 0.018 0 -9999 0 -10000 0 0
AS160/14-3-3 0.04 0.013 -9999 0 -10000 0 0
VAMP2 0.013 0 -9999 0 -10000 0 0
SLC2A4 0.011 0.07 -9999 0 -10000 0 0
STX4 0.013 0 -9999 0 -10000 0 0
GSK3B 0.022 0.023 -9999 0 -0.34 1 1
SFN 0.013 0 -9999 0 -10000 0 0
LNPEP 0.013 0 -9999 0 -10000 0 0
YWHAE 0.013 0 -9999 0 -10000 0 0
PDGFR-alpha signaling pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PDGFRA 0.014 0.004 -9999 0 -10000 0 0
PDGF/PDGFRA/CRKL 0.015 0.033 -9999 0 -10000 0 0
positive regulation of JUN kinase activity 0.029 0.024 -9999 0 -10000 0 0
CRKL 0.013 0 -9999 0 -10000 0 0
PDGF/PDGFRA/Caveolin-3 0.007 0.033 -9999 0 -10000 0 0
AP1 0.029 0.052 -9999 0 -0.68 1 1
mol:IP3 0.022 0.006 -9999 0 -10000 0 0
PLCG1 0.022 0.006 -9999 0 -10000 0 0
PDGF/PDGFRA/alphaV Integrin 0.015 0.033 -9999 0 -10000 0 0
RAPGEF1 0.013 0 -9999 0 -10000 0 0
CRK 0.013 0 -9999 0 -10000 0 0
mol:Ca2+ 0.022 0.006 -9999 0 -10000 0 0
CAV3 0.002 0.005 -9999 0 -10000 0 0
CAV1 0.013 0.003 -9999 0 -10000 0 0
SHC/Grb2/SOS1 0.031 0.025 -9999 0 -10000 0 0
PDGF/PDGFRA/Shf -0.012 0.13 -9999 0 -0.63 10 10
FOS 0.033 0.046 -9999 0 -0.67 1 1
JUN -0.001 0.004 -9999 0 -10000 0 0
oligodendrocyte development 0.015 0.033 -9999 0 -10000 0 0
GRB2 0.013 0 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
mol:DAG 0.022 0.006 -9999 0 -10000 0 0
PDGF/PDGFRA 0.014 0.004 -9999 0 -10000 0 0
actin cytoskeleton reorganization 0.015 0.033 -9999 0 -10000 0 0
SRF 0.018 0.002 -9999 0 -10000 0 0
SHC1 0.013 0 -9999 0 -10000 0 0
PI3K 0.023 0.027 -9999 0 -10000 0 0
PDGF/PDGFRA/Crk/C3G 0.023 0.027 -9999 0 -10000 0 0
JAK1 0.021 0.004 -9999 0 -10000 0 0
ELK1/SRF 0.029 0.028 -9999 0 -10000 0 0
SHB 0.013 0 -9999 0 -10000 0 0
SHF -0.02 0.16 -9999 0 -0.81 10 10
CSNK2A1 0.009 0.004 -9999 0 -10000 0 0
GO:0007205 0.016 0.041 -9999 0 -10000 0 0
SOS1 0.013 0 -9999 0 -10000 0 0
Ras protein signal transduction 0.029 0.024 -9999 0 -10000 0 0
PDGF/PDGFRA/SHB 0.015 0.033 -9999 0 -10000 0 0
PDGF/PDGFRA/Caveolin-1 0.005 0.061 -9999 0 -0.33 4 4
ITGAV 0.013 0 -9999 0 -10000 0 0
ELK1 0.027 0.008 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
PDGF/PDGFRA/Crk 0.015 0.033 -9999 0 -10000 0 0
JAK-STAT cascade 0.021 0.004 -9999 0 -10000 0 0
cell proliferation -0.012 0.13 -9999 0 -0.63 10 10
mTOR signaling pathway

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
GBL 0 0 -10000 0 -10000 0 0
MKNK1 0.013 0 -10000 0 -10000 0 0
mol:PIP3 0.001 0.012 -10000 0 -10000 0 0
FRAP1 0.014 0.006 -10000 0 -10000 0 0
AKT1 0.024 0.011 -10000 0 -10000 0 0
INSR 0.013 0 -10000 0 -10000 0 0
Insulin Receptor/Insulin 0.009 0 -10000 0 -10000 0 0
mol:GTP 0.032 0.002 -10000 0 -10000 0 0
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA/eIF3/40s Ribosomal subunit 0 0 -10000 0 -10000 0 0
TSC2 0.013 0 -10000 0 -10000 0 0
RHEB/GDP 0 0 -10000 0 -10000 0 0
TSC1 0.013 0 -10000 0 -10000 0 0
Insulin Receptor/IRS1 0.016 0 -10000 0 -10000 0 0
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA 0 0 -10000 0 -10000 0 0
mol:GDP 0 0 -10000 0 -10000 0 0
EIF3A 0.013 0 -10000 0 -10000 0 0
RPS6KB1 0.025 0.008 -10000 0 -10000 0 0
MAP3K5 0.009 0 -10000 0 -10000 0 0
PIK3R1 0.013 0 -10000 0 -10000 0 0
apoptosis 0.009 0 -10000 0 -10000 0 0
mol:LY294002 0 0 -10000 0 -10000 0 0
EIF4B 0.029 0.008 -10000 0 -10000 0 0
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3 0.03 0.034 -10000 0 -0.35 2 2
eIF4E/eIF4G1/eIF4A1 0 0 -10000 0 -10000 0 0
KIAA1303 0 0 -10000 0 -10000 0 0
PI3K 0.024 0.001 -10000 0 -10000 0 0
mTOR/RHEB/GTP/Raptor/GBL 0.027 0.007 0.14 1 -10000 0 1
FKBP1A 0.013 0 -10000 0 -10000 0 0
RHEB/GTP 0 0 -10000 0 -10000 0 0
mol:Amino Acids 0 0 -10000 0 -10000 0 0
FKBP12/Rapamycin 0.01 0 -10000 0 -10000 0 0
PDPK1 0.02 0.011 -10000 0 -10000 0 0
EIF4E 0.013 0 -10000 0 -10000 0 0
ASK1/PP5C 0.022 0.004 -10000 0 -10000 0 0
mTOR/RHEB/GTP/Raptor/GBL/eIF4E 0.016 0.001 -10000 0 -10000 0 0
TSC1/TSC2 0.036 0.002 -10000 0 -10000 0 0
tumor necrosis factor receptor activity 0 0 -10000 0 -10000 0 0
RPS6 0.007 0.074 -10000 0 -0.81 2 2
PPP5C 0.013 0 -10000 0 -10000 0 0
EIF4G1 0.013 0 -10000 0 -10000 0 0
IRS1 0.008 0.001 -10000 0 -10000 0 0
INS 0 0 -10000 0 -10000 0 0
PTEN 0.013 0.001 -10000 0 -10000 0 0
PDK2 0.02 0.011 -10000 0 -10000 0 0
EIF4EBP1 0.01 0.031 -10000 0 -0.33 2 2
PIK3CA 0.013 0 -10000 0 -10000 0 0
PPP2R5D 0.019 0.005 -10000 0 -10000 0 0
peptide biosynthetic process 0.016 0 -10000 0 -10000 0 0
RHEB 0.013 0 -10000 0 -10000 0 0
EIF4A1 0.013 0 -10000 0 -10000 0 0
mol:Rapamycin 0 0 0.003 1 -10000 0 1
EEF2 0.016 0 -10000 0 -10000 0 0
eIF4E/4E-BP1 0.017 0.028 -10000 0 -10000 0 0
Class I PI3K signaling events mediated by Akt

