Breast Invasive Carcinoma: Paradigm Report
Maintained by TCGA GDAC Team (Broad Institute/Dana-Farber Cancer Institute/Harvard Medical School)
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 68 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
Signaling events regulated by Ret tyrosine kinase 125
Signaling events mediated by Stem cell factor receptor (c-Kit) 107
FOXM1 transcription factor network 93
Calcineurin-regulated NFAT-dependent transcription in lymphocytes 86
Endothelins 83
Wnt signaling 83
EGFR-dependent Endothelin signaling events 83
HIF-1-alpha transcription factor network 82
Syndecan-1-mediated signaling events 79
IGF1 pathway 79
Results

The following list describes the columns found in Table 2.

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

  • 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.

Pathway.Name 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
Signaling events regulated by Ret tyrosine kinase 125 10301 82 -0.23 0.018 1000 -1000 -0.051 -1000
Signaling events mediated by Stem cell factor receptor (c-Kit) 107 8354 78 -0.39 0.17 1000 -1000 -0.055 -1000
FOXM1 transcription factor network 93 4761 51 -0.43 0.024 1000 -1000 -0.11 -1000
Calcineurin-regulated NFAT-dependent transcription in lymphocytes 86 5853 68 -0.43 0.22 1000 -1000 -0.066 -1000
Endothelins 83 8019 96 -0.25 0.018 1000 -1000 -0.043 -1000
Wnt signaling 83 582 7 -0.13 -0.011 1000 -1000 -0.01 -1000
EGFR-dependent Endothelin signaling events 83 1761 21 -0.17 0.024 1000 -1000 -0.045 -1000
HIF-1-alpha transcription factor network 82 6253 76 -0.25 0.025 1000 -1000 -0.05 -1000
Syndecan-1-mediated signaling events 79 2695 34 -0.19 0.018 1000 -1000 -0.016 -1000
IGF1 pathway 79 4506 57 -0.14 0.057 1000 -1000 -0.059 -1000
Plasma membrane estrogen receptor signaling 76 6582 86 -0.2 0.19 1000 -1000 -0.055 -1000
IL4-mediated signaling events 74 6780 91 -0.52 0.39 1000 -1000 -0.1 -1000
FAS signaling pathway (CD95) 70 3335 47 -0.16 0.072 1000 -1000 -0.023 -1000
IL6-mediated signaling events 70 5285 75 -0.18 0.043 1000 -1000 -0.028 -1000
TCGA08_retinoblastoma 70 562 8 -0.052 0.026 1000 -1000 -0.006 -1000
Glucocorticoid receptor regulatory network 69 7927 114 -0.54 0.28 1000 -1000 -0.047 -1000
IL27-mediated signaling events 67 3441 51 -0.27 0.17 1000 -1000 -0.052 -1000
Noncanonical Wnt signaling pathway 63 1640 26 -0.13 0.018 1000 -1000 -0.032 -1000
TCR signaling in naïve CD8+ T cells 63 5917 93 -0.13 0.07 1000 -1000 -0.052 -1000
IL12-mediated signaling events 60 5258 87 -0.3 0.029 1000 -1000 -0.085 -1000
Osteopontin-mediated events 58 2228 38 -0.15 0.018 1000 -1000 -0.033 -1000
Arf6 signaling events 58 3654 62 -0.15 0.034 1000 -1000 -0.009 -1000
Fc-epsilon receptor I signaling in mast cells 58 5650 97 -0.15 0.038 1000 -1000 -0.06 -1000
IL23-mediated signaling events 58 3519 60 -0.27 0.017 1000 -1000 -0.088 -1000
Thromboxane A2 receptor signaling 56 5970 105 -0.14 0.038 1000 -1000 -0.045 -1000
Signaling events mediated by the Hedgehog family 54 2847 52 -0.16 0.056 1000 -1000 -0.011 -1000
Nongenotropic Androgen signaling 54 2859 52 -0.13 0.064 1000 -1000 -0.035 -1000
Stabilization and expansion of the E-cadherin adherens junction 52 3871 74 -0.14 0.03 1000 -1000 -0.056 -1000
PLK2 and PLK4 events 49 149 3 -0.049 0.008 1000 -1000 -0.007 -1000
E-cadherin signaling events 49 249 5 -0.049 0.011 1000 -1000 -0.007 -1000
Syndecan-4-mediated signaling events 48 3263 67 -0.08 0.022 1000 -1000 -0.025 -1000
ErbB4 signaling events 47 3269 69 -0.17 0.097 1000 -1000 -0.055 -1000
BMP receptor signaling 46 3780 81 -0.23 0.046 1000 -1000 -0.065 -1000
Caspase cascade in apoptosis 43 3245 74 -0.085 0.044 1000 -1000 -0.027 -1000
Ephrin B reverse signaling 43 2075 48 -0.14 0.021 1000 -1000 -0.043 -1000
LPA receptor mediated events 42 4317 102 -0.13 0.018 1000 -1000 -0.047 -1000
amb2 Integrin signaling 41 3366 82 -0.12 0.023 1000 -1000 -0.047 -1000
IL2 signaling events mediated by PI3K 41 2420 58 -0.23 0.018 1000 -1000 -0.047 -1000
BCR signaling pathway 40 3990 99 -0.16 0.043 1000 -1000 -0.06 -1000
Signaling events mediated by PTP1B 39 3032 76 -0.15 0.055 1000 -1000 -0.046 -1000
TCGA08_p53 39 277 7 -0.037 0.028 1000 -1000 -0.004 -1000
Syndecan-2-mediated signaling events 38 2654 69 -0.072 0.022 1000 -1000 -0.01 -1000
Integrins in angiogenesis 38 3197 84 -0.18 0.031 1000 -1000 -0.059 -1000
Canonical Wnt signaling pathway 37 1892 51 -0.25 0.098 1000 -1000 -0.031 -1000
Calcium signaling in the CD4+ TCR pathway 37 1148 31 -0.14 0.026 1000 -1000 -0.056 -1000
E-cadherin signaling in keratinocytes 37 1605 43 -0.079 0.018 1000 -1000 -0.014 -1000
HIV-1 Nef: Negative effector of Fas and TNF-alpha 36 1639 45 -0.13 0.018 1000 -1000 -0.059 -1000
Visual signal transduction: Rods 35 1868 52 -0.1 0.027 1000 -1000 -0.053 -1000
Ras signaling in the CD4+ TCR pathway 35 603 17 -0.038 0.013 1000 -1000 -0.012 -1000
Glypican 2 network 34 138 4 -0.016 0 1000 -1000 -0.004 -1000
Coregulation of Androgen receptor activity 33 2562 76 -0.18 0.029 1000 -1000 -0.021 -1000
Cellular roles of Anthrax toxin 33 1292 39 -0.14 0.018 1000 -1000 -0.015 -1000
Glypican 1 network 33 1628 48 -0.064 0.017 1000 -1000 -0.018 -1000
IL1-mediated signaling events 33 2074 62 -0.082 0.051 1000 -1000 -0.052 -1000
Class IB PI3K non-lipid kinase events 33 99 3 -0.004 -1000 1000 -1000 0 -1000
Signaling mediated by p38-gamma and p38-delta 32 487 15 -0.07 0.014 1000 -1000 -0.011 -1000
Syndecan-3-mediated signaling events 32 1122 35 -0.099 0.033 1000 -1000 -0.025 -1000
Presenilin action in Notch and Wnt signaling 31 1935 61 -0.22 0.036 1000 -1000 -0.041 -1000
Nectin adhesion pathway 31 1955 63 -0.11 0.024 1000 -1000 -0.046 -1000
TRAIL signaling pathway 31 1527 48 -0.05 0.018 1000 -1000 -0.047 -1000
E-cadherin signaling in the nascent adherens junction 31 2426 76 -0.078 0.024 1000 -1000 -0.052 -1000
Regulation of nuclear SMAD2/3 signaling 30 4209 136 -0.2 0.066 1000 -1000 -0.026 -1000
PDGFR-alpha signaling pathway 29 1299 44 -0.18 0.028 1000 -1000 -0.015 -1000
Visual signal transduction: Cones 28 1099 38 -0.072 0.025 1000 -1000 -0.01 -1000
Insulin Pathway 28 2089 74 -0.16 0.05 1000 -1000 -0.055 -1000
IFN-gamma pathway 27 1878 68 -0.086 0.023 1000 -1000 -0.055 -1000
Class I PI3K signaling events 27 2030 73 -0.089 0.031 1000 -1000 -0.028 -1000
Regulation of Telomerase 27 2845 102 -0.2 0.044 1000 -1000 -0.076 -1000
Ceramide signaling pathway 26 2027 76 -0.14 0.055 1000 -1000 -0.018 -1000
Reelin signaling pathway 26 1483 56 -0.089 0.038 1000 -1000 -0.05 -1000
Effects of Botulinum toxin 26 679 26 -0.17 0.019 1000 -1000 -0.015 -1000
p75(NTR)-mediated signaling 25 3145 125 -0.13 0.036 1000 -1000 -0.056 -1000
FOXA2 and FOXA3 transcription factor networks 25 1181 46 -0.2 0.074 1000 -1000 -0.015 -1000
RXR and RAR heterodimerization with other nuclear receptor 25 1306 52 -0.11 0.037 1000 -1000 -0.043 -1000
TCGA08_rtk_signaling 25 657 26 -0.079 0.039 1000 -1000 -0.008 -1000
IL2 signaling events mediated by STAT5 25 571 22 -0.073 0.021 1000 -1000 -0.022 -1000
Aurora B signaling 25 1740 67 -0.095 0.02 1000 -1000 -0.038 -1000
Regulation of Androgen receptor activity 24 1710 70 -0.18 0.026 1000 -1000 -0.038 -1000
Sphingosine 1-phosphate (S1P) pathway 23 644 28 -0.079 0.021 1000 -1000 -0.009 -1000
PLK1 signaling events 23 2029 85 -0.1 0.028 1000 -1000 -0.04 -1000
Arf6 downstream pathway 21 938 43 -0.022 0.019 1000 -1000 -0.026 -1000
S1P1 pathway 21 776 36 -0.061 0.018 1000 -1000 -0.053 -1000
EPHB forward signaling 21 1793 85 -0.039 0.038 1000 -1000 -0.055 -1000
Angiopoietin receptor Tie2-mediated signaling 21 1881 88 -0.16 0.052 1000 -1000 -0.072 -1000
Aurora A signaling 20 1208 60 -0.037 0.034 1000 -1000 -0.009 -1000
ceramide signaling pathway 20 990 49 -0.11 0.037 1000 -1000 -0.021 -1000
HIF-2-alpha transcription factor network 20 866 43 -0.081 0.082 1000 -1000 -0.045 -1000
Signaling events mediated by PRL 20 694 34 -0.095 0.026 1000 -1000 -0.01 -1000
Lissencephaly gene (LIS1) in neuronal migration and development 19 1055 54 -0.092 0.031 1000 -1000 -0.059 -1000
mTOR signaling pathway 19 1043 53 -0.037 0.035 1000 -1000 -0.042 -1000
VEGFR1 specific signals 19 1068 56 -0.035 0.026 1000 -1000 -0.023 -1000
PDGFR-beta signaling pathway 19 1867 97 -0.082 0.036 1000 -1000 -0.052 -1000
Hedgehog signaling events mediated by Gli proteins 18 1188 65 -0.051 0.041 1000 -1000 -0.043 -1000
S1P3 pathway 18 786 42 -0.079 0.021 1000 -1000 -0.024 -1000
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 18 597 33 -0.074 0.049 1000 -1000 -0.013 -1000
p38 MAPK signaling pathway 18 812 44 -0.078 0.034 1000 -1000 -0.044 -1000
ErbB2/ErbB3 signaling events 17 1151 65 -0.059 0.024 1000 -1000 -0.046 -1000
JNK signaling in the CD4+ TCR pathway 17 305 17 -0.036 0.029 1000 -1000 -0.015 -1000
Atypical NF-kappaB pathway 17 543 31 -0.074 0.028 1000 -1000 -0.013 -1000
Regulation of p38-alpha and p38-beta 17 964 54 -0.074 0.043 1000 -1000 -0.034 -1000
Neurotrophic factor-mediated Trk receptor signaling 17 2057 120 -0.12 0.053 1000 -1000 -0.048 -1000
BARD1 signaling events 16 956 57 -0.041 0.04 1000 -1000 -0.027 -1000
Signaling events mediated by HDAC Class III 16 664 40 -0.077 0.034 1000 -1000 -0.017 -1000
Signaling mediated by p38-alpha and p38-beta 16 724 44 -0.09 0.025 1000 -1000 -0.014 -1000
Signaling events mediated by VEGFR1 and VEGFR2 16 2014 125 -0.06 0.055 1000 -1000 -0.067 -1000
Paxillin-independent events mediated by a4b1 and a4b7 15 578 37 -0.023 0.028 1000 -1000 -0.016 -1000
Role of Calcineurin-dependent NFAT signaling in lymphocytes 15 1268 83 -0.11 0.057 1000 -1000 -0.023 -1000
Retinoic acid receptors-mediated signaling 15 917 58 -0.085 0.04 1000 -1000 -0.052 -1000
LPA4-mediated signaling events 14 174 12 -0.03 0.015 1000 -1000 -0.008 -1000
a4b1 and a4b7 Integrin signaling 14 70 5 -0.007 0.018 1000 -1000 -0.005 -1000
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 14 1273 85 -0.14 0.039 1000 -1000 -0.045 -1000
EPO signaling pathway 13 743 55 -0.15 0.024 1000 -1000 -0.054 -1000
S1P5 pathway 13 233 17 -0.017 0.018 1000 -1000 -0.006 -1000
Signaling events mediated by HDAC Class II 12 949 75 -0.16 0.039 1000 -1000 -0.031 -1000
Paxillin-dependent events mediated by a4b1 12 432 36 -0.032 0.035 1000 -1000 -0.051 -1000
Aurora C signaling 10 70 7 -0.007 0.016 1000 -1000 -0.022 -1000
S1P4 pathway 10 261 25 -0.017 0.021 1000 -1000 -0.01 -1000
Nephrin/Neph1 signaling in the kidney podocyte 9 325 34 -0.009 0.035 1000 -1000 -0.018 -1000
Circadian rhythm pathway 9 201 22 -0.046 0.042 1000 -1000 -0.02 -1000
FoxO family signaling 9 627 64 -0.12 0.068 1000 -1000 -0.022 -1000
Alternative NF-kappaB pathway 9 117 13 0 0.034 1000 -1000 -0.007 -1000
Regulation of cytoplasmic and nuclear SMAD2/3 signaling 8 185 23 -0.03 0.033 1000 -1000 -0.021 -1000
Canonical NF-kappaB pathway 8 348 39 -0.056 0.06 1000 -1000 -0.05 -1000
Ephrin A reverse signaling 8 60 7 0 0.015 1000 -1000 -0.005 -1000
Class I PI3K signaling events mediated by Akt 6 417 68 -0.038 0.052 1000 -1000 -0.017 -1000
Insulin-mediated glucose transport 5 177 32 -0.015 0.033 1000 -1000 -0.013 -1000
Arf6 trafficking events 5 380 71 -0.021 0.031 1000 -1000 -0.037 -1000
Rapid glucocorticoid signaling 5 118 20 -0.005 0.02 1000 -1000 -0.004 -1000
Signaling events mediated by HDAC Class I 4 506 104 -0.033 0.053 1000 -1000 -0.032 -1000
Arf1 pathway 3 165 54 -0.001 0.036 1000 -1000 -0.017 -1000
Sumoylation by RanBP2 regulates transcriptional repression 1 40 27 -0.001 0.04 1000 -1000 -0.036 -1000
Total 4478 265888 7203 -15 -990 131000 -131000 -4.5 -131000
Signaling events regulated by Ret tyrosine kinase

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
PTK2 -0.057 0.13 -9999 0 -0.74 13 13
Crk/p130 Cas/Paxillin -0.17 0.18 -9999 0 -0.39 175 175
JUN -0.17 0.21 -9999 0 -0.42 172 172
HRAS 0.012 0.051 -9999 0 -0.41 7 7
RET51/GFRalpha1/GDNF/GRB10 -0.21 0.22 -9999 0 -0.38 277 277
RAP1A 0.012 0.057 -9999 0 -0.52 6 6
FRS2 0.011 0.047 -9999 0 -0.27 13 13
RAP1A/GDP 0.009 0.041 -9999 0 -0.38 6 6
RET51/GFRalpha1/GDNF/DOK1 -0.21 0.22 -9999 0 -0.39 271 271
EntrezGene:5979 0 0 -9999 0 -10000 0 0
PTPN11 0.017 0.023 -9999 0 -0.52 1 1
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0.016 0.033 -9999 0 -0.52 2 2
RET9/GFRalpha1/GDNF/Enigma -0.1 0.14 -9999 0 -0.28 188 188
RHOA 0.005 0.08 -9999 0 -0.52 12 12
RAP1A/GTP -0.18 0.19 -9999 0 -0.34 271 271
GRB7 -0.017 0.1 -9999 0 -0.29 59 59
RET51/GFRalpha1/GDNF -0.2 0.21 -9999 0 -0.38 265 265
MAPKKK cascade -0.18 0.19 -9999 0 -0.45 147 147
BCAR1 0.017 0.012 -9999 0 -0.25 1 1
RET9/GFRalpha1/GDNF/IRS1 -0.14 0.19 -9999 0 -0.35 199 199
lamellipodium assembly -0.16 0.16 -9999 0 -0.33 220 220
RET51/GFRalpha1/GDNF/SHC -0.2 0.21 -9999 0 -0.38 266 266
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
RET9/GFRalpha1/GDNF/SHC -0.1 0.14 -9999 0 -0.28 189 189
RET9/GFRalpha1/GDNF/Shank3 -0.1 0.14 -9999 0 -0.28 190 190
MAPK3 -0.16 0.18 -9999 0 -0.33 245 245
DOK1 0.002 0.083 -9999 0 -0.41 19 19
DOK6 -0.028 0.14 -9999 0 -0.44 52 52
PXN 0.018 0 -9999 0 -10000 0 0
neurite development -0.16 0.19 -9999 0 -0.41 146 146
DOK5 -0.028 0.14 -9999 0 -0.38 60 60
GFRA1 -0.22 0.24 -9999 0 -0.43 282 282
MAPK8 -0.16 0.2 -9999 0 -0.43 146 146
HRAS/GTP -0.21 0.22 -9999 0 -0.41 242 242
tube development -0.091 0.13 -9999 0 -0.26 193 193
MAPK1 -0.17 0.18 -9999 0 -0.33 246 246
RET9/GFRalpha1/GDNF/FRS2/SHP2/Grb2 -0.079 0.12 -9999 0 -0.24 189 189
Rac1/GDP 0.013 0 -9999 0 -10000 0 0
SRC 0.015 0.035 -9999 0 -0.43 3 3
PDLIM7 0.017 0.012 -9999 0 -0.25 1 1
RET51/GFRalpha1/GDNF/Dok6 -0.2 0.23 -9999 0 -0.38 276 276
SHC1 0.017 0.023 -9999 0 -0.52 1 1
RET51/GFRalpha1/GDNF/Dok4 -0.2 0.21 -9999 0 -0.38 269 269
RET51/GFRalpha1/GDNF/Dok5 -0.22 0.23 -9999 0 -0.41 277 277
PRKCA 0.014 0.033 -9999 0 -0.25 8 8
HRAS/GDP 0.009 0.036 -9999 0 -0.29 7 7
CREB1 -0.14 0.19 -9999 0 -0.38 190 190
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
RET9/GFRalpha1/GDNF/SHC/GAB1/Grb2 -0.083 0.14 -9999 0 -0.25 192 192
RET51/GFRalpha1/GDNF/Grb7 -0.22 0.22 -9999 0 -0.4 275 275
mol:GDP 0 0 -9999 0 -10000 0 0
RET -0.18 0.23 -9999 0 -0.41 247 247
DOK4 0.013 0.047 -9999 0 -0.37 7 7
JNK cascade -0.16 0.2 -9999 0 -0.41 172 172
RET9/GFRalpha1/GDNF/FRS2 -0.11 0.14 -9999 0 -0.28 190 190
SHANK3 0.016 0.033 -9999 0 -0.52 2 2
RASA1 0.004 0.078 -9999 0 -0.42 16 16
NCK1 0.011 0.045 -9999 0 -0.28 12 12
RET9/GFRalpha1/GDNF/SHC/Grb2/SOS1 -0.077 0.12 -9999 0 -0.23 189 189
RET51/GFRalpha1/GDNF/FRS2/SHP2/Grb2 -0.16 0.19 -9999 0 -0.34 241 241
RET51/GFRalpha1/GDNF/DOK/RasGAP/NCK -0.17 0.21 -9999 0 -0.36 244 244
RET51/GFRalpha1/GDNF/SHC/Grb2/SOS1 -0.18 0.23 -9999 0 -0.39 242 242
PI3K -0.23 0.28 -9999 0 -0.52 223 223
SOS1 0.017 0.023 -9999 0 -0.52 1 1
RET9/GFRalpha1/GDNF/Shank3/Grb2 -0.09 0.14 -9999 0 -0.26 193 193
GRB10 -0.003 0.097 -9999 0 -0.43 24 24
activation of MAPKK activity -0.13 0.16 -9999 0 -0.3 202 202
RET51/GFRalpha1/GDNF/FRS2 -0.2 0.21 -9999 0 -0.38 268 268
GAB1 0.006 0.074 -9999 0 -0.43 14 14
IRS1 -0.048 0.17 -9999 0 -0.49 68 68
IRS2 -0.026 0.13 -9999 0 -0.39 57 57
RET51/GFRalpha1/GDNF/SHC/GAB1/Grb2 -0.19 0.24 -9999 0 -0.41 242 242
RET51/GFRalpha1/GDNF/PKC alpha -0.2 0.21 -9999 0 -0.38 265 265
GRB2 0.016 0.024 -9999 0 -0.25 4 4
PRKACA 0.018 0 -9999 0 -10000 0 0
GDNF 0.014 0.042 -9999 0 -0.45 4 4
RAC1 0.018 0 -9999 0 -10000 0 0
RET51/GFRalpha1/GDNF/IRS1 -0.23 0.26 -9999 0 -0.43 274 274
Rac1/GTP -0.19 0.2 -9999 0 -0.4 219 219
RET9/GFRalpha1/GDNF -0.12 0.15 -9999 0 -0.32 188 188
GFRalpha1/GDNF -0.15 0.18 -9999 0 -0.37 188 188
Signaling events mediated by Stem cell factor receptor (c-Kit)

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
MAP4K1 -0.15 0.21 -10000 0 -0.42 156 156
CRKL -0.16 0.22 -10000 0 -0.45 165 165
HRAS -0.12 0.19 -10000 0 -0.41 98 98
mol:PIP3 -0.15 0.2 -10000 0 -0.43 152 152
SPRED1 -0.002 0.098 -10000 0 -0.47 21 21
SPRED2 -0.003 0.1 -10000 0 -0.5 21 21
GAB1 -0.17 0.23 -10000 0 -0.47 165 165
FOXO3 -0.14 0.2 -10000 0 -0.42 153 153
AKT1 -0.16 0.21 -10000 0 -0.44 159 159
BAD -0.14 0.2 -10000 0 -0.41 151 151
megakaryocyte differentiation -0.17 0.23 -10000 0 -0.47 165 165
GSK3B -0.14 0.2 -10000 0 -0.41 152 152
RAF1 -0.088 0.16 -10000 0 -0.34 83 83
SHC1 0.017 0.023 -10000 0 -0.52 1 1
STAT3 -0.17 0.22 -10000 0 -0.47 161 161
STAT1 -0.37 0.49 -10000 0 -0.98 178 178
HRAS/SPRED1 -0.095 0.17 -10000 0 -0.37 80 80
cell proliferation -0.17 0.22 -10000 0 -0.46 163 163
PIK3CA 0.015 0.029 -10000 0 -0.34 3 3
TEC 0.013 0.052 -10000 0 -0.52 5 5
RPS6KB1 -0.17 0.22 -10000 0 -0.47 165 165
HRAS/SPRED2 -0.095 0.17 -10000 0 -0.37 78 78
LYN/TEC/p62DOK -0.15 0.22 -10000 0 -0.46 151 151
MAPK3 -0.053 0.12 -10000 0 -0.26 52 52
STAP1 -0.19 0.24 -10000 0 -0.49 172 172
GRAP2 0.012 0.042 -10000 0 -0.28 10 10
JAK2 -0.31 0.4 -10000 0 -0.8 182 182
STAT1 (dimer) -0.36 0.47 -10000 0 -0.9 204 204
mol:Gleevec 0.005 0.008 -10000 0 -10000 0 0
GRB2/SOCS1/VAV1 -0.16 0.23 -10000 0 -0.46 156 156
actin filament polymerization -0.17 0.22 -10000 0 -0.46 163 163
LYN 0.014 0.031 -10000 0 -0.25 7 7
STAP1/STAT5A (dimer) -0.24 0.31 -10000 0 -0.64 165 165
PIK3R1 -0.01 0.11 -10000 0 -0.42 33 33
CBL/CRKL/GRB2 -0.13 0.2 -10000 0 -0.41 152 152
PI3K -0.16 0.23 -10000 0 -0.46 166 166
PTEN -0.001 0.1 -10000 0 -0.52 19 19
SCF/KIT/EPO/EPOR -0.39 0.54 -10000 0 -1.2 141 141
MAPK8 -0.17 0.22 -10000 0 -0.46 163 163
STAT3 (dimer) -0.17 0.22 -10000 0 -0.46 161 161
positive regulation of transcription -0.042 0.1 -10000 0 -0.22 43 43
mol:GDP -0.12 0.2 -10000 0 -0.4 147 147
PIK3C2B -0.17 0.22 -10000 0 -0.47 161 161
CBL/CRKL -0.14 0.21 -10000 0 -0.43 153 153
FER -0.17 0.22 -10000 0 -0.47 162 162
SH2B3 -0.17 0.22 -10000 0 -0.47 160 160
PDPK1 -0.14 0.18 -10000 0 -0.4 147 147
SNAI2 -0.19 0.25 -10000 0 -0.51 174 174
positive regulation of cell proliferation -0.27 0.36 -10000 0 -0.72 181 181
KITLG -0.096 0.2 -10000 0 -0.45 123 123
cell motility -0.27 0.36 -10000 0 -0.72 181 181
PTPN6 0.023 0.037 -10000 0 -0.43 3 3
EPOR -0.091 0.16 -10000 0 -0.96 2 2
STAT5A (dimer) -0.22 0.3 -10000 0 -0.62 164 164
SOCS1 0.015 0.031 -10000 0 -0.32 4 4
cell migration 0.17 0.22 0.46 168 -10000 0 168
SOS1 0.017 0.023 -10000 0 -0.52 1 1
EPO -0.03 0.099 -10000 0 -0.26 80 80
VAV1 -0.014 0.12 -10000 0 -0.39 42 42
GRB10 -0.18 0.23 -10000 0 -0.48 165 165
PTPN11 0.022 0.024 -10000 0 -0.5 1 1
SCF/KIT -0.18 0.23 -10000 0 -0.49 163 163
GO:0007205 0.008 0.011 -10000 0 -10000 0 0
MAP2K1 -0.063 0.13 -10000 0 -0.29 52 52
CBL 0.017 0.012 -10000 0 -0.25 1 1
KIT -0.33 0.53 -10000 0 -1.3 108 108
MAP2K2 -0.064 0.13 -10000 0 -0.29 54 54
SHC/Grb2/SOS1 -0.14 0.22 -10000 0 -0.43 160 160
STAT5A -0.23 0.31 -10000 0 -0.64 163 163
GRB2 0.016 0.024 -10000 0 -0.25 4 4
response to radiation -0.19 0.24 -10000 0 -0.49 174 174
SHC/GRAP2 0.022 0.034 -10000 0 -0.37 2 2
PTPRO -0.18 0.23 -10000 0 -0.48 165 165
SH2B2 -0.18 0.22 -10000 0 -0.47 163 163
DOK1 0.002 0.083 -10000 0 -0.41 19 19
MATK -0.18 0.23 -10000 0 -0.47 168 168
CREBBP 0.003 0.059 -10000 0 -0.54 2 2
BCL2 -0.33 0.55 -10000 0 -1.3 122 122
FOXM1 transcription factor network

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
NFATC3 -0.24 0.57 -10000 0 -1.1 110 110
PLK1 0.024 0.058 -10000 0 -10000 0 0
BIRC5 -0.092 0.39 -10000 0 -1.4 40 40
HSPA1B -0.25 0.56 -10000 0 -1.1 127 127
MAP2K1 0.018 0.047 -10000 0 -0.3 1 1
BRCA2 -0.26 0.59 -10000 0 -1.1 124 124
FOXM1 -0.4 0.94 -10000 0 -1.7 127 127
XRCC1 -0.24 0.57 -10000 0 -1.1 111 111
FOXM1B/p19 -0.42 0.55 0.45 1 -1.2 143 144
Cyclin D1/CDK4 -0.3 0.57 -10000 0 -1.1 158 158
CDC2 -0.27 0.62 -10000 0 -1.2 120 120
TGFA -0.29 0.55 -10000 0 -1 146 146
SKP2 -0.24 0.57 -10000 0 -1.1 112 112
CCNE1 -0.019 0.1 -10000 0 -0.29 64 64
CKS1B -0.24 0.57 -10000 0 -1.1 114 114
RB1 -0.22 0.32 -10000 0 -0.87 76 76
FOXM1C/SP1 -0.31 0.67 -10000 0 -1.3 134 134
AURKB 0.011 0.13 -10000 0 -1.4 3 3
CENPF -0.26 0.6 -10000 0 -1.2 125 125
CDK4 0.013 0.032 -10000 0 -0.26 5 5
MYC -0.22 0.52 -10000 0 -0.96 134 134
CHEK2 0.011 0.073 -10000 0 -0.41 9 9
ONECUT1 -0.28 0.57 -10000 0 -1.1 141 141
CDKN2A -0.056 0.15 -10000 0 -0.33 108 108
LAMA4 -0.24 0.58 -10000 0 -1.2 106 106
FOXM1B/HNF6 -0.37 0.71 -10000 0 -1.4 144 144
FOS -0.34 0.64 -10000 0 -1.2 159 159
SP1 0.017 0.024 -10000 0 -0.52 1 1
CDC25B -0.24 0.57 -10000 0 -1.1 112 112
response to radiation 0 0.039 -10000 0 -10000 0 0
CENPB -0.24 0.57 -10000 0 -1.1 104 104
CENPA -0.27 0.61 -10000 0 -1.2 122 122
NEK2 -0.29 0.62 -10000 0 -1.2 136 136
HIST1H2BA -0.24 0.57 -10000 0 -1.1 122 122
CCNA2 -0.027 0.14 -10000 0 -0.4 57 57
EP300 0.014 0.047 -10000 0 -0.52 4 4
CCNB1/CDK1 -0.32 0.7 -10000 0 -1.4 115 115
CCNB2 -0.25 0.59 -10000 0 -1.2 114 114
CCNB1 -0.27 0.62 -10000 0 -1.2 119 119
ETV5 -0.25 0.58 -10000 0 -1.2 113 113
ESR1 -0.43 0.71 -10000 0 -1.2 219 219
CCND1 -0.31 0.6 -10000 0 -1.1 158 158
GSK3A 0.019 0.037 -10000 0 -10000 0 0
Cyclin A-E1/CDK1-2 -0.014 0.13 -10000 0 -0.35 53 53
CDK2 0.011 0.048 -10000 0 -0.31 10 10
G2/M transition of mitotic cell cycle 0 0.046 -10000 0 -10000 0 0
FOXM1B/Cbp/p300 -0.38 0.53 -10000 0 -1.2 132 132
GAS1 -0.32 0.64 -10000 0 -1.2 149 149
MMP2 -0.28 0.62 -10000 0 -1.2 123 123
RB1/FOXM1C -0.31 0.6 -10000 0 -1.1 154 154
CREBBP 0.016 0.033 -10000 0 -0.52 2 2
Calcineurin-regulated NFAT-dependent transcription in lymphocytes

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
FOXP3 0.017 0.037 -10000 0 -0.36 3 3
NFATC2 -0.11 0.26 -10000 0 -0.58 83 83
NFATC3 -0.055 0.11 -10000 0 -0.26 39 39
CD40LG -0.32 0.43 -10000 0 -0.87 167 167
ITCH 0.006 0.085 -10000 0 -10000 0 0
CBLB 0.005 0.088 -10000 0 -0.59 1 1
CD4-positive CD25-positive alpha-beta regulatory T cell lineage commitment -0.23 0.38 -10000 0 -0.88 94 94
JUNB 0.011 0.055 -10000 0 -0.36 10 10
CaM/Ca2+/Calcineurin A alpha-beta B1 -0.008 0.1 -10000 0 -0.27 48 48
T cell anergy -0.033 0.14 -10000 0 -0.39 48 48
TLE4 -0.071 0.23 -10000 0 -0.72 37 37
Jun/NFAT1-c-4/p21SNFT -0.3 0.45 -10000 0 -0.86 168 168
AP-1/NFAT1-c-4 -0.37 0.52 -10000 0 -1 170 170
IKZF1 -0.08 0.23 -10000 0 -0.62 52 52
T-helper 2 cell differentiation -0.22 0.35 -10000 0 -0.76 126 126
AP-1/NFAT1 -0.14 0.24 -10000 0 -0.5 122 122
CALM1 0.003 0.058 -10000 0 -10000 0 0
EGR2 -0.29 0.52 -10000 0 -1.1 115 115
EGR3 -0.37 0.58 -10000 0 -1.1 162 162
NFAT1/FOXP3 -0.064 0.2 -10000 0 -0.5 54 54
EGR1 -0.1 0.2 -10000 0 -0.39 156 156
JUN -0.035 0.15 -10000 0 -0.46 57 57
EGR4 0 0.007 -10000 0 -10000 0 0
mol:Ca2+ -0.016 0.06 -10000 0 -0.17 47 47
GBP3 -0.14 0.31 -10000 0 -0.74 96 96
FOSL1 0.016 0.024 -10000 0 -0.25 4 4
NFAT1-c-4/MAF/IRF4 -0.28 0.44 -10000 0 -0.84 164 164
DGKA -0.066 0.21 -10000 0 -0.59 45 45
CREM 0.016 0.017 -10000 0 -0.26 2 2
NFAT1-c-4/PPARG -0.3 0.46 -10000 0 -0.88 167 167
CTLA4 -0.052 0.18 -10000 0 -0.55 37 37
NFAT1-c-4 (dimer)/EGR1 -0.33 0.48 -10000 0 -0.93 170 170
NFAT1-c-4 (dimer)/EGR4 -0.28 0.44 -10000 0 -0.86 163 163
FOS -0.11 0.2 -10000 0 -0.37 171 171
IFNG -0.3 0.47 -10000 0 -1.1 105 105
T cell activation -0.17 0.29 -10000 0 -0.7 79 79
MAF -0.012 0.12 -10000 0 -0.44 35 35
T-helper 2 cell lineage commitment 0 0 -10000 0 -10000 0 0
activation-induced cell death of T cells 0.22 0.38 0.72 156 -10000 0 156
TNF -0.3 0.42 -10000 0 -0.83 172 172
FASLG -0.43 0.65 -10000 0 -1.3 170 170
TBX21 -0.11 0.21 -10000 0 -0.46 137 137
BATF3 0 0.001 -10000 0 -10000 0 0
PRKCQ -0.018 0.11 -10000 0 -0.32 51 51
PTPN1 -0.069 0.2 -10000 0 -0.56 49 49
NFAT1-c-4/ICER1 -0.28 0.44 -10000 0 -0.87 160 160
GATA3 -0.1 0.23 -10000 0 -0.51 124 124
T-helper 1 cell differentiation -0.28 0.44 -10000 0 -1 108 108
IL2RA -0.25 0.35 -10000 0 -0.82 107 107
T-helper 1 cell lineage commitment 0 0 -10000 0 -10000 0 0
CASP3 -0.058 0.19 -10000 0 -0.53 43 43
E2F1 0.013 0.071 -10000 0 -0.36 16 16
PPARG -0.036 0.14 -10000 0 -0.33 81 81
SLC3A2 -0.06 0.19 -10000 0 -0.56 38 38
IRF4 -0.01 0.085 -10000 0 -0.26 52 52
PTGS2 -0.33 0.44 -10000 0 -0.87 174 174
CSF2 -0.33 0.43 -10000 0 -0.86 173 173
JunB/Fra1/NFAT1-c-4 -0.26 0.43 -10000 0 -0.83 160 160
IL4 -0.24 0.37 -10000 0 -0.8 125 125
IL5 -0.32 0.43 -10000 0 -0.87 165 165
IL2 -0.18 0.29 -10000 0 -0.73 76 76
IL3 -0.04 0.052 -10000 0 -10000 0 0
RNF128 -0.053 0.2 -10000 0 -0.6 47 47
NFATC1 -0.22 0.39 -10000 0 -0.72 156 156
CDK4 0.14 0.22 0.57 53 -10000 0 53
PTPRK -0.12 0.3 -10000 0 -0.73 86 86
IL8 -0.36 0.44 -10000 0 -0.89 177 177
POU2F1 0.027 0 -10000 0 -10000 0 0
Endothelins

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
AKT1 -0.043 0.26 0.28 56 -0.58 61 117
PTK2B 0.017 0.017 -10000 0 -0.25 2 2
mol:Ca2+ -0.071 0.26 -10000 0 -0.7 50 50
EDN1 -0.065 0.24 0.23 55 -0.5 98 153
EDN3 -0.1 0.18 -10000 0 -0.32 190 190
EDN2 -0.13 0.22 -10000 0 -0.41 185 185
HRAS/GDP -0.11 0.24 -10000 0 -0.48 115 115
ETA receptor/Endothelin-1/Gq/GTP/PLC beta -0.087 0.22 -10000 0 -0.42 117 117
ADCY4 -0.043 0.21 -10000 0 -0.53 58 58
ADCY5 -0.06 0.22 -10000 0 -0.48 75 75
ADCY6 -0.041 0.21 -10000 0 -0.5 60 60
ADCY7 -0.046 0.22 -10000 0 -0.53 60 60
ADCY1 -0.04 0.21 -10000 0 -0.5 59 59
ADCY2 -0.075 0.24 -10000 0 -0.5 86 86
ADCY3 -0.044 0.21 -10000 0 -0.5 64 64
ADCY8 -0.043 0.21 -10000 0 -0.5 59 59
ADCY9 -0.05 0.22 -10000 0 -0.5 68 68
arachidonic acid secretion -0.12 0.26 -10000 0 -0.5 130 130
ETB receptor/Endothelin-1/Gq/GTP -0.079 0.18 -10000 0 -0.35 114 114
GNAO1 0.016 0.024 -10000 0 -0.25 4 4
HRAS 0.011 0.051 -10000 0 -0.41 7 7
ETA receptor/Endothelin-1/G12/GTP -0.002 0.27 0.35 77 -0.56 57 134
ETA receptor/Endothelin-1/Gs/GTP -0.007 0.26 0.34 74 -0.53 59 133
mol:GTP -0.001 0.006 -10000 0 -10000 0 0
COL3A1 -0.048 0.28 -10000 0 -0.67 58 58
EDNRB -0.03 0.13 -10000 0 -0.39 52 52
response to oxidative stress 0 0 -10000 0 -10000 0 0
CYSLTR2 -0.042 0.26 -10000 0 -0.62 58 58
CYSLTR1 -0.075 0.3 -10000 0 -0.66 81 81
SLC9A1 -0.01 0.15 0.2 31 -0.31 54 85
mol:GDP -0.12 0.26 -10000 0 -0.49 128 128
SLC9A3 -0.13 0.34 -10000 0 -0.68 120 120
RAF1 -0.13 0.25 -10000 0 -0.49 130 130
JUN -0.11 0.36 -10000 0 -0.98 62 62
JAK2 -0.043 0.26 0.28 59 -0.56 67 126
mol:IP3 -0.11 0.22 -10000 0 -0.44 125 125
ETA receptor/Endothelin-1 -0.019 0.32 0.42 77 -0.58 82 159
PLCB1 -0.086 0.18 -10000 0 -0.38 138 138
PLCB2 0.014 0.027 -10000 0 -0.39 2 2
ETA receptor/Endothelin-3 -0.074 0.19 -10000 0 -0.4 97 97
FOS -0.18 0.35 -10000 0 -0.86 94 94
Gai/GDP -0.007 0.14 -10000 0 -0.78 11 11
CRK 0.016 0.033 -10000 0 -0.52 2 2
mol:Ca ++ -0.14 0.32 -10000 0 -0.6 128 128
BCAR1 0.017 0.012 -10000 0 -0.25 1 1
PRKCB1 -0.13 0.24 -10000 0 -0.47 134 134
GNAQ -0.001 0.007 -10000 0 -10000 0 0
GNAZ 0.001 0.088 -10000 0 -0.44 19 19
GNAL 0.011 0.052 -10000 0 -0.33 11 11
Gs family/GDP -0.12 0.22 -10000 0 -0.46 119 119
ETA receptor/Endothelin-1/Gq/GTP -0.068 0.23 -10000 0 -0.45 102 102
MAPK14 -0.084 0.17 -10000 0 -0.37 100 100
TRPC6 -0.077 0.28 -10000 0 -0.74 50 50
GNAI2 0.006 0.075 -10000 0 -0.48 12 12
GNAI3 0.018 0 -10000 0 -10000 0 0
GNAI1 -0.017 0.12 -10000 0 -0.38 46 46
ETB receptor/Endothelin-1/Gq/GTP/PLC beta -0.096 0.18 -10000 0 -0.35 130 130
ETB receptor/Endothelin-2 -0.11 0.18 -10000 0 -0.4 136 136
ETB receptor/Endothelin-3 -0.09 0.16 -10000 0 -0.38 90 90
ETB receptor/Endothelin-1 -0.068 0.21 -10000 0 -0.4 119 119
MAPK3 -0.17 0.34 -10000 0 -0.75 108 108
MAPK1 -0.17 0.34 -10000 0 -0.76 107 107
Rac1/GDP -0.1 0.24 -10000 0 -0.48 113 113
cAMP biosynthetic process -0.047 0.22 0.27 1 -0.5 69 70
MAPK8 -0.089 0.29 -10000 0 -0.65 81 81
SRC 0.015 0.035 -10000 0 -0.43 3 3
ETB receptor/Endothelin-1/Gi/GTP -0.037 0.15 -10000 0 -0.33 74 74
p130Cas/CRK/Src/PYK2 -0.1 0.25 -10000 0 -0.52 108 108
mol:K + 0 0 -10000 0 -10000 0 0
G12/GDP -0.1 0.24 -10000 0 -0.47 118 118
COL1A2 -0.12 0.38 -10000 0 -0.81 99 99
EntrezGene:2778 0 0 -10000 0 -10000 0 0
ETA receptor/Endothelin-2 -0.095 0.22 -10000 0 -0.4 150 150
mol:DAG -0.11 0.22 -10000 0 -0.43 126 126
MAP2K2 -0.15 0.28 -10000 0 -0.59 120 120
MAP2K1 -0.15 0.28 -10000 0 -0.58 122 122
EDNRA -0.003 0.2 0.23 58 -0.56 50 108
positive regulation of muscle contraction -0.031 0.22 -10000 0 -0.51 61 61
Gq family/GDP -0.13 0.21 -10000 0 -0.5 100 100
HRAS/GTP -0.12 0.23 -10000 0 -0.45 129 129
PRKCH -0.099 0.22 -10000 0 -0.44 115 115
RAC1 0.018 0 -10000 0 -10000 0 0
PRKCA -0.098 0.22 -10000 0 -0.44 109 109
PRKCB -0.1 0.21 -10000 0 -0.42 128 128
PRKCE -0.099 0.22 -10000 0 -0.44 116 116
PRKCD -0.098 0.22 -10000 0 -0.44 114 114
PRKCG -0.097 0.22 -10000 0 -0.45 108 108
regulation of vascular smooth muscle contraction -0.21 0.41 -10000 0 -1 91 91
PRKCQ -0.11 0.23 -10000 0 -0.46 115 115
PLA2G4A -0.14 0.28 -10000 0 -0.55 130 130
GNA14 -0.081 0.18 -10000 0 -0.35 140 140
GNA15 0.001 0.077 -10000 0 -0.34 23 23
GNA12 0.018 0 -10000 0 -10000 0 0
GNA11 0.012 0.047 -10000 0 -0.52 4 4
Rac1/GTP -0.002 0.27 0.36 73 -0.56 57 130
MMP1 -0.25 0.4 0.32 2 -0.89 132 134
Wnt signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Noncanonical Wnts/FZD -0.13 0.21 -9999 0 -0.46 102 102
FZD6 -0.077 0.2 -9999 0 -0.45 108 108
WNT6 -0.011 0.087 -9999 0 -0.26 54 54
WNT4 -0.062 0.18 -9999 0 -0.45 90 90
FZD3 -0.03 0.15 -9999 0 -0.48 51 51
WNT5A -0.084 0.2 -9999 0 -0.43 120 120
WNT11 -0.013 0.089 -9999 0 -0.26 57 57
EGFR-dependent Endothelin signaling events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HRAS 0.012 0.051 -9999 0 -0.41 7 7
EGFR -0.079 0.18 -9999 0 -0.35 139 139
EGF/EGFR -0.17 0.21 -9999 0 -0.36 244 244
EGF/EGFR dimer/SHC/GRB2/SOS1 -0.085 0.16 -9999 0 -0.29 169 169
mol:GTP 0 0 -9999 0 -10000 0 0
EDNRA -0.03 0.15 -9999 0 -0.5 49 49
response to oxidative stress 0 0 -9999 0 -10000 0 0
EGF -0.14 0.23 -9999 0 -0.42 193 193
EGF/EGFR dimer/SHC -0.12 0.18 -9999 0 -0.35 174 174
mol:GDP -0.086 0.15 -9999 0 -0.29 169 169
mol:Ca2+ 0 0 -9999 0 -10000 0 0
EDN1 -0.097 0.21 -9999 0 -0.43 135 135
GRB2/SOS1 0.024 0.023 -9999 0 -0.2 5 5
HRAS/GTP -0.1 0.12 -9999 0 -0.34 60 60
SHC1 0.017 0.023 -9999 0 -0.52 1 1
HRAS/GDP -0.081 0.14 -9999 0 -0.35 60 60
FRAP1 -0.078 0.14 -9999 0 -0.35 58 58
EGF/EGFR dimer -0.15 0.2 -9999 0 -0.42 173 173
SOS1 0.017 0.023 -9999 0 -0.52 1 1
GRB2 0.016 0.024 -9999 0 -0.25 4 4
ETA receptor/Endothelin-1 -0.089 0.19 -9999 0 -0.41 120 120
HIF-1-alpha transcription factor network

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
PKM2 -0.15 0.47 -9999 0 -0.91 106 106
HDAC7 0.001 0.006 -9999 0 -10000 0 0
HIF1A/ARNT/Cbp/p300/Src-1 -0.13 0.39 -9999 0 -0.77 92 92
SMAD4 0.01 0.067 -9999 0 -0.49 9 9
ID2 -0.16 0.48 -9999 0 -0.91 110 110
AP1 -0.1 0.19 -9999 0 -0.43 112 112
ABCG2 -0.16 0.48 -9999 0 -0.92 107 107
HIF1A -0.055 0.19 -9999 0 -0.53 59 59
TFF3 -0.23 0.52 -9999 0 -0.92 150 150
GATA2 -0.013 0.096 -9999 0 -0.33 40 40
AKT1 -0.006 0.1 -9999 0 -0.45 8 8
response to hypoxia -0.02 0.084 -9999 0 -0.17 16 16
MCL1 -0.16 0.47 -9999 0 -0.9 108 108
NDRG1 -0.17 0.49 -9999 0 -0.94 107 107
SERPINE1 -0.17 0.48 -9999 0 -0.92 111 111
FECH -0.16 0.48 -9999 0 -0.89 118 118
FURIN -0.16 0.48 -9999 0 -0.91 110 110
NCOA2 0.009 0.063 -9999 0 -0.4 11 11
EP300 0.009 0.12 -9999 0 -0.38 12 12
HMOX1 -0.17 0.49 -9999 0 -0.91 116 116
BHLHE40 -0.17 0.46 -9999 0 -0.88 118 118
BHLHE41 -0.17 0.46 -9999 0 -0.88 118 118
HIF1A/ARNT/SMAD3/SMAD4/SP1 -0.008 0.16 -9999 0 -0.37 49 49
ENG 0.007 0.15 -9999 0 -0.35 40 40
JUN -0.037 0.15 -9999 0 -0.47 57 57
RORA -0.17 0.49 -9999 0 -0.92 116 116
ABCB1 -0.1 0.25 -9999 0 -1.2 24 24
TFRC -0.18 0.49 -9999 0 -0.91 120 120
CXCR4 -0.18 0.49 -9999 0 -0.92 118 118
TF -0.16 0.48 -9999 0 -0.89 114 114
CITED2 -0.16 0.48 -9999 0 -0.9 111 111
HIF1A/ARNT -0.2 0.54 -9999 0 -1.1 101 101
LDHA -0.043 0.15 -9999 0 -1.2 8 8
ETS1 -0.16 0.48 -9999 0 -0.9 112 112
PGK1 -0.16 0.47 -9999 0 -0.89 112 112
NOS2 -0.17 0.46 -9999 0 -0.88 118 118
ITGB2 -0.17 0.49 -9999 0 -0.92 115 115
ALDOA -0.16 0.48 -9999 0 -0.92 107 107
Cbp/p300/CITED2 -0.16 0.48 -9999 0 -0.95 100 100
FOS -0.11 0.2 -9999 0 -0.38 171 171
HK2 -0.16 0.47 -9999 0 -0.9 109 109
SP1 0.022 0.031 -9999 0 -0.52 1 1
GCK 0.011 0.2 -9999 0 -0.93 7 7
HK1 -0.16 0.47 -9999 0 -0.9 107 107
NPM1 -0.16 0.47 -9999 0 -0.91 107 107
EGLN1 -0.16 0.48 -9999 0 -0.91 111 111
CREB1 0.025 0.024 -9999 0 -0.52 1 1
PGM1 -0.16 0.48 -9999 0 -0.88 119 119
SMAD3 0.005 0.079 -9999 0 -0.41 17 17
EDN1 -0.22 0.48 -9999 0 -1.2 100 100
IGFBP1 -0.16 0.47 -9999 0 -0.91 108 108
VEGFA -0.086 0.36 -9999 0 -0.7 88 88
HIF1A/JAB1 -0.038 0.14 -9999 0 -0.38 63 63
CP -0.25 0.51 -9999 0 -0.95 136 136
CXCL12 -0.18 0.51 -9999 0 -0.96 117 117
COPS5 0.01 0.056 -9999 0 -0.35 11 11
SMAD3/SMAD4 0.013 0.074 -9999 0 -0.36 18 18
BNIP3 -0.16 0.48 -9999 0 -0.91 111 111
EGLN3 -0.2 0.5 -9999 0 -0.96 118 118
CA9 -0.17 0.49 -9999 0 -0.92 115 115
TERT -0.16 0.48 -9999 0 -0.92 106 106
ENO1 -0.16 0.48 -9999 0 -0.88 117 117
PFKL -0.16 0.48 -9999 0 -0.92 106 106
NCOA1 0.011 0.057 -9999 0 -0.52 6 6
ADM -0.2 0.51 -9999 0 -0.92 132 132
ARNT 0.003 0.076 -9999 0 -10000 0 0
HNF4A 0.02 0.035 -9999 0 -0.52 2 2
ADFP -0.17 0.49 -9999 0 -0.92 118 118
SLC2A1 -0.085 0.36 -9999 0 -0.69 89 89
LEP -0.18 0.48 -9999 0 -0.9 118 118
HIF1A/ARNT/Cbp/p300 -0.13 0.4 -9999 0 -0.79 91 91
EPO -0.092 0.35 -9999 0 -0.77 54 54
CREBBP 0.01 0.12 -9999 0 -0.36 10 10
HIF1A/ARNT/Cbp/p300/HDAC7 -0.13 0.39 -9999 0 -0.79 88 88
PFKFB3 -0.16 0.48 -9999 0 -0.92 109 109
NT5E -0.16 0.48 -9999 0 -0.9 112 112
Syndecan-1-mediated signaling events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TGFB1 0.017 0.023 -9999 0 -0.52 1 1
CCL5 -0.051 0.18 -9999 0 -0.49 71 71
SDCBP 0.003 0.081 -9999 0 -0.4 19 19
FGFR/FGF2/Syndecan-1 -0.17 0.27 -9999 0 -0.58 117 117
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 -0.16 0.26 -9999 0 -0.55 125 125
Syndecan-1/Syntenin -0.16 0.26 -9999 0 -0.54 127 127
MAPK3 -0.13 0.24 -9999 0 -0.53 104 104
HGF/MET 0.007 0.073 -9999 0 -0.38 13 13
TGFB1/TGF beta receptor Type II 0.017 0.023 -9999 0 -0.52 1 1
BSG 0.016 0.024 -9999 0 -0.25 4 4
keratinocyte migration -0.15 0.25 -9999 0 -0.53 125 125
Syndecan-1/RANTES -0.18 0.28 -9999 0 -0.53 157 157
Syndecan-1/CD147 -0.14 0.26 -9999 0 -0.56 109 109
Syndecan-1/Syntenin/PIP2 -0.15 0.25 -9999 0 -0.52 127 127
LAMA5 0.005 0.075 -9999 0 -0.41 15 15
positive regulation of cell-cell adhesion -0.15 0.24 -9999 0 -0.51 127 127
MMP7 -0.095 0.21 -9999 0 -0.44 129 129
HGF 0.008 0.069 -9999 0 -0.45 11 11
Syndecan-1/CASK -0.16 0.26 -9999 0 -0.56 117 117
Syndecan-1/HGF/MET -0.15 0.26 -9999 0 -0.55 116 116
regulation of cell adhesion -0.12 0.23 -9999 0 -0.53 98 98
HPSE -0.015 0.12 -9999 0 -0.39 43 43
positive regulation of cell migration -0.17 0.27 -9999 0 -0.58 117 117
SDC1 -0.17 0.27 -9999 0 -0.59 117 117
Syndecan-1/Collagen -0.17 0.27 -9999 0 -0.58 117 117
PPIB 0.014 0.044 -9999 0 -0.41 5 5
MET 0 0.075 -9999 0 -0.29 31 31
PRKACA 0.018 0 -9999 0 -10000 0 0
MMP9 -0.042 0.17 -9999 0 -0.51 60 60
MAPK1 -0.13 0.24 -9999 0 -0.53 106 106
homophilic cell adhesion -0.16 0.26 -9999 0 -0.58 117 117
MMP1 -0.19 0.22 -9999 0 -0.38 269 269
IGF1 pathway

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
NCK2 0.015 0.026 -10000 0 -0.25 5 5
PTK2 0.016 0.029 -10000 0 -0.34 3 3
CRKL -0.1 0.19 -10000 0 -0.37 154 154
GRB2/SOS1/SHC 0.034 0.025 -10000 0 -0.3 2 2
HRAS 0.012 0.051 -10000 0 -0.41 7 7
IRS1/Crk -0.1 0.19 -10000 0 -0.36 154 154
IGF-1R heterotetramer/IGF1/PTP1B -0.11 0.18 -10000 0 -0.37 155 155
AKT1 -0.086 0.18 -10000 0 -0.42 84 84
BAD -0.075 0.17 -10000 0 -0.39 84 84
mol:GTP 0 0 -10000 0 -10000 0 0
CRK -0.1 0.19 -10000 0 -0.36 154 154
IGF-1R heterotetramer/IGF1/IRS1/Shp2 -0.1 0.19 -10000 0 -0.37 152 152
RAF1 -0.063 0.16 -10000 0 -0.39 70 70
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos -0.088 0.19 -10000 0 -0.34 153 153
YWHAZ 0.017 0.017 -10000 0 -0.25 2 2
IGF-1R heterotetramer/IGF1/IRS1 -0.12 0.2 -10000 0 -0.38 169 169
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
RPS6KB1 -0.086 0.18 -10000 0 -0.42 84 84
GNB2L1 0.015 0.04 -10000 0 -0.52 3 3
positive regulation of MAPKKK cascade -0.058 0.14 -10000 0 -0.34 70 70
PXN 0.018 0 -10000 0 -10000 0 0
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
cell adhesion 0 0 -10000 0 -10000 0 0
GRB2/SOS1 0.024 0.023 -10000 0 -0.2 5 5
HRAS/GTP -0.099 0.15 -10000 0 -0.43 72 72
IGF-1R heterotetramer/IGF1/GRB2/Sos/Shc -0.06 0.15 -10000 0 -0.35 71 71
IGF-1R heterotetramer -0.1 0.22 -10000 0 -0.51 110 110
IGF-1R heterotetramer/IGF1/IRS/Nck -0.1 0.19 -10000 0 -0.37 152 152
Crk/p130 Cas/Paxillin -0.078 0.18 -10000 0 -0.45 72 72
IGF1R -0.1 0.22 -10000 0 -0.51 110 110
IGF1 -0.12 0.22 -10000 0 -0.44 146 146
IRS2/Crk -0.11 0.2 -10000 0 -0.36 166 166
PI3K -0.1 0.2 -10000 0 -0.36 164 164
apoptosis 0.057 0.15 0.34 84 -10000 0 84
HRAS/GDP 0.009 0.036 -10000 0 -0.29 7 7
PRKCD -0.096 0.21 -10000 0 -0.44 117 117
RAF1/14-3-3 E -0.048 0.14 -10000 0 -0.34 69 69
BAD/14-3-3 -0.061 0.16 -10000 0 -0.36 84 84
PRKCZ -0.09 0.18 -10000 0 -0.41 91 91
Crk/p130 Cas/Paxillin/FAK1 -0.087 0.14 -10000 0 -0.39 67 67
PTPN1 0.002 0.07 -10000 0 -0.28 28 28
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos/Shc/RACK1 -0.11 0.22 -10000 0 -0.41 153 153
BCAR1 0.017 0.012 -10000 0 -0.25 1 1
IGF-1R heterotetramer/IGF1/SHC/GRB10 -0.086 0.17 -10000 0 -0.32 163 163
mol:GDP 0 0 -10000 0 -10000 0 0
SOS1 0.017 0.023 -10000 0 -0.52 1 1
IRS1/NCK2 -0.1 0.19 -10000 0 -0.37 152 152
GRB10 -0.003 0.097 -10000 0 -0.43 24 24
PTPN11 -0.1 0.19 -10000 0 -0.37 152 152
IRS1 -0.12 0.2 -10000 0 -0.38 169 169
IRS2 -0.12 0.21 -10000 0 -0.39 165 165
IGF-1R heterotetramer/IGF1 -0.14 0.22 -10000 0 -0.47 153 153
GRB2 0.016 0.024 -10000 0 -0.25 4 4
PDPK1 -0.094 0.18 -10000 0 -0.43 91 91
YWHAE 0.016 0.029 -10000 0 -0.34 3 3
PRKD1 -0.12 0.23 -10000 0 -0.48 118 118
SHC1 0.017 0.023 -10000 0 -0.52 1 1
Plasma membrane estrogen receptor signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
GNB1/GNG2 -0.058 0.14 -10000 0 -0.26 154 154
ER alpha/Gai/GDP/Gbeta gamma -0.089 0.19 -10000 0 -0.35 158 158
AKT1 -0.2 0.35 -10000 0 -0.74 152 152
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
E2/ER alpha (dimer)/PELP1/Src/PI3K -0.2 0.35 -10000 0 -0.75 152 152
mol:Ca2+ -0.1 0.18 -10000 0 -0.39 114 114
IGF1R -0.083 0.2 -10000 0 -0.47 110 110
E2/ER alpha (dimer)/Striatin -0.09 0.15 -10000 0 -0.32 155 155
SHC1 0.017 0.023 -10000 0 -0.52 1 1
apoptosis 0.19 0.33 0.7 152 -10000 0 152
RhoA/GTP -0.086 0.12 -10000 0 -0.41 27 27
E2/ER alpha (dimer)/PELP1/Src/p130 Cas -0.12 0.18 -10000 0 -0.38 155 155
regulation of stress fiber formation 0.041 0.12 0.29 41 -10000 0 41
E2/ERA-ERB (dimer) -0.086 0.15 -10000 0 -0.31 150 150
KRAS 0.009 0.065 -10000 0 -0.44 10 10
G13/GTP -0.08 0.14 -10000 0 -0.29 151 151
pseudopodium formation -0.041 0.12 -10000 0 -0.29 41 41
E2/ER alpha (dimer)/PELP1 -0.086 0.15 -10000 0 -0.31 150 150
GRB2 0.016 0.024 -10000 0 -0.25 4 4
GNG2 0.016 0.029 -10000 0 -0.34 3 3
GNAO1 0.016 0.024 -10000 0 -0.25 4 4
HRAS 0.012 0.051 -10000 0 -0.41 7 7
mol:GTP 0 0 -10000 0 -10000 0 0
mol:NO -0.11 0.22 -10000 0 -0.44 153 153
E2/ER beta (dimer) 0.013 0.008 -10000 0 -0.17 1 1
mol:GDP -0.12 0.17 -10000 0 -0.39 150 150
mol:NADP -0.11 0.22 -10000 0 -0.44 153 153
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
mol:IP3 -0.11 0.19 -10000 0 -0.46 88 88
IGF-1R heterotetramer -0.083 0.2 -10000 0 -0.47 110 110
PLCB1 -0.12 0.19 -10000 0 -0.42 113 113
PLCB2 -0.074 0.17 -10000 0 -0.53 53 53
IGF1 -0.1 0.2 -10000 0 -0.41 146 146
mol:L-citrulline -0.11 0.22 -10000 0 -0.44 153 153
RHOA 0.005 0.08 -10000 0 -0.52 12 12
Gai/GDP -0.008 0.12 -10000 0 -0.72 11 11
JNK cascade 0.013 0.008 -10000 0 -0.17 1 1
BCAR1 0.017 0.012 -10000 0 -0.25 1 1
ESR2 0.017 0.012 -10000 0 -0.25 1 1
GNAQ 0 0 -10000 0 -10000 0 0
ESR1 -0.16 0.24 -10000 0 -0.46 199 199
Gq family/GDP/Gbeta gamma -0.024 0.12 -10000 0 -0.49 19 19
E2/ER alpha (dimer)/PELP1/Src/p52 SHC/GRB2/SOS1 -0.044 0.13 -10000 0 -0.52 3 3
E2/ER alpha (dimer)/PELP1/Src/p52 SHC -0.12 0.18 -10000 0 -0.38 156 156
GNAZ 0.001 0.088 -10000 0 -0.44 19 19
E2/ER alpha (dimer) -0.12 0.17 -10000 0 -0.33 199 199
STRN 0.011 0.056 -10000 0 -0.42 8 8
GNAL 0.011 0.052 -10000 0 -0.33 11 11
PELP1 0.018 0 -10000 0 -10000 0 0
MAPK11 0.021 0.007 -10000 0 -10000 0 0
GNAI2 0.006 0.075 -10000 0 -0.48 12 12
GNAI3 0.018 0 -10000 0 -10000 0 0
GNAI1 -0.017 0.12 -10000 0 -0.38 46 46
HBEGF -0.093 0.19 -10000 0 -0.4 79 79
cAMP biosynthetic process -0.081 0.11 -10000 0 -0.25 152 152
SRC -0.079 0.18 -10000 0 -0.33 157 157
PI3K 0.005 0.082 -10000 0 -0.37 21 21
GNB1 0.013 0.052 -10000 0 -0.52 5 5
G13/GDP/Gbeta gamma -0.1 0.15 -10000 0 -0.33 151 151
SOS1 0.017 0.023 -10000 0 -0.52 1 1
IGF-1R heterotetramer/IGF1 -0.16 0.21 -10000 0 -0.44 168 168
Gs family/GTP -0.066 0.13 -10000 0 -0.26 152 152
EntrezGene:2778 0 0 -10000 0 -10000 0 0
RAS family/GTP 0.019 0.064 -10000 0 -0.28 20 20
vasodilation -0.1 0.22 -10000 0 -0.42 153 153
mol:DAG -0.11 0.19 -10000 0 -0.46 88 88
Gs family/GDP/Gbeta gamma -0.1 0.15 -10000 0 -0.32 152 152
MSN -0.045 0.13 -10000 0 -0.32 41 41
Gq family/GTP -0.084 0.18 -10000 0 -0.47 71 71
mol:PI-3-4-5-P3 -0.19 0.34 -10000 0 -0.72 152 152
NRAS 0.005 0.076 -10000 0 -0.4 16 16
mol:E2 0 0 -10000 0 -10000 0 0
cell adhesion 0.1 0.22 0.42 153 -10000 0 153
GRB2/SOS1 0.024 0.023 -10000 0 -0.2 5 5
RhoA/GDP -0.093 0.18 -10000 0 -0.37 151 151
NOS3 -0.11 0.23 -10000 0 -0.46 152 152
GNA11 0.014 0.047 -10000 0 -0.52 4 4
MAPKKK cascade -0.12 0.26 -10000 0 -0.53 154 154
E2/ER alpha (dimer)/PELP1/Src -0.13 0.18 -10000 0 -0.4 155 155
ruffle organization -0.041 0.12 -10000 0 -0.29 41 41
ROCK2 -0.051 0.13 -10000 0 -0.37 29 29
GNA14 -0.079 0.18 -10000 0 -0.35 140 140
GNA15 0.002 0.076 -10000 0 -0.34 23 23
GNA13 0.011 0.055 -10000 0 -0.36 10 10
MMP9 -0.095 0.18 -10000 0 -0.32 167 167
MMP2 -0.09 0.2 -10000 0 -0.42 74 74
IL4-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
BCL2L1 -0.33 0.63 -10000 0 -1.3 131 131
STAT6 (cleaved dimer) -0.43 0.56 -10000 0 -1.2 150 150
IGHG1 -0.083 0.25 -10000 0 -0.41 97 97
IGHG3 -0.33 0.6 -10000 0 -1.2 144 144
AKT1 -0.11 0.31 -10000 0 -0.65 57 57
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHP1 -0.065 0.24 -10000 0 -0.6 28 28
IL4/IL4R/JAK1/IL2R gamma/JAK3/IRS1 -0.14 0.34 -10000 0 -0.71 72 72
THY1 -0.35 0.65 -10000 0 -1.3 131 131
MYB -0.097 0.22 -10000 0 -0.49 119 119
HMGA1 0.014 0.039 -10000 0 -0.36 5 5
IL4/IL4R/JAK1/IL2R gamma/JAK3 -0.14 0.34 -10000 0 -0.63 107 107
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHIP -0.12 0.31 -10000 0 -0.62 69 69
SP1 0.021 0.03 -10000 0 -0.53 1 1
INPP5D 0 0 -10000 0 -10000 0 0
SOCS5 0.016 0.055 -10000 0 -0.4 7 7
STAT6 (dimer)/ETS1 -0.34 0.63 -10000 0 -1.2 145 145
SOCS1 -0.18 0.4 -10000 0 -0.77 109 109
SOCS3 -0.12 0.33 -10000 0 -0.85 32 32
FCER2 -0.22 0.46 -10000 0 -0.89 111 111
PARP14 0.006 0.078 -10000 0 -0.43 15 15
CCL17 -0.42 0.71 -10000 0 -1.3 164 164
GRB2 0.016 0.024 -10000 0 -0.25 4 4
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP -0.083 0.26 -10000 0 -0.61 30 30
T cell proliferation -0.35 0.65 -10000 0 -1.3 135 135
IL4R/JAK1 -0.35 0.64 -10000 0 -1.3 139 139
EGR2 -0.39 0.69 -10000 0 -1.4 140 140
JAK2 0.001 0.072 -10000 0 -0.34 12 12
JAK3 0.021 0.008 -10000 0 -10000 0 0
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
JAK1 0.012 0.061 -10000 0 -0.52 6 6
COL1A2 -0.22 0.54 -10000 0 -1.5 72 72
CCL26 -0.34 0.63 -10000 0 -1.3 135 135
IL4R -0.37 0.7 -10000 0 -1.4 137 137
PTPN6 0.021 0.038 -10000 0 -0.42 3 3
IL13RA2 -0.38 0.67 -10000 0 -1.3 148 148
IL13RA1 -0.002 0.089 -10000 0 -0.49 12 12
IRF4 -0.038 0.2 -10000 0 -0.83 9 9
ARG1 -0.064 0.27 -10000 0 -0.9 26 26
CBL -0.13 0.32 -10000 0 -0.6 96 96
GTF3A 0.02 0.032 -10000 0 -0.38 2 2
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
IL13RA1/JAK2 0.003 0.099 -10000 0 -0.34 19 19
IRF4/BCL6 -0.044 0.19 -10000 0 -0.74 10 10
CD40LG 0.012 0.07 -10000 0 -0.32 20 20
MAPK14 -0.13 0.33 -10000 0 -0.62 95 95
mitosis -0.1 0.3 -10000 0 -0.62 57 57
STAT6 -0.43 0.85 -10000 0 -1.6 143 143
SPI1 0.012 0.07 -10000 0 -0.43 11 11
RPS6KB1 -0.099 0.29 -10000 0 -0.61 51 51
STAT6 (dimer) -0.44 0.86 -10000 0 -1.6 143 143
STAT6 (dimer)/PARP14 -0.39 0.7 -10000 0 -1.4 144 144
mast cell activation 0.004 0.019 -10000 0 -10000 0 0
IL4/IL4R/JAK1/IL2R gamma/JAK3/DOK2 -0.11 0.3 -10000 0 -0.66 53 53
FRAP1 -0.11 0.31 -10000 0 -0.65 57 57
LTA -0.33 0.63 -10000 0 -1.3 122 122
FES 0.01 0.058 -10000 0 -0.39 10 10
T-helper 1 cell differentiation 0.39 0.75 1.4 143 -10000 0 143
CCL11 -0.38 0.65 -10000 0 -1.2 159 159
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES -0.1 0.3 -10000 0 -0.66 38 38
IL2RG 0.001 0.08 -10000 0 -0.29 35 35
IL10 -0.34 0.63 -10000 0 -1.3 123 123
IRS1 -0.048 0.17 -10000 0 -0.49 68 68
IRS2 -0.026 0.13 -10000 0 -0.39 57 57
IL4 -0.039 0.22 -10000 0 -1.4 6 6
IL5 -0.34 0.63 -10000 0 -1.3 119 119
IL4/IL4R/JAK1/IL13RA1/JAK2 -0.24 0.5 -10000 0 -0.92 138 138
COL1A1 -0.23 0.56 -10000 0 -1.5 73 73
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
IL4/IL4R/JAK1 -0.37 0.67 -10000 0 -1.4 127 127
IL2R gamma/JAK3 0.017 0.059 -10000 0 -0.33 5 5
TFF3 -0.52 0.77 -10000 0 -1.4 198 198
ALOX15 -0.35 0.64 -10000 0 -1.3 134 134
MYBL1 -0.066 0.17 -10000 0 -0.36 117 117
T-helper 2 cell differentiation -0.25 0.49 -10000 0 -0.93 139 139
SHC1 0.017 0.023 -10000 0 -0.52 1 1
CEBPB 0.008 0.075 -10000 0 -0.34 20 20
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES/IRS2 -0.12 0.32 -10000 0 -0.62 76 76
mol:PI-3-4-5-P3 -0.11 0.31 -10000 0 -0.65 57 57
PI3K -0.12 0.33 -10000 0 -0.7 57 57
DOK2 -0.021 0.13 -10000 0 -0.4 48 48
ETS1 0.007 0.07 -10000 0 -0.28 24 24
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP/GRB2 -0.073 0.25 -10000 0 -0.57 29 29
ITGB3 -0.34 0.63 -10000 0 -1.3 130 130
PIGR -0.5 0.76 -10000 0 -1.4 188 188
IGHE 0.022 0.086 0.2 51 -0.25 4 55
MAPKKK cascade -0.071 0.24 -10000 0 -0.56 29 29
BCL6 -0.004 0.1 -10000 0 -0.46 24 24
OPRM1 -0.34 0.63 -10000 0 -1.2 139 139
RETNLB -0.33 0.63 -10000 0 -1.2 133 133
SELP -0.46 0.75 -10000 0 -1.4 174 174
AICDA -0.35 0.61 -10000 0 -1.2 146 146
FAS signaling pathway (CD95)

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
SPTAN1 0.067 0.099 0.23 128 -10000 0 128
RFC1 0.067 0.099 0.23 128 -10000 0 128
PRKDC 0.064 0.1 0.23 126 -0.3 1 127
RIPK1 0.018 0.024 -10000 0 -0.52 1 1
CASP7 -0.013 0.12 0.24 2 -0.68 14 16
FASLG/FAS/FADD/FAF1 -0.012 0.13 0.22 55 -0.3 48 103
MAP2K4 -0.045 0.16 -10000 0 -0.35 71 71
mol:ceramide -0.044 0.15 -10000 0 -0.38 59 59
GSN 0.056 0.11 0.24 123 -0.3 11 134
FASLG/FAS/FADD/FAF1/Caspase 8 -0.013 0.13 -10000 0 -0.36 41 41
FAS -0.026 0.13 -10000 0 -0.42 51 51
BID 0.012 0.066 0.29 16 -0.32 8 24
MAP3K1 -0.016 0.13 0.26 2 -0.33 41 43
MAP3K7 0.015 0.021 -10000 0 -0.25 3 3
RB1 0.054 0.11 0.23 117 -0.29 9 126
CFLAR 0.01 0.065 -10000 0 -0.44 10 10
HGF/MET -0.036 0.14 -10000 0 -0.33 90 90
ARHGDIB 0.044 0.12 0.23 113 -0.29 20 133
FADD -0.003 0.068 -10000 0 -0.26 35 35
actin filament polymerization -0.056 0.11 0.3 11 -0.23 123 134
NFKB1 -0.042 0.08 -10000 0 -0.48 3 3
MAPK8 -0.06 0.19 -10000 0 -0.46 73 73
DFFA 0.066 0.099 0.23 127 -10000 0 127
DNA fragmentation during apoptosis 0.066 0.098 0.23 127 -10000 0 127
FAS/FADD/MET -0.014 0.1 -10000 0 -0.33 39 39
CFLAR/RIP1 0.02 0.05 -10000 0 -0.36 8 8
FAIM3 -0.001 0.099 -10000 0 -0.49 20 20
FAF1 0.013 0.025 -10000 0 -0.52 1 1
PARP1 0.064 0.1 0.23 128 -0.28 5 133
DFFB 0.066 0.099 0.23 127 -10000 0 127
CHUK -0.025 0.091 -10000 0 -0.33 15 15
FASLG -0.065 0.17 -10000 0 -0.38 106 106
FAS/FADD -0.02 0.11 -10000 0 -0.38 33 33
HGF 0.008 0.069 -10000 0 -0.45 11 11
LMNA 0.06 0.095 0.22 112 -0.26 8 120
CASP6 0.063 0.1 0.23 126 -0.27 4 130
CASP10 0.012 0.029 -10000 0 -0.25 6 6
CASP3 0.072 0.12 0.28 128 -10000 0 128
PTPN13 -0.071 0.2 -10000 0 -0.49 93 93
CASP8 0.013 0.068 0.37 18 -10000 0 18
IL6 -0.16 0.4 -10000 0 -1.2 59 59
MET 0 0.075 -10000 0 -0.29 31 31
ICAD/CAD 0.066 0.089 0.22 115 -10000 0 115
FASLG/FAS/FADD/FAF1/Caspase 10 -0.045 0.15 -10000 0 -0.38 59 59
activation of caspase activity by cytochrome c 0.012 0.066 0.29 16 -0.32 8 24
PAK2 0.067 0.099 0.23 128 -10000 0 128
BCL2 -0.11 0.22 -10000 0 -0.47 144 144
IL6-mediated signaling events