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
BCL2L1 0.017 0.041 -9999 0 -0.62 1 1
BAD/BCL-XL/YWHAZ 0.03 0.033 -9999 0 -0.49 1 1
CDKN1B 0.03 0.026 -9999 0 -10000 0 0
CDKN1A 0.03 0.026 -9999 0 -10000 0 0
FRAP1 0 0 -9999 0 -10000 0 0
PRKDC 0.007 0.074 -9999 0 -0.81 2 2
FOXO3 0.03 0.026 -9999 0 -10000 0 0
AKT1 0.025 0.028 -9999 0 -0.28 2 2
BAD 0.013 0 -9999 0 -10000 0 0
AKT3 0.011 0.033 -9999 0 -0.22 5 5
mol:GTP 0 0 -9999 0 -10000 0 0
FOXO4 0.03 0.026 -9999 0 -10000 0 0
AKT1/ASK1 0.03 0.026 -9999 0 -10000 0 0
BAD/YWHAZ 0.027 0 -9999 0 -10000 0 0
RICTOR 0.013 0 -9999 0 -10000 0 0
RAF1 0.013 0 -9999 0 -10000 0 0
JNK cascade -0.029 0.025 -9999 0 -10000 0 0
TSC1 0.03 0.026 -9999 0 -10000 0 0
YWHAZ 0.013 0 -9999 0 -10000 0 0
AKT1/RAF1 0.032 0.027 -9999 0 -10000 0 0
EP300 0.013 0 -9999 0 -10000 0 0
mol:GDP 0.025 0.027 -9999 0 -0.28 2 2
mol:PI-3-4-5-P3 0 0 -9999 0 -10000 0 0
TSC2 0.03 0.026 -9999 0 -10000 0 0
YWHAQ 0.013 0 -9999 0 -10000 0 0
TBC1D4 0.017 0.041 -9999 0 -0.41 2 2
MAP3K5 0.013 0 -9999 0 -10000 0 0
MAPKAP1 0.013 0 -9999 0 -10000 0 0
negative regulation of cell cycle -0.039 0.011 -9999 0 -10000 0 0
YWHAH 0.013 0 -9999 0 -10000 0 0
AKT1S1 0.03 0.026 -9999 0 -10000 0 0
CASP9 0.03 0.026 -9999 0 -10000 0 0
YWHAB 0.013 0 -9999 0 -10000 0 0
p27Kip1/KPNA1 0.037 0.025 -9999 0 -10000 0 0
GBL 0 0 -9999 0 -10000 0 0
PDK1/Src/Hsp90 0.027 0 -9999 0 -10000 0 0
YWHAE 0.013 0 -9999 0 -10000 0 0
SRC 0.013 0 -9999 0 -10000 0 0
AKT2/p21CIP1 0.033 0.028 -9999 0 -10000 0 0
KIAA1303 0 0 -9999 0 -10000 0 0
mTOR/RHEB/GTP/Raptor/GBL 0.016 0.009 -9999 0 -10000 0 0
CHUK 0.03 0.026 -9999 0 -10000 0 0
BAD/BCL-XL 0.041 0.038 -9999 0 -0.4 1 1
mTORC2 0.017 0 -9999 0 -10000 0 0
AKT2 0.014 0.023 -9999 0 -0.35 1 1
FOXO1-3a-4/14-3-3 family 0.051 0.019 -9999 0 -10000 0 0
PDPK1 0.013 0 -9999 0 -10000 0 0
MDM2 0.03 0.026 -9999 0 -10000 0 0
MAPKKK cascade -0.031 0.026 -9999 0 -10000 0 0
MDM2/Cbp/p300 0.043 0.025 -9999 0 -10000 0 0
TSC1/TSC2 0.035 0.026 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.041 0.024 -9999 0 -10000 0 0
glucose import 0.017 0.038 -9999 0 -0.37 2 2
mTOR/RHEB/GDP/Raptor/GBL/PRAS40 0.026 0.018 -9999 0 -10000 0 0
response to stress 0 0 -9999 0 -10000 0 0
SLC2A4 0.017 0.038 -9999 0 -0.37 2 2
GSK3A 0.03 0.026 -9999 0 -10000 0 0
FOXO1 0.03 0.026 -9999 0 -10000 0 0
GSK3B 0.03 0.026 -9999 0 -10000 0 0
SFN 0.013 0 -9999 0 -10000 0 0
G1/S transition of mitotic cell cycle 0.035 0.026 -9999 0 -10000 0 0
p27Kip1/14-3-3 family 0.043 0.004 -9999 0 -10000 0 0
PRKACA 0.013 0 -9999 0 -10000 0 0
KPNA1 0.013 0 -9999 0 -10000 0 0
HSP90AA1 0.013 0 -9999 0 -10000 0 0
YWHAG 0.013 0 -9999 0 -10000 0 0
RHEB 0.013 0 -9999 0 -10000 0 0
CREBBP 0.013 0 -9999 0 -10000 0 0
Paxillin-independent events mediated by a4b1 and a4b7

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
PTK2 0.022 0.037 -9999 0 -0.33 1 1
CRKL 0.013 0 -9999 0 -10000 0 0
Rac1/GDP 0.01 0 -9999 0 -10000 0 0
DOCK1 0.013 0 -9999 0 -10000 0 0
ITGA4 0.013 0.001 -9999 0 -10000 0 0
alpha4/beta7 Integrin/MAdCAM1 -0.045 0.08 -9999 0 -0.37 1 1
EPO 0.004 0.053 -9999 0 -0.81 1 1
alpha4/beta7 Integrin 0.014 0.037 -9999 0 -0.34 1 1
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0.013 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin 0.017 0.021 -9999 0 -10000 0 0
EPO/EPOR (dimer) 0.013 0.041 -9999 0 -0.62 1 1
lamellipodium assembly 0.033 0.001 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
PI3K 0.02 0 -9999 0 -10000 0 0
ARF6 0.013 0 -9999 0 -10000 0 0
JAK2 0.025 0.028 -9999 0 -0.3 1 1
PXN 0.013 0 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
MADCAM1 0.006 0.007 -9999 0 -10000 0 0
cell adhesion -0.045 0.079 -9999 0 -0.37 1 1
CRKL/CBL 0.02 0 -9999 0 -10000 0 0
ITGB1 0.013 0 -9999 0 -10000 0 0
SRC 0.026 0.023 -9999 0 -10000 0 0
ITGB7 0.013 0.002 -9999 0 -10000 0 0
RAC1 0.013 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin/VCAM1 0.024 0.026 -9999 0 -10000 0 0
p130Cas/Crk/Dock1 0.043 0.02 -9999 0 -10000 0 0
VCAM1 0.013 0.001 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/GIT1 0.033 0.016 -9999 0 -10000 0 0
BCAR1 0.031 0.022 -9999 0 -10000 0 0
EPOR 0.013 0 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
CBL 0.013 0 -9999 0 -10000 0 0
GIT1 0.013 0 -9999 0 -10000 0 0
Rac1/GTP 0.033 0.001 -9999 0 -10000 0 0
Signaling events mediated by HDAC Class III

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
EP300 0.013 0 -10000 0 -10000 0 0
HDAC4 0.013 0 -10000 0 -10000 0 0
induction of apoptosis 0 0 -10000 0 -10000 0 0
regulation of S phase of mitotic cell cycle -0.015 0.041 0.62 1 -10000 0 1
CDKN1A 0 0 -10000 0 -10000 0 0
KAT2B 0.013 0.001 -10000 0 -10000 0 0
BAX 0.013 0 -10000 0 -10000 0 0
FOXO3 0 0 -10000 0 -10000 0 0
FOXO1 0.013 0 -10000 0 -10000 0 0
FOXO4 0.02 0 -10000 0 -10000 0 0
response to UV 0 0 -10000 0 -10000 0 0
XRCC6 0.013 0 -10000 0 -10000 0 0
TAT 0.009 0.006 -10000 0 -10000 0 0
mol:Lysophosphatidic acid 0 0 -10000 0 -10000 0 0
MYOD1 0.01 0.001 -10000 0 -10000 0 0
PPARGC1A 0.012 0.004 -10000 0 -10000 0 0
FHL2 0.013 0 -10000 0 -10000 0 0
response to nutrient levels 0 0 -10000 0 -10000 0 0
KU70/SIRT1 0.016 0 -10000 0 -10000 0 0
HIST2H4A 0.015 0.041 -10000 0 -0.62 1 1
SIRT1/FOXO3a 0 0 -10000 0 -10000 0 0
SIRT1 0.009 0 -10000 0 -10000 0 0
response to hypoxia 0 0 -10000 0 -10000 0 0
SIRT1/MEF2D/HDAC4 0.024 0 -10000 0 -10000 0 0
SIRT1/Histone H1b -0.004 0.075 -10000 0 -10000 0 0
apoptosis -0.024 0 -10000 0 -10000 0 0
SIRT1/PGC1A 0 0.046 -10000 0 -10000 0 0
p53/SIRT1 0 0 -10000 0 -10000 0 0
SIRT1/FOXO4 0.021 0 -10000 0 -10000 0 0
FOXO1/FHL2/SIRT1 0.023 0 -10000 0 -10000 0 0
HIST1H1E -0.009 0.089 -10000 0 -0.28 24 24
SIRT1/p300 0.016 0 -10000 0 -10000 0 0
muscle cell differentiation -0.014 0.014 -10000 0 -10000 0 0
TP53 0.009 0 -10000 0 -10000 0 0
KU70/SIRT1/BAX 0.024 0 -10000 0 -10000 0 0
CREBBP 0.013 0 -10000 0 -10000 0 0
MEF2D 0.013 0 -10000 0 -10000 0 0
HIV-1 Tat/SIRT1 -0.014 0.067 -10000 0 -10000 0 0
ACSS2 0.017 0 -10000 0 -10000 0 0
SIRT1/PCAF/MYOD 0.014 0.014 -10000 0 -10000 0 0
ceramide signaling pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
MAP4K4 0.045 0.02 -10000 0 -10000 0 0
BAG4 0.013 0 -10000 0 -10000 0 0
BAD 0.029 0.008 -10000 0 -10000 0 0
NFKBIA 0.013 0 -10000 0 -10000 0 0
BIRC3 0.01 0.052 -10000 0 -0.81 1 1
BAX 0.029 0.008 -10000 0 -10000 0 0
EnzymeConsortium:3.1.4.12 0.014 0.006 -10000 0 -10000 0 0
IKBKB 0.047 0.036 -10000 0 -0.4 1 1
MAP2K2 0.038 0.008 -10000 0 -10000 0 0
MAP2K1 0.038 0.008 -10000 0 -10000 0 0
SMPD1 0.019 0.006 -10000 0 -10000 0 0
GO:0005551 0 0 -10000 0 -10000 0 0
FADD/Caspase 8 0.051 0.02 -10000 0 -10000 0 0
MAP2K4 0.034 0.008 -10000 0 -10000 0 0
protein ubiquitination 0.05 0.023 -10000 0 -10000 0 0
EnzymeConsortium:2.7.1.37 0.042 0.008 -10000 0 -10000 0 0
response to UV 0 0 -10000 0 -10000 0 0
RAF1 0.034 0.008 -10000 0 -10000 0 0
CRADD 0.014 0 -10000 0 -10000 0 0
mol:ceramide 0.024 0.008 -10000 0 -10000 0 0
I-kappa-B-alpha/RELA/p50/ubiquitin 0.018 0 -10000 0 -10000 0 0
MADD 0.014 0 -10000 0 -10000 0 0
MAP3K1 0.029 0.008 -10000 0 -10000 0 0
TRADD 0.014 0 -10000 0 -10000 0 0
RELA/p50 0.013 0 -10000 0 -10000 0 0
MAPK3 0.04 0.008 -10000 0 -10000 0 0
MAPK1 0.04 0.008 -10000 0 -10000 0 0
p50/RELA/I-kappa-B-alpha 0.02 0 -10000 0 -10000 0 0
FADD 0.045 0.02 -10000 0 -10000 0 0
KSR1 0.029 0.008 -10000 0 -10000 0 0
MAPK8 0.038 0.007 -10000 0 -10000 0 0
TRAF2 0.013 0 -10000 0 -10000 0 0
response to radiation 0 0 -10000 0 -10000 0 0
CHUK 0.049 0.021 -10000 0 -10000 0 0
TNF R/SODD 0.02 0 -10000 0 -10000 0 0
TNF 0.013 0.001 -10000 0 -10000 0 0
CYCS 0.03 0.012 0.12 3 -10000 0 3
IKBKG 0.049 0.021 -10000 0 -10000 0 0
TNF/TNF R/TRADD/MADD/cIAP/RIP/TRAF2/RAIDD 0.041 0.021 -10000 0 -10000 0 0
RELA 0.013 0 -10000 0 -10000 0 0
RIPK1 0.013 0 -10000 0 -10000 0 0
AIFM1 0.03 0.012 0.12 3 -10000 0 3
TNF/TNF R/SODD 0.026 0.01 -10000 0 -10000 0 0
TNFRSF1A 0.013 0 -10000 0 -10000 0 0
response to heat 0 0 -10000 0 -10000 0 0
CASP8 0.03 0.006 -10000 0 -10000 0 0
NSMAF 0.045 0.02 -10000 0 -10000 0 0
response to hydrogen peroxide 0 0 -10000 0 -10000 0 0
BCL2 0.013 0.001 -10000 0 -10000 0 0
Signaling events mediated by HDAC Class I