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
BCL2L1 -0.11 0.3 -10000 0 -0.69 65 65
CRP -0.11 0.3 -10000 0 -0.66 74 74
cell cycle arrest -0.14 0.34 -10000 0 -0.73 96 96
TIMP1 -0.11 0.3 -10000 0 -0.71 73 73
IL6ST -0.11 0.22 -10000 0 -0.46 143 143
Rac1/GDP -0.1 0.22 0.28 2 -0.45 112 114
AP1 -0.05 0.16 -10000 0 -0.43 40 40
GAB2 0.011 0.048 -10000 0 -0.25 17 17
TNFSF11 -0.18 0.41 -10000 0 -0.93 97 97
HSP90B1 0.008 0.11 -10000 0 -0.8 6 6
GAB1 0.007 0.074 -10000 0 -0.42 14 14
MAPK14 -0.11 0.22 -10000 0 -0.46 95 95
AKT1 0.038 0.073 -10000 0 -0.47 3 3
FOXO1 0.036 0.086 -10000 0 -0.5 4 4
MAP2K6 -0.12 0.22 0.27 2 -0.4 149 151
mol:GTP 0 0.002 -10000 0 -10000 0 0
MAP2K4 -0.1 0.25 -10000 0 -0.5 108 108
MITF -0.11 0.22 0.29 2 -0.41 141 143
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
TYK2 0.018 0 -10000 0 -10000 0 0
A2M -0.042 0.28 -10000 0 -1.4 22 22
CEBPB 0.013 0.073 -10000 0 -0.33 20 20
GRB2/SOS1/GAB family/SHP2 -0.017 0.1 -10000 0 -0.39 10 10
STAT3 -0.15 0.37 -10000 0 -0.78 96 96
STAT1 -0.042 0.17 -10000 0 -0.95 16 16
CEBPD -0.16 0.38 -10000 0 -0.94 76 76
PIK3CA 0.017 0.029 -10000 0 -0.34 3 3
PI3K 0.008 0.083 -10000 0 -0.37 21 21
JUN -0.034 0.15 -10000 0 -0.46 57 57
PIAS3/MITF -0.095 0.21 0.27 2 -0.41 119 121
MAPK11 -0.11 0.22 -10000 0 -0.48 88 88
STAT3 (dimer)/FOXO1 -0.082 0.29 -10000 0 -0.62 77 77
GRB2/SOS1/GAB family -0.11 0.18 -10000 0 -0.46 75 75
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/HCK -0.12 0.22 -10000 0 -0.4 159 159
GRB2 0.017 0.024 -10000 0 -0.25 4 4
JAK2 0.01 0.053 -10000 0 -0.32 12 12
LBP -0.097 0.26 -10000 0 -0.62 47 47
PIK3R1 -0.008 0.11 -10000 0 -0.42 33 33
JAK1 0.013 0.059 -10000 0 -0.53 6 6
MYC -0.14 0.37 -10000 0 -0.85 83 83
FGG -0.11 0.3 -10000 0 -0.7 64 64
macrophage differentiation -0.14 0.34 -10000 0 -0.73 96 96
IL6/IL6RA/gp130 (dimer)/JAK2/JAK2/LMO4 -0.13 0.2 -10000 0 -0.34 212 212
JUNB -0.11 0.29 -10000 0 -0.68 67 67
FOS -0.11 0.2 -10000 0 -0.37 171 171
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4 -0.12 0.22 0.31 2 -0.42 147 149
STAT1/PIAS1 -0.11 0.22 0.32 2 -0.43 127 129
GRB2/SOS1/GAB family/SHP2/PI3K 0.03 0.067 -10000 0 -0.38 4 4
STAT3 (dimer) -0.14 0.36 -10000 0 -0.77 96 96
PRKCD -0.1 0.27 -10000 0 -0.57 90 90
IL6R 0.002 0.085 -10000 0 -0.37 23 23
SOCS3 -0.1 0.23 -10000 0 -0.66 45 45
gp130 (dimer)/JAK1/JAK1/LMO4 -0.096 0.19 -10000 0 -0.35 170 170
Rac1/GTP -0.11 0.24 -10000 0 -0.47 112 112
HCK -0.005 0.11 -10000 0 -0.47 25 25
MAPKKK cascade 0.008 0.093 -10000 0 -0.55 4 4
bone resorption -0.16 0.38 -10000 0 -0.86 97 97
IRF1 -0.12 0.33 -10000 0 -0.78 71 71
mol:GDP -0.12 0.23 0.29 2 -0.43 136 138
SOS1 0.018 0.024 -10000 0 -0.52 1 1
VAV1 -0.12 0.23 0.29 2 -0.44 136 138
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/SOCS3 -0.11 0.22 -10000 0 -0.45 108 108
PTPN11 0.004 0.058 -10000 0 -1.2 1 1
IL6/IL6RA -0.056 0.14 -10000 0 -0.36 79 79
gp130 (dimer)/TYK2/TYK2/LMO4 -0.095 0.18 -10000 0 -0.34 169 169
gp130 (dimer)/JAK2/JAK2/LMO4 -0.099 0.18 -10000 0 -0.35 174 174
IL6 -0.084 0.18 -10000 0 -0.36 146 146
PIAS3 0.018 0 -10000 0 -10000 0 0
PTPRE -0.002 0.088 -10000 0 -0.47 17 17
PIAS1 0.017 0.012 -10000 0 -0.25 1 1
RAC1 0.018 0.001 -10000 0 -10000 0 0
IL6/IL6RA/gp130 (dimer)/TYK2/TYK2/LMO4 -0.11 0.18 0.27 2 -0.32 195 197
LMO4 -0.073 0.18 -10000 0 -0.38 123 123
STAT3 (dimer)/PIAS3 -0.14 0.34 -10000 0 -0.72 97 97
MCL1 0.043 0.083 -10000 0 -0.82 2 2
TCGA08_retinoblastoma

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
CDKN2B -0.017 0.12 -10000 0 -0.38 46 46
CDKN2C 0.005 0.085 -10000 0 -0.37 23 23
CDKN2A -0.052 0.15 -10000 0 -0.32 107 107
CCND2 0.019 0.085 0.2 74 -0.15 6 80
RB1 -0.022 0.092 0.15 3 -0.22 77 80
CDK4 0.026 0.096 0.23 77 -10000 0 77
CDK6 0.019 0.093 0.23 63 -0.2 6 69
G1/S progression 0.022 0.092 0.22 77 -0.15 3 80
Glucocorticoid receptor regulatory network

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
PCK2 0.018 0.15 0.32 23 -0.84 10 33
SMARCC2 0.018 0 -10000 0 -10000 0 0
SMARCC1 0.012 0.051 -10000 0 -0.41 7 7
TBX21 -0.2 0.33 -10000 0 -0.72 129 129
SUMO2 0.014 0.022 -10000 0 -0.26 3 3
STAT1 (dimer) -0.023 0.13 -10000 0 -0.34 65 65
FKBP4 0.012 0.055 -10000 0 -0.44 7 7
FKBP5 -0.045 0.16 -10000 0 -0.42 75 75
GR alpha/HSP90/FKBP51/HSP90 0.073 0.16 0.28 88 -0.29 36 124
PRL -0.057 0.14 -10000 0 -0.87 3 3
cortisol/GR alpha (dimer)/TIF2 0.23 0.26 0.53 183 -0.4 2 185
RELA -0.052 0.091 -10000 0 -0.29 11 11
FGG 0.2 0.22 0.5 129 -0.39 2 131
GR beta/TIF2 0.11 0.14 0.31 99 -0.34 11 110
IFNG -0.41 0.43 -10000 0 -0.89 179 179
apoptosis -0.004 0.18 0.49 7 -0.51 8 15
CREB1 0.007 0.056 -10000 0 -0.36 5 5
histone acetylation -0.045 0.14 0.3 2 -0.35 52 54
BGLAP -0.072 0.15 -10000 0 -0.5 20 20
GR/PKAc 0.092 0.14 0.29 63 -0.34 12 75
NF kappa B1 p50/RelA -0.091 0.17 -10000 0 -0.41 61 61
SMARCD1 0.018 0 -10000 0 -10000 0 0
MDM2 0.099 0.1 0.23 146 -10000 0 146
GATA3 -0.093 0.23 -10000 0 -0.5 124 124
AKT1 0.006 0.059 0.21 5 -0.38 9 14
CSF2 -0.073 0.15 -10000 0 -0.74 10 10
GSK3B 0.016 0.008 -10000 0 -10000 0 0
NR1I3 0.009 0.18 0.48 6 -0.91 3 9
CSN2 0.17 0.18 0.41 122 -0.41 4 126
BRG1/BAF155/BAF170/BAF60A 0.041 0.034 -10000 0 -0.27 5 5
NFATC1 -0.004 0.12 -10000 0 -0.41 39 39
POU2F1 0.025 0.012 -10000 0 -10000 0 0
CDKN1A -0.035 0.28 -10000 0 -1.5 16 16
response to stress 0 0 -10000 0 -10000 0 0
response to UV -0.002 0.007 -10000 0 -10000 0 0
SFN -0.015 0.12 -10000 0 -0.45 37 37
GR alpha/HSP90/FKBP51/HSP90/14-3-3 0.064 0.16 0.29 67 -0.31 33 100
prolactin receptor activity 0 0 -10000 0 -10000 0 0
EGR1 -0.086 0.33 0.46 6 -0.8 80 86
JUN -0.21 0.24 -10000 0 -0.5 166 166
IL4 -0.1 0.2 -10000 0 -0.59 42 42
CDK5R1 0.013 0.031 -10000 0 -0.25 7 7
PRKACA 0.018 0 -10000 0 -10000 0 0
cortisol/GR alpha (monomer)/AP-1 -0.22 0.28 0.21 47 -0.49 227 274
GR alpha/HSP90/FKBP51/HSP90/PP5C 0.081 0.15 0.29 71 -0.29 24 95
cortisol/GR alpha (monomer) 0.28 0.32 0.63 188 -0.46 3 191
NCOA2 0.009 0.063 -10000 0 -0.4 11 11
response to hypoxia 0 0 -10000 0 -10000 0 0
FOS -0.18 0.21 -10000 0 -0.45 171 171
AP-1/NFAT1-c-4 -0.44 0.4 -10000 0 -0.78 254 254
AFP -0.16 0.2 -10000 0 -0.62 35 35
SUV420H1 0.014 0.037 -10000 0 -0.29 7 7
IRF1 0.11 0.25 0.46 48 -0.81 19 67
TP53 -0.015 0.17 -10000 0 -0.53 47 47
PPP5C 0.012 0.052 -10000 0 -0.39 8 8
KRT17 -0.53 0.58 -10000 0 -1.1 221 221
KRT14 -0.32 0.51 -10000 0 -1.3 99 99
TBP 0.028 0.012 -10000 0 -0.24 1 1
CREBBP 0.061 0.1 0.26 77 -0.53 2 79
HDAC1 0.011 0.025 -10000 0 -0.53 1 1
HDAC2 0.008 0.053 -10000 0 -0.29 15 15
AP-1 -0.44 0.4 -10000 0 -0.79 254 254
MAPK14 0.015 0.013 -10000 0 -0.25 1 1
MAPK10 -0.026 0.12 -10000 0 -0.36 58 58
MAPK11 0.016 0.008 -10000 0 -10000 0 0
KRT5 -0.54 0.58 -10000 0 -1.2 208 208
interleukin-1 receptor activity -0.001 0.009 -10000 0 -10000 0 0
NCOA1 0.013 0.059 -10000 0 -0.52 6 6
STAT1 -0.023 0.13 -10000 0 -0.35 65 65
CGA -0.12 0.2 -10000 0 -0.54 55 55
NF kappa B1 p50/RelA/Cbp/cortisol/GR alpha (monomer)/HDAC2 0.12 0.16 0.37 110 -0.39 2 112
MAPK3 0.014 0.027 -10000 0 -0.39 2 2
MAPK1 0.014 0.034 -10000 0 -0.52 2 2
ICAM1 -0.22 0.34 -10000 0 -0.85 83 83
NFKB1 -0.053 0.093 -10000 0 -0.27 22 22
MAPK8 -0.15 0.19 -10000 0 -0.41 139 139
MAPK9 -0.008 0.11 -10000 0 -0.51 24 24
cortisol/GR alpha (dimer) -0.014 0.18 0.48 8 -0.53 8 16
BAX 0.001 0.11 -10000 0 -0.46 1 1
POMC -0.13 0.2 -10000 0 -1 8 8
EP300 0.059 0.11 0.26 75 -0.53 4 79
cortisol/GR alpha (dimer)/p53 0.21 0.28 0.54 167 -0.48 4 171
proteasomal ubiquitin-dependent protein catabolic process 0.07 0.08 0.2 89 -10000 0 89
SGK1 0.11 0.13 0.34 100 -0.26 4 104
IL13 -0.31 0.29 -10000 0 -0.68 156 156
IL6 -0.28 0.41 -10000 0 -0.88 126 126
PRKACG 0.016 0.033 -10000 0 -0.52 2 2
IL5 -0.26 0.24 -10000 0 -0.7 58 58
IL2 -0.32 0.33 -10000 0 -0.71 158 158
CDK5 0.015 0.027 -10000 0 -0.39 2 2
PRKACB -0.036 0.14 -10000 0 -0.34 79 79
HSP90AA1 0.013 0.045 -10000 0 -0.39 6 6
IL8 -0.27 0.37 -10000 0 -0.77 140 140
CDK5R1/CDK5 0.02 0.03 -10000 0 -0.37 1 1
NF kappa B1 p50/RelA/PKAc -0.063 0.15 -10000 0 -0.39 43 43
cortisol/GR alpha (dimer)/Hsp90/FKBP52/HSP90 0.23 0.24 0.51 182 -0.36 1 183
SMARCA4 0.015 0.031 -10000 0 -0.32 4 4
chromatin remodeling 0.16 0.16 0.36 141 -0.33 1 142
NF kappa B1 p50/RelA/Cbp -0.018 0.16 0.32 21 -0.41 22 43
JUN (dimer) -0.21 0.24 -10000 0 -0.5 166 166
YWHAH 0.013 0.048 -10000 0 -0.47 5 5
VIPR1 -0.11 0.24 -10000 0 -0.69 53 53
NR3C1 0.16 0.21 0.43 137 -0.46 11 148
NR4A1 0.01 0.063 -10000 0 -0.29 18 18
TIF2/SUV420H1 0.017 0.055 -10000 0 -0.42 6 6
MAPKKK cascade -0.004 0.18 0.49 7 -0.51 8 15
cortisol/GR alpha (dimer)/Src-1 0.24 0.26 0.53 183 -0.43 3 186
PBX1 0.004 0.1 -10000 0 -0.52 20 20
POU1F1 0.023 0.033 -10000 0 -0.3 5 5
SELE -0.35 0.47 -10000 0 -0.97 166 166
cortisol/GR alpha/BRG1/BAF155/BAF170/BAF60A 0.16 0.16 0.36 140 -0.34 1 141
cortisol/GR alpha (monomer)/Hsp90/FKBP52/HSP90 0.23 0.24 0.51 182 -0.36 1 183
mol:cortisol 0.16 0.19 0.37 187 -10000 0 187
MMP1 -0.44 0.52 -10000 0 -1 191 191
IL27-mediated signaling events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
TGFB1 0.026 0.03 -10000 0 -0.46 2 2
CD4-positive alpha-beta T cell lineage commitment 0 0 -10000 0 -10000 0 0
cytokine production during immune response 0.17 0.26 0.61 102 -10000 0 102
IL27/IL27R/JAK1 -0.2 0.35 -10000 0 -0.88 80 80
TBX21 -0.22 0.3 -10000 0 -0.6 162 162
IL12B 0.001 0.075 -10000 0 -0.35 21 21
IL12A -0.01 0.064 -10000 0 -0.19 55 55
IL6ST -0.12 0.22 -10000 0 -0.47 143 143
IL27RA/JAK1 -0.11 0.33 -10000 0 -1.2 39 39
IL27 -0.082 0.2 -10000 0 -0.5 98 98
TYK2 0.011 0.011 -10000 0 -10000 0 0
T-helper cell lineage commitment -0.006 0.11 -10000 0 -1.4 1 1
T-helper 2 cell differentiation 0.17 0.26 0.61 102 -10000 0 102
T cell proliferation during immune response 0.17 0.26 0.61 102 -10000 0 102
MAPKKK cascade -0.17 0.26 -10000 0 -0.61 102 102
STAT3 0.015 0.04 -10000 0 -0.52 3 3
STAT2 0.018 0 -10000 0 -10000 0 0
STAT1 -0.021 0.12 -10000 0 -0.33 58 58
IL12RB1 0.017 0.003 -10000 0 -10000 0 0
positive regulation of tyrosine phosphorylation of STAT protein 0 0 -10000 0 -10000 0 0
IL12RB2 -0.21 0.28 -10000 0 -0.58 158 158
IL27/IL27R/JAK2/TYK2 -0.17 0.27 -10000 0 -0.62 102 102
positive regulation of T cell mediated cytotoxicity -0.17 0.26 -10000 0 -0.61 102 102
STAT1 (dimer) -0.27 0.4 0.45 11 -0.89 109 120
JAK2 0.004 0.055 -10000 0 -0.33 12 12
JAK1 0.011 0.057 -10000 0 -0.52 6 6
STAT2 (dimer) -0.16 0.25 -10000 0 -0.58 102 102
T cell proliferation -0.2 0.27 -10000 0 -0.6 122 122
IL12/IL12R/TYK2/JAK2 -0.033 0.15 -10000 0 -0.96 7 7
IL17A -0.006 0.11 -10000 0 -1.4 1 1
mast cell activation 0.17 0.26 0.61 102 -10000 0 102
IFNG -0.031 0.047 0.08 1 -0.11 99 100
T cell differentiation -0.01 0.009 0.024 1 -0.022 167 168
STAT3 (dimer) -0.16 0.25 -10000 0 -0.58 103 103
STAT5A (dimer) -0.16 0.26 -10000 0 -0.59 104 104
STAT4 (dimer) -0.17 0.27 -10000 0 -0.59 121 121
STAT4 -0.024 0.13 -10000 0 -0.42 50 50
T cell activation 0.002 0.038 0.083 77 -10000 0 77
IL27R/JAK2/TYK2 -0.16 0.33 -10000 0 -0.93 63 63
GATA3 -0.25 0.55 -10000 0 -1.3 119 119
IL18 -0.035 0.12 -10000 0 -0.32 76 76
positive regulation of mast cell cytokine production -0.15 0.25 -10000 0 -0.57 103 103
IL27/EBI3 -0.06 0.16 -10000 0 -0.38 95 95
IL27RA -0.12 0.34 -10000 0 -1.3 38 38
IL6 -0.077 0.18 -10000 0 -0.35 147 147
STAT5A 0.011 0.056 -10000 0 -0.42 8 8
monocyte differentiation -0.001 0.002 -10000 0 -10000 0 0
IL2 0.054 0.16 0.49 38 -1.2 3 41
IL1B -0.033 0.12 -10000 0 -0.29 81 81
EBI3 0.002 0.071 -10000 0 -0.44 12 12
TNF -0.003 0.067 -10000 0 -0.25 31 31
Noncanonical Wnt signaling pathway

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
NFATC2 0.013 0.048 -9999 0 -0.47 5 5
GNB1/GNG2 -0.11 0.19 -9999 0 -0.42 103 103
mol:DAG -0.093 0.18 -9999 0 -0.44 72 72
PLCG1 -0.096 0.18 -9999 0 -0.46 72 72
YES1 -0.12 0.2 -9999 0 -0.45 104 104
FZD3 -0.03 0.15 -9999 0 -0.48 51 51
FZD6 -0.077 0.2 -9999 0 -0.45 108 108
G protein -0.099 0.19 -9999 0 -0.46 76 76
MAP3K7 -0.068 0.15 -9999 0 -0.38 63 63
mol:Ca2+ -0.09 0.17 -9999 0 -0.43 72 72
mol:IP3 -0.093 0.18 -9999 0 -0.44 72 72
NLK 0.016 0.044 -9999 0 -0.9 1 1
GNB1 0.013 0.052 -9999 0 -0.52 5 5
CAMK2A -0.079 0.16 -9999 0 -0.42 62 62
MAP3K7IP1 0.018 0 -9999 0 -10000 0 0
Noncanonical Wnts/FZD -0.13 0.21 -9999 0 -0.46 102 102
CSNK1A1 0.017 0.023 -9999 0 -0.52 1 1
GNAS -0.12 0.2 -9999 0 -0.44 105 105
GO:0007205 -0.092 0.17 -9999 0 -0.43 73 73
WNT6 -0.011 0.087 -9999 0 -0.26 54 54
WNT4 -0.062 0.18 -9999 0 -0.45 90 90
NFAT1/CK1 alpha -0.091 0.19 -9999 0 -0.48 65 65
GNG2 0.016 0.029 -9999 0 -0.34 3 3
WNT5A -0.084 0.2 -9999 0 -0.43 120 120
WNT11 -0.013 0.089 -9999 0 -0.26 57 57
CDC42 -0.11 0.2 -9999 0 -0.42 104 104
TCR signaling in naïve CD8+ T cells

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
GRB2/SOS1/SHC -0.058 0.21 -10000 0 -0.45 97 97
FYN -0.085 0.26 -10000 0 -0.55 105 105
LAT/GRAP2/SLP76 -0.098 0.21 -10000 0 -0.48 104 104
IKBKB 0.012 0.047 -10000 0 -0.31 10 10
AKT1 -0.048 0.19 -10000 0 -0.38 105 105
B2M -0.005 0.1 -10000 0 -0.45 25 25
IKBKG 0.003 0.061 -10000 0 -0.13 54 54
MAP3K8 -0.036 0.15 -10000 0 -0.39 70 70
mol:Ca2+ -0.022 0.031 -10000 0 -0.084 64 64
integrin-mediated signaling pathway 0.007 0.068 -10000 0 -0.31 20 20
LAT/GRAP2/SLP76/VAV1/PI3K Class IA -0.083 0.26 -10000 0 -0.55 106 106
TRPV6 -0.11 0.19 -10000 0 -0.38 159 159
CD28 -0.044 0.16 -10000 0 -0.4 78 78
SHC1 -0.09 0.26 -10000 0 -0.56 102 102
receptor internalization -0.12 0.3 -10000 0 -0.61 117 117
PRF1 -0.079 0.24 -10000 0 -0.64 55 55
KRAS 0.009 0.065 -10000 0 -0.44 10 10
GRB2 0.016 0.024 -10000 0 -0.25 4 4
COT/AKT1 -0.047 0.16 -10000 0 -0.33 96 96
LAT -0.095 0.27 -10000 0 -0.56 112 112
EntrezGene:6955 0 0.004 -10000 0 -10000 0 0
CD3D -0.029 0.13 -10000 0 -0.35 68 68
CD3E 0.016 0.018 -10000 0 -0.26 2 2
CD3G -0.092 0.2 -10000 0 -0.41 136 136
RASGRP2 -0.002 0.036 -10000 0 -0.17 13 13
RASGRP1 -0.061 0.2 -10000 0 -0.4 104 104
HLA-A -0.012 0.12 -10000 0 -0.43 34 34
RASSF5 -0.004 0.096 -10000 0 -0.38 29 29
RAP1A/GTP/RAPL 0.007 0.068 -10000 0 -0.31 20 20
mol:GTP 0 0 -10000 0 -10000 0 0
mol:GDP 0.004 0.064 -10000 0 -0.12 63 63
PDK1/CARD11/BCL10/MALT1/TRAF6 -0.045 0.078 -10000 0 -0.2 87 87
PRKCA -0.043 0.1 -10000 0 -0.25 88 88
GRAP2 0.012 0.042 -10000 0 -0.28 10 10
mol:IP3 -0.051 0.18 0.22 43 -0.38 95 138
EntrezGene:6957 -0.001 0.005 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8 -0.08 0.22 -10000 0 -0.46 99 99
ORAI1 0.07 0.11 0.3 66 -0.38 1 67
CSK -0.088 0.26 -10000 0 -0.55 103 103
B7 family/CD28 -0.11 0.3 -10000 0 -0.61 113 113
CHUK 0.005 0.081 -10000 0 -0.5 13 13
TCR/CD3/MHC I/CD8/LCK/ZAP-70 -0.11 0.3 -10000 0 -0.64 104 104
PTPN6 -0.094 0.26 -10000 0 -0.57 101 101
VAV1 -0.1 0.28 -10000 0 -0.59 107 107
Monovalent TCR/CD3 -0.096 0.22 -10000 0 -0.41 142 142
CBL 0.017 0.012 -10000 0 -0.25 1 1
LCK -0.097 0.28 -10000 0 -0.59 105 105
PAG1 -0.092 0.26 -10000 0 -0.56 104 104
RAP1A 0.012 0.057 -10000 0 -0.52 6 6
TCR/CD3/MHC I/CD8/LCK -0.12 0.3 -10000 0 -0.65 105 105
CD80 0.009 0.048 -10000 0 -0.27 14 14
CD86 -0.008 0.11 -10000 0 -0.5 26 26
PDK1/CARD11/BCL10/MALT1 -0.054 0.094 -10000 0 -0.24 89 89
HRAS 0.012 0.051 -10000 0 -0.41 7 7
GO:0035030 -0.091 0.24 -10000 0 -0.5 113 113
CD8A 0 0.005 -10000 0 -10000 0 0
CD8B 0.001 0.069 -10000 0 -0.28 29 29
PTPRC -0.041 0.16 -10000 0 -0.42 71 71
PDK1/PKC theta -0.06 0.23 -10000 0 -0.48 103 103
CSK/PAG1 -0.08 0.25 -10000 0 -0.54 99 99
SOS1 0.017 0.023 -10000 0 -0.52 1 1
peptide-MHC class I -0.01 0.13 -10000 0 -0.48 31 31
GRAP2/SLP76 -0.085 0.26 -10000 0 -0.56 101 101
STIM1 0.034 0.059 -10000 0 -0.53 1 1
RAS family/GTP -0.002 0.088 -10000 0 -0.17 65 65
TCR/CD3/MHC I/CD8/LCK/ZAP-70/CBL/ubiquitin -0.13 0.33 -10000 0 -0.66 117 117
mol:DAG -0.072 0.14 0.13 1 -0.34 101 102
RAP1A/GDP 0.003 0.031 -10000 0 -0.074 25 25
PLCG1 0.016 0.026 -10000 0 -0.39 2 2
CD247 -0.11 0.21 -10000 0 -0.41 153 153
cytotoxic T cell degranulation -0.076 0.23 -10000 0 -0.59 60 60
RAP1A/GTP -0.005 0.014 -10000 0 -0.075 17 17
mol:PI-3-4-5-P3 -0.063 0.22 -10000 0 -0.45 106 106
LAT/GRAP2/SLP76/VAV1/PLCgamma1 -0.076 0.23 0.24 38 -0.49 99 137
NRAS 0.005 0.076 -10000 0 -0.4 16 16
ZAP70 0.005 0.06 -10000 0 -0.27 24 24
GRB2/SOS1 0.024 0.023 -10000 0 -0.2 5 5
LAT/GRAP2/SLP76/VAV1 -0.1 0.21 0.16 1 -0.48 106 107
MALT1 0.011 0.053 -10000 0 -0.37 9 9
TRAF6 0.017 0.023 -10000 0 -0.52 1 1
CD8 heterodimer 0.002 0.049 -10000 0 -0.19 29 29
CARD11 0.002 0.077 -10000 0 -0.33 24 24
PRKCB -0.048 0.1 -10000 0 -0.24 102 102
PRKCE -0.045 0.11 -10000 0 -0.25 91 91
PRKCQ -0.078 0.26 -10000 0 -0.54 106 106
LCP2 -0.004 0.097 -10000 0 -0.4 27 27
BCL10 0.017 0.012 -10000 0 -0.25 1 1
regulation of survival gene product expression -0.037 0.16 -10000 0 -0.33 104 104
IKK complex 0.012 0.059 -10000 0 -0.1 48 48
RAS family/GDP -0.008 0.015 -10000 0 -0.064 20 20
MAP3K14 -0.029 0.12 -10000 0 -0.26 86 86
PDPK1 -0.042 0.18 -10000 0 -0.36 102 102
TCR/CD3/MHC I/CD8/Fyn -0.091 0.26 -10000 0 -0.59 91 91
IL12-mediated signaling events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
IL12/IL12R/TYK2/JAK2/SOCS1 -0.029 0.12 -10000 0 -0.36 28 28
TBX21 -0.3 0.59 -10000 0 -1.3 123 123
B2M -0.005 0.1 -10000 0 -0.45 25 25
TYK2 0.012 0.022 -10000 0 -10000 0 0
IL12RB1 0.012 0.022 -10000 0 -10000 0 0
GADD45B -0.18 0.44 -10000 0 -1 90 90
IL12RB2 -0.076 0.16 -10000 0 -0.32 142 142
GADD45G -0.18 0.43 -10000 0 -1 89 89
natural killer cell activation -0.005 0.024 -10000 0 -10000 0 0
RELB 0.003 0.078 -10000 0 -0.38 19 19
RELA 0.018 0 -10000 0 -10000 0 0
IL18 -0.046 0.17 -10000 0 -0.44 76 76
IL2RA -0.03 0.14 -10000 0 -0.4 60 60
IFNG -0.088 0.17 -10000 0 -0.33 161 161
STAT3 (dimer) -0.14 0.37 -10000 0 -0.78 108 108
HLA-DRB5 -0.002 0.093 -10000 0 -0.51 17 17
FASLG -0.24 0.52 -10000 0 -1.1 111 111
NF kappa B2 p52/RelB -0.24 0.41 -10000 0 -0.89 124 124
CD4 0.015 0.007 -10000 0 -10000 0 0
SOCS1 0.015 0.031 -10000 0 -0.32 4 4
EntrezGene:6955 -0.005 0.012 -10000 0 -10000 0 0
CD3D -0.033 0.13 -10000 0 -0.35 68 68
CD3E 0.013 0.021 -10000 0 -0.28 2 2
CD3G -0.097 0.2 -10000 0 -0.42 136 136
IL12Rbeta2/JAK2 -0.048 0.13 -10000 0 -0.3 80 80
CCL3 -0.2 0.44 -10000 0 -0.97 103 103
CCL4 -0.2 0.46 -10000 0 -1 96 96
HLA-A -0.012 0.11 -10000 0 -0.43 34 34
IL18/IL18R -0.056 0.21 -10000 0 -0.41 117 117
NOS2 -0.19 0.44 -10000 0 -0.86 124 124
IL12/IL12R/TYK2/JAK2/SPHK2 -0.029 0.12 -10000 0 -0.37 28 28
IL1R1 -0.25 0.51 -10000 0 -1.1 115 115
IL4 0.016 0.063 -10000 0 -0.48 7 7
JAK2 0.004 0.06 -10000 0 -0.34 12 12
EntrezGene:6957 -0.004 0.011 -10000 0 -10000 0 0
TCR/CD3/MHC I/CD8 -0.13 0.33 -10000 0 -0.8 73 73
RAB7A -0.12 0.34 -10000 0 -0.8 82 82
lysosomal transport -0.12 0.33 -10000 0 -0.75 82 82
FOS -0.29 0.5 -10000 0 -1 135 135
STAT4 (dimer) -0.18 0.43 -10000 0 -0.88 117 117
STAT5A (dimer) -0.27 0.42 -10000 0 -0.91 130 130
GZMA -0.2 0.43 -10000 0 -0.87 126 126
GZMB -0.28 0.57 -10000 0 -1.2 120 120
HLX 0.005 0.079 -10000 0 -0.48 13 13
LCK -0.25 0.52 -10000 0 -1 135 135
TCR/CD3/MHC II/CD4 -0.11 0.23 -10000 0 -0.49 107 107
IL2/IL2R -0.014 0.14 -10000 0 -0.33 71 71
MAPK14 -0.18 0.44 -10000 0 -0.95 102 102
CCR5 -0.19 0.46 -10000 0 -1.1 90 90
IL1B -0.053 0.17 -10000 0 -0.42 81 81
STAT6 -0.066 0.18 -10000 0 -0.35 93 93
STAT4 -0.024 0.13 -10000 0 -0.42 50 50
STAT3 0.015 0.04 -10000 0 -0.52 3 3
STAT1 -0.02 0.12 -10000 0 -0.33 58 58
NFKB1 0.017 0.023 -10000 0 -0.52 1 1
NFKB2 0.015 0.031 -10000 0 -0.32 4 4
IL12B 0 0.077 -10000 0 -0.35 20 20
CD8A -0.001 0.008 -10000 0 -10000 0 0
CD8B 0.001 0.07 -10000 0 -0.28 29 29
T-helper 1 cell differentiation 0 0 -10000 0 -10000 0 0
natural killer cell mediated cytotoxicity 0.029 0.12 0.36 28 -10000 0 28
IL2RB -0.016 0.12 -10000 0 -0.43 40 40
proteasomal ubiquitin-dependent protein catabolic process -0.16 0.38 -10000 0 -0.79 117 117
IL2RG -0.002 0.078 -10000 0 -0.28 35 35
IL12 -0.011 0.089 -10000 0 -0.39 12 12
STAT5A 0.011 0.056 -10000 0 -0.42 8 8
CD247 -0.11 0.21 -10000 0 -0.42 153 153
IL2 0.011 0.051 -10000 0 -0.33 10 10
SPHK2 0.017 0.023 -10000 0 -0.52 1 1
FRAP1 0.018 0 -10000 0 -10000 0 0
IL12A -0.019 0.095 -10000 0 -0.28 55 55
IL12/IL12R/TYK2/JAK2 -0.25 0.54 -10000 0 -1.1 125 125
MAP2K3 -0.18 0.44 -10000 0 -0.96 103 103
RIPK2 0.013 0.04 -10000 0 -0.28 9 9
MAP2K6 -0.19 0.45 -10000 0 -0.97 106 106
regulation of dendritic cell antigen processing and presentation 0 0 -10000 0 -10000 0 0
HLA-DRA 0.002 0.08 -10000 0 -0.52 12 12
IL18RAP -0.071 0.19 -10000 0 -0.4 114 114
IL12Rbeta1/TYK2 0.018 0.032 -10000 0 -10000 0 0
EOMES -0.059 0.26 -10000 0 -1.3 21 21
STAT1 (dimer) -0.2 0.39 -10000 0 -0.8 124 124
T cell proliferation -0.12 0.31 -10000 0 -0.64 115 115
T-helper 1 cell lineage commitment 0 0 -10000 0 -10000 0 0
IL18R1 -0.01 0.12 -10000 0 -0.41 37 37
CD8-positive alpha-beta T cell lineage commitment 0 0 -10000 0 -10000 0 0
NF kappa B1 p50/RelA -0.2 0.3 -10000 0 -0.71 113 113
ATF2 -0.15 0.4 -10000 0 -0.87 99 99
Osteopontin-mediated events

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
IKK alpha homodimer -0.062 0.17 -9999 0 -0.44 50 50
NF kappa B1 p50/RelA/I kappa B alpha -0.043 0.18 -9999 0 -0.5 41 41
alphaV/beta3 Integrin/Osteopontin/Src -0.098 0.18 -9999 0 -0.39 132 132
AP1 -0.15 0.26 -9999 0 -0.58 105 105
ILK -0.064 0.16 -9999 0 -0.42 44 44
bone resorption -0.055 0.17 -9999 0 -0.44 45 45
PTK2B 0.017 0.017 -9999 0 -0.25 2 2
PYK2/p130Cas -0.059 0.17 -9999 0 -0.41 54 54
ITGAV -0.001 0.1 -9999 0 -0.49 21 21
mol:GTP 0 0 -9999 0 -10000 0 0
CD44/Rho Family GTPase/ROCK2 0.007 0.081 -9999 0 -0.37 21 21
alphaV/beta3 Integrin/Osteopontin -0.076 0.18 -9999 0 -0.34 142 142
MAP3K1 -0.09 0.18 -9999 0 -0.32 167 167
JUN -0.034 0.15 -9999 0 -0.46 57 57
MAPK3 -0.064 0.17 -9999 0 -0.47 46 46
MAPK1 -0.064 0.17 -9999 0 -0.47 47 47
Rac1/GDP 0.013 0 -9999 0 -10000 0 0
NFKB1 0.017 0.023 -9999 0 -0.52 1 1
MAPK8 -0.08 0.17 -9999 0 -0.41 67 67
ITGB3 0.003 0.077 -9999 0 -0.32 25 25
NFKBIA -0.063 0.19 -9999 0 -0.52 48 48
FOS -0.11 0.2 -9999 0 -0.37 171 171
CD44 -0.004 0.1 -9999 0 -0.43 26 26
CHUK 0.005 0.081 -9999 0 -0.5 13 13
PLAU -0.14 0.38 -9999 0 -1.2 54 54
NF kappa B1 p50/RelA -0.047 0.19 -9999 0 -0.52 45 45
BCAR1 0.017 0.012 -9999 0 -0.25 1 1
RELA 0.018 0 -9999 0 -10000 0 0
alphaV beta3 Integrin 0.003 0.1 -9999 0 -0.42 22 22
mol:GDP 0 0 -9999 0 -10000 0 0
SYK -0.085 0.18 -9999 0 -0.32 161 161
VAV3 -0.12 0.2 -9999 0 -0.43 100 100
MAP3K14 -0.069 0.17 -9999 0 -0.31 137 137
ROCK2 0.013 0.048 -9999 0 -0.47 5 5
SPP1 -0.14 0.23 -9999 0 -0.42 188 188
RAC1 0.018 0 -9999 0 -10000 0 0
Rac1/GTP -0.11 0.18 -9999 0 -0.41 92 92
MMP2 -0.13 0.24 -9999 0 -0.56 98 98
Arf6 signaling events

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
CENTA1/KIF3B 0 0.058 -9999 0 -0.26 23 23
ARNO/beta Arrestin1-2 -0.013 0.089 -9999 0 -0.24 59 59
EGFR -0.079 0.18 -9999 0 -0.35 139 139
EPHA2 0.008 0.059 -9999 0 -0.33 14 14
USP6 0.012 0.04 -9999 0 -0.25 12 12
IQSEC1 0.016 0.026 -9999 0 -0.39 2 2
EGFR/EGFR/EGF/EGF -0.15 0.2 -9999 0 -0.42 173 173
ARRB2 0.011 0.052 -9999 0 -0.32 12 12
mol:GTP 0.006 0.015 -9999 0 -0.13 2 2
ARRB1 0.004 0.075 -9999 0 -0.37 18 18
FBXO8 0.015 0.04 -9999 0 -0.52 3 3
TSHR 0.008 0.071 -9999 0 -0.5 10 10
EGF -0.14 0.23 -9999 0 -0.42 193 193
somatostatin receptor activity 0 0 -9999 0 -0.001 98 98
ARAP2 0 0 -9999 0 0 112 112
mol:GDP -0.054 0.11 -9999 0 -0.25 90 90
mol:PI-3-4-5-P3 0 0 -9999 0 -0.001 102 102
ITGA2B 0.016 0.02 -9999 0 -0.25 3 3
ARF6 0.016 0.033 -9999 0 -0.52 2 2
Ephrin A1/EPHA2/NCK1/GIT1 0.025 0.071 -9999 0 -0.27 24 24
ADAP1 0 0 -9999 0 0 88 88
KIF13B -0.002 0.095 -9999 0 -0.43 23 23
HGF/MET 0.007 0.073 -9999 0 -0.38 13 13
PXN 0.018 0 -9999 0 -10000 0 0
ARF6/GTP -0.067 0.11 -9999 0 -0.27 96 96
EGFR/EGFR/EGF/EGF/ARFGEP100 -0.12 0.18 -9999 0 -0.35 173 173
ADRB2 -0.045 0.16 -9999 0 -0.4 80 80
receptor agonist activity 0 0 -9999 0 0 96 96
actin filament binding 0 0 -9999 0 0 98 98
SRC 0.015 0.035 -9999 0 -0.43 3 3
ITGB3 0.002 0.075 -9999 0 -0.32 25 25
GNAQ 0 0 -9999 0 -0.001 91 91
EFA6/PI-4-5-P2 0 0 -9999 0 -0.001 92 92
ARF6/GDP -0.003 0.059 -9999 0 -0.24 10 10
ARF6/GDP/GULP/ACAP1 -0.058 0.13 -9999 0 -0.3 96 96
alphaIIb/beta3 Integrin/paxillin/GIT1 0.034 0.048 -9999 0 -0.26 8 8
ACAP1 0 0 -9999 0 0 21 21
ACAP2 0 0 -9999 0 0 105 105
LHCGR/beta Arrestin2 0.009 0.07 -9999 0 -0.44 12 12
EFNA1 0 0.094 -9999 0 -0.49 18 18
HGF 0.008 0.069 -9999 0 -0.45 11 11
CYTH3 0 0 -9999 0 -0.001 97 97
CYTH2 -0.001 0.002 -9999 0 -0.004 102 102
NCK1 0.011 0.045 -9999 0 -0.28 12 12
fibronectin binding 0 0 -9999 0 0 83 83
endosomal lumen acidification 0 0 -9999 0 0 88 88
microtubule-based process 0 0 -9999 0 -10000 0 0
GULP1 -0.035 0.15 -9999 0 -0.44 61 61
GNAQ/ARNO -0.001 0.003 -9999 0 -0.006 91 91
mol:Phosphatidic acid 0 0 -9999 0 0 105 105
PIP3-E 0.004 0.068 -9999 0 -0.3 23 23
MET 0 0.075 -9999 0 -0.29 31 31
GNA14 -0.08 0.18 -9999 0 -0.35 140 140
GNA15 0.002 0.076 -9999 0 -0.34 23 23
GIT1 0.014 0.035 -9999 0 -0.3 6 6
mol:PI-4-5-P2 0 0 -9999 0 -0.001 93 93
GNA11 0.013 0.047 -9999 0 -0.52 4 4
LHCGR 0.003 0.083 -9999 0 -0.46 16 16
AGTR1 -0.15 0.21 -9999 0 -0.36 231 231
desensitization of G-protein coupled receptor protein signaling pathway 0.009 0.07 -9999 0 -0.44 12 12
IPCEF1/ARNO -0.095 0.14 -9999 0 -0.28 179 179
alphaIIb/beta3 Integrin 0.014 0.056 -9999 0 -0.36 7 7
Fc-epsilon receptor I signaling in mast cells

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
PPAP2A 0.007 0.074 -9999 0 -0.5 11 11
LAT2 -0.089 0.18 -9999 0 -0.46 70 70
AP1 -0.14 0.22 -9999 0 -0.5 116 116
mol:PIP3 -0.099 0.22 -9999 0 -0.5 86 86
IKBKB -0.043 0.12 -9999 0 -0.26 81 81
AKT1 -0.068 0.16 -9999 0 -0.4 72 72
IKBKG -0.041 0.12 -9999 0 -0.26 85 85
MS4A2 -0.15 0.23 -9999 0 -0.43 203 203
mol:Sphingosine-1-phosphate 0 0 -9999 0 -10000 0 0
PIK3CA 0.015 0.029 -9999 0 -0.34 3 3
MAP3K1 -0.086 0.19 -9999 0 -0.43 96 96
mol:Ca2+ -0.071 0.16 -9999 0 -0.37 86 86
LYN 0.012 0.032 -9999 0 -0.26 7 7
CBLB -0.086 0.18 -9999 0 -0.45 69 69
SHC1 0.017 0.023 -9999 0 -0.52 1 1
RasGAP/p62DOK -0.013 0.11 -9999 0 -0.3 58 58
positive regulation of cell migration -0.013 0.089 -9999 0 -0.28 46 46
INPP5D 0 0 -9999 0 -10000 0 0
PLD2 -0.088 0.18 -9999 0 -0.39 95 95
PTPN13 -0.12 0.22 -9999 0 -0.55 78 78
PTPN11 0.012 0.027 -9999 0 -0.56 1 1
GO:0007205 0 0 -9999 0 -10000 0 0
regulation of mast cell degranulation -0.046 0.14 -9999 0 -0.32 72 72
SYK -0.025 0.14 -9999 0 -0.49 43 43
GRB2 0.015 0.024 -9999 0 -0.26 4 4
LAT/PLCgamma1/GRB2/SLP76/GADs -0.14 0.2 -9999 0 -0.5 94 94
LAT -0.092 0.18 -9999 0 -0.46 74 74
PAK2 -0.081 0.2 -9999 0 -0.46 81 81
NFATC2 -0.042 0.082 -9999 0 -0.62 5 5
HRAS -0.096 0.21 -9999 0 -0.5 83 83
GAB2 0.009 0.048 -9999 0 -0.25 17 17
PLA2G1B 0.038 0.026 -9999 0 -10000 0 0
Fc epsilon R1 -0.12 0.2 -9999 0 -0.39 168 168
Antigen/IgE/Fc epsilon R1 -0.11 0.19 -9999 0 -0.35 168 168
mol:GDP -0.11 0.22 -9999 0 -0.53 87 87
JUN -0.034 0.15 -9999 0 -0.46 57 57
mol:Ca++ 0 0 -9999 0 -10000 0 0
PIK3R1 -0.01 0.11 -9999 0 -0.42 33 33
FOS -0.11 0.2 -9999 0 -0.37 171 171
Antigen/IgE/Fc epsilon R1/LYN/SYK -0.097 0.18 -9999 0 -0.44 83 83
CHUK -0.046 0.12 -9999 0 -0.27 87 87
KLRG1 -0.084 0.17 -9999 0 -0.43 71 71
VAV1 -0.1 0.2 -9999 0 -0.48 82 82
calcium-dependent protein kinase C activity 0 0 -9999 0 -10000 0 0
CBL -0.086 0.18 -9999 0 -0.45 69 69
negative regulation of mast cell degranulation -0.079 0.16 -9999 0 -0.4 71 71
BTK -0.11 0.23 -9999 0 -0.54 85 85
Fc epsilon R1/FcgammaRIIB/SHIP/RasGAP/p62DOK -0.13 0.25 -9999 0 -0.64 82 82
GAB2/PI3K/SHP2 -0.1 0.15 -9999 0 -0.44 72 72
Antigen/IgE/Fc epsilon R1/LYN/SYK/WIP -0.097 0.2 -9999 0 -0.52 72 72
RAF1 0.029 0.026 -9999 0 -10000 0 0
Fc epsilon R1/FcgammaRIIB/SHIP -0.12 0.21 -9999 0 -0.37 179 179
FCER1G 0.02 0.026 -9999 0 -0.26 4 4
FCER1A -0.074 0.2 -9999 0 -0.51 91 91
Antigen/IgE/Fc epsilon R1/Fyn -0.095 0.18 -9999 0 -0.33 167 167
MAPK3 0.037 0.026 -9999 0 -10000 0 0
MAPK1 0.037 0.026 -9999 0 -10000 0 0
NFKB1 0.017 0.023 -9999 0 -0.52 1 1
MAPK8 -0.02 0.11 -9999 0 -0.48 19 19
DUSP1 -0.038 0.15 -9999 0 -0.41 69 69
NF-kappa-B/RelA -0.039 0.061 -9999 0 -0.18 40 40
actin cytoskeleton reorganization -0.088 0.18 -9999 0 -0.48 65 65
mol:Glucocorticoid Dexamethasone 0 0 -9999 0 -10000 0 0
PI3K -0.091 0.2 -9999 0 -0.46 91 91
FER -0.086 0.18 -9999 0 -0.45 70 70
RELA 0.018 0 -9999 0 -10000 0 0
ITK -0.053 0.13 -9999 0 -0.41 51 51
SOS1 0.017 0.023 -9999 0 -0.52 1 1
PLCG1 -0.1 0.22 -9999 0 -0.52 87 87
cytokine secretion -0.029 0.044 -9999 0 -0.17 3 3
SPHK1 -0.11 0.2 -9999 0 -0.46 90 90
PTK2 -0.092 0.19 -9999 0 -0.5 65 65
NTAL/PLCgamma1/GRB2/SLP76/GADs -0.14 0.21 -9999 0 -0.52 93 93
EDG1 -0.013 0.089 -9999 0 -0.28 46 46
mol:DAG -0.095 0.22 -9999 0 -0.5 88 88
MAP2K2 0.032 0.031 -9999 0 -10000 0 0
MAP2K1 0.033 0.024 -9999 0 -10000 0 0
MAP2K7 0.017 0.023 -9999 0 -0.52 1 1
KLRG1/SHP2 -0.073 0.15 -9999 0 -0.39 69 69
MAP2K4 -0.011 0.16 -9999 0 -0.91 16 16
Fc epsilon R1/FcgammaRIIB -0.12 0.22 -9999 0 -0.39 179 179
mol:Choline -0.087 0.17 -9999 0 -0.39 95 95
SHC/Grb2/SOS1 -0.066 0.17 -9999 0 -0.42 68 68
FYN 0.008 0.067 -9999 0 -0.41 12 12
DOK1 0.002 0.083 -9999 0 -0.41 19 19
PXN -0.079 0.18 -9999 0 -0.46 65 65
HCLS1 -0.096 0.19 -9999 0 -0.48 76 76
PRKCB -0.069 0.16 -9999 0 -0.36 89 89
FCGR2B -0.031 0.15 -9999 0 -0.5 50 50
IGHE -0.003 0.006 -9999 0 -10000 0 0
KLRG1/SHIP -0.08 0.16 -9999 0 -0.41 71 71
LCP2 -0.004 0.098 -9999 0 -0.4 27 27
PLA2G4A -0.11 0.21 -9999 0 -0.47 101 101
RASA1 0.004 0.078 -9999 0 -0.42 16 16
mol:Phosphatidic acid -0.087 0.17 -9999 0 -0.39 95 95
IKK complex -0.023 0.098 -9999 0 -0.2 70 70
WIPF1 0.005 0.076 -9999 0 -0.4 16 16
IL23-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
CCL2 -0.23 0.53 -10000 0 -1.3 86 86
IL23A -0.21 0.49 -10000 0 -1.2 73 73
NF kappa B1 p50/RelA/I kappa B alpha -0.22 0.42 -10000 0 -1 89 89
positive regulation of T cell mediated cytotoxicity -0.21 0.51 -10000 0 -1.1 92 92
ITGA3 -0.2 0.48 -10000 0 -1.1 82 82
IL17F -0.097 0.32 -10000 0 -0.68 76 76
IL12B 0.004 0.084 -10000 0 -0.37 19 19
STAT1 (dimer) -0.21 0.49 -10000 0 -1.1 93 93
CD4 -0.17 0.44 -10000 0 -1 72 72
IL23 -0.2 0.47 -10000 0 -1.1 73 73
IL23R -0.011 0.18 -10000 0 -1.4 7 7
IL1B -0.23 0.53 -10000 0 -1.3 84 84
T-helper cell lineage commitment 0 0 -10000 0 -10000 0 0
IL24 -0.18 0.44 -10000 0 -1.1 69 69
TYK2 0.013 0.024 -10000 0 -10000 0 0
STAT4 -0.024 0.13 -10000 0 -0.42 50 50
STAT3 0.015 0.041 -10000 0 -0.52 3 3
IL18RAP -0.075 0.18 -10000 0 -0.41 114 114
IL12RB1 0.013 0.024 -10000 0 -10000 0 0
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
IL12Rbeta1/TYK2 0.017 0.031 -10000 0 -10000 0 0
IL23R/JAK2 -0.013 0.19 -10000 0 -1 10 10
positive regulation of chronic inflammatory response -0.21 0.51 -10000 0 -1.1 92 92
natural killer cell activation 0.001 0.012 0.073 8 -10000 0 8
JAK2 0.011 0.065 -10000 0 -0.34 12 12
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
NFKB1 0.016 0.024 -10000 0 -0.52 1 1
RELA 0.017 0.004 -10000 0 -10000 0 0
positive regulation of dendritic cell antigen processing and presentation -0.19 0.45 -10000 0 -1.1 73 73
ALOX12B -0.17 0.44 -10000 0 -1.1 66 66
CXCL1 -0.27 0.54 -10000 0 -1.1 120 120
T cell proliferation -0.21 0.51 -10000 0 -1.1 92 92
NFKBIA 0.014 0.043 -10000 0 -0.46 4 4
IL17A -0.052 0.26 -10000 0 -0.55 54 54
PI3K -0.19 0.47 -10000 0 -1 90 90
IFNG -0.027 0.05 0.12 2 -0.12 59 61
STAT3 (dimer) -0.21 0.41 -10000 0 -0.99 89 89
IL18R1 -0.014 0.11 -10000 0 -0.41 37 37
IL23/IL23R/JAK2/TYK2/SOCS3 -0.08 0.28 -10000 0 -0.59 64 64
IL18/IL18R -0.082 0.2 -10000 0 -0.41 117 117
macrophage activation -0.015 0.017 -10000 0 -0.044 71 71
TNF -0.2 0.49 -10000 0 -1.2 76 76
STAT3/STAT4 -0.24 0.45 -10000 0 -1 96 96
STAT4 (dimer) -0.21 0.5 -10000 0 -1.1 96 96
IL18 -0.05 0.17 -10000 0 -0.44 76 76
IL19 -0.19 0.44 -10000 0 -1.1 72 72
STAT5A (dimer) -0.2 0.49 -10000 0 -1.1 93 93
STAT1 -0.02 0.12 -10000 0 -0.33 58 58
SOCS3 0.005 0.074 -10000 0 -0.38 17 17
CXCL9 -0.27 0.57 -10000 0 -1.2 124 124
MPO -0.17 0.44 -10000 0 -1 70 70
positive regulation of humoral immune response -0.21 0.51 -10000 0 -1.1 92 92
IL23/IL23R/JAK2/TYK2 -0.22 0.54 -10000 0 -1.2 92 92
IL6 -0.26 0.55 -10000 0 -1.2 100 100
STAT5A 0.011 0.056 -10000 0 -0.42 8 8
IL2 0.008 0.053 -10000 0 -0.34 10 10
positive regulation of tyrosine phosphorylation of STAT protein 0.001 0.012 0.073 8 -10000 0 8
CD3E -0.17 0.44 -10000 0 -1 68 68
keratinocyte proliferation -0.21 0.51 -10000 0 -1.1 92 92
NOS2 -0.18 0.44 -10000 0 -0.96 92 92
Thromboxane A2 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
TGM2 -0.015 0.12 -10000 0 -0.38 44 44
GNB1/GNG2 -0.058 0.078 -10000 0 -0.18 139 139
AKT1 -0.023 0.12 -10000 0 -0.21 80 80
EGF -0.14 0.23 -10000 0 -0.42 193 193
mol:TXA2 0 0.001 -10000 0 -10000 0 0
FGR 0.03 0.061 -10000 0 -0.29 5 5
mol:Ca2+ -0.048 0.17 -10000 0 -0.29 141 141
LYN 0.029 0.062 -10000 0 -0.29 5 5
RhoA/GTP -0.041 0.056 -10000 0 -0.13 82 82
mol:PGI2 0 0 -10000 0 -10000 0 0
SYK -0.066 0.19 -10000 0 -0.35 142 142
GNG2 0.016 0.029 -10000 0 -0.34 3 3
ARRB2 0.018 0 -10000 0 -10000 0 0
TP alpha/Gq family/GDP/G beta5/gamma2 -0.004 0.1 -10000 0 -0.39 22 22
G beta5/gamma2 -0.075 0.1 -10000 0 -0.24 138 138
PRKCH -0.062 0.19 -10000 0 -0.35 139 139
DNM1 0.013 0.047 -10000 0 -0.37 7 7
TXA2/TP beta/beta Arrestin3 0.006 0.019 -10000 0 -10000 0 0
mol:GTP 0 0.002 -10000 0 -10000 0 0
PTGDR -0.002 0.088 -10000 0 -0.35 29 29
G12 family/GTP -0.096 0.13 -10000 0 -0.3 141 141
ADRBK1 0.018 0 -10000 0 -10000 0 0
ADRBK2 0.002 0.088 -10000 0 -0.49 16 16
RhoA/GTP/ROCK1 0.016 0.05 -10000 0 -0.31 12 12
mol:GDP 0.019 0.12 0.34 21 -10000 0 21
mol:NADP 0.017 0.012 -10000 0 -0.25 1 1
RAB11A 0.016 0.029 -10000 0 -0.34 3 3
PRKG1 0.017 0.012 -10000 0 -0.25 1 1
mol:IP3 -0.067 0.2 -10000 0 -0.37 141 141
cell morphogenesis 0.016 0.05 -10000 0 -0.31 12 12
PLCB2 -0.1 0.26 -10000 0 -0.5 141 141
mol:cGMP 0 0.001 -10000 0 -10000 0 0
BLK 0.016 0.073 -10000 0 -0.26 11 11
mol:PDG2 0 0 -10000 0 -10000 0 0
HCK 0.02 0.085 -10000 0 -0.32 19 19
RHOA 0.005 0.08 -10000 0 -0.52 12 12
PTGIR 0.016 0.033 -10000 0 -0.52 2 2
PRKCB1 -0.081 0.22 -10000 0 -0.4 143 143
GNAQ 0 0 -10000 0 -10000 0 0
mol:L-citrulline 0.017 0.012 -10000 0 -0.25 1 1
TXA2/TXA2-R family -0.11 0.27 -10000 0 -0.52 140 140
LCK -0.008 0.11 -10000 0 -0.26 48 48
TXA2/TP beta/beta Arrestin3/RAB11/GDP 0.034 0.044 -10000 0 -0.36 2 2
TXA2-R family/G12 family/GDP/G beta/gamma 0.029 0.059 -10000 0 -0.53 5 5
TXA2/TP beta/beta Arrestin2/RAB11/GDP 0.034 0.044 -10000 0 -0.22 12 12
MAPK14 -0.033 0.13 -10000 0 -0.23 137 137
TGM2/GTP -0.079 0.23 -10000 0 -0.41 147 147
MAPK11 -0.033 0.13 -10000 0 -0.23 137 137
ARHGEF1 -0.021 0.1 -10000 0 -0.17 136 136
GNAI2 0.006 0.075 -10000 0 -0.48 12 12
JNK cascade -0.069 0.21 -10000 0 -0.38 140 140
RAB11/GDP 0.016 0.028 -10000 0 -0.34 3 3
ICAM1 -0.052 0.17 -10000 0 -0.3 139 139
cAMP biosynthetic process -0.063 0.19 -10000 0 -0.34 140 140
Gq family/GTP/EBP50 -0.038 0.11 -10000 0 -0.25 94 94
actin cytoskeleton reorganization 0.016 0.05 -10000 0 -0.31 12 12
SRC 0.029 0.062 -10000 0 -0.27 6 6
GNB5 0.005 0.081 -10000 0 -0.5 13 13
GNB1 0.013 0.052 -10000 0 -0.52 5 5
EGF/EGFR -0.028 0.11 -10000 0 -0.28 49 49
VCAM1 -0.054 0.17 -10000 0 -0.31 145 145
TP beta/Gq family/GDP/G beta5/gamma2 -0.004 0.1 -10000 0 -0.39 22 22
platelet activation -0.042 0.17 -10000 0 -0.3 139 139
PGI2/IP 0.012 0.024 -10000 0 -0.38 2 2
PRKACA 0.015 0.046 -10000 0 -0.26 12 12
Gq family/GDP/G beta5/gamma2 -0.005 0.096 -10000 0 -0.36 22 22
TXA2/TP beta/beta Arrestin2 -0.005 0.044 -10000 0 -0.56 3 3
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
TBXA2R 0.021 0.044 -10000 0 -0.24 12 12
mol:DAG -0.079 0.22 -10000 0 -0.41 141 141
EGFR -0.079 0.18 -10000 0 -0.35 139 139
TXA2/TP alpha -0.09 0.25 -10000 0 -0.46 139 139
Gq family/GTP -0.038 0.078 -10000 0 -0.24 58 58
YES1 0.026 0.07 -10000 0 -0.34 6 6
GNAI2/GTP -0.015 0.055 -10000 0 -0.24 17 17
PGD2/DP -0.001 0.062 -10000 0 -0.24 29 29
SLC9A3R1 -0.043 0.16 -10000 0 -0.44 70 70
FYN 0.026 0.073 -10000 0 -0.31 12 12
mol:NO 0.017 0.012 -10000 0 -0.25 1 1
GNA15 0.002 0.076 -10000 0 -0.34 23 23
PGK/cGMP 0.023 0.01 -10000 0 -10000 0 0
RhoA/GDP 0.006 0.079 -10000 0 -0.51 12 12
TP alpha/TGM2/GDP/G beta/gamma 0.028 0.078 -10000 0 -0.37 7 7
NOS3 0.017 0.012 -10000 0 -0.26 1 1
RAC1 0.018 0 -10000 0 -10000 0 0
PRKCA -0.061 0.19 -10000 0 -0.34 140 140
PRKCB -0.064 0.19 -10000 0 -0.35 141 141
PRKCE -0.062 0.19 -10000 0 -0.35 139 139
PRKCD -0.068 0.2 -10000 0 -0.37 140 140
PRKCG -0.069 0.2 -10000 0 -0.37 140 140
muscle contraction -0.095 0.25 -10000 0 -0.48 140 140
PRKCZ -0.06 0.18 -10000 0 -0.34 140 140
ARR3 0.017 0.012 -10000 0 -0.25 1 1
TXA2/TP beta 0.028 0.059 -10000 0 -0.22 24 24
PRKCQ -0.068 0.2 -10000 0 -0.35 145 145
MAPKKK cascade -0.086 0.23 -10000 0 -0.44 141 141
SELE -0.077 0.2 -10000 0 -0.38 144 144
TP beta/GNAI2/GDP/G beta/gamma 0.038 0.068 -10000 0 -0.37 7 7
ROCK1 0.018 0 -10000 0 -10000 0 0
GNA14 -0.079 0.18 -10000 0 -0.35 140 140
chemotaxis -0.13 0.31 -10000 0 -0.61 139 139
GNA12 0.018 0 -10000 0 -10000 0 0
GNA13 0.011 0.055 -10000 0 -0.36 10 10
GNA11 0.014 0.047 -10000 0 -0.52 4 4
Rac1/GTP 0.013 0.002 -10000 0 -10000 0 0
Signaling events mediated by the Hedgehog family

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
TGFB2 -0.1 0.26 -10000 0 -0.62 82 82
IHH -0.014 0.093 -10000 0 -0.48 14 14
SHH Np/Cholesterol/GAS1 -0.057 0.14 -10000 0 -0.29 133 133
LRPAP1 0.016 0.026 -10000 0 -0.39 2 2
dorsoventral neural tube patterning 0.056 0.14 0.29 133 -10000 0 133
SMO/beta Arrestin2 -0.055 0.17 -10000 0 -0.44 60 60
SMO -0.066 0.18 -10000 0 -0.47 61 61
AKT1 -0.027 0.13 -10000 0 -0.5 22 22
ARRB2 0.018 0 -10000 0 -10000 0 0
BOC -0.02 0.12 -10000 0 -0.38 50 50
ADRBK1 0.018 0 -10000 0 -10000 0 0
heart looping -0.065 0.18 -10000 0 -0.46 61 61
STIL -0.052 0.15 -10000 0 -0.37 53 53
DHH N/PTCH2 0.026 0 -10000 0 -10000 0 0
DHH N/PTCH1 -0.028 0.13 -10000 0 -0.31 48 48
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
DHH 0.018 0 -10000 0 -10000 0 0
PTHLH -0.12 0.31 -10000 0 -0.76 81 81
determination of left/right symmetry -0.065 0.18 -10000 0 -0.46 61 61
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
skeletal system development -0.12 0.31 -10000 0 -0.75 81 81
IHH N/Hhip 0.004 0.068 -10000 0 -0.32 18 18
DHH N/Hhip 0.021 0.037 -10000 0 -0.37 3 3
mol:Cholesterol 0 0 -10000 0 -10000 0 0
heart development -0.065 0.18 -10000 0 -0.46 61 61
pancreas development 0.011 0.052 -10000 0 -0.33 11 11
HHAT -0.045 0.17 -10000 0 -0.51 63 63
PI3K 0.005 0.082 -10000 0 -0.37 21 21
EntrezGene:84976 0 0 -10000 0 -10000 0 0
GAS1 -0.072 0.19 -10000 0 -0.47 98 98
somite specification -0.065 0.18 -10000 0 -0.46 61 61
SHH Np/Cholesterol/PTCH1 -0.049 0.14 -10000 0 -0.36 49 49
SHH Np/Cholesterol/PTCH2 -0.007 0.098 -10000 0 -0.28 61 61
SHH Np/Cholesterol/Megalin -0.1 0.18 -10000 0 -0.33 181 181
SHH -0.021 0.13 -10000 0 -0.37 61 61
catabolic process -0.042 0.14 -10000 0 -0.33 76 76
SMO/Vitamin D3 -0.061 0.17 -10000 0 -0.4 67 67
SHH Np/Cholesterol/Hhip -0.01 0.1 -10000 0 -0.28 64 64
LRP2 -0.16 0.24 -10000 0 -0.48 183 183
receptor-mediated endocytosis -0.12 0.2 -10000 0 -0.45 99 99
SHH Np/Cholesterol/BOC -0.027 0.12 -10000 0 -0.28 85 85
SHH Np/Cholesterol/CDO -0.019 0.11 -10000 0 -0.29 74 74
mesenchymal cell differentiation 0.011 0.1 0.28 64 -10000 0 64
mol:Vitamin D3 -0.047 0.14 -10000 0 -0.36 49 49
IHH N/PTCH2 0.01 0.055 -10000 0 -0.32 11 11
CDON -0.004 0.099 -10000 0 -0.41 27 27
IHH N/PTCH1 -0.04 0.14 -10000 0 -0.33 76 76
Megalin/LRPAP1 -0.1 0.18 -10000 0 -0.37 158 158
PTCH2 0.018 0 -10000 0 -10000 0 0
SHH Np/Cholesterol -0.017 0.097 -10000 0 -0.28 61 61
PTCH1 -0.043 0.14 -10000 0 -0.33 76 76
HHIP 0.011 0.052 -10000 0 -0.33 11 11
Nongenotropic Androgen signaling

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
PTK2 0.011 0.02 -10000 0 -0.24 3 3
GNB1/GNG2 -0.031 0.13 -10000 0 -0.28 107 107
regulation of S phase of mitotic cell cycle -0.031 0.12 -10000 0 -0.24 120 120
GNAO1 0.016 0.024 -10000 0 -0.25 4 4
HRAS 0.011 0.051 -10000 0 -0.41 7 7
SHBG/T-DHT 0.012 0 -10000 0 -10000 0 0
PELP1 0.017 0.001 -10000 0 -10000 0 0
AKT1 0.008 0.038 -10000 0 -0.26 9 9
MAP2K1 -0.032 0.12 -10000 0 -0.32 32 32
T-DHT/AR -0.064 0.16 -10000 0 -0.38 104 104
G-protein coupled receptor activity 0 0 -10000 0 -10000 0 0
mol:GTP -0.001 0.003 -10000 0 -0.005 165 165
GNAI2 0.006 0.075 -10000 0 -0.48 12 12
GNAI3 0.018 0 -10000 0 -10000 0 0
GNAI1 -0.017 0.12 -10000 0 -0.38 46 46
mol:GDP -0.089 0.17 -10000 0 -0.43 103 103
cell proliferation -0.066 0.18 -10000 0 -0.4 84 84
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
FOS -0.13 0.3 -10000 0 -0.78 81 81
mol:Ca2+ -0.014 0.022 -10000 0 -0.06 72 72
MAPK3 -0.05 0.14 -10000 0 -0.38 43 43
MAPK1 -0.029 0.092 -10000 0 -0.27 26 26
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
mol:IP3 -0.001 0.002 -10000 0 -0.003 171 171
cAMP biosynthetic process 0.013 0.021 -10000 0 -10000 0 0
GNG2 0.016 0.029 -10000 0 -0.34 3 3
potassium channel inhibitor activity -0.001 0.002 -10000 0 -0.003 171 171
HRAS/GTP -0.036 0.12 -10000 0 -0.26 107 107
actin cytoskeleton reorganization -0.01 0.049 -10000 0 -0.24 21 21
SRC 0.015 0.035 -10000 0 -0.43 3 3
voltage-gated calcium channel activity -0.001 0.002 -10000 0 -0.003 171 171
PI3K 0.006 0.07 -10000 0 -0.31 21 21
apoptosis 0.064 0.17 0.41 83 -10000 0 83
T-DHT/AR/PELP1 -0.044 0.13 -10000 0 -0.32 103 103
HRAS/GDP -0.063 0.18 -10000 0 -0.4 105 105
CREB1 -0.069 0.18 -10000 0 -0.44 82 82
RAC1-CDC42/GTP 0.02 0.057 -10000 0 -0.24 21 21
AR -0.089 0.21 -10000 0 -0.52 104 104
GNB1 0.013 0.052 -10000 0 -0.52 5 5
RAF1 -0.033 0.12 -10000 0 -0.25 107 107
RAC1-CDC42/GDP -0.047 0.17 -10000 0 -0.38 103 103
T-DHT/AR/PELP1/Src -0.032 0.12 -10000 0 -0.28 105 105
MAP2K2 -0.033 0.12 -10000 0 -0.33 32 32
T-DHT/AR/PELP1/Src/PI3K -0.032 0.12 -10000 0 -0.24 120 120
GNAZ 0.001 0.088 -10000 0 -0.44 19 19
SHBG 0.018 0 -10000 0 -10000 0 0
Gi family/GNB1/GNG2/GDP 0.002 0.1 -10000 0 -0.43 16 16
mol:T-DHT 0 0.001 0.002 1 -0.003 52 53
RAC1 0.018 0 -10000 0 -10000 0 0
GNRH1 0 0.057 -10000 0 -0.23 26 26
Gi family/GTP -0.022 0.092 -10000 0 -0.22 53 53
CDC42 0.018 0 -10000 0 -10000 0 0
Stabilization and expansion of the E-cadherin adherens junction

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
adherens junction organization -0.027 0.13 -10000 0 -0.26 110 110
epithelial cell differentiation -0.007 0.1 -10000 0 -0.26 76 76
CYFIP2 -0.042 0.16 -10000 0 -0.47 65 65
ENAH 0.012 0.096 -10000 0 -0.31 14 14
EGFR -0.079 0.18 -10000 0 -0.35 139 139
EPHA2 0.008 0.059 -10000 0 -0.33 14 14
MYO6 -0.012 0.11 -10000 0 -0.25 90 90
CTNNB1 0.001 0.09 -10000 0 -0.45 19 19
ABI1/Sra1/Nap1 -0.004 0.11 -10000 0 -0.31 53 53
AQP5 -0.086 0.19 -10000 0 -0.46 87 87
CTNND1 0.016 0.029 -10000 0 -0.34 3 3
mol:PI-4-5-P2 -0.004 0.1 -10000 0 -0.24 78 78
regulation of calcium-dependent cell-cell adhesion -0.014 0.1 -10000 0 -0.24 82 82
EGF -0.14 0.23 -10000 0 -0.42 193 193
NCKAP1 0.015 0.031 -10000 0 -0.32 4 4
AQP3 -0.088 0.2 -10000 0 -0.49 86 86
cortical microtubule organization -0.007 0.1 -10000 0 -0.26 76 76
GO:0000145 -0.006 0.095 -10000 0 -0.23 78 78
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin -0.004 0.11 -10000 0 -0.26 76 76
MLLT4 -0.006 0.11 -10000 0 -0.46 26 26
ARF6/GDP -0.04 0.086 -10000 0 -0.39 12 12
ARF6 0.016 0.033 -10000 0 -0.52 2 2
Ephrin A1/EPHA2/NCK1/GIT1 0.025 0.071 -10000 0 -0.27 24 24
mol:Ca2+ 0 0 -10000 0 -10000 0 0
VASP -0.006 0.12 -10000 0 -0.44 15 15
PVRL2 0.002 0.089 -10000 0 -0.52 15 15
ZYX -0.009 0.11 -10000 0 -0.24 85 85
ARF6/GTP 0.03 0.072 -10000 0 -0.27 22 22
CDH1 -0.049 0.17 -10000 0 -0.48 70 70
EGFR/EGFR/EGF/EGF -0.14 0.14 -10000 0 -0.38 92 92
RhoA/GDP -0.01 0.11 -10000 0 -0.25 85 85
actin cytoskeleton organization -0.007 0.11 -10000 0 -0.38 8 8
IGF-1R heterotetramer -0.083 0.2 -10000 0 -0.47 110 110
GIT1 0.014 0.035 -10000 0 -0.3 6 6
IGF1R -0.083 0.2 -10000 0 -0.47 110 110
IGF1 -0.1 0.2 -10000 0 -0.41 146 146
DIAPH1 -0.055 0.18 -10000 0 -0.58 53 53
Wnt receptor signaling pathway 0.007 0.1 0.26 76 -10000 0 76
RHOA 0.005 0.08 -10000 0 -0.52 12 12
RhoA/GTP -0.044 0.089 -10000 0 -0.37 16 16
CTNNA1 0.017 0.023 -10000 0 -0.52 1 1
VCL -0.007 0.11 -10000 0 -0.39 8 8
EFNA1 0 0.094 -10000 0 -0.49 18 18
LPP -0.003 0.1 -10000 0 -0.4 7 7
Ephrin A1/EPHA2 -0.044 0.094 -10000 0 -0.29 23 23
SEC6/SEC8 -0.045 0.092 -10000 0 -0.41 10 10
MGAT3 -0.014 0.11 -10000 0 -0.25 82 82
HGF/MET -0.044 0.089 -10000 0 -0.23 87 87
HGF 0.008 0.069 -10000 0 -0.45 11 11
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN -0.027 0.13 -10000 0 -0.26 110 110
actin cable formation 0.017 0.1 -10000 0 -0.28 21 21
KIAA1543 0.001 0.1 -10000 0 -0.23 79 79
KIFC3 -0.005 0.1 -10000 0 -0.24 77 77
NCK1 0.011 0.045 -10000 0 -0.28 12 12
EXOC3 0.017 0.012 -10000 0 -0.25 1 1
ACTN1 -0.009 0.11 -10000 0 -0.24 85 85
NCK1/GIT1 0.019 0.042 -10000 0 -0.44 2 2
mol:GDP -0.007 0.1 -10000 0 -0.26 76 76
EXOC4 0.016 0.033 -10000 0 -0.52 2 2
STX4 -0.003 0.1 -10000 0 -0.24 76 76
PIP5K1C -0.004 0.1 -10000 0 -0.24 78 78
LIMA1 -0.024 0.14 -10000 0 -0.52 41 41
ABI1 0.016 0.02 -10000 0 -0.25 3 3
ROCK1 0.009 0.1 -10000 0 -0.32 16 16
adherens junction assembly 0.012 0.11 -10000 0 -0.4 11 11
IGF-1R heterotetramer/IGF1 -0.12 0.16 -10000 0 -0.3 203 203
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin -0.002 0.1 -10000 0 -0.39 33 33
MET 0 0.075 -10000 0 -0.29 31 31
PLEKHA7 -0.003 0.099 -10000 0 -0.24 77 77
mol:GTP 0.024 0.07 -10000 0 -0.27 24 24
establishment of epithelial cell apical/basal polarity 0.006 0.11 -10000 0 -0.41 10 10
cortical actin cytoskeleton stabilization -0.027 0.13 -10000 0 -0.26 110 110
regulation of cell-cell adhesion -0.007 0.11 -10000 0 -0.38 8 8
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN/cortical actin cytoskeleton -0.027 0.13 -10000 0 -0.26 110 110
PLK2 and PLK4 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
PLK2 -0.049 0.17 -9999 0 -0.44 77 77
PLK4 0.008 0.065 -9999 0 -0.38 13 13
regulation of centriole replication -0.029 0.13 -9999 0 -0.37 59 59
E-cadherin signaling events

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
E-cadherin/beta catenin-gamma catenin -0.02 0.13 -9999 0 -0.32 78 78
E-cadherin/beta catenin -0.034 0.14 -9999 0 -0.38 74 74
CTNNB1 0.001 0.09 -9999 0 -0.45 19 19
JUP 0.011 0.056 -9999 0 -0.42 8 8
CDH1 -0.049 0.17 -9999 0 -0.48 70 70
Syndecan-4-mediated signaling events