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
NF kappa B/RelA -0.001 0.01 -9999 0 -10000 0 0
Ran/GTP/Exportin 1/HDAC1 -0.002 0.026 -9999 0 -0.41 1 1
NF kappa B1 p50/RelA/I kappa B alpha 0.043 0.014 -9999 0 -10000 0 0
SUMO1 0.013 0 -9999 0 -10000 0 0
ZFPM1 0.003 0.091 -9999 0 -0.81 3 3
NPC/RanGAP1/SUMO1/Ubc9 0.018 0.015 -9999 0 -0.21 1 1
FKBP3 0.013 0 -9999 0 -10000 0 0
Histones 0.043 0.007 -9999 0 -10000 0 0
YY1/LSF 0.027 0.016 -9999 0 -10000 0 0
SMG5 0.013 0 -9999 0 -10000 0 0
RAN 0.013 0 -9999 0 -10000 0 0
I kappa B alpha/HDAC3 0.03 0.011 -9999 0 -10000 0 0
I kappa B alpha/HDAC1 0.03 0.008 -9999 0 -10000 0 0
SAP18 0.013 0 -9999 0 -10000 0 0
RELA 0.033 0.011 -9999 0 -10000 0 0
HDAC1/Smad7 0.027 0 -9999 0 -10000 0 0
RANGAP1 0.013 0 -9999 0 -10000 0 0
HDAC3/TR2 0.03 0.008 -9999 0 -10000 0 0
NuRD/MBD3 Complex 0.042 0 -9999 0 -10000 0 0
NF kappa B1 p50/RelA 0.037 0.01 -9999 0 -10000 0 0
EntrezGene:23225 0 0 -9999 0 -10000 0 0
GATA2 0.013 0.001 -9999 0 -10000 0 0
GATA1 0.009 0.006 -9999 0 -10000 0 0
Mad/Max 0.02 0 -9999 0 -10000 0 0
NuRD/MBD3 Complex/GATA1/Fog1 0.048 0.023 -9999 0 -10000 0 0
RBBP7 0.013 0 -9999 0 -10000 0 0
NPC 0.006 0.031 -9999 0 -0.48 1 1
RBBP4 0.013 0 -9999 0 -10000 0 0
MAX 0.013 0 -9999 0 -10000 0 0
EntrezGene:9972 0 0 -9999 0 -10000 0 0
FBXW11 0.013 0 -9999 0 -10000 0 0
NFKBIA 0.025 0.008 -9999 0 -10000 0 0
KAT2B 0.013 0.001 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
SIN3/HDAC complex 0.039 0 -9999 0 -10000 0 0
SIN3 complex 0.034 0 -9999 0 -10000 0 0
SMURF1 0.013 0 -9999 0 -10000 0 0
CHD3 0.013 0 -9999 0 -10000 0 0
SAP30 0.013 0 -9999 0 -10000 0 0
EntrezGene:23636 0 0 -9999 0 -10000 0 0
NCOR1 0.013 0 -9999 0 -10000 0 0
YY1/HDAC3 0.038 0.015 -9999 0 -10000 0 0
YY1/HDAC2 0.028 0.016 -9999 0 -10000 0 0
YY1/HDAC1 0.028 0.016 -9999 0 -10000 0 0
NuRD/MBD2 Complex (MeCP1) 0.042 0 -9999 0 -10000 0 0
PPARG 0.034 0.014 -9999 0 -10000 0 0
HDAC8/hEST1B 0.027 0 -9999 0 -10000 0 0
UBE2I 0.013 0 -9999 0 -10000 0 0
beta TrCP1/SCF ubiquitin ligase complex 0.013 0 -9999 0 -10000 0 0
TNFRSF1A 0.013 0 -9999 0 -10000 0 0
HDAC3/SMRT (N-CoR2) 0.03 0.008 -9999 0 -10000 0 0
MBD3L2 0 0 -9999 0 -10000 0 0
ubiquitin-dependent protein catabolic process 0.027 0 -9999 0 -10000 0 0
CREBBP 0.013 0 -9999 0 -10000 0 0
NuRD/MBD3/MBD3L2 Complex 0.046 0 -9999 0 -10000 0 0
HDAC1 0.013 0 -9999 0 -10000 0 0
HDAC3 0.025 0.008 -9999 0 -10000 0 0
HDAC2 0.013 0 -9999 0 -10000 0 0
YY1 0.025 0.019 -9999 0 -10000 0 0
HDAC8 0.013 0 -9999 0 -10000 0 0
SMAD7 0.013 0 -9999 0 -10000 0 0
NCOR2 0.013 0 -9999 0 -10000 0 0
MXD1 0.013 0 -9999 0 -10000 0 0
STAT3 0.023 0 -9999 0 -10000 0 0
NFKB1 0.013 0 -9999 0 -10000 0 0
EntrezGene:8021 0 0 -9999 0 -10000 0 0
RANBP2 0.01 0.052 -9999 0 -0.81 1 1
YY1/LSF/HDAC1 0.033 0.017 -9999 0 -10000 0 0
YY1/SAP30/HDAC1 0.034 0.015 -9999 0 -10000 0 0
EP300 0.013 0 -9999 0 -10000 0 0
STAT3 (dimer non-phopshorylated) 0.023 0 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.025 0.008 -9999 0 -10000 0 0
histone deacetylation 0.042 0 -9999 0 -10000 0 0
STAT3 (dimer non-phopshorylated)/HDAC3 0.037 0.007 -9999 0 -10000 0 0
nuclear export -0.027 0 -9999 0 -10000 0 0
PRKACA 0.013 0 -9999 0 -10000 0 0
GATAD2B 0.013 0 -9999 0 -10000 0 0
GATAD2A 0.013 0 -9999 0 -10000 0 0
GATA2/HDAC3 0.03 0.008 -9999 0 -10000 0 0
GATA1/HDAC1 0.016 0.005 -9999 0 -10000 0 0
GATA1/HDAC3 0.027 0.009 -9999 0 -10000 0 0
CHD4 0.013 0 -9999 0 -10000 0 0
TNF-alpha/TNFR1A 0.019 0.012 -9999 0 -10000 0 0
SIN3/HDAC complex/Mad/Max 0.042 0 -9999 0 -10000 0 0
NuRD Complex 0.05 0 -9999 0 -10000 0 0
positive regulation of chromatin silencing 0.041 0.007 -9999 0 -10000 0 0
SIN3B 0.013 0 -9999 0 -10000 0 0
MTA2 0.013 0 -9999 0 -10000 0 0
SIN3A 0.013 0 -9999 0 -10000 0 0
XPO1 0.013 0 -9999 0 -10000 0 0
SUMO1/HDAC1 0.028 0.013 -9999 0 -10000 0 0
HDAC complex 0.034 0 -9999 0 -10000 0 0
GATA1/Fog1 0.008 0.071 -9999 0 -0.62 3 3
FKBP25/HDAC1/HDAC2 0.027 0 -9999 0 -10000 0 0
TNF 0.013 0.001 -9999 0 -10000 0 0
negative regulation of cell growth 0.042 0 -9999 0 -10000 0 0
NuRD/MBD2/PRMT5 Complex 0.042 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1 0.031 0.013 -9999 0 -10000 0 0
NF kappa B/RelA/I kappa B alpha 0.037 0.015 -9999 0 -10000 0 0
SIN3/HDAC complex/NCoR1 0.041 0 -9999 0 -10000 0 0
TFCP2 0.013 0.001 -9999 0 -10000 0 0
NR2C1 0.013 0 -9999 0 -10000 0 0
MBD3 0.013 0 -9999 0 -10000 0 0
MBD2 0.013 0 -9999 0 -10000 0 0
FoxO family signaling