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
PTK2 -0.042 0.19 -9999 0 -0.51 66 66
Syndecan-4/Syndesmos -0.044 0.21 -9999 0 -0.51 71 71
positive regulation of JNK cascade -0.072 0.22 -9999 0 -0.51 88 88
Syndecan-4/ADAM12 -0.071 0.24 -9999 0 -0.54 94 94
CCL5 -0.051 0.18 -9999 0 -0.49 71 71
Rac1/GDP 0.013 0 -9999 0 -10000 0 0
DNM2 0.017 0.012 -9999 0 -0.25 1 1
ITGA5 0.015 0.035 -9999 0 -0.43 3 3
SDCBP 0.003 0.081 -9999 0 -0.4 19 19
PLG 0.016 0.033 -9999 0 -0.51 2 2
ADAM12 -0.051 0.17 -9999 0 -0.47 74 74
mol:GTP 0 0 -9999 0 -10000 0 0
NUDT16L1 0.01 0.063 -9999 0 -0.49 8 8
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
Syndecan-4/PKC alpha -0.006 0.012 -9999 0 -10000 0 0
Syndecan-4/Laminin alpha1 -0.041 0.21 -9999 0 -0.51 71 71
Syndecan-4/CXCL12/CXCR4 -0.077 0.24 -9999 0 -0.54 88 88
Syndecan-4/Laminin alpha3 -0.08 0.23 -9999 0 -0.55 77 77
MDK -0.016 0.12 -9999 0 -0.37 46 46
Syndecan-4/FZD7 -0.07 0.23 -9999 0 -0.53 85 85
Syndecan-4/Midkine -0.055 0.21 -9999 0 -0.52 76 76
FZD7 -0.049 0.16 -9999 0 -0.4 85 85
Syndecan-4/FGFR1/FGF -0.074 0.22 -9999 0 -0.49 87 87
THBS1 -0.025 0.14 -9999 0 -0.52 42 42
integrin-mediated signaling pathway -0.062 0.22 -9999 0 -0.51 84 84
positive regulation of MAPKKK cascade -0.072 0.22 -9999 0 -0.51 88 88
Syndecan-4/TACI -0.042 0.2 -9999 0 -0.51 72 72
CXCR4 -0.028 0.14 -9999 0 -0.42 55 55
cell adhesion -0.008 0.1 -9999 0 -0.29 56 56
Syndecan-4/Dynamin -0.04 0.2 -9999 0 -0.51 71 71
Syndecan-4/TSP1 -0.06 0.22 -9999 0 -0.52 81 81
Syndecan-4/GIPC -0.042 0.2 -9999 0 -0.51 71 71
Syndecan-4/RANTES -0.072 0.23 -9999 0 -0.55 78 78
ITGB1 0.014 0.044 -9999 0 -0.41 5 5
LAMA1 0.015 0.026 -9999 0 -0.25 5 5
LAMA3 -0.07 0.19 -9999 0 -0.43 103 103
RAC1 0.018 0 -9999 0 -10000 0 0
PRKCA 0.018 0.05 -9999 0 -0.24 6 6
Syndecan-4/alpha-Actinin -0.045 0.21 -9999 0 -0.52 73 73
TFPI 0.004 0.061 -9999 0 -0.26 25 25
F2 0.017 0.007 -9999 0 -10000 0 0
alpha5/beta1 Integrin 0.022 0.041 -9999 0 -0.37 5 5
positive regulation of cell adhesion -0.072 0.22 -9999 0 -0.52 77 77
ACTN1 0.005 0.079 -9999 0 -0.48 13 13
TNC -0.039 0.14 -9999 0 -0.36 79 79
Syndecan-4/CXCL12 -0.067 0.23 -9999 0 -0.54 82 82
FGF6 0.009 0.066 -9999 0 -0.52 8 8
RHOA 0.005 0.08 -9999 0 -0.52 12 12
CXCL12 -0.041 0.16 -9999 0 -0.47 64 64
TNFRSF13B 0.013 0.035 -9999 0 -0.25 9 9
FGF2 -0.064 0.16 -9999 0 -0.34 122 122
FGFR1 -0.013 0.11 -9999 0 -0.35 44 44
Syndecan-4/PI-4-5-P2 -0.05 0.2 -9999 0 -0.52 71 71
mol:GDP 0 0 -9999 0 -10000 0 0
FN1 -0.047 0.16 -9999 0 -0.45 73 73
cell migration 0.002 0.008 -9999 0 -10000 0 0
PRKCD 0.015 0.041 -9999 0 -0.44 4 4
vasculogenesis -0.057 0.21 -9999 0 -0.5 81 81
SDC4 -0.053 0.22 -9999 0 -0.55 71 71
Syndecan-4/Tenascin C -0.065 0.22 -9999 0 -0.53 84 84
Syndecan-4/PI-4-5-P2/PKC alpha -0.005 0.009 -9999 0 -10000 0 0
Syndecan-4/Syntenin -0.047 0.21 -9999 0 -0.52 73 73
MMP9 -0.04 0.17 -9999 0 -0.5 60 60
Rac1/GTP -0.008 0.1 -9999 0 -0.3 56 56
cytoskeleton organization -0.041 0.2 -9999 0 -0.49 71 71
GIPC1 0.014 0.042 -9999 0 -0.45 4 4
Syndecan-4/TFPI -0.046 0.21 -9999 0 -0.51 73 73
ErbB4 signaling events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ErbB4/ErbB4/HBEGF/HBEGF -0.1 0.3 -10000 0 -0.84 59 59
epithelial cell differentiation -0.1 0.23 -10000 0 -0.7 59 59
ITCH 0.019 0.028 -10000 0 -10000 0 0
WWP1 -0.13 0.4 -10000 0 -1.4 44 44
FYN 0.008 0.067 -10000 0 -0.41 12 12
EGFR -0.079 0.18 -10000 0 -0.35 139 139
PRL 0.015 0.031 -10000 0 -0.32 4 4
neuron projection morphogenesis -0.032 0.22 -10000 0 -0.71 45 45
PTPRZ1 -0.028 0.11 -10000 0 -0.29 79 79
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/GRB2/SHC -0.047 0.25 -10000 0 -0.81 46 46
ErbB4 CYT2/ErbB4 CYT2/neuregulin 1 beta/neuregulin 1 beta -0.08 0.27 -10000 0 -0.9 47 47
ADAM17 0.017 0.037 -10000 0 -0.26 4 4
ErbB4/ErbB4 -0.11 0.32 -10000 0 -0.99 52 52
ErbB4/ErbB4/neuregulin 3/neuregulin 3 -0.1 0.3 -10000 0 -0.82 62 62
NCOR1 0.016 0.033 -10000 0 -0.52 2 2
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/Fyn -0.073 0.26 -10000 0 -0.84 49 49
GRIN2B -0.074 0.25 -10000 0 -0.8 49 49
ErbB4/ErbB2/betacellulin -0.12 0.28 -10000 0 -0.71 74 74
STAT1 -0.02 0.12 -10000 0 -0.33 58 58
HBEGF 0.005 0.072 -10000 0 -0.36 18 18
PRLR -0.03 0.15 -10000 0 -0.49 50 50
E4ICDs/ETO2 -0.17 0.34 -10000 0 -0.6 143 143
axon guidance -0.079 0.28 -10000 0 -0.88 50 50
NEDD4 0.003 0.095 -10000 0 -0.53 15 15
Prolactin receptor/Prolactin receptor/Prolactin -0.01 0.11 -10000 0 -0.37 45 45
CBFA2T3 -0.13 0.23 -10000 0 -0.45 162 162
ErbB4/ErbB2/HBEGF -0.091 0.27 -10000 0 -0.8 55 55
MAPK3 -0.04 0.23 -10000 0 -0.75 45 45
STAT1 (dimer) -0.11 0.3 -10000 0 -0.9 56 56
MAPK1 -0.04 0.23 -10000 0 -0.75 45 45
JAK2 0.01 0.053 -10000 0 -0.32 12 12
ErbB4/ErbB2/neuregulin 1 beta -0.09 0.27 -10000 0 -0.82 53 53
NRG1 0.018 0.047 -10000 0 -0.28 6 6
NRG3 0 0.081 -10000 0 -0.34 26 26
NRG2 -0.017 0.1 -10000 0 -0.3 57 57
NRG4 0.009 0.051 -10000 0 -0.27 16 16
heart development -0.079 0.28 -10000 0 -0.88 50 50
neural crest cell migration -0.088 0.26 -10000 0 -0.8 53 53
ERBB2 -0.007 0.088 -10000 0 -0.33 20 20
WWOX/E4ICDs -0.1 0.29 -10000 0 -0.88 55 55
SHC1 0.017 0.023 -10000 0 -0.52 1 1
ErbB4/EGFR/neuregulin 4 -0.13 0.31 -10000 0 -0.78 71 71
apoptosis 0.097 0.28 0.79 60 -10000 0 60
ErbB4/ErbB4/neuregulin 2 beta/neuregulin 2 beta -0.11 0.31 -10000 0 -0.85 61 61
ErbB4/ErbB2/epiregulin -0.1 0.27 -10000 0 -0.76 61 61
ErbB4/ErbB4/betacellulin/betacellulin -0.13 0.3 -10000 0 -0.64 100 100
ErbB4/ErbB4/HBEGF/HBEGF/Prolactin receptor/Prolactin receptor/Prolactin/JAK2 -0.088 0.29 -10000 0 -0.72 74 74
MDM2 -0.096 0.3 -10000 0 -0.88 55 55
ErbB4 JM-B/ErbB4 JM-B/neuregulin 1 beta/neuregulin 1 beta -0.062 0.25 -10000 0 -0.83 45 45
STAT5A -0.072 0.27 -10000 0 -0.84 50 50
ErbB4/EGFR/neuregulin 1 beta -0.11 0.28 -10000 0 -0.77 64 64
DLG4 0.018 0 -10000 0 -10000 0 0
GRB2/SHC 0.024 0.023 -10000 0 -0.37 1 1
E4ICDs/TAB2/NCoR1 -0.081 0.28 -10000 0 -0.84 54 54
STAT5A (dimer) -0.11 0.26 -10000 0 -0.79 59 59
MAP3K7IP2 0.014 0.047 -10000 0 -0.52 4 4
STAT5B (dimer) -0.068 0.27 -10000 0 -0.83 51 51
LRIG1 -0.032 0.15 -10000 0 -0.48 53 53
EREG -0.024 0.11 -10000 0 -0.28 74 74
BTC -0.05 0.17 -10000 0 -0.42 82 82
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta -0.081 0.28 -10000 0 -0.89 50 50
ERBB4 -0.11 0.32 -10000 0 -1 52 52
STAT5B 0.016 0.026 -10000 0 -0.39 2 2
YAP1 -0.014 0.1 -10000 0 -0.71 6 6
GRB2 0.016 0.024 -10000 0 -0.25 4 4
ErbB4/ErbB2/neuregulin 4 -0.088 0.27 -10000 0 -0.82 53 53
glial cell differentiation 0.079 0.28 0.83 54 -10000 0 54
WWOX -0.003 0.072 -10000 0 -0.25 40 40
cell proliferation -0.1 0.27 -10000 0 -0.69 72 72
BMP receptor signaling

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
BMP7/BMPR2/BMPR1A-1B/FS -0.065 0.13 -9999 0 -0.32 63 63
SMAD6-7/SMURF1 0.034 0.021 -9999 0 -0.3 1 1
NOG 0.009 0.056 -9999 0 -0.31 14 14
SMAD9 -0.023 0.12 -9999 0 -0.65 12 12
SMAD4 0.009 0.067 -9999 0 -0.49 9 9
SMAD5 -0.062 0.14 -9999 0 -0.38 55 55
BMP7/USAG1 -0.18 0.18 -9999 0 -0.39 202 202
SMAD5/SKI -0.051 0.14 -9999 0 -0.39 43 43
SMAD1 0.024 0.061 -9999 0 -0.37 7 7
BMP2 -0.019 0.11 -9999 0 -0.32 58 58
SMAD1/SMAD1/SMAD4 -0.01 0.044 -9999 0 -0.33 3 3
BMPR1A 0.009 0.068 -9999 0 -0.47 10 10
BMPR1B -0.11 0.16 -9999 0 -0.29 216 216
BMPR1A-1B/BAMBI -0.13 0.17 -9999 0 -0.36 157 157
AHSG 0.016 0.024 -9999 0 -0.25 4 4
CER1 0.017 0.012 -9999 0 -0.25 1 1
BMP2-4/CER1 -0.052 0.14 -9999 0 -0.35 84 84
BMP2-4/BMPR2/BMPR1A-1B/RGM/ENDOFIN/GADD34/PP1CA -0.053 0.14 -9999 0 -0.38 43 43
BMP2-4 (homodimer) -0.075 0.16 -9999 0 -0.42 83 83
RGMB 0.009 0.07 -9999 0 -0.52 9 9
BMP6/BMPR2/BMPR1A-1B -0.042 0.11 -9999 0 -0.3 53 53
RGMA -0.027 0.12 -9999 0 -0.3 75 75
SMURF1 0.018 0 -9999 0 -10000 0 0
BMP2-4/BMPR2/BMPR1A-1B/RGM/XIAP -0.072 0.14 -9999 0 -0.32 96 96
BMP2-4/USAG1 -0.2 0.2 -9999 0 -0.38 245 245
SMAD6/SMURF1/SMAD5 -0.051 0.14 -9999 0 -0.39 43 43
SOSTDC1 -0.23 0.23 -9999 0 -0.39 314 314
BMP7/BMPR2/BMPR1A-1B -0.06 0.12 -9999 0 -0.3 68 68
SKI 0.017 0.017 -9999 0 -0.25 2 2
BMP6 (homodimer) -0.006 0.089 -9999 0 -0.3 40 40
HFE2 0.004 0.08 -9999 0 -0.45 15 15
ZFYVE16 0.016 0.033 -9999 0 -0.52 2 2
MAP3K7 0.016 0.02 -9999 0 -0.25 3 3
BMP2-4/CHRD -0.059 0.16 -9999 0 -0.37 84 84
SMAD5/SMAD5/SMAD4 -0.055 0.14 -9999 0 -0.39 45 45
MAPK1 0.016 0.033 -9999 0 -0.52 2 2
TAK1/TAB family -0.032 0.13 -9999 0 -0.41 27 27
BMP7 (homodimer) -0.041 0.13 -9999 0 -0.29 101 101
NUP214 0.016 0.026 -9999 0 -0.39 2 2
BMP6/FETUA 0.008 0.065 -9999 0 -0.36 8 8
SMAD1/SKI 0.032 0.06 -9999 0 -0.34 7 7
SMAD6 0.016 0.024 -9999 0 -0.25 4 4
CTDSP2 0.014 0.044 -9999 0 -0.41 5 5
BMP2-4/FETUA -0.053 0.14 -9999 0 -0.35 84 84
MAP3K7IP1 0.018 0 -9999 0 -10000 0 0
GREM1 -0.038 0.16 -9999 0 -0.45 63 63
BMPR2 (homodimer) 0.016 0.033 -9999 0 -0.52 2 2
GADD34/PP1CA 0.03 0.04 -9999 0 -0.3 5 5
BMPR1A-1B (homodimer) -0.068 0.12 -9999 0 -0.38 39 39
CHRDL1 -0.013 0.09 -9999 0 -0.27 56 56
ENDOFIN/SMAD1 0.032 0.063 -9999 0 -0.36 8 8
SMAD6-7/SMURF1/SMAD1 0.046 0.058 -9999 0 -0.37 3 3
SMAD6/SMURF1 0.018 0 -9999 0 -10000 0 0
BAMBI -0.13 0.22 -9999 0 -0.41 182 182
SMURF2 0.009 0.058 -9999 0 -0.34 13 13
BMP2-4/CHRDL1 -0.068 0.16 -9999 0 -0.36 97 97
BMP2-4/GREM1 -0.085 0.18 -9999 0 -0.37 119 119
SMAD7 0.016 0.026 -9999 0 -0.39 2 2
SMAD8A/SMAD8A/SMAD4 -0.016 0.11 -9999 0 -0.47 20 20
SMAD1/SMAD6 0.033 0.06 -9999 0 -0.34 7 7
TAK1/SMAD6 0.025 0.014 -9999 0 -10000 0 0
BMP7 -0.041 0.13 -9999 0 -0.29 101 101
BMP6 -0.006 0.089 -9999 0 -0.3 40 40
MAP3K7IP2 0.014 0.047 -9999 0 -0.52 4 4
BMP2-4/BMPR2/BMPR1A-1B/RGM/SMAD7/SMURF1 -0.052 0.13 -9999 0 -0.37 40 40
PPM1A 0.016 0.026 -9999 0 -0.39 2 2
SMAD1/SMURF2 0.029 0.067 -9999 0 -0.36 7 7
SMAD7/SMURF1 0.025 0.019 -9999 0 -0.37 1 1
CTDSPL 0.011 0.062 -9999 0 -0.52 7 7
PPP1CA 0.011 0.048 -9999 0 -0.3 11 11
XIAP 0 0 -9999 0 -10000 0 0
CTDSP1 0.016 0.033 -9999 0 -0.52 2 2
PPP1R15A 0.016 0.029 -9999 0 -0.34 3 3
BMP2-4/BMPR2/BMPR1A-1B/RGM/FS -0.081 0.16 -9999 0 -0.36 89 89
CHRD 0.003 0.073 -9999 0 -0.33 22 22
BMPR2 0.016 0.033 -9999 0 -0.52 2 2
BMP2-4/BMPR2/BMPR1A-1B/RGM -0.074 0.15 -9999 0 -0.33 96 96
BMP4 -0.092 0.19 -9999 0 -0.39 143 143
FST -0.017 0.11 -9999 0 -0.32 54 54
BMP2-4/NOG -0.056 0.15 -9999 0 -0.35 88 88
BMP7/BMPR2/BMPR1A-1B/SMAD6/SMURF1 -0.048 0.11 -9999 0 -0.3 53 53
Caspase cascade in apoptosis

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
TOP1 -0.002 0.11 0.2 11 -0.25 63 74
ACTA1 -0.03 0.14 0.2 24 -0.32 71 95
NUMA1 -0.005 0.11 0.2 9 -0.25 67 76
SPTAN1 -0.01 0.13 0.23 14 -0.32 55 69
LIMK1 -0.029 0.15 0.22 11 -0.33 78 89
BIRC3 -0.085 0.19 -10000 0 -0.41 128 128
BIRC2 0.016 0.02 -10000 0 -0.25 3 3
BAX 0.016 0.02 -10000 0 -0.25 3 3
CASP10 -0.042 0.13 -10000 0 -0.31 100 100
CRMA 0 0 -10000 0 -10000 0 0
XIAP 0 0 -10000 0 -10000 0 0
PTK2 -0.003 0.12 0.2 10 -0.26 61 71
DIABLO 0.018 0 -10000 0 -10000 0 0
apoptotic nuclear changes -0.009 0.13 0.23 14 -0.32 55 69
response to UV 0 0 -10000 0 -10000 0 0
CRADD 0.01 0.063 -10000 0 -0.49 8 8
GSN -0.019 0.14 0.22 12 -0.33 66 78
MADD 0.018 0 -10000 0 -10000 0 0
TFAP2A -0.009 0.14 -10000 0 -0.56 27 27
BID -0.022 0.089 -10000 0 -0.2 96 96
MAP3K1 -0.029 0.13 -10000 0 -0.41 43 43
TRADD 0.016 0.026 -10000 0 -0.39 2 2
mol:Ca2+ 0 0 -10000 0 -10000 0 0
APAF-1/Pro-Caspase 9 0.022 0.041 -10000 0 -0.37 5 5
mol:Activated DNA 0 0 -10000 0 -10000 0 0
ARHGDIB -0.029 0.14 0.22 6 -0.33 73 79
CASP9 0.017 0.023 -10000 0 -0.52 1 1
DNA repair -0.02 0.075 0.28 9 -0.19 37 46
neuron apoptosis -0.026 0.17 -10000 0 -0.64 36 36
mol:NAD 0 0 -10000 0 -10000 0 0
DNA fragmentation during apoptosis -0.005 0.13 0.23 11 -0.3 56 67
APAF1 0.012 0.051 -10000 0 -0.41 7 7
CASP6 0.003 0.11 -10000 0 -0.7 7 7
TRAF2 0.014 0.042 -10000 0 -0.45 4 4
ICAD/CAD -0.003 0.13 0.23 11 -0.31 55 66
CASP7 0.044 0.12 0.29 68 -0.4 11 79
KRT18 -0.071 0.21 -10000 0 -0.57 76 76
apoptosis -0.005 0.13 0.22 33 -0.29 62 95
DFFA -0.01 0.13 0.23 14 -0.32 55 69
DFFB -0.01 0.13 0.23 14 -0.32 55 69
PARP1 0.02 0.075 0.19 37 -0.28 9 46
actin filament polymerization 0.026 0.14 0.3 86 -0.22 9 95
TNF -0.004 0.094 -10000 0 -0.36 31 31
CYCS -0.012 0.062 -10000 0 -0.14 80 80
SATB1 -0.019 0.13 -10000 0 -0.43 28 28
SLK -0.01 0.13 0.23 12 -0.32 56 68
p15 BID/BAX -0.011 0.081 -10000 0 -0.28 11 11
CASP2 0.011 0.089 -10000 0 -0.38 11 11
JNK cascade 0.029 0.13 0.41 43 -10000 0 43
CASP3 -0.017 0.14 0.21 39 -0.33 62 101
LMNB2 0.018 0.068 -10000 0 -0.25 13 13
RIPK1 0.017 0.023 -10000 0 -0.52 1 1
CASP4 -0.005 0.11 -10000 0 -0.49 24 24
Mammalian IAPs/DIABLO -0.024 0.11 -10000 0 -0.28 76 76
negative regulation of DNA binding -0.009 0.14 -10000 0 -0.56 27 27
stress fiber formation -0.01 0.13 0.23 13 -0.32 56 69
GZMB -0.058 0.16 -10000 0 -0.37 98 98
CASP1 -0.038 0.16 -10000 0 -0.42 60 60
LMNB1 -0.032 0.12 -10000 0 -0.29 38 38
APP -0.027 0.17 -10000 0 -0.65 36 36
TNFRSF1A 0.016 0.033 -10000 0 -0.52 2 2
response to stress 0 0 -10000 0 -10000 0 0
CASP8 0.013 0 -10000 0 -10000 0 0
VIM -0.009 0.13 0.22 34 -0.29 64 98
LMNA 0.014 0.076 -10000 0 -0.3 11 11
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD/PIDD 0.004 0.094 -10000 0 -0.38 13 13
LRDD 0.018 0 -10000 0 -10000 0 0
SREBF1 -0.036 0.15 0.23 11 -0.32 86 97
APAF-1/Caspase 9 0.014 0.068 -10000 0 -0.81 1 1
nuclear fragmentation during apoptosis -0.005 0.11 0.2 9 -0.24 67 76
CFL2 -0.027 0.15 0.22 9 -0.31 86 95
GAS2 -0.035 0.15 0.23 11 -0.32 84 95
positive regulation of apoptosis -0.002 0.08 -10000 0 -0.26 21 21
PRF1 -0.008 0.091 -10000 0 -0.3 43 43
Ephrin B reverse signaling

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
EFNB2 -0.008 0.11 -10000 0 -0.4 33 33
EPHB2 0.008 0.062 -10000 0 -0.32 16 16
EFNB1 0.017 0.051 -10000 0 -0.4 5 5
mol:GTP 0 0 -10000 0 -10000 0 0
Rac1/GDP 0.021 0.082 -10000 0 -0.4 6 6
Ephrin B2/EPHB1-2 -0.006 0.089 -10000 0 -0.28 34 34
neuron projection morphogenesis -0.023 0.061 -10000 0 -0.38 6 6
Ephrin B1/EPHB1-2/Tiam1 0.015 0.087 -10000 0 -0.29 22 22
DNM1 0.013 0.047 -10000 0 -0.37 7 7
cell-cell signaling 0 0.002 -10000 0 -10000 0 0
MAP2K4 -0.084 0.23 -10000 0 -0.55 95 95
YES1 -0.13 0.3 -10000 0 -0.84 81 81
Ephrin B1/EPHB1-2/NCK2 0.019 0.078 -10000 0 -0.28 17 17
PI3K -0.081 0.24 -10000 0 -0.56 97 97
mol:GDP 0.013 0.086 -10000 0 -0.29 22 22
ITGA2B 0.016 0.02 -10000 0 -0.25 3 3
endothelial cell proliferation -0.01 0.1 -10000 0 -0.33 40 40
FYN -0.13 0.3 -10000 0 -0.82 82 82
MAP3K7 -0.084 0.23 -10000 0 -0.63 81 81
FGR -0.11 0.3 -10000 0 -0.82 81 81
TIAM1 0.006 0.073 -10000 0 -0.44 13 13
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
RGS3 0.017 0.012 -10000 0 -0.25 1 1
cell adhesion -0.069 0.22 -10000 0 -0.55 86 86
LYN -0.12 0.3 -10000 0 -0.83 81 81
Ephrin B1/EPHB1-2/Src Family Kinases -0.12 0.28 -10000 0 -0.77 81 81
Ephrin B1/EPHB1-2 -0.11 0.25 -10000 0 -0.68 81 81
SRC -0.11 0.3 -10000 0 -0.82 81 81
ITGB3 0.002 0.075 -10000 0 -0.32 25 25
EPHB1 -0.022 0.1 -10000 0 -0.28 72 72
EPHB4 -0.013 0.12 -10000 0 -0.43 36 36
RAC1 0.018 0 -10000 0 -10000 0 0
Ephrin B2/EPHB4 -0.01 0.1 -10000 0 -0.34 40 40
alphaIIb/beta3 Integrin 0.014 0.056 -10000 0 -0.36 7 7
BLK -0.13 0.3 -10000 0 -0.83 81 81
HCK -0.13 0.3 -10000 0 -0.82 82 82
regulation of stress fiber formation -0.018 0.076 0.28 17 -10000 0 17
MAPK8 -0.074 0.22 -10000 0 -0.51 97 97
Ephrin B1/EPHB1-2/RGS3 0.02 0.075 -10000 0 -0.27 15 15
endothelial cell migration -0.09 0.22 -10000 0 -0.47 114 114
NCK2 0.015 0.026 -10000 0 -0.25 5 5
PTPN13 -0.089 0.24 -10000 0 -0.59 93 93
regulation of focal adhesion formation -0.018 0.076 0.28 17 -10000 0 17
chemotaxis -0.019 0.074 0.27 15 -10000 0 15
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
Rac1/GTP 0.015 0.078 -10000 0 -0.39 6 6
angiogenesis -0.11 0.24 -10000 0 -0.68 81 81
LCK -0.14 0.31 -10000 0 -0.82 84 84
LPA receptor mediated events

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
GNB1/GNG2 0.005 0.08 -9999 0 -0.24 48 48
NF kappa B1 p50/RelA/I kappa B alpha 0.003 0.086 -9999 0 -0.3 15 15
AP1 -0.092 0.14 -9999 0 -0.3 133 133
mol:PIP3 -0.067 0.11 -9999 0 -0.28 85 85
AKT1 0.007 0.11 -9999 0 -0.34 29 29
PTK2B -0.009 0.064 -9999 0 -0.2 47 47
RHOA -0.007 0.093 -9999 0 -0.42 16 16
PIK3CB 0.012 0.055 -9999 0 -0.44 7 7
mol:Ca2+ -0.025 0.094 -9999 0 -0.26 61 61
MAGI3 -0.014 0.12 -9999 0 -0.46 35 35
RELA 0.018 0 -9999 0 -10000 0 0
apoptosis -0.004 0.067 -9999 0 -0.22 44 44
HRAS/GDP 0.009 0.036 -9999 0 -0.29 7 7
positive regulation of microtubule depolymerization -0.045 0.12 -9999 0 -0.26 116 116
NF kappa B1 p50/RelA -0.04 0.092 -9999 0 -0.32 30 30
endothelial cell migration -0.036 0.18 -9999 0 -0.55 54 54
ADCY4 -0.005 0.11 -9999 0 -0.3 48 48
ADCY5 -0.014 0.11 -9999 0 -0.3 50 50
ADCY6 -0.004 0.1 -9999 0 -0.29 47 47
ADCY7 -0.007 0.11 -9999 0 -0.32 47 47
ADCY1 -0.003 0.1 -9999 0 -0.29 47 47
ADCY2 -0.025 0.12 -9999 0 -0.34 53 53
ADCY3 -0.006 0.1 -9999 0 -0.28 50 50
ADCY8 -0.005 0.1 -9999 0 -0.29 47 47
ADCY9 -0.01 0.11 -9999 0 -0.29 49 49
GSK3B -0.002 0.061 -9999 0 -0.18 45 45
arachidonic acid secretion 0.001 0.1 -9999 0 -0.28 48 48
GNG2 0.016 0.029 -9999 0 -0.34 3 3
TRIP6 0 0.088 -9999 0 -0.4 23 23
GNAO1 -0.004 0.078 -9999 0 -0.25 44 44
HRAS 0.012 0.051 -9999 0 -0.41 7 7
NFKBIA -0.014 0.091 -9999 0 -0.3 23 23
GAB1 0.006 0.074 -9999 0 -0.43 14 14
mol:GTP 0 0 -9999 0 -10000 0 0
lamellipodium assembly 0.006 0.15 -9999 0 -0.89 15 15
JUN -0.034 0.15 -9999 0 -0.46 57 57
LPA/LPA2/NHERF2 -0.024 0.1 -9999 0 -0.31 52 52
TIAM1 -0.025 0.18 -9999 0 -1 15 15
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
mol:IP3 -0.025 0.095 -9999 0 -0.26 61 61
PLCB3 -0.016 0.094 -9999 0 -0.29 50 50
FOS -0.11 0.2 -9999 0 -0.37 171 171
positive regulation of mitosis 0.001 0.1 -9999 0 -0.28 48 48
LPA/LPA1-2-3 -0.015 0.068 -9999 0 -0.21 54 54
mol:Ca ++ 0 0 -9999 0 -10000 0 0
JNK cascade 0 0 -9999 0 -10000 0 0
BCAR1 0.017 0.012 -9999 0 -0.25 1 1
stress fiber formation 0.001 0.063 -9999 0 -0.19 45 45
GNAZ -0.013 0.096 -9999 0 -0.28 55 55
EGFR/PI3K-beta/Gab1 -0.069 0.12 -9999 0 -0.3 85 85
positive regulation of dendritic cell cytokine production -0.015 0.068 -9999 0 -0.21 54 54
LPA/LPA2/MAGI-3 -0.013 0.08 -9999 0 -0.28 35 35
ARHGEF1 0.009 0.074 -9999 0 -0.34 5 5
GNAI2 -0.01 0.095 -9999 0 -0.29 49 49
GNAI3 -0.003 0.077 -9999 0 -0.25 44 44
GNAI1 -0.023 0.11 -9999 0 -0.31 58 58
LPA/LPA3 -0.011 0.033 -9999 0 -0.11 54 54
LPA/LPA2 -0.011 0.033 -9999 0 -0.1 54 54
LPA/LPA1 -0.019 0.09 -9999 0 -0.28 54 54
HB-EGF/EGFR -0.069 0.16 -9999 0 -0.35 104 104
HBEGF -0.027 0.13 -9999 0 -0.38 64 64
mol:DAG -0.025 0.095 -9999 0 -0.26 61 61
cAMP biosynthetic process -0.007 0.11 -9999 0 -0.3 51 51
NFKB1 0.017 0.023 -9999 0 -0.52 1 1
SRC 0.015 0.035 -9999 0 -0.43 3 3
GNB1 0.013 0.052 -9999 0 -0.52 5 5
LYN -0.013 0.088 -9999 0 -0.27 29 29
GNAQ -0.005 0.027 -9999 0 -0.082 54 54
LPAR2 0 0.001 -9999 0 -10000 0 0
LPAR3 0 0.001 -9999 0 -10000 0 0
LPAR1 -0.012 0.052 -9999 0 -0.16 54 54
IL8 -0.13 0.19 -9999 0 -0.41 123 123
PTK2 -0.003 0.067 -9999 0 -0.21 45 45
Rac1/GDP 0.013 0 -9999 0 -10000 0 0
CASP3 -0.004 0.068 -9999 0 -0.22 44 44
EGFR -0.079 0.18 -9999 0 -0.35 139 139
PLCG1 -0.014 0.056 -9999 0 -0.14 66 66
PLD2 -0.004 0.071 -9999 0 -0.22 47 47
G12/G13 0.005 0.08 -9999 0 -0.24 46 46
PI3K-beta -0.039 0.098 -9999 0 -0.36 30 30
cell migration 0.016 0.062 -9999 0 -0.25 17 17
SLC9A3R2 -0.032 0.15 -9999 0 -0.49 52 52
PXN 0.001 0.064 -9999 0 -0.2 45 45
HRAS/GTP 0.001 0.1 -9999 0 -0.28 48 48
RAC1 0.018 0 -9999 0 -10000 0 0
MMP9 -0.042 0.17 -9999 0 -0.51 60 60
PRKCE 0.01 0.061 -9999 0 -0.43 9 9
PRKCD -0.019 0.094 -9999 0 -0.26 56 56
Gi(beta/gamma) 0 0.11 -9999 0 -0.29 48 48
mol:LPA -0.012 0.052 -9999 0 -0.16 54 54
TRIP6/p130 Cas/FAK1/Paxillin 0.012 0.086 -9999 0 -0.32 15 15
MAPKKK cascade 0.001 0.1 -9999 0 -0.28 48 48
contractile ring contraction involved in cytokinesis -0.007 0.092 -9999 0 -0.42 16 16
mol:GDP 0 0 -9999 0 -10000 0 0
GNA14 -0.043 0.096 -9999 0 -0.18 140 140
GNA15 -0.003 0.051 -9999 0 -0.18 23 23
GNA12 0.018 0 -9999 0 -10000 0 0
GNA13 0.011 0.055 -9999 0 -0.36 10 10
MAPT -0.047 0.13 -9999 0 -0.27 116 116
GNA11 0.002 0.038 -9999 0 -0.3 4 4
Rac1/GTP 0.005 0.16 -9999 0 -0.94 15 15
MMP2 -0.036 0.18 -9999 0 -0.55 54 54
amb2 Integrin 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
alphaM/beta2 Integrin/proMMP-2 -0.029 0.15 -9999 0 -0.4 62 62
alphaM/beta2 Integrin/GPIbA -0.011 0.11 -9999 0 -0.34 40 40
alphaM/beta2 Integrin/proMMP-9 -0.036 0.15 -9999 0 -0.36 80 80
PLAUR -0.016 0.13 -9999 0 -0.47 37 37
HMGB1 0.011 0.021 -9999 0 -0.27 1 1
alphaM/beta2 Integrin/Talin 0 0.1 -9999 0 -0.36 31 31
AGER 0.01 0.031 -9999 0 -0.39 2 2
RAP1A 0.012 0.057 -9999 0 -0.52 6 6
SELPLG -0.003 0.097 -9999 0 -0.43 24 24
mol:LDL 0 0 -9999 0 -10000 0 0
alphaM/beta2 Integrin/RAGE/HMGB1 -0.012 0.13 -9999 0 -0.37 35 35
mol:GTP 0 0 -9999 0 -10000 0 0
MMP9 -0.042 0.17 -9999 0 -0.51 60 60
CYR61 -0.042 0.16 -9999 0 -0.42 72 72
TLN1 0.017 0.023 -9999 0 -0.52 1 1
Rap1/GTP -0.036 0.1 -9999 0 -0.42 25 25
RHOA 0.005 0.08 -9999 0 -0.52 12 12
P-selectin oligomer -0.12 0.22 -9999 0 -0.44 156 156
MYH2 -0.003 0.13 -9999 0 -0.44 25 25
MST1R -0.039 0.16 -9999 0 -0.51 57 57
leukocyte activation during inflammatory response 0.008 0.086 -9999 0 -0.31 30 30
APOB 0.018 0 -9999 0 -10000 0 0
mol:GDP 0 0 -9999 0 -10000 0 0
complement component iC3b receptor activity 0 0 -9999 0 -10000 0 0
MMP2 -0.032 0.15 -9999 0 -0.47 54 54
JAM3 -0.006 0.11 -9999 0 -0.5 24 24
GP1BA -0.002 0.071 -9999 0 -0.25 39 39
alphaM/beta2 Integrin/CTGF -0.031 0.14 -9999 0 -0.39 59 59
alphaM/beta2 Integrin -0.008 0.13 -9999 0 -0.45 27 27
JAM3 homodimer -0.006 0.11 -9999 0 -0.5 24 24
ICAM2 0.007 0.068 -9999 0 -0.4 13 13
ICAM1 -0.019 0.12 -9999 0 -0.39 47 47
phagocytosis triggered by activation of immune response cell surface activating receptor -0.008 0.13 -9999 0 -0.44 27 27
cell adhesion -0.011 0.11 -9999 0 -0.34 40 40
NFKB1 -0.032 0.17 -9999 0 -0.38 76 76
THY1 -0.007 0.11 -9999 0 -0.5 25 25
RhoA/GDP 0.004 0.058 -9999 0 -0.38 12 12
Lipoprotein(a) 0.023 0.016 -9999 0 -0.31 1 1
alphaM/beta2 Integrin/LRP/tPA -0.049 0.14 -9999 0 -0.32 93 93
IL6 -0.087 0.27 -9999 0 -0.71 71 71
ITGB2 -0.022 0.12 -9999 0 -0.43 40 40
elevation of cytosolic calcium ion concentration -0.044 0.18 -9999 0 -0.41 79 79
alphaM/beta2 Integrin/JAM2/JAM3 -0.02 0.15 -9999 0 -0.38 64 64
JAM2 -0.019 0.13 -9999 0 -0.43 43 43
alphaM/beta2 Integrin/ICAM1 -0.028 0.16 -9999 0 -0.33 91 91
alphaM/beta2 Integrin/uPA/Plg -0.027 0.14 -9999 0 -0.34 73 73
RhoA/GTP -0.008 0.14 -9999 0 -0.44 30 30
positive regulation of phagocytosis -0.007 0.16 -9999 0 -0.5 35 35
Ron/MSP -0.017 0.12 -9999 0 -0.37 55 55
alphaM/beta2 Integrin/uPAR/uPA -0.044 0.18 -9999 0 -0.42 79 79
alphaM/beta2 Integrin/uPAR -0.019 0.14 -9999 0 -0.4 52 52
PLAU -0.052 0.17 -9999 0 -0.43 83 83
PLAT -0.093 0.19 -9999 0 -0.37 150 150
actin filament polymerization -0.001 0.13 -9999 0 -0.42 25 25
MST1 0.016 0.02 -9999 0 -0.25 3 3
alphaM/beta2 Integrin/lipoprotein(a) 0.011 0.088 -9999 0 -0.31 30 30
TNF -0.035 0.19 -9999 0 -0.64 29 29
RAP1B 0.013 0.044 -9999 0 -0.32 8 8
alphaM/beta2 Integrin/uPA -0.041 0.15 -9999 0 -0.38 73 73
fibrinolysis -0.028 0.14 -9999 0 -0.34 73 73
HCK -0.005 0.11 -9999 0 -0.47 25 25
dendritic cell antigen processing and presentation -0.008 0.13 -9999 0 -0.44 27 27
VTN 0.016 0.02 -9999 0 -0.25 3 3
alphaM/beta2 Integrin/CYR61 -0.035 0.14 -9999 0 -0.37 69 69
LPA 0.016 0.026 -9999 0 -0.39 2 2
LRP1 0.017 0.023 -9999 0 -0.52 1 1
cell migration -0.051 0.18 -9999 0 -0.36 106 106
FN1 -0.048 0.17 -9999 0 -0.46 73 73
alphaM/beta2 Integrin/Thy1 -0.014 0.12 -9999 0 -0.37 48 48
MPO 0.008 0.05 -9999 0 -0.25 19 19
KNG1 0.017 0.017 -9999 0 -0.25 2 2
RAP1/GDP 0.017 0.044 -9999 0 -0.31 8 8
ROCK1 0 0.13 -9999 0 -0.42 27 27
ELA2 0.017 0.017 -9999 0 -0.25 2 2
PLG 0.016 0.033 -9999 0 -0.52 2 2
CTGF -0.035 0.15 -9999 0 -0.42 63 63
alphaM/beta2 Integrin/Hck -0.012 0.14 -9999 0 -0.43 41 41
ITGAM 0.002 0.071 -9999 0 -0.48 10 10
alphaM/beta2 Integrin/P-Selectin/PSGL1 -0.072 0.18 -9999 0 -0.34 132 132
HP 0.013 0.049 -9999 0 -0.43 6 6
leukocyte adhesion -0.034 0.18 -9999 0 -0.55 41 41
SELP -0.12 0.22 -9999 0 -0.44 156 156
IL2 signaling events mediated by PI3K

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
BCL2L1 -0.005 0.13 -10000 0 -0.46 25 25
UGCG -0.11 0.27 -10000 0 -0.77 74 74
AKT1/mTOR/p70S6K/Hsp90/TERT -0.07 0.19 -10000 0 -0.38 100 100
mol:GTP 0 0.001 -10000 0 -10000 0 0
mol:glucosylceramide -0.11 0.27 -10000 0 -0.76 74 74
mol:DAG -0.014 0.12 -10000 0 -0.95 8 8
CaM/Ca2+/Calcineurin A alpha-beta B1 -0.14 0.2 -10000 0 -0.42 149 149
FRAP1 -0.12 0.26 -10000 0 -0.48 149 149
FOXO3 -0.064 0.19 -10000 0 -0.4 87 87
AKT1 -0.073 0.21 -10000 0 -0.43 91 91
GAB2 0.007 0.048 -10000 0 -0.25 17 17
SMPD1 -0.004 0.079 -10000 0 -0.8 4 4
SGMS1 -0.01 0.099 -10000 0 -0.73 8 8
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
mol:GDP 0 0.069 -10000 0 -0.31 22 22
CALM1 0.018 0 -10000 0 -10000 0 0
cell proliferation -0.088 0.2 -10000 0 -0.43 112 112
EIF3A 0.017 0.012 -10000 0 -0.25 1 1
PI3K 0.006 0.083 -10000 0 -0.37 21 21
RPS6KB1 -0.034 0.1 -10000 0 -0.37 1 1
mol:sphingomyelin -0.014 0.12 -10000 0 -0.95 8 8
natural killer cell activation -0.002 0.004 -10000 0 -0.013 32 32
JAK3 0.018 0.004 -10000 0 -10000 0 0
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
JAK1 0.012 0.057 -10000 0 -0.52 6 6
NFKB1 0.017 0.023 -10000 0 -0.52 1 1
MYC -0.091 0.28 -10000 0 -0.81 50 50
MYB -0.23 0.5 -10000 0 -1.2 108 108
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K -0.043 0.16 -10000 0 -0.38 57 57
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3 -0.014 0.099 -10000 0 -0.41 3 3
mol:PI-3-4-5-P3 -0.042 0.16 -10000 0 -0.37 57 57
Rac1/GDP 0.011 0.064 -10000 0 -0.28 21 21
T cell proliferation -0.038 0.15 -10000 0 -0.35 57 57
SHC1 0.015 0.024 -10000 0 -0.52 1 1
RAC1 0.017 0.001 -10000 0 -10000 0 0
positive regulation of cyclin-dependent protein kinase activity -0.009 0.029 -10000 0 -0.061 118 118
PRKCZ -0.04 0.15 -10000 0 -0.36 57 57
NF kappa B1 p50/RelA -0.085 0.23 -10000 0 -0.46 108 108
IL2/IL2R beta/gamma/JAK1/LCK/JAK3/PI3K -0.016 0.14 -10000 0 -0.48 30 30
HSP90AA1 0.013 0.045 -10000 0 -0.39 6 6
RELA 0.018 0 -10000 0 -10000 0 0
IL2RA -0.032 0.14 -10000 0 -0.41 60 60
IL2RB -0.016 0.12 -10000 0 -0.43 40 40
TERT 0.013 0.042 -10000 0 -0.33 7 7
E2F1 -0.076 0.19 -10000 0 -0.44 113 113
SOS1 0.015 0.024 -10000 0 -0.53 1 1
RPS6 0.015 0.037 -10000 0 -0.39 4 4
mol:cAMP 0.004 0.014 0.029 119 -10000 0 119
PTPN11 0.015 0.024 -10000 0 -0.52 1 1
IL2RG -0.002 0.078 -10000 0 -0.28 35 35
actin cytoskeleton organization -0.038 0.15 -10000 0 -0.35 57 57
GRB2 0.014 0.024 -10000 0 -0.25 4 4
IL2 0.011 0.051 -10000 0 -0.33 10 10
PIK3CA 0.016 0.03 -10000 0 -0.35 3 3
Rac1/GTP 0.013 0.064 -10000 0 -0.26 21 21
LCK -0.073 0.18 -10000 0 -0.4 117 117
BCL2 -0.19 0.39 -10000 0 -0.82 132 132
BCR signaling 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
JUN -0.061 0.16 -10000 0 -0.38 74 74
IKBKB 0.005 0.077 -10000 0 -0.25 11 11
AKT1 -0.017 0.098 0.21 10 -0.24 36 46
IKBKG 0.008 0.078 -10000 0 -0.24 15 15
CALM1 -0.03 0.13 0.21 11 -0.36 46 57
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
MAP3K1 -0.075 0.19 -10000 0 -0.47 72 72
MAP3K7 0.016 0.02 -10000 0 -0.25 3 3
mol:Ca2+ -0.039 0.14 0.21 11 -0.37 51 62
DOK1 0.002 0.083 -10000 0 -0.41 19 19
AP-1 -0.045 0.1 0.18 1 -0.23 75 76
LYN 0.014 0.031 -10000 0 -0.25 7 7
BLNK -0.012 0.12 -10000 0 -0.51 30 30
SHC1 0.017 0.023 -10000 0 -0.52 1 1
BCR complex -0.033 0.13 -10000 0 -0.34 71 71
CD22 -0.055 0.19 -10000 0 -0.48 63 63
CAMK2G -0.022 0.12 0.21 11 -0.34 44 55
CSNK2A1 0.017 0.023 -10000 0 -0.52 1 1
INPP5D 0 0 -10000 0 -10000 0 0
SHC/GRB2/SOS1 -0.057 0.11 -10000 0 -0.44 21 21
GO:0007205 -0.04 0.14 0.21 11 -0.38 51 62
SYK -0.023 0.14 -10000 0 -0.48 43 43
ELK1 -0.032 0.13 0.21 11 -0.36 49 60
NFATC1 -0.04 0.16 -10000 0 -0.38 64 64
B-cell antigen/BCR complex -0.033 0.13 -10000 0 -0.34 71 71
PAG1/CSK 0.009 0.074 -10000 0 -0.37 16 16
NFKBIB 0.014 0.031 0.097 1 -0.11 3 4
HRAS -0.028 0.13 -10000 0 -0.34 46 46
NFKBIA 0.015 0.03 0.097 1 -0.11 2 3
NF-kappa-B/RelA/I kappa B beta 0.02 0.027 -10000 0 -0.16 1 1
RasGAP/Csk -0.026 0.14 -10000 0 -0.31 77 77
mol:GDP -0.038 0.13 0.21 11 -0.36 51 62
PTEN -0.002 0.1 -10000 0 -0.52 19 19
CD79B -0.042 0.15 -10000 0 -0.36 84 84
NF-kappa-B/RelA/I kappa B alpha 0.02 0.027 -10000 0 -0.16 1 1
GRB2 0.016 0.024 -10000 0 -0.25 4 4
PI3K/BCAP/CD19 -0.063 0.18 -10000 0 -0.49 56 56
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
mol:IP3 -0.041 0.14 0.21 11 -0.38 51 62
CSK 0.015 0.031 -10000 0 -0.32 4 4
FOS -0.078 0.15 0.21 8 -0.36 78 86
CHUK 0.001 0.094 -10000 0 -0.31 23 23
IBTK 0.016 0.033 -10000 0 -0.52 2 2
CARD11/BCL10/MALT1/TAK1 -0.023 0.12 0.2 1 -0.36 40 41
PTPN6 -0.046 0.18 -10000 0 -0.48 58 58
RELA 0.018 0 -10000 0 -10000 0 0
BCL2A1 0.013 0.03 -10000 0 -0.096 9 9
VAV2 -0.065 0.19 -10000 0 -0.51 59 59
ubiquitin-dependent protein catabolic process 0.019 0.03 0.1 1 -0.11 2 3
BTK -0.036 0.2 -10000 0 -1.1 18 18
CD19 -0.073 0.2 -10000 0 -0.44 90 90
MAP4K1 0.012 0.04 -10000 0 -0.25 12 12
CD72 -0.03 0.14 -10000 0 -0.37 65 65
PAG1 -0.005 0.097 -10000 0 -0.38 30 30
MAPK14 -0.057 0.16 -10000 0 -0.4 66 66
SH3BP5 -0.005 0.1 -10000 0 -0.44 26 26
PIK3AP1 -0.045 0.16 0.23 11 -0.41 58 69
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2/CD72 -0.055 0.19 -10000 0 -0.46 64 64
RAF1 -0.02 0.12 -10000 0 -0.37 31 31
RasGAP/p62DOK/SHIP -0.036 0.15 -10000 0 -0.32 79 79
CD79A -0.011 0.084 -10000 0 -0.26 54 54
re-entry into mitotic cell cycle -0.045 0.1 0.17 2 -0.23 74 76
RASA1 0.004 0.078 -10000 0 -0.42 16 16
MAPK3 -0.003 0.1 -10000 0 -0.32 25 25
MAPK1 -0.003 0.1 -10000 0 -0.32 25 25
CD72/SHP1 -0.055 0.19 -10000 0 -0.51 61 61
NFKB1 0.017 0.023 -10000 0 -0.52 1 1
MAPK8 -0.058 0.17 -10000 0 -0.41 66 66
actin cytoskeleton organization -0.049 0.17 -10000 0 -0.48 47 47
NF-kappa-B/RelA 0.043 0.054 0.19 1 -0.23 3 4
Calcineurin -0.023 0.12 -10000 0 -0.37 35 35
PI3K -0.087 0.14 -10000 0 -0.4 64 64
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2 -0.043 0.15 0.24 11 -0.41 51 62
SOS1 0.017 0.023 -10000 0 -0.52 1 1
Bam32/HPK1 -0.13 0.31 -10000 0 -0.75 96 96
DAPP1 -0.16 0.35 -10000 0 -0.86 95 95
cytokine secretion -0.037 0.15 0.2 1 -0.35 64 65
mol:DAG -0.041 0.14 0.21 11 -0.38 51 62
PLCG2 -0.017 0.11 -10000 0 -0.32 55 55
MAP2K1 -0.011 0.11 -10000 0 -0.35 28 28
B-cell antigen/BCR complex/FcgammaRIIB -0.045 0.15 -10000 0 -0.32 106 106
mol:PI-3-4-5-P3 -0.058 0.11 0.25 13 -0.29 62 75
ETS1 -0.019 0.12 0.2 10 -0.35 37 47
B-cell antigen/BCR complex/LYN/SYK/BLNK -0.031 0.15 -10000 0 -0.31 86 86
B-cell antigen/BCR complex/LYN -0.077 0.18 -10000 0 -0.5 57 57
MALT1 0.011 0.053 -10000 0 -0.37 9 9
TRAF6 0.017 0.023 -10000 0 -0.52 1 1
RAC1 -0.053 0.18 -10000 0 -0.51 47 47
B-cell antigen/BCR complex/LYN/SYK -0.053 0.19 -10000 0 -0.51 59 59
CARD11 -0.038 0.14 0.21 11 -0.37 55 66
FCGR2B -0.031 0.15 -10000 0 -0.5 50 50
PPP3CA 0.006 0.073 -10000 0 -0.44 13 13
BCL10 0.017 0.012 -10000 0 -0.25 1 1
IKK complex 0.012 0.04 0.11 1 -0.11 8 9
PTPRC -0.04 0.15 -10000 0 -0.41 71 71
PDPK1 -0.017 0.091 0.2 9 -0.23 34 43
PPP3CB 0.016 0.026 -10000 0 -0.39 2 2
PPP3CC -0.001 0.098 -10000 0 -0.51 19 19
POU2F2 0.019 0.021 -10000 0 -0.098 1 1
Signaling events mediated by PTP1B

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
PDGFRB 0.01 0.066 -10000 0 -0.52 8 8
Jak2/Leptin Receptor -0.039 0.12 0.21 1 -0.34 50 51
PTP1B/AKT1 -0.043 0.12 0.29 2 -0.3 61 63
FYN 0.008 0.067 -10000 0 -0.41 12 12
p210 bcr-abl/PTP1B -0.055 0.12 0.32 2 -0.31 71 73
EGFR -0.085 0.18 -10000 0 -0.36 139 139
EGF/EGFR -0.14 0.2 -10000 0 -0.37 194 194
CSF1 0.014 0.037 -10000 0 -0.29 7 7
AKT1 0.011 0.054 -10000 0 -0.38 9 9
INSR 0.015 0.037 -10000 0 -0.39 4 4
PTP1B/N-cadherin -0.065 0.15 0.28 2 -0.34 79 81
Insulin Receptor/Insulin -0.02 0.1 -10000 0 -0.32 27 27
HCK -0.005 0.11 -10000 0 -0.47 25 25
CRK 0.016 0.033 -10000 0 -0.52 2 2
TYK2 -0.046 0.12 0.3 2 -0.31 57 59
EGF -0.15 0.23 -10000 0 -0.43 193 193
YES1 0.007 0.07 -10000 0 -0.43 12 12
CAV1 -0.074 0.14 0.29 2 -0.35 71 73
TXN 0.013 0.017 -10000 0 -0.26 2 2
PTP1B/IRS1/GRB2 -0.067 0.15 -10000 0 -0.34 104 104
cell migration 0.055 0.12 0.31 71 -0.32 2 73
STAT3 0.014 0.041 -10000 0 -0.52 3 3
PRLR -0.027 0.15 -10000 0 -0.49 50 50
ITGA2B 0.015 0.02 -10000 0 -0.25 3 3
CSF1R 0.017 0.017 -10000 0 -0.25 2 2
Prolactin Receptor/Prolactin -0.002 0.12 -10000 0 -0.36 47 47
FGR 0.017 0.017 -10000 0 -0.25 2 2
PTP1B/p130 Cas -0.044 0.12 0.28 2 -0.31 57 59
Crk/p130 Cas -0.036 0.12 -10000 0 -0.33 45 45
DOK1 -0.039 0.13 0.3 2 -0.37 44 46
JAK2 -0.037 0.12 -10000 0 -0.32 52 52
Jak2/Leptin Receptor/Leptin -0.069 0.13 -10000 0 -0.36 56 56
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
PTPN1 -0.056 0.12 0.32 2 -0.31 71 73
LYN 0.014 0.031 -10000 0 -0.25 7 7
CDH2 -0.027 0.13 -10000 0 -0.34 66 66
SRC -0.005 0.07 -10000 0 -0.68 3 3
ITGB3 0.001 0.076 -10000 0 -0.32 25 25
CAT1/PTP1B -0.085 0.17 0.25 2 -0.41 78 80
CAPN1 0.003 0.078 -10000 0 -0.44 15 15
CSK 0.015 0.031 -10000 0 -0.32 4 4
PI3K -0.036 0.1 -10000 0 -0.33 36 36
mol:H2O2 -0.003 0.005 -10000 0 -10000 0 0
STAT3 (dimer) -0.062 0.12 -10000 0 -0.35 51 51
negative regulation of transcription -0.037 0.11 -10000 0 -0.32 52 52
FCGR2A -0.003 0.099 -10000 0 -0.45 23 23
FER 0.013 0.027 -10000 0 -0.4 2 2
alphaIIb/beta3 Integrin 0.011 0.056 -10000 0 -0.37 7 7
BLK -0.019 0.1 -10000 0 -0.29 63 63
Insulin Receptor/Insulin/Shc 0.032 0.032 -10000 0 -0.31 4 4
RHOA 0.004 0.081 -10000 0 -0.53 12 12
LEPR -0.005 0.093 -10000 0 -0.34 34 34
BCAR1 0.017 0.012 -10000 0 -0.25 1 1
p210 bcr-abl/Grb2 0.016 0.023 -10000 0 -0.25 4 4
mol:NADPH -0.003 0.004 -10000 0 -10000 0 0
TRPV6 -0.06 0.16 -10000 0 -0.44 56 56
PRL 0.018 0.033 -10000 0 -0.32 4 4
SOCS3 -0.005 0.17 -10000 0 -1.3 8 8
SPRY2 -0.036 0.15 -10000 0 -0.43 60 60
Insulin Receptor/Insulin/IRS1 -0.008 0.12 -10000 0 -0.32 62 62
CSF1/CSF1R -0.037 0.12 -10000 0 -0.3 56 56
Ras protein signal transduction 0.029 0.039 0.17 1 -0.18 4 5
IRS1 -0.048 0.17 -10000 0 -0.49 68 68
INS 0.017 0.024 -10000 0 -0.53 1 1
LEP -0.051 0.15 -10000 0 -0.34 101 101
STAT5B -0.043 0.11 0.25 2 -0.27 68 70
STAT5A -0.044 0.11 0.25 2 -0.27 70 72
GRB2 0.016 0.024 -10000 0 -0.25 4 4
PDGFB-D/PDGFRB -0.048 0.13 0.28 2 -0.35 56 58
CSN2 0.02 0.1 -10000 0 -1.4 2 2
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
LAT -0.025 0.12 -10000 0 -0.55 19 19
YBX1 0.007 0.072 -10000 0 -0.33 16 16
LCK -0.074 0.18 -10000 0 -0.4 117 117
SHC1 0.017 0.023 -10000 0 -0.52 1 1
NOX4 -0.059 0.18 -10000 0 -0.49 78 78
TCGA08_p53

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
CDKN2A -0.037 0.11 -10000 0 -0.23 108 108
TP53 -0.036 0.1 0.28 2 -0.36 37 39
Senescence -0.036 0.1 0.28 2 -0.36 37 39
Apoptosis -0.036 0.1 0.28 2 -0.36 37 39
Activated_Oncogenes 0 0 -10000 0 -10000 0 0
MDM2 0.028 0.072 0.24 31 -0.18 13 44
MDM4 0.013 0.044 -10000 0 -0.32 8 8
Syndecan-2-mediated signaling events

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
Syndecan-2/Fibronectin -0.042 0.15 -9999 0 -0.38 76 76
EPHB2 0.007 0.061 -9999 0 -0.32 16 16
Syndecan-2/TACI -0.006 0.092 -9999 0 -0.3 38 38
LAMA1 0.015 0.026 -9999 0 -0.25 5 5
Syndecan-2/alpha2 ITGB1 -0.062 0.17 -9999 0 -0.31 143 143
HRAS 0.012 0.051 -9999 0 -0.41 7 7
Syndecan-2/CASK -0.016 0.089 -9999 0 -0.31 38 38
ITGA5 0.015 0.035 -9999 0 -0.43 3 3
BAX 0.01 0.085 -9999 0 -10000 0 0
EPB41 0.016 0.026 -9999 0 -0.39 2 2
positive regulation of cell-cell adhesion -0.011 0.094 -9999 0 -0.28 49 49
LAMA3 -0.07 0.19 -9999 0 -0.43 103 103
EZR 0 0 -9999 0 -10000 0 0
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
CAV2 -0.019 0.12 -9999 0 -0.39 48 48
Syndecan-2/MMP2 -0.033 0.14 -9999 0 -0.38 65 65
RP11-540L11.1 0 0 -9999 0 -10000 0 0
alpha2 ITGB1 -0.024 0.13 -9999 0 -0.37 58 58
dendrite morphogenesis -0.009 0.095 -9999 0 -0.3 42 42
Syndecan-2/GM-CSF -0.014 0.099 -9999 0 -0.31 43 43
determination of left/right symmetry -0.017 0.11 -9999 0 -0.37 38 38
Syndecan-2/PKC delta -0.006 0.094 -9999 0 -0.3 41 41
GNB2L1 0.015 0.04 -9999 0 -0.52 3 3
MAPK3 -0.005 0.09 -9999 0 -0.27 44 44
MAPK1 -0.005 0.092 -9999 0 -0.28 44 44
Syndecan-2/RACK1 0.004 0.087 -9999 0 -0.26 44 44
NF1 0.015 0.035 -9999 0 -0.43 3 3
FGFR/FGF/Syndecan-2 -0.017 0.11 -9999 0 -0.37 38 38
ITGA2 -0.048 0.17 -9999 0 -0.46 73 73
MAPK8 0.001 0.094 -9999 0 -0.3 41 41
Syndecan-2/alpha2/beta1 Integrin -0.018 0.13 -9999 0 -0.3 84 84
Syndecan-2/Kininogen -0.004 0.091 -9999 0 -0.3 38 38
ITGB1 0.014 0.044 -9999 0 -0.41 5 5
SRC 0.007 0.085 -9999 0 -0.25 45 45
Syndecan-2/CASK/Protein 4.1 -0.004 0.083 -9999 0 -0.27 39 39
extracellular matrix organization -0.004 0.091 -9999 0 -0.3 39 39
actin cytoskeleton reorganization -0.042 0.15 -9999 0 -0.38 76 76
Syndecan-2/Caveolin-2/Ras -0.014 0.12 -9999 0 -0.33 55 55
Syndecan-2/Laminin alpha3 -0.055 0.15 -9999 0 -0.34 99 99
Syndecan-2/RasGAP 0.006 0.094 -9999 0 -0.25 52 52
alpha5/beta1 Integrin 0.022 0.041 -9999 0 -0.37 5 5
PRKCD 0.014 0.042 -9999 0 -0.45 4 4
Syndecan-2 dimer -0.009 0.096 -9999 0 -0.3 42 42
GO:0007205 0.004 0.005 -9999 0 -10000 0 0
DNA mediated transformation 0 0 -9999 0 -10000 0 0
Syndecan-2/RasGAP/Src 0.012 0.094 -9999 0 -0.41 7 7
RHOA 0.005 0.08 -9999 0 -0.52 12 12
SDCBP 0.003 0.081 -9999 0 -0.4 19 19
TNFRSF13B 0.013 0.035 -9999 0 -0.25 9 9
RASA1 0.004 0.078 -9999 0 -0.42 16 16
alpha2/beta1 Integrin -0.024 0.13 -9999 0 -0.37 58 58
Syndecan-2/Synbindin -0.003 0.091 -9999 0 -0.3 38 38
TGFB1 0.017 0.023 -9999 0 -0.52 1 1
CASP3 0.003 0.085 -9999 0 -0.27 41 41
FN1 -0.048 0.17 -9999 0 -0.46 73 73
Syndecan-2/IL8 -0.055 0.14 -9999 0 -0.33 87 87
SDC2 -0.017 0.11 -9999 0 -0.37 38 38
KNG1 0.017 0.017 -9999 0 -0.25 2 2
Syndecan-2/Neurofibromin -0.005 0.093 -9999 0 -0.3 40 40
TRAPPC4 0.018 0 -9999 0 -10000 0 0
CSF2 -0.001 0.074 -9999 0 -0.28 33 33
Syndecan-2/TGFB1 -0.004 0.092 -9999 0 -0.3 39 39
Syndecan-2/Syntenin/PI-4-5-P2 -0.011 0.094 -9999 0 -0.28 49 49
Syndecan-2/Ezrin -0.01 0.092 -9999 0 -0.28 50 50
PRKACA 0.004 0.084 -9999 0 -0.27 40 40
angiogenesis -0.055 0.14 -9999 0 -0.33 87 87
MMP2 -0.032 0.15 -9999 0 -0.47 54 54
IL8 -0.072 0.17 -9999 0 -0.34 135 135
calcineurin-NFAT signaling pathway -0.006 0.092 -9999 0 -0.3 38 38
Integrins in angiogenesis

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
VEGFR2 homodimer/VEGFA homodimer 0.01 0.064 -9999 0 -0.37 9 9
alphaV beta3 Integrin -0.034 0.13 -9999 0 -0.33 62 62
PTK2 -0.008 0.14 -9999 0 -0.47 26 26
IGF1R -0.083 0.2 -9999 0 -0.47 110 110
PI4KB 0.016 0.033 -9999 0 -0.52 2 2
MFGE8 -0.018 0.12 -9999 0 -0.36 50 50
SRC 0.015 0.035 -9999 0 -0.43 3 3
CDKN1B -0.022 0.13 -9999 0 -0.48 30 30
VEGFA 0 0.075 -9999 0 -0.29 31 31
ILK 0.002 0.072 -9999 0 -0.75 2 2
ROCK1 0.018 0 -9999 0 -10000 0 0
AKT1 0.007 0.075 -9999 0 -0.45 6 6
PTK2B 0.012 0.091 -9999 0 -0.32 27 27
alphaV/beta3 Integrin/JAM-A -0.014 0.12 -9999 0 -0.28 60 60
CBL 0.017 0.012 -9999 0 -0.25 1 1
mol:GTP 0 0 -9999 0 -10000 0 0
alphaV beta3 Integrin/ANGPTL3 0.01 0.087 -9999 0 -0.33 27 27
IGF-1R heterotetramer/IGF1/IRS1/Shp2 -0.11 0.22 -9999 0 -0.39 169 169
VEGF/Rho/ROCK/alphaV/beta3 Integrin 0.021 0.086 -9999 0 -0.37 14 14
alphaV/beta3 Integrin/Syndecan-1 -0.02 0.13 -9999 0 -0.33 67 67
PI4KA 0.018 0 -9999 0 -10000 0 0
IGF-1R heterotetramer/IGF1/IRS1 -0.18 0.24 -9999 0 -0.53 131 131
PI4 Kinase 0.025 0.024 -9999 0 -0.37 2 2
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
alphaV/beta3 Integrin/Osteopontin -0.082 0.16 -9999 0 -0.33 141 141
RPS6KB1 -0.15 0.23 -9999 0 -0.5 129 129
TLN1 0.017 0.023 -9999 0 -0.52 1 1
MAPK3 -0.092 0.22 -9999 0 -0.64 58 58
GPR124 0 0.095 -9999 0 -0.52 17 17
MAPK1 -0.092 0.22 -9999 0 -0.65 57 57
PXN 0.018 0 -9999 0 -10000 0 0
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
alphaV/beta3 Integrin/Tumstatin 0.011 0.087 -9999 0 -0.35 24 24
cell adhesion -0.008 0.12 -9999 0 -0.32 57 57
ANGPTL3 0.011 0.056 -9999 0 -0.42 8 8
VEGFR2 homodimer/VEGFA homodimer/Src 0.021 0.059 -9999 0 -0.3 11 11
IGF-1R heterotetramer -0.083 0.2 -9999 0 -0.47 110 110
Rac1/GDP 0.013 0 -9999 0 -10000 0 0
TGFBR2 0.013 0.049 -9999 0 -0.43 6 6
ITGB3 0.002 0.075 -9999 0 -0.32 25 25
IGF1 -0.1 0.2 -9999 0 -0.41 146 146
RAC1 0.018 0 -9999 0 -10000 0 0
regulation of cell-matrix adhesion 0.004 0.11 -9999 0 -0.38 33 33
apoptosis -0.002 0.099 -9999 0 -0.48 21 21
CD47 -0.005 0.11 -9999 0 -0.47 25 25
alphaV/beta3 Integrin/CD47 0 0.1 -9999 0 -0.32 42 42
VCL 0.016 0.029 -9999 0 -0.34 3 3
alphaV/beta3 Integrin/Del1 -0.066 0.17 -9999 0 -0.35 115 115
CSF1 0.014 0.037 -9999 0 -0.29 7 7
PIK3C2A -0.003 0.096 -9999 0 -0.74 6 6
PI4 Kinase/Pyk2 -0.042 0.092 -9999 0 -0.4 18 18
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin 0.013 0.099 -9999 0 -0.34 29 29
FAK1/Vinculin 0.004 0.11 -9999 0 -0.37 27 27
alphaV beta3/Integrin/ppsTEM5 0.004 0.11 -9999 0 -0.38 33 33
RHOA 0.005 0.08 -9999 0 -0.52 12 12
VTN 0.016 0.02 -9999 0 -0.25 3 3
BCAR1 0.017 0.012 -9999 0 -0.25 1 1
FGF2 -0.064 0.16 -9999 0 -0.34 122 122
F11R -0.037 0.12 -9999 0 -0.37 41 41
alphaV/beta3 Integrin/Lactadherin -0.006 0.12 -9999 0 -0.39 38 38
alphaV/beta3 Integrin/TGFBR2 0.011 0.089 -9999 0 -0.35 26 26
alphaV/beta3 Integrin/c-FMS/Cbl/Cas 0.031 0.062 -9999 0 -0.27 19 19
HSP90AA1 0.013 0.045 -9999 0 -0.39 6 6
alphaV/beta3 Integrin/Talin 0.014 0.075 -9999 0 -0.31 23 23
mol:GDP 0 0 -9999 0 -10000 0 0
FN1 -0.048 0.17 -9999 0 -0.46 73 73
alphaV/beta3 Integrin/Pyk2 0.018 0.094 -9999 0 -0.32 27 27
SDC1 -0.038 0.16 -9999 0 -0.46 62 62
VAV3 -0.024 0.13 -9999 0 -0.27 102 102
PTPN11 0.017 0.023 -9999 0 -0.52 1 1
IRS1 -0.048 0.17 -9999 0 -0.49 68 68
FAK1/Paxillin 0.004 0.11 -9999 0 -0.37 26 26
cell migration 0.011 0.1 -9999 0 -0.34 24 24
ITGAV -0.002 0.1 -9999 0 -0.48 21 21
PI3K -0.016 0.12 -9999 0 -0.41 22 22
SPP1 -0.14 0.23 -9999 0 -0.43 188 188
KDR 0.013 0.052 -9999 0 -0.52 5 5
mol:PI-4-5-P2 0 0 -9999 0 -10000 0 0
alphaV/beta3 Integrin/Caspase 8 -0.002 0.099 -9999 0 -0.48 21 21
COL4A3 0.013 0.047 -9999 0 -0.37 7 7
angiogenesis -0.081 0.22 -9999 0 -0.65 56 56
Rac1/GTP -0.013 0.12 -9999 0 -0.42 11 11
EDIL3 -0.11 0.22 -9999 0 -0.44 152 152
cell proliferation 0.011 0.089 -9999 0 -0.34 26 26
Canonical Wnt signaling pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HDAC1 0.035 0.05 0.21 4 -0.53 1 5
AES 0.033 0.037 0.2 2 -10000 0 2
FBXW11 0.015 0.035 -10000 0 -0.43 3 3
mol:GTP 0.001 0.001 -10000 0 -10000 0 0
LRP6/FZD1 0.009 0.076 -10000 0 -0.36 19 19
SMAD4 0.009 0.067 -10000 0 -0.49 9 9
DKK2 -0.026 0.14 -10000 0 -0.42 52 52
TLE1 -0.017 0.16 0.2 2 -0.45 55 57
MACF1 0.016 0.026 -10000 0 -0.39 2 2
CTNNB1 -0.006 0.098 0.28 2 -0.33 19 21
WIF1 -0.024 0.098 -10000 0 -0.25 81 81
beta catenin/RanBP3 0.069 0.19 0.38 114 -0.46 2 116
KREMEN2 -0.19 0.23 -10000 0 -0.41 257 257
DKK1 -0.12 0.19 -10000 0 -0.34 199 199
beta catenin/beta TrCP1 0.005 0.096 0.27 2 -0.35 13 15
FZD1 0.003 0.082 -10000 0 -0.43 17 17
AXIN2 -0.097 0.33 -10000 0 -1.3 31 31
AXIN1 0.017 0.012 -10000 0 -0.25 1 1
RAN 0.018 0.012 -10000 0 -0.25 1 1
Axin1/APC/GSK3/beta catenin 0.034 0.036 -10000 0 -10000 0 0
beta catenin/TCF/CtBP/CBP/TLE1/AES/SMAD4 0.017 0.16 -10000 0 -0.43 34 34
Axin1/APC/GSK3 0.049 0.042 0.24 4 -0.23 1 5
Axin1/APC/GSK3/beta catenin/Macf1 0.037 0.067 -10000 0 -0.3 3 3
HNF1A 0.031 0.044 0.2 1 -0.24 3 4
CTBP1 0.033 0.041 0.21 2 -0.26 1 3
MYC -0.12 0.36 -10000 0 -1.2 44 44
RANBP3 0.018 0.001 -10000 0 -10000 0 0
DKK2/LRP6/Kremen 2 -0.12 0.16 -10000 0 -0.33 186 186
NKD1 0.009 0.059 -10000 0 -0.38 11 11
TCF4 0.008 0.12 0.2 2 -0.49 26 28
TCF3 0.029 0.057 0.21 2 -0.36 5 7
WNT1/LRP6/FZD1/Axin1 0.031 0.062 -10000 0 -0.27 20 20
Ran/GTP 0.014 0.009 -10000 0 -0.17 1 1
CtBP/CBP/TCF/TLE1/AES 0.098 0.25 0.5 120 -0.48 8 128
LEF1 -0.007 0.13 -10000 0 -0.33 56 56
DVL1 0.045 0.042 -10000 0 -0.31 3 3
CSNK2A1 0.017 0.023 -10000 0 -0.52 1 1
beta catenin/TCF/CtBP/CBP/TLE1/AES -0.038 0.17 -10000 0 -0.5 32 32
DKK1/LRP6/Kremen 2 -0.17 0.17 -10000 0 -0.33 249 249
LRP6 0.008 0.065 -10000 0 -0.38 13 13
CSNK1A1 0.035 0.048 0.19 17 -0.46 1 18
NLK 0.008 0.044 -10000 0 -0.28 11 11
CCND1 -0.25 0.54 -10000 0 -1.4 87 87
WNT1 0.016 0.023 -10000 0 -0.52 1 1
GSK3A 0.018 0.001 -10000 0 -10000 0 0
GSK3B 0.017 0.001 -10000 0 -10000 0 0
FRAT1 0.008 0.068 -10000 0 -0.47 10 10
PPP2R5D 0.028 0.035 0.25 6 -10000 0 6
APC 0.026 0.062 -10000 0 -0.24 23 23
WNT1/LRP6/FZD1 0.037 0.06 -10000 0 -0.22 16 16
CREBBP 0.032 0.051 0.21 2 -0.52 2 4
Calcium signaling in the CD4+ TCR pathway

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
NFATC1 -0.002 0.077 -10000 0 -0.3 26 26
NFATC2 0.013 0.043 -10000 0 -0.3 5 5
NFATC3 0.015 0.03 -10000 0 -10000 0 0
CD40LG -0.097 0.25 -10000 0 -0.55 86 86
PTGS2 -0.11 0.26 -10000 0 -0.56 87 87
JUNB 0.011 0.055 -10000 0 -0.36 10 10
CaM/Ca2+/Calcineurin A alpha-beta B1 0.008 0.018 -10000 0 -10000 0 0
CaM/Ca2+ 0.008 0.018 -10000 0 -10000 0 0
CALM1 0.016 0.009 -10000 0 -10000 0 0
JUN -0.035 0.15 -10000 0 -0.46 57 57
mol:Ca2+ -0.004 0.011 -10000 0 -10000 0 0
Calcineurin A alpha-beta B1/FKBP12/FK506 0.011 0.011 -10000 0 -0.14 2 2
FOSL1 0.016 0.024 -10000 0 -0.25 4 4
CREM 0.016 0.017 -10000 0 -0.26 2 2
Jun/NFAT1-c-4/p21SNFT -0.024 0.15 -10000 0 -0.35 52 52
FOS -0.11 0.2 -10000 0 -0.37 171 171
IFNG -0.14 0.3 -10000 0 -0.6 115 115
AP-1/NFAT1-c-4 -0.1 0.3 -10000 0 -0.62 95 95
FASLG -0.12 0.3 -10000 0 -0.61 113 113
NFAT1-c-4/ICER1 0.008 0.095 0.24 1 -0.31 14 15
IL2RA -0.11 0.28 -10000 0 -0.56 106 106
FKBP12/FK506 0.012 0.011 -10000 0 -0.17 2 2
CSF2 -0.099 0.26 -10000 0 -0.55 90 90
JunB/Fra1/NFAT1-c-4 0.016 0.1 -10000 0 -0.31 18 18
IL4 -0.095 0.25 -10000 0 -0.54 87 87
IL2 -0.005 0.1 -10000 0 -1.3 3 3
IL3 0.008 0.021 -10000 0 -10000 0 0
FKBP1A 0.017 0.017 -10000 0 -0.25 2 2
BATF3 0 0 -10000 0 -10000 0 0
mol:FK506 0 0 -10000 0 -10000 0 0
POU2F1 0.026 0 -10000 0 -10000 0 0
E-cadherin signaling in keratinocytes