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
G6PC 0.028 0.068 -9999 0 -0.58 3 3
PLK1 0.063 0.098 -9999 0 -10000 0 0
CDKN1B 0.099 0.059 -9999 0 -10000 0 0
FOXO3 0.06 0.1 -9999 0 -10000 0 0
KAT2B 0.024 0.006 -9999 0 -10000 0 0
FOXO1/SIRT1 0.011 0.037 -9999 0 -10000 0 0
CAT 0.063 0.098 -9999 0 -10000 0 0
CTNNB1 0.013 0 -9999 0 -10000 0 0
AKT1 0.026 0.008 -9999 0 -10000 0 0
FOXO1 0.034 0.035 -9999 0 -10000 0 0
MAPK10 0.03 0.015 -9999 0 -10000 0 0
mol:GTP 0.002 0 -9999 0 -10000 0 0
FOXO4 0.077 0.038 -9999 0 -10000 0 0
response to oxidative stress 0.014 0.008 -9999 0 -10000 0 0
FOXO3A/SIRT1 0.036 0.091 -9999 0 -10000 0 0
XPO1 0.014 0 -9999 0 -10000 0 0
EP300 0.014 0.005 -9999 0 -10000 0 0
BCL2L11 0.03 0.022 -9999 0 -10000 0 0
FOXO1/SKP2 0.036 0.032 -9999 0 -10000 0 0
mol:GDP 0.014 0.008 -9999 0 -10000 0 0
RAN 0.015 0 -9999 0 -10000 0 0
GADD45A 0.081 0.055 -9999 0 -10000 0 0
YWHAQ 0.013 0 -9999 0 -10000 0 0
FOXO1/14-3-3 family 0.068 0.009 -9999 0 -10000 0 0
MST1 -0.15 0.34 -9999 0 -0.79 53 53
CSNK1D 0.013 0 -9999 0 -10000 0 0
CSNK1E 0.013 0 -9999 0 -10000 0 0
FOXO4/14-3-3 family 0.053 0.004 -9999 0 -10000 0 0
YWHAB 0.013 0 -9999 0 -10000 0 0
MAPK8 0.037 0.003 -9999 0 -10000 0 0
MAPK9 0.037 0.003 -9999 0 -10000 0 0
YWHAG 0.013 0 -9999 0 -10000 0 0
YWHAE 0.013 0 -9999 0 -10000 0 0
YWHAZ 0.013 0 -9999 0 -10000 0 0
SIRT1 0.011 0.009 -9999 0 -10000 0 0
SOD2 0.1 0.067 -9999 0 -10000 0 0
RBL2 0.074 0.078 -9999 0 -10000 0 0
RAL/GDP 0.033 0.006 -9999 0 -10000 0 0
CHUK 0.025 0.006 -9999 0 -10000 0 0
Ran/GTP 0.014 0 -9999 0 -10000 0 0
CSNK1G2 0.013 0 -9999 0 -10000 0 0
RAL/GTP 0.039 0.005 -9999 0 -10000 0 0
CSNK1G1 0.013 0 -9999 0 -10000 0 0
FASLG 0.007 0.16 -9999 0 -0.97 6 6
SKP2 0.013 0 -9999 0 -10000 0 0
USP7 0.015 0 -9999 0 -10000 0 0
IKBKB 0.021 0.053 -9999 0 -0.79 1 1
CCNB1 0.061 0.11 -9999 0 -10000 0 0
FOXO1-3a-4/beta catenin 0.12 0.065 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.036 0.032 -9999 0 -10000 0 0
CSNK1A1 0.013 0 -9999 0 -10000 0 0
SGK1 0.024 0.006 -9999 0 -10000 0 0
CSNK1G3 0.013 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1 0.024 0 -9999 0 -10000 0 0
ZFAND5 0.075 0.042 -9999 0 -10000 0 0
SFN 0.013 0 -9999 0 -10000 0 0
CDK2 0.013 0.008 -9999 0 -10000 0 0
FOXO3A/14-3-3 0.058 0.024 -9999 0 -10000 0 0
CREBBP 0.013 0.008 -9999 0 -10000 0 0
FBXO32 0.063 0.098 -9999 0 -10000 0 0
BCL6 0.074 0.078 -9999 0 -10000 0 0
RALB 0.014 0 -9999 0 -10000 0 0
RALA 0.014 0 -9999 0 -10000 0 0
YWHAH 0.013 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 0.013 0 -9999 0 -10000 0 0
Rac1/GDP 0 0.003 -9999 0 -10000 0 0
DOCK1 0.013 0 -9999 0 -10000 0 0
ITGA4 0.013 0.001 -9999 0 -10000 0 0
RAC1 0.013 0 -9999 0 -10000 0 0
alpha4/beta7 Integrin 0.014 0.037 -9999 0 -0.34 1 1
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0.013 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin 0.025 0.018 -9999 0 -10000 0 0
alpha4/beta7 Integrin/Paxillin 0.027 0.028 -9999 0 -10000 0 0
lamellipodium assembly 0.001 0.005 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
PI3K 0.02 0 -9999 0 -10000 0 0
ARF6 0.013 0 -9999 0 -10000 0 0
TLN1 0.013 0 -9999 0 -10000 0 0
PXN 0.02 0 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
ARF6/GTP 0.034 0.013 -9999 0 -10000 0 0
cell adhesion 0.036 0.015 -9999 0 -10000 0 0
CRKL/CBL 0.02 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin 0.03 0.016 -9999 0 -10000 0 0
ITGB1 0.013 0 -9999 0 -10000 0 0
ITGB7 0.013 0.002 -9999 0 -10000 0 0
ARF6/GDP 0 0.003 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/VCAM1 0.036 0.022 -9999 0 -10000 0 0
p130Cas/Crk/Dock1 0.027 0 -9999 0 -10000 0 0
VCAM1 0.013 0.001 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/Talin 0.037 0.015 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/GIT1 0.037 0.015 -9999 0 -10000 0 0
BCAR1 0.013 0 -9999 0 -10000 0 0
mol:GDP -0.036 0.015 -9999 0 -10000 0 0
CBL 0.013 0 -9999 0 -10000 0 0
PRKACA 0.013 0 -9999 0 -10000 0 0
GIT1 0.013 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin/Paxillin/Talin/Actin Cytoskeleton 0.037 0.015 -9999 0 -10000 0 0
Rac1/GTP 0.001 0.006 -9999 0 -10000 0 0
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 0.02 0 -9999 0 -10000 0 0
FBXW11 0.013 0 -9999 0 -10000 0 0
NF kappa B1 p50/c-Rel 0.022 0.036 -9999 0 -0.54 1 1
NF kappa B1 p50/RelA/I kappa B alpha 0.034 0.047 -9999 0 -0.41 1 1
NFKBIA 0.018 0.041 -9999 0 -0.2 8 8
MAPK14 0.013 0 -9999 0 -10000 0 0
NF kappa B1 p105/p50 0.022 0.036 -9999 0 -0.54 1 1
ARRB2 0.016 0 -9999 0 -10000 0 0
REL 0.013 0 -9999 0 -10000 0 0
response to oxidative stress 0 0 -9999 0 -10000 0 0
BCL3/NF kappa B1 p50 0.022 0.036 -9999 0 -0.54 1 1
response to UV 0 0 -9999 0 -10000 0 0
NF kappa B1 p105/RelA 0.022 0.036 -9999 0 -0.54 1 1
PIK3CA 0.013 0 -9999 0 -10000 0 0
NF kappa B1 p50 dimer 0.016 0.041 -9999 0 -0.62 1 1
PIK3R1 0.013 0 -9999 0 -10000 0 0
NFKB1 0.017 0.041 -9999 0 -0.62 1 1
RELA 0.013 0 -9999 0 -10000 0 0
positive regulation of anti-apoptosis 0.023 0.041 -9999 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha/beta Arrestin2 0.038 0.046 -9999 0 -0.4 1 1
SRC 0.013 0 -9999 0 -10000 0 0
PI3K 0.02 0 -9999 0 -10000 0 0
NF kappa B1 p50/RelA 0.023 0.042 -9999 0 -10000 0 0
IKBKB 0.01 0.052 -9999 0 -0.81 1 1
beta TrCP1/SCF ubiquitin ligase complex 0.013 0 -9999 0 -10000 0 0
SYK 0.013 0 -9999 0 -10000 0 0
I kappa B alpha/PIK3R1 0.025 0.039 -9999 0 -10000 0 0
cell death 0.036 0.044 -9999 0 -0.38 1 1
NF kappa B1 p105/c-Rel 0.022 0.036 -9999 0 -0.54 1 1
LCK -0.014 0.15 -9999 0 -0.81 8 8
BCL3 0.013 0 -9999 0 -10000 0 0
HIV-1 Nef: Negative effector of Fas and TNF-alpha