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
keratinocyte differentiation 0.011 0.088 -10000 0 -0.29 23 23
adherens junction organization -0.013 0.11 -10000 0 -0.25 78 78
mol:GTP 0 0 -10000 0 -10000 0 0
Rac1/GDP -0.019 0.11 -10000 0 -0.34 21 21
FMN1 -0.008 0.1 -10000 0 -0.24 78 78
mol:IP3 0.006 0.081 -10000 0 -0.25 23 23
E-cadherin/Ca2+/beta catenin-gamma catenin/alpha catenin/p120 catenin -0.008 0.11 -10000 0 -0.25 78 78
CTNNB1 0.002 0.09 -10000 0 -0.45 19 19
AKT1 0.007 0.092 -10000 0 -0.33 11 11
E-cadherin/beta catenin-gamma catenin/alpha catenin/p120 catenin -0.018 0.15 -10000 0 -0.38 76 76
CTNND1 0.016 0.029 -10000 0 -0.34 3 3
mol:PI-4-5-P2 0 0.1 -10000 0 -0.23 78 78
VASP -0.007 0.11 -10000 0 -0.24 84 84
ZYX -0.006 0.11 -10000 0 -0.24 86 86
JUB -0.023 0.13 -10000 0 -0.29 50 50
EGFR(dimer) -0.043 0.13 -10000 0 -0.35 32 32
E-cadherin/beta catenin-gamma catenin -0.019 0.12 -10000 0 -0.3 78 78
mol:PI-3-4-5-P3 0.003 0.092 -10000 0 -0.26 28 28
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
PI3K 0.004 0.093 -10000 0 -0.26 28 28
FYN 0.015 0.085 -10000 0 -0.3 15 15
mol:Ca2+ 0.006 0.08 -10000 0 -0.24 23 23
JUP 0.012 0.056 -10000 0 -0.42 8 8
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
mol:DAG 0.006 0.081 -10000 0 -0.25 23 23
CDH1 -0.049 0.17 -10000 0 -0.48 70 70
RhoA/GDP -0.025 0.12 -10000 0 -0.35 28 28
establishment of polarity of embryonic epithelium -0.006 0.11 -10000 0 -0.24 84 84
SRC 0.015 0.035 -10000 0 -0.43 3 3
RAC1 0.018 0 -10000 0 -10000 0 0
RHOA 0.005 0.08 -10000 0 -0.52 12 12
EGFR -0.079 0.18 -10000 0 -0.35 139 139
CASR 0.012 0.078 -10000 0 -0.31 7 7
RhoA/GTP 0.008 0.086 -10000 0 -0.32 11 11
AKT2 0.009 0.087 -10000 0 -0.32 7 7
actin cable formation -0.007 0.1 -10000 0 -0.23 84 84
apoptosis -0.006 0.089 0.26 26 -10000 0 26
CTNNA1 0.017 0.024 -10000 0 -0.52 1 1
mol:GDP -0.03 0.12 -10000 0 -0.36 22 22
PIP5K1A -0.001 0.1 -10000 0 -0.23 78 78
PLCG1 0.006 0.082 -10000 0 -0.25 23 23
Rac1/GTP -0.034 0.12 -10000 0 -0.32 31 31
homophilic cell adhesion 0 0.003 -10000 0 -10000 0 0
HIV-1 Nef: Negative effector of Fas and TNF-alpha

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
BAG4 0.002 0.07 -9999 0 -0.28 28 28
Caspase 8 (4 units) -0.034 0.14 -9999 0 -0.39 37 37
NEF -0.014 0.042 -9999 0 -0.18 10 10
NFKBIA -0.004 0.061 -9999 0 -0.52 4 4
BIRC3 -0.064 0.21 -9999 0 -0.55 74 74
CYCS -0.04 0.14 -9999 0 -0.39 41 41
RIPK1 0.017 0.023 -9999 0 -0.52 1 1
CD247 -0.13 0.24 -9999 0 -0.47 153 153
MAP2K7 -0.023 0.13 -9999 0 -0.4 30 30
protein ubiquitination 0.018 0.095 -9999 0 -0.33 14 14
CRADD 0.01 0.063 -9999 0 -0.49 8 8
DAXX 0.017 0.012 -9999 0 -0.25 1 1
FAS -0.024 0.13 -9999 0 -0.42 51 51
BID -0.048 0.14 -9999 0 -0.33 77 77
NF-kappa-B/RelA/I kappa B alpha -0.014 0.12 -9999 0 -0.27 76 76
TRADD 0.016 0.026 -9999 0 -0.39 2 2
MAP3K5 -0.022 0.13 -9999 0 -0.42 47 47
CFLAR 0.009 0.065 -9999 0 -0.44 10 10
FADD 0 0.067 -9999 0 -0.25 35 35
NF-kappa-B/RelA/I kappa B alpha/ubiquitin -0.014 0.12 -9999 0 -0.27 76 76
MAPK8 -0.016 0.12 -9999 0 -0.43 21 21
APAF1 0.012 0.051 -9999 0 -0.41 7 7
TRAF1 0.013 0.04 -9999 0 -0.28 9 9
TRAF2 0.014 0.042 -9999 0 -0.45 4 4
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8/FASLG -0.052 0.15 -9999 0 -0.35 69 69
TNFR1A/Caspase 2/TNF-alpha/FADD/TRADD/RIP1/cIAP2/TRAF1/TRAF2/Ask1/RAIDD 0.01 0.1 -9999 0 -0.37 15 15
CHUK 0.017 0.1 -9999 0 -0.35 15 15
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8 0 0.11 -9999 0 -0.29 55 55
TCRz/NEF -0.11 0.21 -9999 0 -0.43 133 133
TNF -0.004 0.094 -9999 0 -0.36 31 31
FASLG -0.12 0.26 -9999 0 -0.5 133 133
NFKB1 -0.001 0.046 -9999 0 -0.52 1 1
TNFR1A/BAG4/TNF-alpha 0.012 0.074 -9999 0 -0.31 18 18
CASP6 -0.02 0.14 -9999 0 -0.5 23 23
CASP7 -0.072 0.23 -9999 0 -0.54 80 80
RELA 0 0.04 -9999 0 -10000 0 0
CASP2 0.018 0 -9999 0 -10000 0 0
CASP3 -0.066 0.22 -9999 0 -0.54 78 78
TNFRSF1A 0.016 0.033 -9999 0 -0.52 2 2
TNFR1A/BAG4 0.014 0.054 -9999 0 -0.37 5 5
CASP8 0.018 0 -9999 0 -10000 0 0
CASP9 0.017 0.023 -9999 0 -0.52 1 1
MAP3K14 0.015 0.1 -9999 0 -0.41 11 11
APAF-1/Caspase 9 -0.097 0.15 -9999 0 -0.39 94 94
BCL2 -0.066 0.15 -9999 0 -0.37 59 59
Visual signal transduction: Rods

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
mol:K + 0.011 0.056 -9999 0 -0.42 8 8
GNAT1/GTP 0.01 0.035 -9999 0 -0.34 5 5
Metarhodopsin II/Arrestin -0.045 0.12 -9999 0 -0.31 64 64
PDE6G/GNAT1/GTP 0.02 0.033 -9999 0 -0.31 4 4
mol:GTP 0 0 -9999 0 -10000 0 0
absorption of light 0 0 -9999 0 -10000 0 0
GNAT1 0.013 0.048 -9999 0 -0.47 5 5
GRK1 0 0 -9999 0 -10000 0 0
CNG Channel -0.082 0.12 -9999 0 -0.36 46 46
mol:Na + -0.04 0.088 -9999 0 -0.43 14 14
mol:ADP 0 0 -9999 0 -10000 0 0
RGS9-1/Gbeta5/R9AP -0.056 0.15 -9999 0 -0.34 96 96
mol:GDP 0 0 -9999 0 -10000 0 0
cGMP/CNG Channel -0.002 0.11 -9999 0 -0.44 14 14
CNGB1 0.018 0 -9999 0 -10000 0 0
RDH5 -0.003 0.072 -9999 0 -0.25 40 40
SAG -0.098 0.19 -9999 0 -0.36 162 162
mol:Ca2+ 0.001 0.11 -9999 0 -0.39 17 17
Na + (4 Units) -0.039 0.085 -9999 0 -0.38 17 17
RGS9 -0.033 0.13 -9999 0 -0.31 81 81
GNB1/GNGT1 -0.033 0.1 -9999 0 -0.37 18 18
GNAT1/GDP -0.04 0.13 -9999 0 -0.29 99 99
GUCY2D 0.018 0 -9999 0 -10000 0 0
GNGT1 -0.063 0.14 -9999 0 -0.28 144 144
GUCY2F 0.006 0.076 -9999 0 -0.46 13 13
GNB5 0.005 0.081 -9999 0 -0.5 13 13
mol:GMP (4 units) -0.034 0.12 -9999 0 -0.26 118 118
mol:11-cis-retinal -0.003 0.072 -9999 0 -0.25 40 40
mol:cGMP 0.026 0.087 -9999 0 -0.3 30 30
GNB1 0.013 0.052 -9999 0 -0.52 5 5
Rhodopsin 0.012 0.049 -9999 0 -10000 0 0
SLC24A1 0.011 0.056 -9999 0 -0.42 8 8
CNGA1 -0.061 0.15 -9999 0 -0.32 123 123
Metarhodopsin II 0.011 0 -9999 0 -10000 0 0
mol:Ca ++ 0 0 -9999 0 -10000 0 0
GC1/GCAP Family 0.027 0.075 -9999 0 -0.29 24 24
RGS9BP -0.072 0.18 -9999 0 -0.41 111 111
Metarhodopsin II/Transducin -0.005 0.064 -9999 0 -0.25 22 22
GCAP Family/Ca ++ 0.016 0.074 -9999 0 -0.3 24 24
PDE6A/B -0.066 0.17 -9999 0 -0.37 115 115
mol:Pi -0.056 0.15 -9999 0 -0.34 96 96
mol:all-trans-retinal 0 0 -9999 0 -10000 0 0
Transducin -0.014 0.083 -9999 0 -0.29 22 22
PDE6B -0.1 0.22 -9999 0 -0.5 123 123
PDE6A 0.011 0.048 -9999 0 -0.3 11 11
PDE6G 0.016 0.024 -9999 0 -0.25 4 4
RHO 0.018 0 -9999 0 -10000 0 0
PDE6 -0.088 0.17 -9999 0 -0.41 63 63
GUCA1A 0.001 0.092 -9999 0 -0.48 18 18
GC2/GCAP Family 0.02 0.092 -9999 0 -0.32 30 30
GUCA1C 0.005 0.078 -9999 0 -0.43 15 15
GUCA1B 0.014 0.035 -9999 0 -0.3 6 6
Ras signaling in the CD4+ TCR pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ERK1-2/ELK1 -0.034 0.14 -9999 0 -0.33 76 76
MAP3K8 -0.038 0.15 -9999 0 -0.39 70 70
FOS -0.014 0.092 -9999 0 -0.29 13 13
PRKCA 0.01 0.034 -9999 0 -0.26 8 8
PTPN7 0.006 0.049 -9999 0 -0.28 14 14
HRAS 0.011 0.051 -9999 0 -0.41 7 7
PRKCB -0.003 0.007 -9999 0 -0.013 171 171
NRAS 0.004 0.076 -9999 0 -0.41 16 16
RAS family/GTP 0.013 0.064 -9999 0 -0.28 20 20
MAPK3 0.002 0.057 -9999 0 -0.45 2 2
MAP2K1 -0.005 0.064 -9999 0 -0.23 11 11
ELK1 0.01 0.038 -9999 0 -0.39 4 4
BRAF 0.004 0.057 -9999 0 -0.41 7 7
mol:GTP -0.001 0.002 -9999 0 -0.004 171 171
MAPK1 0.001 0.06 -9999 0 -0.43 3 3
RAF1 0.011 0.028 -9999 0 -10000 0 0
KRAS 0.008 0.065 -9999 0 -0.44 10 10
Glypican 2 network

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
MDK -0.016 0.12 -9999 0 -0.37 46 46
GPC2 0 0 -9999 0 -10000 0 0
GPC2/Midkine -0.011 0.083 -9999 0 -0.26 46 46
neuron projection morphogenesis -0.011 0.083 -9999 0 -0.26 46 46
Coregulation of Androgen receptor activity

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
NRIP1 -0.042 0.16 -9999 0 -0.46 67 67
SVIL -0.004 0.1 -9999 0 -0.43 27 27
ZNF318 0.014 0.005 -9999 0 -10000 0 0
JMJD2C 0.023 0.032 -9999 0 -0.32 4 4
T-DHT/AR/Ubc9 -0.065 0.14 -9999 0 -0.33 103 103
CARM1 0.014 0.039 -9999 0 -0.36 5 5
PRDX1 0.012 0.05 -9999 0 -0.43 6 6
PELP1 0.017 0.001 -9999 0 -10000 0 0
CTNNB1 0.002 0.09 -9999 0 -0.45 19 19
AKT1 0.01 0.053 -9999 0 -0.37 9 9
PTK2B 0.017 0.017 -9999 0 -0.25 2 2
MED1 -0.001 0.066 -9999 0 -0.25 34 34
MAK -0.018 0.094 -9999 0 -0.28 57 57
response to oxidative stress 0 0 -9999 0 -10000 0 0
HIP1 0.019 0.012 -9999 0 -0.25 1 1
GSN 0 0.095 -9999 0 -0.43 23 23
NCOA2 0.009 0.063 -9999 0 -0.4 11 11
NCOA6 0.019 0.012 -9999 0 -0.25 1 1
DNA-PK 0.029 0.029 -9999 0 -0.31 2 2
NCOA4 0.008 0.069 -9999 0 -0.45 11 11
PIAS3 0.019 0.002 -9999 0 -10000 0 0
cell proliferation -0.043 0.092 -9999 0 -0.84 5 5
XRCC5 0.017 0.001 -9999 0 -10000 0 0
UBE3A 0.018 0.033 -9999 0 -0.52 2 2
T-DHT/AR/SNURF -0.076 0.14 -9999 0 -0.32 118 118
FHL2 -0.15 0.34 -9999 0 -0.95 73 73
RANBP9 0.019 0.012 -9999 0 -0.25 1 1
JMJD1A -0.002 0.055 -9999 0 -10000 0 0
CDK6 -0.019 0.1 -9999 0 -0.29 63 63
TGFB1I1 -0.003 0.1 -9999 0 -0.48 23 23
T-DHT/AR/CyclinD1 -0.12 0.21 -9999 0 -0.43 149 149
XRCC6 0.016 0.012 -9999 0 -0.26 1 1
T-DHT/AR -0.085 0.17 -9999 0 -0.33 140 140
CTDSP1 0.016 0.033 -9999 0 -0.52 2 2
CTDSP2 0.011 0.044 -9999 0 -0.42 5 5
BRCA1 0.001 0.094 -9999 0 -0.48 19 19
TCF4 -0.01 0.12 -9999 0 -0.51 26 26
CDKN2A -0.055 0.15 -9999 0 -0.33 108 108
SRF 0 0.054 -9999 0 -0.28 4 4
NKX3-1 -0.056 0.11 -9999 0 -0.24 105 105
KLK3 0.022 0.055 -9999 0 -10000 0 0
TMF1 0.018 0.001 -9999 0 -10000 0 0
HNRNPA1 0.015 0.023 -9999 0 -0.52 1 1
AOF2 0.018 0.026 -9999 0 -0.39 2 2
APPL1 0.015 0.054 -9999 0 -0.37 9 9
T-DHT/AR/Caspase 8 -0.066 0.14 -9999 0 -0.33 103 103
AR -0.11 0.21 -9999 0 -0.53 104 104
UBA3 0 0.001 -9999 0 -10000 0 0
PATZ1 0.003 0.084 -9999 0 -0.5 14 14
PAWR 0.001 0.091 -9999 0 -0.44 20 20
PRKDC 0.011 0.045 -9999 0 -0.31 9 9
PA2G4 0.016 0.012 -9999 0 -0.26 1 1
UBE2I 0.018 0 -9999 0 -10000 0 0
T-DHT/AR/Cyclin D3/CDK11 p58 -0.059 0.13 -9999 0 -0.3 103 103
RPS6KA3 0.011 0.057 -9999 0 -0.34 12 12
T-DHT/AR/ARA70 -0.071 0.15 -9999 0 -0.34 109 109
LATS2 0.004 0.078 -9999 0 -0.48 13 13
T-DHT/AR/PRX1 -0.062 0.13 -9999 0 -0.31 106 106
Cyclin D3/CDK11 p58 0.013 0.008 -9999 0 -0.17 1 1
VAV3 -0.082 0.2 -9999 0 -0.48 108 108
KLK2 -0.013 0.075 -9999 0 -0.4 1 1
CASP8 0.017 0.001 -9999 0 -10000 0 0
T-DHT/AR/TIF2/CARM1 -0.054 0.14 -9999 0 -0.3 111 111
TMPRSS2 -0.18 0.38 -9999 0 -0.91 105 105
CCND1 -0.089 0.2 -9999 0 -0.44 124 124
PIAS1 0.019 0.012 -9999 0 -0.25 1 1
mol:T-DHT -0.018 0.037 -9999 0 -0.077 130 130
CDC2L1 0 0 -9999 0 -10000 0 0
PIAS4 0.016 0.05 -9999 0 -0.43 6 6
T-DHT/AR/CDK6 -0.085 0.17 -9999 0 -0.37 118 118
CMTM2 0.016 0.023 -9999 0 -0.52 1 1
SNURF 0 0 -9999 0 -10000 0 0
ZMIZ1 -0.003 0.049 -9999 0 -0.31 6 6
CCND3 0.017 0.012 -9999 0 -0.25 1 1
TGIF1 0.006 0.073 -9999 0 -0.52 10 10
FKBP4 0.013 0.055 -9999 0 -0.44 7 7
Cellular roles of Anthrax toxin

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
ANTXR1 -0.024 0.14 -10000 0 -0.46 46 46
ANTXR2 0.002 0.09 -10000 0 -0.5 16 16
negative regulation of myeloid dendritic cell antigen processing and presentation -0.007 0.021 -10000 0 -0.074 44 44
monocyte activation -0.022 0.12 -10000 0 -0.41 41 41
MAP2K2 0.007 0.06 -10000 0 -0.77 3 3
MAP2K1 0.005 0.021 -10000 0 -0.11 1 1
MAP2K7 0.005 0.024 -10000 0 -0.27 1 1
MAP2K6 -0.009 0.063 -10000 0 -0.21 37 37
CYAA -0.014 0.092 -10000 0 -0.3 44 44
MAP2K4 -0.006 0.056 -10000 0 -0.19 35 35
IL1B -0.03 0.095 -10000 0 -0.25 68 68
Channel -0.009 0.1 -10000 0 -0.32 44 44
NLRP1 0.002 0.036 -10000 0 -0.32 4 4
CALM1 0.018 0 -10000 0 -10000 0 0
negative regulation of phagocytosis 0.007 0.027 -10000 0 -10000 0 0
mol:Ca2+ 0 0 -10000 0 -10000 0 0
regulation of endothelial cell proliferation 0.007 0.021 0.074 44 -10000 0 44
MAPK3 0.005 0.024 -10000 0 -0.19 2 2
MAPK1 0.004 0.027 -10000 0 -0.27 2 2
PGR -0.14 0.12 -10000 0 -0.2 365 365
PA/Cellular Receptors -0.011 0.11 -10000 0 -0.35 44 44
apoptosis -0.007 0.021 -10000 0 -0.074 44 44
LOC728358 0 0 -10000 0 -10000 0 0
Lethal toxin (unfolded) -0.008 0.094 -10000 0 -0.3 44 44
macrophage activation 0.011 0.028 -10000 0 -0.25 3 3
TNF -0.004 0.094 -10000 0 -0.36 31 31
VCAM1 -0.022 0.12 -10000 0 -0.42 41 41
platelet activation 0.007 0.027 -10000 0 -10000 0 0
MAPKKK cascade -0.001 0.034 0.12 18 -10000 0 18
IL18 -0.031 0.11 -10000 0 -0.28 70 70
negative regulation of macrophage activation -0.007 0.021 -10000 0 -0.074 44 44
LEF -0.007 0.021 -10000 0 -0.074 44 44
CASP1 -0.006 0.042 -10000 0 -0.15 24 24
mol:cAMP 0.007 0.027 -10000 0 -10000 0 0
necrosis -0.007 0.021 -10000 0 -0.074 44 44
intracellular pH reduction 0 0 -10000 0 -10000 0 0
PAGA 0 0 -10000 0 -10000 0 0
Edema toxin (unfolded) -0.008 0.095 -10000 0 -0.3 44 44
mol:Epigallocatechin-3-gallate (EGCG) 0 0 -10000 0 -10000 0 0
Glypican 1 network

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
GPC1/FGF2 dimer/FGFR1 dimer -0.045 0.14 -10000 0 -0.37 67 67
fibroblast growth factor receptor signaling pathway -0.045 0.14 -10000 0 -0.36 67 67
LAMA1 0.015 0.026 -10000 0 -0.25 5 5
PRNP 0.006 0.073 -10000 0 -0.44 13 13
GPC1/SLIT2 -0.025 0.14 -10000 0 -0.39 60 60
SMAD2 0.012 0.084 -10000 0 -0.28 36 36
GPC1/PrPc/Cu2+ 0.002 0.083 -10000 0 -0.33 30 30
GPC1/Laminin alpha1 0.007 0.082 -10000 0 -0.37 22 22
TDGF1 0.017 0.012 -10000 0 -0.25 1 1
CRIPTO/GPC1 0.009 0.08 -10000 0 -0.37 22 22
APP/GPC1 -0.025 0.13 -10000 0 -0.38 57 57
mol:NO 0 0 -10000 0 -10000 0 0
YES1 0.01 0.081 -10000 0 -0.31 30 30
FLT1 0.004 0.08 -10000 0 -0.45 15 15
GPC1/TGFB/TGFBR1/TGFBR2 0.009 0.093 -10000 0 -0.32 35 35
SERPINC1 0.007 0.054 -10000 0 -0.27 19 19
FYN 0.01 0.079 -10000 0 -0.31 29 29
FGR 0.015 0.068 -10000 0 -0.3 22 22
positive regulation of MAPKKK cascade -0.012 0.12 -10000 0 -0.36 42 42
SLIT2 -0.029 0.15 -10000 0 -0.48 50 50
GPC1/NRG 0.002 0.089 -10000 0 -0.38 23 23
NRG1 0.008 0.053 -10000 0 -0.27 18 18
GPC1/VEGF165 homodimer/VEGFR1 homodimer 0.002 0.097 -10000 0 -0.32 37 37
LYN 0.014 0.071 -10000 0 -0.31 22 22
mol:Spermine -0.005 0.079 -10000 0 -0.38 22 22
cell growth -0.045 0.14 -10000 0 -0.36 67 67
BMP signaling pathway 0.006 0.11 0.49 25 -10000 0 25
SRC 0.015 0.073 -10000 0 -0.32 23 23
TGFBR1 0.003 0.082 -10000 0 -0.42 18 18
mol:Cu2+ 0 0 -10000 0 -10000 0 0
PLA2G2A -0.054 0.14 -10000 0 -0.3 122 122
GPC1 -0.006 0.11 -10000 0 -0.49 25 25
TGFBR1 (dimer) 0.003 0.082 -10000 0 -0.42 18 18
VEGFA 0 0.075 -10000 0 -0.29 31 31
BLK -0.005 0.092 -10000 0 -0.33 30 30
HCK 0.002 0.095 -10000 0 -0.32 41 41
FGF2 -0.064 0.16 -10000 0 -0.34 122 122
FGFR1 -0.013 0.11 -10000 0 -0.35 44 44
VEGFR1 homodimer 0.004 0.08 -10000 0 -0.45 15 15
TGFBR2 0.013 0.049 -10000 0 -0.43 6 6
cell death -0.025 0.13 -10000 0 -0.38 57 57
ATIII/GPC1 0.002 0.088 -10000 0 -0.38 23 23
PLA2G2A/GPC1 -0.041 0.12 -10000 0 -0.39 41 41
LCK -0.039 0.13 -10000 0 -0.32 82 82
neuron differentiation 0.002 0.089 -10000 0 -0.38 23 23
PrPc/Cu2+ 0.005 0.053 -10000 0 -0.38 9 9
APP -0.029 0.14 -10000 0 -0.43 56 56
TGFBR2 (dimer) 0.013 0.049 -10000 0 -0.43 6 6
IL1-mediated signaling events

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
UBC13/UEV1A 0.012 0.011 -9999 0 -0.17 2 2
PRKCZ 0 0 -9999 0 -10000 0 0
MAP3K7IP2 0.014 0.047 -9999 0 -0.52 4 4
ERC1 0.011 0.056 -9999 0 -0.42 8 8
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4 -0.024 0.11 -9999 0 -0.32 40 40
IRAK/TOLLIP 0.029 0.019 -9999 0 -0.23 1 1
IKBKB 0.012 0.047 -9999 0 -0.31 10 10
IKBKG 0.018 0 -9999 0 -10000 0 0
IL1 alpha/IL1R2 -0.025 0.12 -9999 0 -0.36 46 46
IL1A 0.006 0.063 -9999 0 -0.31 18 18
IL1B -0.067 0.18 -9999 0 -0.43 86 86
IRAK/TRAF6/p62/Atypical PKCs 0.031 0.053 -9999 0 -0.23 18 18
IL1R2 -0.045 0.15 -9999 0 -0.35 89 89
IL1R1 -0.046 0.16 -9999 0 -0.4 80 80
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP -0.018 0.12 -9999 0 -0.38 24 24
TOLLIP 0.017 0.012 -9999 0 -0.25 1 1
TICAM2 0 0 -9999 0 -10000 0 0
MAP3K3 0.017 0.012 -9999 0 -0.25 1 1
TAK1/TAB1/TAB2 0.033 0.034 -9999 0 -0.34 4 4
IKK complex/ELKS 0.051 0.075 -9999 0 -0.36 7 7
JUN 0.014 0.093 -9999 0 -0.44 4 4
MAP3K7 0.016 0.02 -9999 0 -0.25 3 3
IL1 beta fragment/IL1R1/IL1RAP/PI3K -0.059 0.18 -9999 0 -0.34 120 120
IL1 alpha/IL1R1/IL1RAP/MYD88 -0.002 0.1 -9999 0 -0.28 57 57
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4 0.005 0.1 -9999 0 -0.26 57 57
IL1 beta fragment/IL1R1/IL1RAP -0.069 0.18 -9999 0 -0.36 120 120
NFKB1 0.017 0.023 -9999 0 -0.52 1 1
MAPK8 0.032 0.063 -9999 0 -0.37 2 2
IRAK1 0.019 0.018 -9999 0 -10000 0 0
IL1RN/IL1R1 -0.061 0.17 -9999 0 -0.41 87 87
IRAK4 0.014 0.044 -9999 0 -0.41 5 5
PRKCI 0.002 0.085 -9999 0 -0.43 18 18
TRAF6 0.017 0.023 -9999 0 -0.52 1 1
PI3K 0.005 0.082 -9999 0 -0.37 21 21
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP -0.032 0.13 -9999 0 -0.36 47 47
CHUK 0.005 0.081 -9999 0 -0.5 13 13
IL1 beta fragment/IL1R1/IL1RAP/MYD88s -0.069 0.18 -9999 0 -0.36 120 120
IL1 beta/IL1R2 -0.082 0.18 -9999 0 -0.36 128 128
IRAK/TRAF6/TAK1/TAB1/TAB2 0.048 0.033 -9999 0 -0.24 5 5
NF kappa B1 p50/RelA -0.082 0.14 -9999 0 -0.44 54 54
IRAK3 -0.018 0.099 -9999 0 -0.28 64 64
IL1 beta fragment/IL1R1/IL1RAP/TICAM2/IRAK4 -0.056 0.17 -9999 0 -0.34 110 110
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP 0.004 0.089 -9999 0 -0.38 4 4
IL1 alpha/IL1R1/IL1RAP -0.013 0.11 -9999 0 -0.31 53 53
RELA 0.018 0 -9999 0 -10000 0 0
MAP3K7IP1 0.018 0 -9999 0 -10000 0 0
SQSTM1 0.012 0.053 -9999 0 -0.48 6 6
MYD88 0.013 0.048 -9999 0 -0.47 5 5
IRAK/TRAF6/MEKK3 0.038 0.021 -9999 0 -0.25 1 1
IL1RAP 0.012 0.044 -9999 0 -0.28 11 11
UBE2N 0.017 0.017 -9999 0 -0.25 2 2
IRAK/TRAF6 -0.069 0.12 -9999 0 -0.39 49 49
CASP1 -0.051 0.17 -9999 0 -0.42 84 84
IL1RN/IL1R2 -0.06 0.16 -9999 0 -0.39 82 82
IL1 beta fragment/IL1R1/IL1RAP/MYD88 -0.057 0.17 -9999 0 -0.35 111 111
TMEM189-UBE2V1 0 0 -9999 0 -10000 0 0
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP 0.003 0.1 -9999 0 -0.3 49 49
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
IL1RN -0.043 0.16 -9999 0 -0.4 76 76
TRAF6/TAK1/TAB1/TAB2 0.04 0.031 -9999 0 -0.26 5 5
MAP2K6 0.028 0.063 -9999 0 -0.24 24 24
Class IB PI3K non-lipid kinase 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
cAMP biosynthetic process 0.004 0.088 0.33 33 -10000 0 33
PI3K Class IB/PDE3B -0.004 0.088 -10000 0 -0.33 33 33
PDE3B -0.004 0.088 -10000 0 -0.33 33 33
Signaling mediated by p38-gamma and p38-delta

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
EEF2K 0.018 0.062 -9999 0 -0.31 17 17
SNTA1 0.011 0.058 -9999 0 -0.48 7 7
response to hypoxia 0 0 -9999 0 -10000 0 0
STMN1 0.004 0.086 -9999 0 -0.32 31 31
MAPK12 -0.004 0.092 -9999 0 -0.28 46 46
CCND1 -0.07 0.17 -9999 0 -0.42 90 90
p38 gamma/SNTA1 0.002 0.093 -9999 0 -0.28 35 35
MAP2K3 0.014 0.037 -9999 0 -0.29 7 7
PKN1 0.013 0.045 -9999 0 -0.39 6 6
G2/M transition checkpoint -0.004 0.091 -9999 0 -0.28 46 46
MAP2K6 -0.005 0.091 -9999 0 -0.3 43 43
MAPT -0.054 0.15 -9999 0 -0.32 120 120
MAPK13 0.011 0.071 -9999 0 -0.38 16 16
hyperosmotic response 0 0 -9999 0 -10000 0 0
ZAK 0.003 0.072 -9999 0 -0.33 23 23
Syndecan-3-mediated signaling events

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
CTTN 0.003 0.068 -9999 0 -0.28 26 26
Syndecan-3/Src/Cortactin -0.046 0.16 -9999 0 -0.5 37 37
Syndecan-3/Neurocan -0.007 0.13 -9999 0 -0.57 24 24
POMC 0.001 0.072 -9999 0 -0.28 30 30
EGFR -0.079 0.18 -9999 0 -0.35 139 139
Syndecan-3/EGFR -0.049 0.16 -9999 0 -0.39 68 68
AGRP 0.016 0.029 -9999 0 -0.34 3 3
NCSTN 0.017 0.023 -9999 0 -0.52 1 1
PSENEN 0.017 0.012 -9999 0 -0.25 1 1
RP11-540L11.1 0 0 -9999 0 -10000 0 0
APH1B 0.001 0.093 -9999 0 -0.51 17 17
APH1A 0.003 0.067 -9999 0 -0.29 25 25
NCAN 0.007 0.053 -9999 0 -0.25 21 21
long-term memory -0.003 0.13 -9999 0 -0.48 32 32
Syndecan-3/IL8 -0.045 0.16 -9999 0 -0.42 58 58
PSEN1 0.013 0.052 -9999 0 -0.52 5 5
Src/Cortactin 0.014 0.054 -9999 0 -0.37 5 5
FYN 0.008 0.067 -9999 0 -0.41 12 12
limb bud formation -0.031 0.12 -9999 0 -0.59 24 24
MC4R 0.014 0.039 -9999 0 -0.36 5 5
SRC 0.015 0.035 -9999 0 -0.43 3 3
PTN -0.099 0.19 -9999 0 -0.37 158 158
FGFR/FGF/Syndecan-3 -0.032 0.12 -9999 0 -0.6 24 24
neuron projection morphogenesis -0.045 0.16 -9999 0 -0.47 40 40
Syndecan-3/AgRP -0.003 0.13 -9999 0 -0.56 25 25
Syndecan-3/AgRP/MC4R 0.006 0.13 -9999 0 -0.53 26 26
Fyn/Cortactin 0.009 0.068 -9999 0 -0.38 10 10
SDC3 -0.032 0.13 -9999 0 -0.61 24 24
GO:0007205 0 0 -9999 0 -10000 0 0
positive regulation of leukocyte migration -0.044 0.15 -9999 0 -0.41 58 58
IL8 -0.072 0.17 -9999 0 -0.34 135 135
Syndecan-3/Fyn/Cortactin -0.003 0.13 -9999 0 -0.49 32 32
Syndecan-3/CASK -0.03 0.12 -9999 0 -0.58 24 24
alpha-MSH/MC4R 0.012 0.057 -9999 0 -0.37 5 5
Gamma Secretase 0.033 0.069 -9999 0 -0.25 25 25
Presenilin action in Notch and Wnt signaling