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
BAG4 0.013 0 -9999 0 -10000 0 0
Caspase 8 (4 units) 0.037 0.03 -9999 0 -10000 0 0
NEF 0.001 0.024 -9999 0 -10000 0 0
NFKBIA 0.015 0.009 -9999 0 -10000 0 0
BIRC3 0.034 0.054 -9999 0 -0.74 1 1
CYCS 0.037 0.045 -9999 0 -0.4 1 1
RIPK1 0.013 0 -9999 0 -10000 0 0
CD247 0.013 0.034 -9999 0 -0.37 1 1
MAP2K7 0.045 0.028 -9999 0 -10000 0 0
protein ubiquitination 0.06 0.023 -9999 0 -10000 0 0
CRADD 0.013 0 -9999 0 -10000 0 0
DAXX 0.013 0 -9999 0 -10000 0 0
FAS 0.013 0 -9999 0 -10000 0 0
BID 0.033 0.047 -9999 0 -0.43 1 1
NF-kappa-B/RelA/I kappa B alpha 0.035 0.026 -9999 0 -10000 0 0
TRADD 0.013 0 -9999 0 -10000 0 0
MAP3K5 0.013 0 -9999 0 -10000 0 0
CFLAR 0.013 0 -9999 0 -10000 0 0
FADD 0.013 0 -9999 0 -10000 0 0
NF-kappa-B/RelA/I kappa B alpha/ubiquitin 0.035 0.027 -9999 0 -10000 0 0
MAPK8 0.049 0.027 -9999 0 -10000 0 0
APAF1 0.013 0 -9999 0 -10000 0 0
TRAF1 0.01 0.052 -9999 0 -0.81 1 1
TRAF2 0.013 0 -9999 0 -10000 0 0
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8/FASLG 0.03 0.038 -9999 0 -10000 0 0
TNFR1A/Caspase 2/TNF-alpha/FADD/TRADD/RIP1/cIAP2/TRAF1/TRAF2/Ask1/RAIDD 0.055 0.028 -9999 0 -0.34 1 1
CHUK 0.061 0.025 -9999 0 -10000 0 0
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8 0.04 0 -9999 0 -10000 0 0
TCRz/NEF 0.01 0.049 -9999 0 -0.34 3 3
TNF 0.013 0.001 -9999 0 -10000 0 0
FASLG 0.011 0.087 -9999 0 -0.5 6 6
NFKB1 0.015 0.009 -9999 0 -10000 0 0
TNFR1A/BAG4/TNF-alpha 0.026 0.01 -9999 0 -10000 0 0
CASP6 0.049 0.022 -9999 0 -10000 0 0
CASP7 0.068 0.048 -9999 0 -0.4 1 1
RELA 0.015 0.009 -9999 0 -10000 0 0
CASP2 0.013 0 -9999 0 -10000 0 0
CASP3 0.068 0.048 -9999 0 -0.4 1 1
TNFRSF1A 0.013 0 -9999 0 -10000 0 0
TNFR1A/BAG4 0.02 0 -9999 0 -10000 0 0
CASP8 0.013 0 -9999 0 -10000 0 0
CASP9 0.013 0 -9999 0 -10000 0 0
MAP3K14 0.059 0.027 -9999 0 -10000 0 0
APAF-1/Caspase 9 -0.006 0.038 -9999 0 -0.43 1 1
BCL2 0.052 0.026 -9999 0 -10000 0 0
Regulation of p38-alpha and p38-beta

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
RIP1/MEKK3 0.018 0 -9999 0 -10000 0 0
response to insulin stimulus 0 0 -9999 0 -10000 0 0
RIPK1 0.013 0 -9999 0 -10000 0 0
response to stress 0 0 -9999 0 -10000 0 0
MAP2K6 0.013 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
MAP2K4 0.013 0 -9999 0 -10000 0 0
RAC1-CDC42/GTP/PAK family 0.023 0.002 -9999 0 -10000 0 0
response to UV 0 0 -9999 0 -10000 0 0
YES1 0.013 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 0.013 0 -9999 0 -10000 0 0
FYN 0.013 0 -9999 0 -10000 0 0
MAP3K12 0.013 0 -9999 0 -10000 0 0
FGR 0.01 0.052 -9999 0 -0.81 1 1
p38 alpha/TAB1 -0.021 0.032 -9999 0 -10000 0 0
PRKG1 0.013 0.003 -9999 0 -10000 0 0
DUSP8 0.013 0 -9999 0 -10000 0 0
PGK/cGMP/p38 alpha -0.021 0.037 -9999 0 -0.24 2 2
apoptosis -0.02 0.031 -9999 0 -10000 0 0
RAL/GTP 0.018 0 -9999 0 -10000 0 0
LYN 0.013 0 -9999 0 -10000 0 0
DUSP1 0.013 0 -9999 0 -10000 0 0
PAK1 0.013 0 -9999 0 -10000 0 0
SRC 0.013 0 -9999 0 -10000 0 0
RAC1/OSM/MEKK3/MKK3 0.034 0 -9999 0 -10000 0 0
TRAF6 0.013 0 -9999 0 -10000 0 0
RAC1 0.013 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 0.013 0 -9999 0 -10000 0 0
RAC1-CDC42/GTP 0.018 0 -9999 0 -10000 0 0
MAPK11 0.005 0.074 -9999 0 -10000 0 0
BLK 0.004 0.053 -9999 0 -0.81 1 1
HCK 0.013 0.001 -9999 0 -10000 0 0
MAP2K3 0.013 0 -9999 0 -10000 0 0
DUSP16 0.013 0 -9999 0 -10000 0 0
DUSP10 0.003 0.091 -9999 0 -0.81 3 3
TRAF6/MEKK3 0.017 0 -9999 0 -10000 0 0
MAP3K7IP1 0 0 -9999 0 -10000 0 0
MAPK14 0.013 0.058 -9999 0 -10000 0 0
positive regulation of innate immune response 0.011 0.079 -9999 0 -10000 0 0
LCK -0.014 0.15 -9999 0 -0.81 8 8
p38alpha-beta/MKP7 0.017 0.077 -9999 0 -10000 0 0
p38alpha-beta/MKP5 0.012 0.091 -9999 0 -0.42 3 3
PGK/cGMP 0.003 0.036 -9999 0 -10000 0 0
PAK2 0.013 0 -9999 0 -10000 0 0
p38alpha-beta/MKP1 0.017 0.077 -9999 0 -10000 0 0
CDC42 0.013 0 -9999 0 -10000 0 0
RALB 0.013 0 -9999 0 -10000 0 0
RALA 0.013 0 -9999 0 -10000 0 0
PAK3 0.009 0.006 -9999 0 -10000 0 0
E-cadherin signaling in the nascent adherens junction

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
CTTN 0.037 0.003 -9999 0 -10000 0 0
KLHL20 0.033 0.054 -9999 0 -10000 0 0
CYFIP2 0.013 0 -9999 0 -10000 0 0
Rac1/GDP 0.054 0.011 -9999 0 -10000 0 0
ENAH 0.037 0.003 -9999 0 -10000 0 0
AP1M1 0.013 0 -9999 0 -10000 0 0
RAP1B 0.013 0 -9999 0 -10000 0 0
RAP1A 0.013 0 -9999 0 -10000 0 0
CTNNB1 0.013 0 -9999 0 -10000 0 0
CDC42/GTP 0 0.001 -9999 0 -10000 0 0
ABI1/Sra1/Nap1 -0.007 0.027 -9999 0 -10000 0 0
E-cadherin/beta catenin/alpha catenin/beta7/alphaE Integrin 0.031 0.021 -9999 0 -10000 0 0
RAPGEF1 0.045 0.003 -9999 0 -10000 0 0
CTNND1 0.013 0 -9999 0 -10000 0 0
regulation of calcium-dependent cell-cell adhesion 0.032 0.003 -9999 0 -10000 0 0
CRK 0.041 0.003 -9999 0 -10000 0 0
E-cadherin/gamma catenin/alpha catenin 0.027 0 -9999 0 -10000 0 0
alphaE/beta7 Integrin 0.016 0.027 -9999 0 -10000 0 0
IQGAP1 0.013 0 -9999 0 -10000 0 0
NCKAP1 0.013 0 -9999 0 -10000 0 0
Rap1/GTP/I-afadin 0.025 0.009 -9999 0 -10000 0 0
DLG1 0.037 0.003 -9999 0 -10000 0 0
ChemicalAbstracts:7440-70-2 0 0 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 0 0 -9999 0 -10000 0 0
MLLT4 0.013 0.001 -9999 0 -10000 0 0
ARF6/GTP/NME1/Tiam1 -0.005 0.11 -9999 0 -0.55 9 9
PI3K 0 0.001 -9999 0 -10000 0 0
ARF6 0.013 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
E-cadherin/gamma catenin 0.02 0 -9999 0 -10000 0 0
TIAM1 0.012 0.004 -9999 0 -10000 0 0
E-cadherin(dimer)/Ca2+ 0.032 0.001 -9999 0 -10000 0 0
AKT1 0 0 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
CDH1 0.013 0 -9999 0 -10000 0 0
RhoA/GDP 0.054 0.011 -9999 0 -10000 0 0
actin cytoskeleton organization 0.027 0.041 -9999 0 -10000 0 0
CDC42/GDP 0.054 0.011 -9999 0 -10000 0 0
E-cadherin/Ca2+/gamma catenin/alpha catenin/p120 catenin 0.023 0 -9999 0 -10000 0 0
ITGB7 0.013 0.002 -9999 0 -10000 0 0
RAC1 0.013 0 -9999 0 -10000 0 0
E-cadherin/beta catenin/alpha catenin/p120 catenin 0.035 0.001 -9999 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin 0.024 0.001 -9999 0 -10000 0 0
mol:GDP 0.051 0.012 -9999 0 -10000 0 0
CDC42/GTP/IQGAP1 0.018 0 -9999 0 -10000 0 0
JUP 0.013 0 -9999 0 -10000 0 0
p120 catenin/RhoA/GDP 0.053 0.01 -9999 0 -10000 0 0
RAC1/GTP/IQGAP1 0.018 0 -9999 0 -10000 0 0
PIP5K1C/AP1M1 0.02 0 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
CDC42 0.013 0 -9999 0 -10000 0 0
CTNNA1 0.013 0 -9999 0 -10000 0 0
positive regulation of S phase of mitotic cell cycle 0.02 0.042 -9999 0 -0.25 4 4
NME1 -0.017 0.16 -9999 0 -0.81 9 9
clathrin coat assembly 0 0 -9999 0 -10000 0 0
TJP1 0.037 0.003 -9999 0 -10000 0 0
regulation of cell-cell adhesion 0 0.001 -9999 0 -10000 0 0
WASF2 -0.003 0.015 -9999 0 -10000 0 0
Rap1/GTP 0 0.002 -9999 0 -10000 0 0
E-cadherin/gamma catenin/alpha catenin/beta7/alphaE Integrin 0.037 0.019 -9999 0 -10000 0 0
CCND1 0.023 0.052 -9999 0 -0.32 4 4
VAV2 0.044 0.04 -9999 0 -0.58 1 1
RAP1/GDP 0.045 0.016 -9999 0 -10000 0 0
adherens junction assembly 0.037 0.003 -9999 0 -10000 0 0
homophilic cell adhesion 0 0 -9999 0 -10000 0 0
ABI1 0.013 0 -9999 0 -10000 0 0
PIP5K1C 0.013 0 -9999 0 -10000 0 0
regulation of heterotypic cell-cell adhesion 0.041 0.019 -9999 0 -10000 0 0
E-cadherin/beta catenin 0 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
SRC 0.037 0.006 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
Rac1/GTP -0.017 0.065 -9999 0 -0.35 1 1
E-cadherin/beta catenin/alpha catenin 0.027 0.001 -9999 0 -10000 0 0
ITGAE 0.013 0 -9999 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin 0.032 0.003 -9999 0 -10000 0 0
Sumoylation by RanBP2 regulates transcriptional repression

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
HDAC1 0.013 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1/HDAC4 -0.001 0.023 -9999 0 -0.36 1 1
MDM2/SUMO1 0.028 0.013 -9999 0 -10000 0 0
HDAC4 0.013 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1/HDAC1 -0.001 0.023 -9999 0 -0.36 1 1
SUMO1 0.013 0 -9999 0 -10000 0 0
NPC/RanGAP1/SUMO1 0.014 0.015 -9999 0 -0.21 1 1
mol:GTP 0 0 -9999 0 -10000 0 0
XPO1 0.024 0.014 -9999 0 -10000 0 0
EntrezGene:23636 0 0 -9999 0 -10000 0 0
RAN 0.013 0 -9999 0 -10000 0 0
EntrezGene:8021 0 0 -9999 0 -10000 0 0
RANBP2 0.01 0.052 -9999 0 -0.81 1 1
SUMO1/HDAC4 0.028 0.013 -9999 0 -10000 0 0
SUMO1/HDAC1 0.028 0.013 -9999 0 -10000 0 0
RANGAP1 0.013 0 -9999 0 -10000 0 0
MDM2/SUMO1/SUMO1 0.034 0 -9999 0 -10000 0 0
NPC/RanGAP1/SUMO1/RanBP2/Ubc9 0.018 0.015 -9999 0 -0.21 1 1
Ran/GTP 0.024 0.013 -9999 0 -10000 0 0
EntrezGene:23225 0 0 -9999 0 -10000 0 0
MDM2 0.013 0 -9999 0 -10000 0 0
UBE2I 0.013 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1 0.029 0.013 -9999 0 -10000 0 0
NPC 0.006 0.031 -9999 0 -0.48 1 1
PIAS2 0.013 0 -9999 0 -10000 0 0
PIAS1 0.013 0 -9999 0 -10000 0 0
EntrezGene:9972 0 0 -9999 0 -10000 0 0
Class I PI3K signaling events

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
ARF5/GTP 0.033 0.002 -9999 0 -10000 0 0
DAPP1 -0.015 0.087 -9999 0 -0.29 7 7
Src family/SYK family/BLNK-LAT/BTK-ITK -0.02 0.12 -9999 0 -0.4 7 7
mol:DAG 0.014 0.065 -9999 0 -0.22 1 1
HRAS 0.014 0.001 -9999 0 -10000 0 0
RAP1A 0.014 0.001 -9999 0 -10000 0 0
ARF5/GDP 0.019 0.073 -9999 0 -0.36 4 4
PLCG2 0.013 0.002 -9999 0 -10000 0 0
PLCG1 0.013 0 -9999 0 -10000 0 0
ARF5 0.013 0 -9999 0 -10000 0 0
mol:GTP 0.001 0.012 -9999 0 -10000 0 0
ARF1/GTP 0.034 0.01 -9999 0 -10000 0 0
RHOA 0.013 0 -9999 0 -10000 0 0
YES1 0.013 0 -9999 0 -10000 0 0
RAP1A/GTP 0.025 0.01 -9999 0 -10000 0 0
ADAP1 0.001 0.012 -9999 0 -10000 0 0
ARAP3 0.001 0.012 -9999 0 -10000 0 0
INPPL1 0.013 0 -9999 0 -10000 0 0
PREX1 0.013 0 -9999 0 -10000 0 0
ARHGEF6 0.013 0.001 -9999 0 -10000 0 0
ARHGEF7 0.013 0 -9999 0 -10000 0 0
ARF1 0.013 0 -9999 0 -10000 0 0
NRAS 0.014 0.001 -9999 0 -10000 0 0
FYN 0.013 0 -9999 0 -10000 0 0
ARF6 0.013 0 -9999 0 -10000 0 0
FGR 0.01 0.052 -9999 0 -0.81 1 1
mol:Ca2+ 0.014 0.037 -9999 0 -10000 0 0
mol:IP4 0 0 -9999 0 -10000 0 0
TIAM1 0.012 0.004 -9999 0 -10000 0 0
ZAP70 0.006 0.074 -9999 0 -0.81 2 2
mol:IP3 0.015 0.049 -9999 0 -10000 0 0
LYN 0.013 0 -9999 0 -10000 0 0
ARF1/GDP 0.019 0.073 -9999 0 -0.36 4 4
RhoA/GDP 0.036 0.029 -9999 0 -10000 0 0
PDK1/Src/Hsp90 0.027 0 -9999 0 -10000 0 0
BLNK 0.013 0.001 -9999 0 -10000 0 0
actin cytoskeleton reorganization 0.042 0.044 -9999 0 -10000 0 0
SRC 0.013 0 -9999 0 -10000 0 0
PLEKHA2 0.024 0 -9999 0 -10000 0 0
RAC1 0.013 0 -9999 0 -10000 0 0
PTEN 0.01 0.001 -9999 0 -10000 0 0
HSP90AA1 0.013 0 -9999 0 -10000 0 0
ARF6/GTP 0.033 0.002 -9999 0 -10000 0 0
RhoA/GTP 0.03 0.01 -9999 0 -10000 0 0
Src family/SYK family/BLNK-LAT -0.012 0.097 -9999 0 -0.4 6 6
BLK 0.004 0.053 -9999 0 -0.81 1 1
PDPK1 0.013 0 -9999 0 -10000 0 0
CYTH1 0.001 0.012 -9999 0 -10000 0 0
HCK 0.013 0.001 -9999 0 -10000 0 0
CYTH3 0.001 0.012 -9999 0 -10000 0 0
CYTH2 0.001 0.012 -9999 0 -10000 0 0
KRAS 0.014 0.001 -9999 0 -10000 0 0
GO:0030676 0 0 -9999 0 -10000 0 0
FOXO3 0.037 0.025 -9999 0 -0.33 1 1
SGK1 -0.001 0.023 -9999 0 -0.36 1 1
INPP5D 0.013 0 -9999 0 -10000 0 0
mol:GDP 0.012 0.075 -9999 0 -0.39 4 4
SOS1 0.013 0 -9999 0 -10000 0 0
SYK 0.013 0 -9999 0 -10000 0 0
ARF6/GDP 0.036 0.029 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 0 0 -9999 0 -10000 0 0
ARAP3/RAP1A/GTP 0.025 0.01 -9999 0 -10000 0 0
VAV1 0.013 0.002 -9999 0 -10000 0 0
mol:PI-3-4-P2 0.02 0 -9999 0 -10000 0 0
RAS family/GTP/PI3K Class I 0.03 0.002 -9999 0 -10000 0 0
PLEKHA1 0.024 0 -9999 0 -10000 0 0
Rac1/GDP 0.019 0.073 -9999 0 -0.36 4 4
LAT 0.01 0.052 -9999 0 -0.81 1 1
Rac1/GTP 0.013 0.087 -9999 0 -0.42 5 5
ITK -0.003 0.041 -9999 0 -0.43 2 2
Src family/SYK family/BLNK-LAT/BTK-ITK/PLC-gamma 0.012 0.083 -9999 0 -0.31 2 2
LCK -0.014 0.15 -9999 0 -0.81 8 8
BTK 0 0 -9999 0 -10000 0 0
IGF1 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
NCK2 0.013 0 -9999 0 -10000 0 0
PTK2 0.013 0 -9999 0 -10000 0 0
CRKL -0.004 0.064 -9999 0 -0.37 2 2
GRB2/SOS1/SHC 0.027 0 -9999 0 -10000 0 0
HRAS 0.013 0 -9999 0 -10000 0 0
IRS1/Crk -0.003 0.065 -9999 0 -0.37 2 2
IGF-1R heterotetramer/IGF1/PTP1B -0.005 0.072 -9999 0 -0.48 2 2
AKT1 0.013 0.055 -9999 0 -10000 0 0
BAD 0.018 0.053 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
CRK -0.004 0.064 -9999 0 -0.37 2 2
IGF-1R heterotetramer/IGF1/IRS1/Shp2 -0.003 0.065 -9999 0 -0.38 2 2
RAF1 0.023 0.052 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos 0.007 0.063 -9999 0 -0.35 2 2
YWHAZ 0.013 0 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1 -0.011 0.071 -9999 0 -0.41 2 2
PIK3CA 0.013 0 -9999 0 -10000 0 0
RPS6KB1 0.013 0.055 -9999 0 -10000 0 0
GNB2L1 0.013 0 -9999 0 -10000 0 0
positive regulation of MAPKKK cascade 0.018 0.047 -9999 0 -10000 0 0
PXN 0.013 0 -9999 0 -10000 0 0
PIK3R1 0.013 0 -9999 0 -10000 0 0
cell adhesion 0 0 -9999 0 -10000 0 0
GRB2/SOS1 0.02 0 -9999 0 -10000 0 0
HRAS/GTP -0.018 0.043 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/GRB2/Sos/Shc 0.015 0.059 -9999 0 -0.38 2 2
IGF-1R heterotetramer 0.006 0.017 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS/Nck -0.001 0.066 -9999 0 -0.38 2 2
Crk/p130 Cas/Paxillin 0.012 0.06 -9999 0 -0.33 2 2
IGF1R 0.006 0.017 -9999 0 -10000 0 0
IGF1 0.005 0.073 -9999 0 -0.79 2 2
IRS2/Crk 0 0.074 -9999 0 -0.4 4 4
PI3K 0.007 0.063 -9999 0 -0.35 2 2
apoptosis -0.024 0.049 -9999 0 -10000 0 0
HRAS/GDP 0.01 0 -9999 0 -10000 0 0
PRKCD -0.01 0.1 -9999 0 -10000 0 0
RAF1/14-3-3 E 0.029 0.048 -9999 0 -10000 0 0
BAD/14-3-3 0.025 0.051 -9999 0 -10000 0 0
PRKCZ 0.013 0.055 -9999 0 -10000 0 0
Crk/p130 Cas/Paxillin/FAK1 -0.012 0.032 -9999 0 -10000 0 0
PTPN1 0.013 0 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos/Shc/RACK1 -0.017 0.11 -9999 0 -0.3 2 2
BCAR1 0.013 0 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/SHC/GRB10 0.007 0.063 -9999 0 -0.42 2 2
mol:GDP 0 0 -9999 0 -10000 0 0
SOS1 0.013 0 -9999 0 -10000 0 0
IRS1/NCK2 -0.003 0.065 -9999 0 -0.37 2 2
GRB10 0.013 0 -9999 0 -10000 0 0
PTPN11 -0.004 0.064 -9999 0 -0.37 2 2
IRS1 -0.012 0.07 -9999 0 -0.41 2 2
IRS2 -0.008 0.077 -9999 0 -0.43 4 4
IGF-1R heterotetramer/IGF1 -0.021 0.094 -9999 0 -0.61 2 2
GRB2 0.013 0 -9999 0 -10000 0 0
PDPK1 0.008 0.058 -9999 0 -10000 0 0
YWHAE 0.013 0 -9999 0 -10000 0 0
PRKD1 -0.012 0.1 -9999 0 -0.34 3 3
SHC1 0.013 0 -9999 0 -10000 0 0
Insulin 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
CBL/APS/CAP -0.013 0.032 -9999 0 -10000 0 0
TC10/GTP -0.012 0.03 -9999 0 -10000 0 0
Insulin Receptor/Insulin/IRS1/Shp2 0.028 0 -9999 0 -10000 0 0
HRAS 0.013 0 -9999 0 -10000 0 0
APS homodimer 0.013 0 -9999 0 -10000 0 0
GRB14 0 0.09 -9999 0 -0.81 3 3
FOXO3 0.019 0.051 -9999 0 -0.74 1 1
AKT1 0.023 0.058 -9999 0 -0.39 3 3
INSR 0.015 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin 0.034 0 -9999 0 -10000 0 0
mol:GTP 0 0 -9999 0 -10000 0 0
GRB10 0.013 0 -9999 0 -10000 0 0
SORBS1 0.011 0.005 -9999 0 -10000 0 0
CRK 0.013 0 -9999 0 -10000 0 0
PTPN1 0.029 0 -9999 0 -10000 0 0
CAV1 0.022 0.005 -9999 0 -10000 0 0
CBL/APS/CAP/Crk-II/C3G 0.019 0.049 -9999 0 -10000 0 0
Insulin Receptor/Insulin/IRS1/NCK2 0.028 0 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 0 0 -9999 0 -10000 0 0
Insulin Receptor/Insuli/IRS1/GRB2/SHC/PTP1B 0.034 0 -9999 0 -10000 0 0
RPS6KB1 0.028 0.055 -9999 0 -10000 0 0
PARD6A 0.013 0 -9999 0 -10000 0 0
CBL 0.013 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 0.013 0 -9999 0 -10000 0 0
Insulin Receptor/Insuli/IRS1/GRB2/Shc -0.011 0.041 -9999 0 -10000 0 0
HRAS/GTP 0 0 -9999 0 -10000 0 0
Insulin Receptor 0.015 0 -9999 0 -10000 0 0
Insulin Receptor/Insuli/IRS1/GRB2/SHC 0.035 0 -9999 0 -10000 0 0
PRKCI -0.002 0.011 -9999 0 -10000 0 0
Insulin Receptor/Insulin/GRB14/PDK1 -0.014 0.052 -9999 0 -0.42 3 3
SHC1 0.013 0 -9999 0 -10000 0 0
negative regulation of MAPKKK cascade 0.025 0 -9999 0 -10000 0 0
PI3K 0.029 0 -9999 0 -10000 0 0
NCK2 0.013 0 -9999 0 -10000 0 0
RHOQ 0.013 0 -9999 0 -10000 0 0
mol:H2O2 0 0 -9999 0 -10000 0 0
HRAS/GDP 0.01 0 -9999 0 -10000 0 0
AKT2 0.022 0.064 -9999 0 -0.39 4 4
PRKCZ -0.002 0.011 -9999 0 -10000 0 0
SH2B2 0.013 0 -9999 0 -10000 0 0
SHC/SHIP 0.031 0 -9999 0 -10000 0 0
F2RL2 -0.041 0.2 -9999 0 -0.81 16 16
TRIP10 0.013 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin/Shc 0.02 0 -9999 0 -10000 0 0
TC10/GTP/CIP4/Exocyst 0.018 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin/SHC/GRB2/Sos1 0.035 0 -9999 0 -10000 0 0
RAPGEF1 0.013 0 -9999 0 -10000 0 0
RASA1 0.013 0 -9999 0 -10000 0 0
NCK1 0.013 0 -9999 0 -10000 0 0
CBL/APS/CAP/Crk-II 0.013 0.052 -9999 0 -10000 0 0
TC10/GDP 0.01 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin/SHC/GRB10 0.028 0 -9999 0 -10000 0 0
INPP5D 0.024 0 -9999 0 -10000 0 0
SOS1 0.013 0 -9999 0 -10000 0 0
SGK1 -0.004 0.059 -9999 0 -0.92 1 1
mol:cAMP 0 0 -9999 0 -10000 0 0
PTPN11 0.013 0 -9999 0 -10000 0 0
IRS1 0.013 0 -9999 0 -10000 0 0
p62DOK/RasGAP 0.026 0 -9999 0 -10000 0 0
INS 0.003 0 -9999 0 -10000 0 0
mol:PI-3-4-P2 0.024 0 -9999 0 -10000 0 0
GRB2 0.013 0 -9999 0 -10000 0 0
EIF4EBP1 0.024 0.066 -9999 0 -0.39 2 2
PTPRA 0.015 0 -9999 0 -10000 0 0
PIK3CA 0.013 0 -9999 0 -10000 0 0
TC10/GTP/CIP4 0.018 0 -9999 0 -10000 0 0
PDPK1 0.013 0 -9999 0 -10000 0 0
Insulin Receptor/Insuli/IRS1/GRB2/SHC/Sos 0.03 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin/IRS1 0.02 0 -9999 0 -10000 0 0
Insulin Receptor/Insulin/IRS3 0.013 0 -9999 0 -10000 0 0
Par3/Par6 -0.003 0.12 -9999 0 -0.46 16 16
Rapid glucocorticoid signaling

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
Gs family/GDP/Gbeta gamma 0.011 0.044 -9999 0 -10000 0 0
MAPK9 0.008 0 -9999 0 -10000 0 0
adrenocorticotropin secretion -0.002 0.04 -9999 0 -0.63 1 1
GNB1/GNG2 0.015 0.022 -9999 0 -10000 0 0
GNB1 0.013 0 -9999 0 -10000 0 0
regulation of calcium ion transport via voltage-gated calcium channel activity 0 0 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
MAPK14 0.008 0 -9999 0 -10000 0 0
Gs family/GTP -0.002 0.038 -9999 0 -10000 0 0
EntrezGene:2778 0 0 -9999 0 -10000 0 0
vasopressin secretion 0 0 -9999 0 -10000 0 0
G-protein coupled receptor activity 0 0 -9999 0 -10000 0 0
ChemicalAbstracts:86-01-1 0 0 -9999 0 -10000 0 0
glutamate secretion 0.003 0.01 -9999 0 -10000 0 0
GNAL 0.012 0.004 -9999 0 -10000 0 0
GNG2 0.013 0.002 -9999 0 -10000 0 0
CRH -0.003 0.052 -9999 0 -0.81 1 1
mol:cortisol 0 0 -9999 0 -10000 0 0
MAPK8 0.008 0 -9999 0 -10000 0 0
MAPK11 0.008 0 -9999 0 -10000 0 0
Class IB PI3K non-lipid kinase events

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
cAMP biosynthetic process -0.013 0 -9999 0 -9999 0 0
PI3K Class IB/PDE3B 0.013 0 -9999 0 -9999 0 0
PDE3B 0.013 0 -9999 0 -9999 0 0
E-cadherin signaling events

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
E-cadherin/beta catenin-gamma catenin 0.027 0 -9999 0 -9999 0 0
E-cadherin/beta catenin 0.02 0 -9999 0 -9999 0 0
CTNNB1 0.013 0 -9999 0 -9999 0 0
JUP 0.013 0 -9999 0 -9999 0 0
CDH1 0.013 0 -9999 0 -9999 0 0
p38 MAPK signaling pathway

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
TRAF6/ASK1 0.013 0 -9999 0 -10000 0 0
TRAF2/ASK1 0.018 0 -9999 0 -10000 0 0
ATM 0.013 0 -9999 0 -10000 0 0
MAP2K3 0.026 0.024 -9999 0 -10000 0 0
response to stress 0 0 -9999 0 -10000 0 0
MAP2K6 0.034 0.02 -9999 0 -10000 0 0
hyperosmotic response 0 0 -9999 0 -10000 0 0
response to oxidative stress 0 0 -9999 0 -10000 0 0
GADD45G 0.01 0.052 -9999 0 -0.81 1 1
TXN 0.008 0 -9999 0 -10000 0 0
CALM1 0.013 0 -9999 0 -10000 0 0
GADD45A 0.013 0 -9999 0 -10000 0 0
GADD45B 0.013 0 -9999 0 -10000 0 0
MAP3K1 0.013 0 -9999 0 -10000 0 0
MAP3K6 0.013 0.001 -9999 0 -10000 0 0
MAP3K7 0.013 0 -9999 0 -10000 0 0
MAP3K4 0.013 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
ASK1/ASK2 0.018 0.017 -9999 0 -10000 0 0
TAK1/TAB family 0 0 -9999 0 -10000 0 0
RAC1/OSM/MEKK3 0.026 0 -9999 0 -10000 0 0
TRAF2 0.013 0 -9999 0 -10000 0 0
RAC1/OSM/MEKK3/MKK3 0 0.01 -9999 0 -10000 0 0
TRAF6 0.008 0 -9999 0 -10000 0 0
RAC1 0.013 0 -9999 0 -10000 0 0
mol:LPS 0 0 -9999 0 -10000 0 0
CAMK2B -0.007 0.12 -9999 0 -0.81 5 5
CCM2 0.013 0 -9999 0 -10000 0 0
CaM/Ca2+/CAMKIIB -0.02 0.095 -9999 0 -0.54 5 5
MAPK11 0.013 0 -9999 0 -10000 0 0
response to DNA damage stimulus 0 0 -9999 0 -10000 0 0
CaM/Ca2+/CAMKIIB/ASK1 -0.009 0.088 -9999 0 -0.5 5 5
OSM/MEKK3 0.02 0 -9999 0 -10000 0 0
TAOK1 0.016 0 -9999 0 -10000 0 0
TAOK2 0.016 0 -9999 0 -10000 0 0
TAOK3 0.016 0 -9999 0 -10000 0 0
MAP3K7IP1 0 0 -9999 0 -10000 0 0
MAPK14 0.013 0 -9999 0 -10000 0 0
MAP3K7IP2 0 0 -9999 0 -10000 0 0
MAP3K5 0.013 0 -9999 0 -10000 0 0
MAP3K10 0.007 0.074 -9999 0 -0.81 2 2
MAP3K3 0.013 0 -9999 0 -10000 0 0
TRX/ASK1 0.016 0 -9999 0 -10000 0 0
GADD45/MTK1/MTK1 0.03 0.032 -9999 0 -0.46 1 1
Arf1 pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
coatomer protein complex 0 0 -9999 0 -9999 0 0
EntrezGene:79658 0 0 -9999 0 -9999 0 0
ARF1/GDP/Membrin/GBF1/p115/Brefeldin A 0.018 0 -9999 0 -9999 0 0
AP2 0.02 0 -9999 0 -9999 0 0
mol:DAG 0 0 -9999 0 -9999 0 0
Arfaptin 2/Rac/GTP 0.019 0 -9999 0 -9999 0 0
CLTB 0.013 0 -9999 0 -9999 0 0
coatomer protein complex/ARF1/GTP/ER cargo protein 0.023 0 -9999 0 -9999 0 0
CD4 0.013 0.001 -9999 0 -9999 0 0
CLTA 0.013 0 -9999 0 -9999 0 0
mol:GTP 0.001 0 -9999 0 -9999 0 0
ARFGAP1 0.01 0 -9999 0 -9999 0 0
mol:PI-4-5-P2 0 0 -9999 0 -9999 0 0
ARF1/GTP 0.016 0 -9999 0 -9999 0 0
coatomer protein complex/ARF1/GTP/ARF-GAP1/ER cargo protein 0.024 0 -9999 0 -9999 0 0
mol:Choline 0 0 -9999 0 -9999 0 0
mol:GDP 0 0 -9999 0 -9999 0 0
ARF1 0.013 0 -9999 0 -9999 0 0
DDEF1 0 0 -9999 0 -9999 0 0
ARF1/GDP 0.008 0 -9999 0 -9999 0 0
AP2M1 0.013 0 -9999 0 -9999 0 0
EntrezGene:1313 0 0 -9999 0 -9999 0 0
actin filament polymerization 0.015 0 -9999 0 -9999 0 0
Rac/GTP 0.011 0 -9999 0 -9999 0 0
ARF1/GTP/GGA3/ARF-GAP1 0.024 0 -9999 0 -9999 0 0
ARFIP2 0.012 0 -9999 0 -9999 0 0
COPA 0.013 0 -9999 0 -9999 0 0
RAC1 0.013 0 -9999 0 -9999 0 0
ARF1/GTP/coatomer protein complex 0.023 0 -9999 0 -9999 0 0
ARF1/GTP/ARHGAP10 0.01 0 -9999 0 -9999 0 0
GGA3 0.013 0 -9999 0 -9999 0 0
ARF1/GTP/Membrin 0.018 0 -9999 0 -9999 0 0
AP2A1 0.013 0 -9999 0 -9999 0 0
coatomer protein complex/ARF1/GTP/ARF-GAP1 0.024 0 -9999 0 -9999 0 0
ARF1/GDP/Membrin 0.018 0 -9999 0 -9999 0 0
Arfaptin 2/Rac/GDP 0.017 0 -9999 0 -9999 0 0
CYTH2 0.013 0 -9999 0 -9999 0 0
ARF1/GTP/GGA3 0.019 0 -9999 0 -9999 0 0
mol:ATP 0 0 -9999 0 -9999 0 0
Rac/GDP 0.01 0 -9999 0 -9999 0 0
mol:Brefeldin A 0 0 -9999 0 -9999 0 0
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex/Coatomer protein complex/ARF1/GTP 0.03 0.015 -9999 0 -9999 0 0
PLD2 0 0 -9999 0 -9999 0 0
ARF-GAP1/v-SNARE 0.01 0 -9999 0 -9999 0 0
PIP5K1A 0 0 -9999 0 -9999 0 0
ARF1/GTP/Membrin/GBF1/p115 0.02 0 -9999 0 -9999 0 0
mol:Phosphatic acid 0 0 -9999 0 -9999 0 0
mol:Phosphatidic acid 0 0 -9999 0 -9999 0 0
KDEL Receptor/Ligand/ARF-GAP1 0.01 0 -9999 0 -9999 0 0
GOSR2 0.013 0 -9999 0 -9999 0 0
USO1 0.013 0 -9999 0 -9999 0 0
GBF1 0.013 0 -9999 0 -9999 0 0
ARF1/GTP/Arfaptin 2 0.019 0 -9999 0 -9999 0 0
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex 0.026 0.014 -9999 0 -9999 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 0.02 0 -9999 0 -9999 0 0
FBXW11 0.013 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 0.013 0 -9999 0 -9999 0 0
CHUK 0.013 0 -9999 0 -9999 0 0
NF kappa B2 p100/RelB 0.04 0 -9999 0 -9999 0 0
NFKB1 0.013 0 -9999 0 -9999 0 0
MAP3K14 0.013 0 -9999 0 -9999 0 0
NF kappa B1 p50/RelB 0.02 0 -9999 0 -9999 0 0
RELB 0.013 0 -9999 0 -9999 0 0
NFKB2 0.013 0 -9999 0 -9999 0 0
NF kappa B2 p52/RelB 0.018 0 -9999 0 -9999 0 0
regulation of B cell activation 0.018 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 243 columns in the PARADIGM inferred pathway levels matrix.

pid_entity TCGA.G5.6235 TCGA.G4.6628 TCGA.G4.6626 TCGA.G4.6625
109_MAP3K5 0.048 0.048 0.048 0.048
47_PPARGC1A 0.013 0 0.013 0.013
105_BMP4 0.013 0.013 0.013 0.013
105_BMP6 0.013 0.013 0.013 0.013
105_BMP7 -0.81 0.013 0.013 0.013
105_BMP2 0.013 0.013 0.013 0.013
131_RELN/VLDLR -0.61 -0.49 -0.61 -0.49
30_TGFB1/TGF beta receptor Type II 0.013 0.013 0.015 0.013
84_STAT5B 0.028 0.04 0.04 0.042
84_STAT5A 0.028 0.04 0.04 0.042
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/COADREAD-TP/3353134/COADREAD-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

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

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