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
Delta 1/NOTCH/NOTCH(cleaved) 0.025 0.076 -10000 0 -0.64 6 6
HDAC1 0.022 0.03 -10000 0 -0.53 1 1
AES 0.019 0.006 -10000 0 -10000 0 0
FBXW11 0.015 0.035 -10000 0 -0.43 3 3
DTX1 0.012 0.049 -10000 0 -0.34 9 9
LRP6/FZD1 0.009 0.076 -10000 0 -0.36 19 19
TLE1 -0.031 0.15 -10000 0 -0.45 56 56
AP1 -0.05 0.13 -10000 0 -0.3 82 82
NCSTN 0.017 0.023 -10000 0 -0.52 1 1
ADAM10 0.013 0.045 -10000 0 -0.39 6 6
Beta Catenin/TCF1/CtBP/CBP/TLE1/AES/SMAD4 -0.041 0.13 -10000 0 -0.51 4 4
NICD/RBPSUH 0.027 0.076 -10000 0 -0.63 6 6
WIF1 -0.024 0.098 -10000 0 -0.25 81 81
NOTCH1 -0.003 0.077 -10000 0 -0.67 6 6
PSENEN 0.017 0.012 -10000 0 -0.25 1 1
KREMEN2 -0.19 0.23 -10000 0 -0.41 257 257
DKK1 -0.12 0.19 -10000 0 -0.34 199 199
beta catenin/beta TrCP1 0.004 0.084 0.24 4 -0.35 17 21
APH1B 0.001 0.093 -10000 0 -0.51 17 17
APH1A 0.003 0.067 -10000 0 -0.29 25 25
AXIN1 0.006 0.04 0.24 8 -0.23 3 11
CtBP/CBP/TCF1/TLE1/AES 0.036 0.1 0.29 5 -0.26 1 6
PSEN1 0.013 0.052 -10000 0 -0.52 5 5
FOS -0.11 0.2 -10000 0 -0.37 171 171
JUN -0.034 0.15 -10000 0 -0.46 57 57
MAP3K7 0.019 0.022 -10000 0 -0.26 3 3
CTNNB1 -0.005 0.084 0.23 6 -0.38 15 21
MAPK3 0.016 0.026 -10000 0 -0.39 2 2
DKK2/LRP6/Kremen 2 -0.12 0.16 -10000 0 -0.33 186 186
HNF1A 0.017 0.026 -10000 0 -0.24 5 5
CTBP1 0.018 0.018 -10000 0 -0.26 2 2
MYC -0.086 0.34 -10000 0 -1.4 34 34
NKD1 0.01 0.059 -10000 0 -0.38 11 11
FZD1 0.003 0.082 -10000 0 -0.43 17 17
NOTCH1 precursor/Deltex homolog 1 0.024 0.085 -10000 0 -0.69 6 6
apoptosis -0.05 0.12 -10000 0 -0.3 82 82
Delta 1/NOTCHprecursor 0.027 0.076 -10000 0 -0.63 6 6
DLL1 0.017 0.012 -10000 0 -0.25 1 1
PPARD 0.004 0.045 -10000 0 -10000 0 0
Gamma Secretase 0.031 0.069 -10000 0 -0.25 25 25
APC 0.002 0.055 0.25 6 -0.4 5 11
DVL1 0.022 0.038 -10000 0 -0.38 3 3
CSNK2A1 0.016 0.023 -10000 0 -0.52 1 1
MAP3K7IP1 0.02 0.008 -10000 0 -10000 0 0
DKK1/LRP6/Kremen 2 -0.17 0.17 -10000 0 -0.34 249 249
LRP6 0.008 0.065 -10000 0 -0.38 13 13
CSNK1A1 0.016 0.024 -10000 0 -0.52 1 1
NLK 0.032 0.03 -10000 0 -0.26 1 1
CCND1 -0.22 0.51 -10000 0 -1.4 87 87
WNT1 0.017 0.023 -10000 0 -0.52 1 1
Axin1/APC/beta catenin 0.017 0.074 0.28 4 -0.35 6 10
DKK2 -0.026 0.14 -10000 0 -0.42 52 52
NOTCH1 precursor/DVL1 0.036 0.077 -10000 0 -0.57 6 6
GSK3B 0.018 0.001 -10000 0 -10000 0 0
FRAT1 0.01 0.068 -10000 0 -0.47 10 10
NOTCH/Deltex homolog 1 0.022 0.085 -10000 0 -0.7 6 6
PPP2R5D 0.013 0.036 0.27 5 -0.19 1 6
MAPK1 0.016 0.033 -10000 0 -0.52 2 2
WNT1/LRP6/FZD1 0.009 0.079 -10000 0 -0.27 23 23
RBPJ 0.018 0 -10000 0 -10000 0 0
CREBBP 0.013 0.035 -10000 0 -0.52 2 2
Nectin adhesion pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PDGFRB 0.01 0.066 -9999 0 -0.52 8 8
alphaV beta3 Integrin 0.001 0.094 -9999 0 -0.4 22 22
PTK2 -0.001 0.15 -9999 0 -0.45 43 43
positive regulation of JNK cascade -0.028 0.086 -9999 0 -0.31 43 43
CDC42/GDP 0.021 0.13 -9999 0 -0.42 41 41
Rac1/GDP 0.023 0.13 -9999 0 -0.41 41 41
RAP1B 0.013 0.044 -9999 0 -0.32 8 8
RAP1A 0.012 0.057 -9999 0 -0.52 6 6
CTNNB1 0.001 0.09 -9999 0 -0.45 19 19
CDC42/GTP -0.033 0.11 -9999 0 -0.38 43 43
nectin-3/I-afadin -0.016 0.12 -9999 0 -0.41 41 41
RAPGEF1 0.009 0.15 -9999 0 -0.46 42 42
mol:GTP 0 0 -9999 0 -10000 0 0
CRK -0.001 0.17 -9999 0 -0.54 42 42
PDGFB-D/PDGFRB 0.01 0.066 -9999 0 -0.52 8 8
TLN1 0.004 0.099 -9999 0 -0.38 22 22
Rap1/GTP -0.031 0.093 -9999 0 -0.33 42 42
IQGAP1 0.018 0 -9999 0 -10000 0 0
Rap1/GTP/I-afadin 0.015 0.073 -9999 0 -0.28 28 28
nectin-3(dimer)/I-afadin/I-afadin/nectin-3(dimer)/I-afadin/I-afadin -0.016 0.12 -9999 0 -0.41 41 41
PVR 0.008 0.059 -9999 0 -0.33 14 14
Necl-5(dimer) 0.008 0.059 -9999 0 -0.33 14 14
mol:GDP 0.011 0.16 -9999 0 -0.51 41 41
MLLT4 -0.006 0.11 -9999 0 -0.46 26 26
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
PI3K 0.001 0.13 -9999 0 -0.32 59 59
nectin-1(dimer)/I-afadin/I-afadin/nectin-1(dimer)/I-afadin/I-afadin 0.007 0.082 -9999 0 -0.38 21 21
positive regulation of lamellipodium assembly -0.028 0.088 -9999 0 -0.32 41 41
PVRL1 0.014 0.035 -9999 0 -0.3 6 6
PVRL3 -0.019 0.12 -9999 0 -0.4 46 46
PVRL2 0.002 0.089 -9999 0 -0.52 15 15
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
CDH1 -0.049 0.17 -9999 0 -0.48 70 70
CLDN1 -0.11 0.21 -9999 0 -0.4 165 165
JAM-A/CLDN1 -0.065 0.16 -9999 0 -0.32 128 128
SRC -0.01 0.18 -9999 0 -0.6 43 43
ITGB3 0.002 0.075 -9999 0 -0.32 25 25
nectin-1(dimer)/I-afadin/I-afadin 0.007 0.082 -9999 0 -0.38 21 21
FARP2 0.006 0.16 -9999 0 -0.51 43 43
RAC1 0.018 0 -9999 0 -10000 0 0
CTNNA1 0.017 0.023 -9999 0 -0.52 1 1
nectin-3(dimer)/I-afadin/I-afadin/Necl-5(dimer) -0.006 0.11 -9999 0 -0.35 44 44
nectin-1/I-afadin 0.007 0.082 -9999 0 -0.38 21 21
nectin-2/I-afadin -0.002 0.1 -9999 0 -0.39 33 33
RAC1/GTP/IQGAP1/filamentous actin 0.024 0 -9999 0 -10000 0 0
nectin-1(dimer)/I-afadin/I-afadin/nectin-3(dimer/I-afadin/I-afadin -0.002 0.11 -9999 0 -0.34 43 43
CDC42/GTP/IQGAP1/filamentous actin 0.024 0 -9999 0 -10000 0 0
F11R 0.011 0.055 -9999 0 -0.36 10 10
positive regulation of filopodium formation -0.028 0.086 -9999 0 -0.31 43 43
alphaV/beta3 Integrin/Talin 0.006 0.13 -9999 0 -0.46 22 22
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin -0.002 0.1 -9999 0 -0.39 33 33
nectin-2(dimer)/I-afadin/I-afadin -0.002 0.1 -9999 0 -0.39 33 33
PIP5K1C -0.004 0.1 -9999 0 -0.42 21 21
VAV2 0.006 0.16 -9999 0 -0.52 41 41
RAP1/GDP 0.019 0.13 -9999 0 -0.38 42 42
ITGAV -0.002 0.1 -9999 0 -0.48 21 21
nectin-3(dimer)/I-afadin/I-afadin/nectin-2(dimer)/I-afadin/I-afadin -0.01 0.12 -9999 0 -0.35 53 53
nectin-3(dimer)/I-afadin/I-afadin -0.016 0.12 -9999 0 -0.41 41 41
Rac1/GTP -0.032 0.11 -9999 0 -0.4 41 41
PTPRM -0.011 0.11 -9999 0 -0.31 47 47
E-cadherin/beta catenin/alpha catenin -0.012 0.13 -9999 0 -0.46 11 11
adherens junction assembly 0 0 -9999 0 -10000 0 0
CDC42 0.018 0 -9999 0 -10000 0 0
TRAIL signaling pathway

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
TNFSF10 -0.042 0.16 -10000 0 -0.46 67 67
positive regulation of NF-kappaB transcription factor activity -0.019 0.12 -10000 0 -0.37 52 52
MAP2K4 -0.013 0.12 -10000 0 -0.4 23 23
IKBKB 0.012 0.047 -10000 0 -0.31 10 10
TNFRSF10B 0.005 0.079 -10000 0 -0.46 14 14
TNFRSF10A -0.004 0.1 -10000 0 -0.47 24 24
SMPD1 -0.008 0.086 -10000 0 -0.23 58 58
IKBKG 0.018 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
TNFRSF10D 0.015 0.031 -10000 0 -0.32 4 4
TRAIL/TRAILR2 -0.026 0.14 -10000 0 -0.4 57 57
TRAIL/TRAILR3 -0.032 0.13 -10000 0 -0.37 54 54
TRAIL/TRAILR1 -0.032 0.14 -10000 0 -0.4 64 64
TRAIL/TRAILR4 -0.019 0.12 -10000 0 -0.37 52 52
TRAIL/TRAILR1/DAP3/GTP -0.013 0.12 -10000 0 -0.3 65 65
IKK complex -0.028 0.082 -10000 0 -0.4 17 17
RIPK1 0.017 0.023 -10000 0 -0.52 1 1
response to oxidative stress 0 0 -10000 0 -10000 0 0
DAP3/GTP 0.012 0.019 -10000 0 -0.27 2 2
MAPK3 -0.019 0.12 -10000 0 -0.37 52 52
MAP3K1 -0.01 0.12 -10000 0 -0.4 23 23
TRAILR4 (trimer) 0.015 0.031 -10000 0 -0.32 4 4
TRADD 0.016 0.026 -10000 0 -0.39 2 2
TRAILR1 (trimer) -0.004 0.1 -10000 0 -0.46 24 24
TRAIL/TRAILR1/FADD/TRADD/RIP/TRAF2 -0.004 0.11 -10000 0 -0.43 13 13
CFLAR 0.009 0.065 -10000 0 -0.44 10 10
MAPK1 -0.02 0.12 -10000 0 -0.37 53 53
TRAIL/TRAILR1/FADD/TRADD/RIP -0.002 0.12 -10000 0 -0.29 64 64
mol:ceramide -0.008 0.086 -10000 0 -0.23 58 58
FADD 0 0.067 -10000 0 -0.25 35 35
MAPK8 -0.007 0.12 -10000 0 -0.39 23 23
TRAF2 0.014 0.042 -10000 0 -0.45 4 4
TRAILR3 (trimer) -0.004 0.075 -10000 0 -0.26 41 41
CHUK 0.005 0.081 -10000 0 -0.5 13 13
TRAIL/TRAILR1/FADD -0.025 0.13 -10000 0 -0.34 65 65
DAP3 0.016 0.026 -10000 0 -0.39 2 2
CASP10 -0.05 0.12 0.26 1 -0.36 54 55
JNK cascade -0.019 0.12 -10000 0 -0.37 52 52
TRAIL (trimer) -0.042 0.16 -10000 0 -0.46 67 67
TNFRSF10C -0.004 0.075 -10000 0 -0.26 41 41
TRAIL/TRAILR1/DAP3/GTP/FADD -0.011 0.12 -10000 0 -0.29 65 65
TRAIL/TRAILR2/FADD -0.019 0.13 -10000 0 -0.34 58 58
cell death -0.008 0.086 -10000 0 -0.23 58 58
TRAIL/TRAILR2/FADD/TRADD/RIP/TRAF2 0 0.11 -10000 0 -0.46 11 11
TRAILR2 (trimer) 0.005 0.079 -10000 0 -0.46 14 14
CASP8 0.01 0.042 -10000 0 -10000 0 0
negative regulation of caspase activity 0 0 -10000 0 -10000 0 0
TRAIL/TRAILR2/FADD/TRADD/RIP 0.003 0.12 -10000 0 -0.29 56 56
E-cadherin signaling in the nascent adherens junction

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
CTTN -0.037 0.17 -9999 0 -0.45 74 74
KLHL20 -0.015 0.099 -9999 0 -0.26 22 22
CYFIP2 -0.042 0.16 -9999 0 -0.47 65 65
Rac1/GDP 0.006 0.11 -9999 0 -0.3 19 19
ENAH -0.036 0.18 -9999 0 -0.45 76 76
AP1M1 0.017 0.023 -9999 0 -0.52 1 1
RAP1B 0.013 0.044 -9999 0 -0.32 8 8
RAP1A 0.012 0.057 -9999 0 -0.52 6 6
CTNNB1 0.001 0.09 -9999 0 -0.45 19 19
CDC42/GTP -0.032 0.069 -9999 0 -0.3 10 10
ABI1/Sra1/Nap1 -0.042 0.054 -9999 0 -0.17 36 36
E-cadherin/beta catenin/alpha catenin/beta7/alphaE Integrin -0.005 0.12 -9999 0 -0.28 79 79
RAPGEF1 -0.015 0.15 -9999 0 -0.38 74 74
CTNND1 0.016 0.029 -9999 0 -0.34 3 3
regulation of calcium-dependent cell-cell adhesion -0.039 0.17 -9999 0 -0.46 74 74
CRK -0.024 0.16 -9999 0 -0.41 75 75
E-cadherin/gamma catenin/alpha catenin -0.01 0.12 -9999 0 -0.31 65 65
alphaE/beta7 Integrin 0.023 0.038 -9999 0 -0.37 5 5
IQGAP1 0.018 0 -9999 0 -10000 0 0
NCKAP1 0.015 0.031 -9999 0 -0.32 4 4
Rap1/GTP/I-afadin 0.014 0.073 -9999 0 -0.28 28 28
DLG1 -0.031 0.17 -9999 0 -0.44 74 74
ChemicalAbstracts:7440-70-2 0 0 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 -0.028 0.055 -9999 0 -0.22 14 14
MLLT4 -0.006 0.11 -9999 0 -0.46 26 26
ARF6/GTP/NME1/Tiam1 0.023 0.052 -9999 0 -0.3 10 10
PI3K -0.036 0.07 -9999 0 -0.3 12 12
ARF6 0.016 0.033 -9999 0 -0.52 2 2
mol:Ca2+ 0 0 -9999 0 -10000 0 0
E-cadherin/gamma catenin -0.027 0.13 -9999 0 -0.37 64 64
TIAM1 0.006 0.073 -9999 0 -0.44 13 13
E-cadherin(dimer)/Ca2+ -0.005 0.11 -9999 0 -0.26 76 76
AKT1 -0.022 0.043 -9999 0 -0.17 14 14
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
CDH1 -0.049 0.17 -9999 0 -0.48 70 70
RhoA/GDP 0.003 0.12 -9999 0 -0.32 27 27
actin cytoskeleton organization -0.009 0.075 -9999 0 -0.19 21 21
CDC42/GDP 0.008 0.11 -9999 0 -0.29 21 21
E-cadherin/Ca2+/gamma catenin/alpha catenin/p120 catenin -0.007 0.09 -9999 0 -0.24 66 66
ITGB7 0.018 0 -9999 0 -10000 0 0
RAC1 0.018 0 -9999 0 -10000 0 0
E-cadherin/beta catenin/alpha catenin/p120 catenin -0.005 0.11 -9999 0 -0.28 76 76
E-cadherin/Ca2+/beta catenin/alpha catenin -0.014 0.1 -9999 0 -0.27 75 75
mol:GDP -0.004 0.13 -9999 0 -0.3 75 75
CDC42/GTP/IQGAP1 0.024 0 -9999 0 -10000 0 0
JUP 0.011 0.056 -9999 0 -0.42 8 8
p120 catenin/RhoA/GDP 0.002 0.12 -9999 0 -0.33 23 23
RAC1/GTP/IQGAP1 0.024 0 -9999 0 -10000 0 0
PIP5K1C/AP1M1 0.023 0.035 -9999 0 -0.37 4 4
RHOA 0.005 0.08 -9999 0 -0.52 12 12
CDC42 0.018 0 -9999 0 -10000 0 0
CTNNA1 0.017 0.023 -9999 0 -0.52 1 1
positive regulation of S phase of mitotic cell cycle -0.027 0.094 -9999 0 -0.2 97 97
NME1 0.012 0.039 -9999 0 -0.25 11 11
clathrin coat assembly 0 0 -9999 0 -10000 0 0
TJP1 -0.033 0.17 -9999 0 -0.44 75 75
regulation of cell-cell adhesion -0.029 0.061 -9999 0 -0.26 10 10
WASF2 -0.021 0.031 -9999 0 -0.14 3 3
Rap1/GTP -0.038 0.08 -9999 0 -0.34 10 10
E-cadherin/gamma catenin/alpha catenin/beta7/alphaE Integrin 0.009 0.1 -9999 0 -0.25 70 70
CCND1 -0.035 0.12 -9999 0 -0.26 95 95
VAV2 -0.022 0.16 -9999 0 -0.4 74 74
RAP1/GDP 0.005 0.11 -9999 0 -0.36 9 9
adherens junction assembly -0.031 0.17 -9999 0 -0.43 75 75
homophilic cell adhesion 0 0 -9999 0 -10000 0 0
ABI1 0.016 0.02 -9999 0 -0.25 3 3
PIP5K1C 0.014 0.042 -9999 0 -0.45 4 4
regulation of heterotypic cell-cell adhesion 0.006 0.11 -9999 0 -0.37 5 5
E-cadherin/beta catenin -0.045 0.11 -9999 0 -0.34 66 66
mol:GTP 0 0 -9999 0 -10000 0 0
SRC -0.033 0.17 -9999 0 -0.44 75 75
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
Rac1/GTP -0.078 0.12 -9999 0 -0.42 27 27
E-cadherin/beta catenin/alpha catenin -0.017 0.12 -9999 0 -0.31 75 75
ITGAE 0.013 0.052 -9999 0 -0.52 5 5
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin -0.04 0.18 -9999 0 -0.47 74 74
Regulation of nuclear SMAD2/3 signaling

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
EP300 0.019 0.049 -10000 0 -0.51 4 4
HSPA8 0.001 0.09 -10000 0 -0.52 15 15
SMAD3/SMAD4/ER alpha -0.091 0.2 0.23 5 -0.37 158 163
AKT1 0.01 0.056 -10000 0 -0.37 9 9
GSC -0.2 0.49 -10000 0 -1.4 77 77
NKX2-5 -0.018 0.093 -10000 0 -0.26 67 67
muscle cell differentiation 0.066 0.16 0.49 41 -10000 0 41
SMAD2-3/SMAD4/SP1 -0.006 0.18 -10000 0 -0.43 57 57
SMAD4 -0.015 0.1 -10000 0 -0.35 26 26
CBFB 0.015 0.037 -10000 0 -0.39 4 4
SAP18 0.017 0.002 -10000 0 -10000 0 0
Cbp/p300/MSG1 0.014 0.075 -10000 0 -0.29 8 8
SMAD3/SMAD4/VDR 0.027 0.12 -10000 0 -0.37 25 25
MYC -0.024 0.14 -10000 0 -0.44 49 49
CDKN2B -0.047 0.3 -10000 0 -1.3 25 25
AP1 -0.068 0.23 -10000 0 -0.55 74 74
SMAD2/SMAD2/SMAD4/SnoN/SIN3/HDAC complex/NCoR1 0.037 0.066 -10000 0 -0.28 2 2
SMAD2-3/SMAD4/FOXO1-3a-4/FOXG1 0.004 0.12 -10000 0 -0.34 36 36
SP3 0.014 0.02 -10000 0 -10000 0 0
CREB1 0.017 0.023 -10000 0 -0.52 1 1
FOXH1 -0.001 0.042 -10000 0 -10000 0 0
SMAD3/SMAD4/GR -0.004 0.13 -10000 0 -0.38 40 40
GATA3 -0.099 0.22 -10000 0 -0.5 124 124
SKI/SIN3/HDAC complex/NCoR1 0.042 0.037 -10000 0 -10000 0 0
MEF2C/TIF2 -0.028 0.17 -10000 0 -0.53 37 37
endothelial cell migration 0.018 0.24 1.3 16 -10000 0 16
MAX 0.018 0.009 -10000 0 -10000 0 0
RBBP7 0.01 0.051 -10000 0 -0.3 13 13
RBBP4 0.016 0.026 -10000 0 -0.39 2 2
RUNX2 0.013 0.049 -10000 0 -0.43 6 6
RUNX3 -0.062 0.18 -10000 0 -0.4 101 101
RUNX1 -0.027 0.14 -10000 0 -0.42 54 54
CTBP1 0.017 0.017 -10000 0 -0.25 2 2
NR3C1 -0.001 0.099 -10000 0 -0.51 19 19
VDR -0.003 0.1 -10000 0 -0.51 21 21
CDKN1A -0.03 0.27 -10000 0 -1.3 19 19
KAT2B 0.001 0.006 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1 -0.016 0.13 -10000 0 -0.31 58 58
DCP1A 0.017 0.023 -10000 0 -0.52 1 1
SKI 0.016 0.017 -10000 0 -0.25 2 2
SERPINE1 -0.019 0.24 -10000 0 -1.3 16 16
SMAD3/SMAD4/ATF2 0.006 0.11 -10000 0 -0.33 29 29
SMAD3/SMAD4/ATF3 -0.017 0.14 -10000 0 -0.35 56 56
SAP30 0.012 0.053 -10000 0 -0.48 6 6
Cbp/p300/PIAS3 0.047 0.053 -10000 0 -0.29 6 6
JUN -0.07 0.22 -10000 0 -0.55 74 74
SMAD3/SMAD4/IRF7 0.002 0.13 -10000 0 -0.39 31 31
TFE3 0.018 0.026 -10000 0 -10000 0 0
COL1A2 -0.1 0.37 -10000 0 -1 72 72
mesenchymal cell differentiation -0.003 0.11 0.37 28 -10000 0 28
DLX1 -0.009 0.081 -10000 0 -0.25 53 53
TCF3 0.013 0.044 -10000 0 -0.32 8 8
FOS -0.11 0.2 -10000 0 -0.38 171 171
SMAD3/SMAD4/Max 0.008 0.11 -10000 0 -0.34 26 26
Cbp/p300/SNIP1 0.035 0.046 -10000 0 -0.3 9 9
ZBTB17 0.019 0.012 -10000 0 -10000 0 0
LAMC1 0.003 0.15 -10000 0 -0.54 29 29
TGIF2/HDAC complex/SMAD3/SMAD4 0.001 0.12 -10000 0 -0.36 34 34
IRF7 0.007 0.079 -10000 0 -0.49 12 12
ESR1 -0.15 0.24 -10000 0 -0.46 181 181
HNF4A 0.016 0.033 -10000 0 -0.52 2 2
MEF2C -0.035 0.18 -10000 0 -0.54 40 40
SMAD2-3/SMAD4 -0.008 0.12 -10000 0 -0.34 40 40
Cbp/p300/Src-1 0.036 0.055 -10000 0 -0.28 12 12
IGHV3OR16-13 -0.017 0.039 -10000 0 -0.52 1 1
TGIF2/HDAC complex 0.009 0.066 -10000 0 -0.42 11 11
CREBBP 0.019 0.034 -10000 0 -0.51 2 2
SKIL 0.005 0.07 -10000 0 -0.34 19 19
HDAC1 0.016 0.023 -10000 0 -0.52 1 1
HDAC2 0.008 0.053 -10000 0 -0.29 15 15
SNIP1 0.014 0.041 -10000 0 -0.52 3 3
GCN5L2 0.018 0.044 -10000 0 -0.46 4 4
SMAD3/SMAD4/TFE3 0.014 0.12 -10000 0 -0.36 36 36
MSG1/HSC70 -0.019 0.097 -10000 0 -0.41 16 16
SMAD2 -0.002 0.051 -10000 0 -0.51 1 1
SMAD3 -0.004 0.1 -10000 0 -0.47 17 17
SMAD3/E2F4-5/DP1/p107/SMAD4 0.008 0.097 -10000 0 -0.29 28 28
SMAD2/SMAD2/SMAD4 -0.007 0.055 -10000 0 -0.28 11 11
NCOR1 0.015 0.033 -10000 0 -0.52 2 2
NCOA2 0.009 0.063 -10000 0 -0.4 11 11
NCOA1 0.012 0.057 -10000 0 -0.52 6 6
MYOD/E2A -0.001 0.097 -10000 0 -0.37 31 31
SMAD2-3/SMAD4/SP1/MIZ-1 0.007 0.17 -10000 0 -0.42 49 49
IFNB1 0.005 0.13 -10000 0 -0.43 27 27
SMAD3/SMAD4/MEF2C -0.027 0.2 -10000 0 -0.56 45 45
CITED1 -0.029 0.1 -10000 0 -0.26 89 89
SMAD2-3/SMAD4/ARC105 0.009 0.12 -10000 0 -0.34 25 25
RBL1 0.01 0.048 -10000 0 -0.27 14 14
SMAD2-3/SMAD4/FOXO1-3a-4/CEBPB 0.001 0.15 -10000 0 -0.48 34 34
RUNX1-3/PEBPB2 -0.042 0.14 -10000 0 -0.34 86 86
SMAD7 -0.042 0.23 -10000 0 -0.61 47 47
MYC/MIZ-1 -0.003 0.1 -10000 0 -0.36 34 34
SMAD3/SMAD4 0.046 0.14 0.32 27 -0.41 14 41
IL10 -0.046 0.18 -10000 0 -0.44 52 52
PIASy/HDAC complex 0.009 0.051 -10000 0 -0.44 6 6
PIAS3 0.019 0.005 -10000 0 -10000 0 0
CDK2 0.015 0.048 -10000 0 -0.3 10 10
IL5 -0.047 0.18 -10000 0 -0.44 51 51
CDK4 0.019 0.029 -10000 0 -0.25 5 5
PIAS4 0.009 0.051 -10000 0 -0.44 6 6
ATF3 -0.02 0.13 -10000 0 -0.41 47 47
SMAD3/SMAD4/SP1 -0.01 0.18 -10000 0 -0.43 57 57
FOXG1 -0.007 0.083 -10000 0 -0.27 45 45
FOXO3 0.015 0.061 -10000 0 -0.4 8 8
FOXO1 0.007 0.081 -10000 0 -0.37 20 20
FOXO4 0.019 0.047 -10000 0 -0.37 5 5
heart looping -0.034 0.17 -10000 0 -0.53 40 40
CEBPB 0.004 0.073 -10000 0 -0.34 20 20
SMAD3/SMAD4/DLX1 -0.01 0.12 -10000 0 -0.36 29 29
MYOD1 -0.015 0.13 -10000 0 -0.47 36 36
SMAD3/SMAD4/HNF4 0.005 0.11 -10000 0 -0.33 31 31
SMAD3/SMAD4/GATA3 -0.062 0.2 -10000 0 -0.41 104 104
SnoN/SIN3/HDAC complex/NCoR1 0.005 0.07 -10000 0 -0.34 19 19
SMAD3/SMAD4/RUNX1-3/PEBPB2 -0.036 0.17 -10000 0 -0.38 73 73
SMAD3/SMAD4/SP1-3 -0.001 0.19 -10000 0 -0.48 49 49
MED15 0.018 0 -10000 0 -10000 0 0
SP1 -0.002 0.069 -10000 0 -0.4 3 3
SIN3B 0.017 0.012 -10000 0 -0.25 1 1
SIN3A 0.017 0.002 -10000 0 -10000 0 0
SMAD2/SMAD2/SMAD4/FOXH1/NKX2-5 -0.02 0.15 -10000 0 -0.38 45 45
ITGB5 -0.032 0.23 -10000 0 -0.63 59 59
TGIF/SIN3/HDAC complex/CtBP 0.041 0.042 -10000 0 -10000 0 0
SMAD3/SMAD4/AR -0.061 0.19 -10000 0 -0.39 117 117
AR -0.088 0.21 -10000 0 -0.52 104 104
negative regulation of cell growth -0.002 0.12 -10000 0 -0.36 34 34
SMAD3/SMAD4/MYOD -0.016 0.13 -10000 0 -0.33 54 54
E2F5 -0.014 0.12 -10000 0 -0.39 41 41
E2F4 0.017 0.017 -10000 0 -0.25 2 2
SMAD2/SMAD2/SMAD4/FOXH1/SMIF 0.01 0.11 -10000 0 -0.32 19 19
SMAD2-3/SMAD4/FOXO1-3a-4 0.005 0.13 -10000 0 -0.35 42 42
TFDP1 0.011 0.042 -10000 0 -0.25 13 13
SMAD3/SMAD4/AP1 -0.064 0.24 -10000 0 -0.56 74 74
SMAD3/SMAD4/RUNX2 0.003 0.12 -10000 0 -0.38 28 28
TGIF2 0.009 0.066 -10000 0 -0.42 11 11
TGIF1 0.008 0.073 -10000 0 -0.52 10 10
ATF2 0.018 0 -10000 0 -10000 0 0
PDGFR-alpha signaling pathway

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
PDGFRA -0.025 0.13 -9999 0 -0.5 37 37
PDGF/PDGFRA/CRKL -0.006 0.1 -9999 0 -0.37 36 36
positive regulation of JUN kinase activity 0.019 0.077 -9999 0 -0.26 34 34
CRKL 0.014 0.047 -9999 0 -0.52 4 4
PDGF/PDGFRA/Caveolin-3 -0.004 0.097 -9999 0 -0.37 33 33
AP1 -0.18 0.34 -9999 0 -0.91 84 84
mol:IP3 -0.015 0.1 -9999 0 -0.39 33 33
PLCG1 -0.015 0.1 -9999 0 -0.39 33 33
PDGF/PDGFRA/alphaV Integrin -0.017 0.12 -9999 0 -0.4 47 47
RAPGEF1 0.018 0 -9999 0 -10000 0 0
CRK 0.016 0.033 -9999 0 -0.52 2 2
mol:Ca2+ -0.015 0.1 -9999 0 -0.39 33 33
CAV3 0.016 0.029 -9999 0 -0.34 3 3
CAV1 -0.001 0.083 -9999 0 -0.33 29 29
SHC/Grb2/SOS1 0.02 0.077 -9999 0 -0.27 34 34
PDGF/PDGFRA/Shf -0.009 0.1 -9999 0 -0.37 34 34
FOS -0.17 0.34 -9999 0 -0.89 84 84
JUN -0.051 0.11 -9999 0 -0.38 52 52
oligodendrocyte development -0.017 0.12 -9999 0 -0.4 47 47
GRB2 0.016 0.024 -9999 0 -0.25 4 4
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
mol:DAG -0.015 0.1 -9999 0 -0.39 33 33
PDGF/PDGFRA -0.025 0.13 -9999 0 -0.5 37 37
actin cytoskeleton reorganization -0.01 0.11 -9999 0 -0.39 38 38
SRF 0.028 0.025 -9999 0 -0.35 1 1
SHC1 0.017 0.023 -9999 0 -0.52 1 1
PI3K -0.007 0.11 -9999 0 -0.34 49 49
PDGF/PDGFRA/Crk/C3G 0.01 0.085 -9999 0 -0.31 33 33
JAK1 -0.009 0.1 -9999 0 -0.38 37 37
ELK1/SRF 0.012 0.083 -9999 0 -0.28 36 36
SHB 0.008 0.067 -9999 0 -0.41 12 12
SHF 0.01 0.049 -9999 0 -0.27 15 15
CSNK2A1 0.025 0.029 -9999 0 -0.49 1 1
GO:0007205 -0.018 0.11 -9999 0 -0.42 33 33
SOS1 0.017 0.023 -9999 0 -0.52 1 1
Ras protein signal transduction 0.019 0.077 -9999 0 -0.26 34 34
PDGF/PDGFRA/SHB -0.01 0.11 -9999 0 -0.39 38 38
PDGF/PDGFRA/Caveolin-1 -0.016 0.12 -9999 0 -0.39 40 40
ITGAV -0.002 0.1 -9999 0 -0.48 21 21
ELK1 -0.018 0.1 -9999 0 -0.36 36 36
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
PDGF/PDGFRA/Crk -0.004 0.1 -9999 0 -0.38 33 33
JAK-STAT cascade -0.009 0.1 -9999 0 -0.38 37 37
cell proliferation -0.009 0.1 -9999 0 -0.37 34 34
Visual signal transduction: Cones

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
Cone Metarhodopsin II/Cone Transducin 0.019 0.061 -9999 0 -0.27 21 21
RGS9BP -0.072 0.18 -9999 0 -0.41 111 111
mol:GTP 0 0 -9999 0 -10000 0 0
GRK1 0 0 -9999 0 -10000 0 0
mol:Na + -0.016 0.089 -9999 0 -0.33 24 24
mol:ADP 0.011 0.025 -9999 0 -0.31 3 3
GNAT2 -0.004 0.1 -9999 0 -0.49 23 23
RGS9-1/Gbeta5/R9AP -0.056 0.15 -9999 0 -0.34 96 96
mol:GDP 0 0 -9999 0 -10000 0 0
PDE6H/GNAT2/GTP -0.001 0.089 -9999 0 -0.33 33 33
GRK7 0.015 0.035 -9999 0 -0.43 3 3
CNGB3 -0.006 0.086 -9999 0 -0.3 39 39
Cone Metarhodopsin II/X-Arrestin 0.013 0.008 -9999 0 -0.17 1 1
mol:Ca2+ -0.009 0.083 -9999 0 -0.29 27 27
Cone PDE6 -0.043 0.14 -9999 0 -0.29 105 105
Cone Metarhodopsin II 0.01 0.019 -9999 0 -0.24 3 3
Na + (4 Units) -0.005 0.085 -9999 0 -0.29 27 27
GNAT2/GDP -0.049 0.14 -9999 0 -0.29 112 112
GNB5 0.005 0.081 -9999 0 -0.5 13 13
mol:GMP (4 units) 0.001 0.091 -9999 0 -0.31 37 37
Cone Transducin 0.02 0.065 -9999 0 -0.29 21 21
SLC24A2 0.014 0.044 -9999 0 -0.41 5 5
GNB3/GNGT2 0.025 0.026 -9999 0 -0.37 2 2
GNB3 0.017 0.012 -9999 0 -0.25 1 1
GNAT2/GTP -0.003 0.076 -9999 0 -0.35 23 23
CNGA3 -0.028 0.12 -9999 0 -0.31 73 73
ARR3 0.017 0.012 -9999 0 -0.25 1 1
absorption of light 0 0 -9999 0 -10000 0 0
cGMP/Cone CNG Channel -0.016 0.089 -9999 0 -0.33 24 24
mol:Pi -0.056 0.15 -9999 0 -0.34 96 96
Cone CNG Channel -0.014 0.11 -9999 0 -0.3 53 53
mol:all-trans-retinal 0 0 -9999 0 -10000 0 0
mol:K + 0.014 0.044 -9999 0 -0.41 5 5
RGS9 -0.033 0.13 -9999 0 -0.31 81 81
PDE6C 0.008 0.065 -9999 0 -0.38 13 13
GNGT2 0.016 0.033 -9999 0 -0.52 2 2
mol:cGMP (4 units) 0 0 -9999 0 -10000 0 0
PDE6H -0.001 0.093 -9999 0 -0.44 21 21
Insulin Pathway

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
CBL/APS/CAP -0.048 0.1 -9999 0 -0.26 88 88
TC10/GTP -0.022 0.063 -9999 0 -0.23 39 39
Insulin Receptor/Insulin/IRS1/Shp2 0.005 0.11 -9999 0 -0.29 63 63
HRAS 0.012 0.051 -9999 0 -0.41 7 7
APS homodimer 0 0 -9999 0 -10000 0 0
GRB14 -0.16 0.21 -9999 0 -0.36 247 247
FOXO3 -0.021 0.065 -9999 0 -0.71 4 4
AKT1 -0.068 0.14 -9999 0 -0.37 44 44
INSR 0.015 0.038 -9999 0 -0.38 4 4
Insulin Receptor/Insulin 0.036 0.079 -9999 0 -0.49 4 4
mol:GTP 0 0 -9999 0 -10000 0 0
GRB10 -0.003 0.097 -9999 0 -0.43 24 24
SORBS1 -0.032 0.14 -9999 0 -0.39 65 65
CRK 0.016 0.033 -9999 0 -0.52 2 2
PTPN1 0.023 0.075 -9999 0 -0.48 4 4
CAV1 -0.012 0.11 -9999 0 -0.27 69 69
CBL/APS/CAP/Crk-II/C3G 0.014 0.078 -9999 0 -0.25 35 35
Insulin Receptor/Insulin/IRS1/NCK2 0.004 0.11 -9999 0 -0.29 62 62
mol:GDP 0 0 -9999 0 -10000 0 0
mol:PI-3-4-5-P3 -0.011 0.11 -9999 0 -0.25 80 80
Insulin Receptor/Insuli/IRS1/GRB2/SHC/PTP1B 0.013 0.09 -9999 0 -0.46 6 6
RPS6KB1 -0.06 0.13 -9999 0 -0.33 50 50
PARD6A 0.004 0.081 -9999 0 -0.44 16 16
CBL 0.017 0.012 -9999 0 -0.25 1 1
tumor necrosis factor-mediated signaling pathway 0 0 -9999 0 -10000 0 0
DOK1 -0.014 0.11 -9999 0 -0.78 11 11
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
Insulin Receptor/Insuli/IRS1/GRB2/Shc -0.082 0.11 -9999 0 -0.33 51 51
HRAS/GTP -0.028 0.073 -9999 0 -0.33 7 7
Insulin Receptor 0.015 0.037 -9999 0 -0.38 4 4
Insulin Receptor/Insuli/IRS1/GRB2/SHC 0.014 0.1 -9999 0 -0.26 63 63
PRKCI -0.033 0.1 -9999 0 -0.52 21 21
Insulin Receptor/Insulin/GRB14/PDK1 -0.098 0.12 -9999 0 -0.37 48 48
SHC1 0.017 0.023 -9999 0 -0.52 1 1
negative regulation of MAPKKK cascade 0.009 0.12 -9999 0 -0.7 11 11
PI3K -0.005 0.11 -9999 0 -0.26 80 80
NCK2 0.015 0.026 -9999 0 -0.25 5 5
RHOQ 0.012 0.053 -9999 0 -0.48 6 6
mol:H2O2 -0.002 0.008 -9999 0 -10000 0 0
HRAS/GDP 0.009 0.036 -9999 0 -0.29 7 7
AKT2 -0.065 0.13 -9999 0 -0.36 42 42
PRKCZ -0.028 0.074 -9999 0 -0.53 9 9
SH2B2 0 0 -9999 0 -10000 0 0
SHC/SHIP -0.002 0.093 -9999 0 -0.25 63 63
F2RL2 -0.074 0.19 -9999 0 -0.44 105 105
TRIP10 0.013 0.048 -9999 0 -0.47 5 5
Insulin Receptor/Insulin/Shc 0.032 0.029 -9999 0 -0.27 4 4
TC10/GTP/CIP4/Exocyst 0.018 0.045 -9999 0 -0.31 9 9
Insulin Receptor/Insulin/SHC/GRB2/Sos1 0.05 0.036 -9999 0 -0.3 4 4
RAPGEF1 0.018 0 -9999 0 -10000 0 0
RASA1 0.004 0.078 -9999 0 -0.42 16 16
NCK1 0.011 0.045 -9999 0 -0.28 12 12
CBL/APS/CAP/Crk-II 0.005 0.082 -9999 0 -0.28 35 35
TC10/GDP 0.009 0.039 -9999 0 -0.34 6 6
Insulin Receptor/Insulin/SHC/GRB10 0.032 0.064 -9999 0 -0.27 20 20
INPP5D -0.014 0.096 -9999 0 -0.27 62 62
SOS1 0.017 0.023 -9999 0 -0.52 1 1
SGK1 -0.01 0.012 -9999 0 -10000 0 0
mol:cAMP 0 0 -9999 0 -10000 0 0
PTPN11 0.017 0.023 -9999 0 -0.52 1 1
IRS1 -0.048 0.17 -9999 0 -0.49 68 68
p62DOK/RasGAP 0.009 0.12 -9999 0 -0.71 11 11
INS 0.017 0.025 -9999 0 -0.52 1 1
mol:PI-3-4-P2 -0.013 0.096 -9999 0 -0.27 62 62
GRB2 0.016 0.024 -9999 0 -0.25 4 4
EIF4EBP1 -0.067 0.13 -9999 0 -0.34 57 57
PTPRA 0.017 0.028 -9999 0 -0.4 2 2
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
TC10/GTP/CIP4 0.018 0.045 -9999 0 -0.31 9 9
PDPK1 0.016 0.026 -9999 0 -0.39 2 2
Insulin Receptor/Insuli/IRS1/GRB2/SHC/Sos 0.009 0.095 -9999 0 -0.23 63 63
Insulin Receptor/Insulin/IRS1 -0.006 0.11 -9999 0 -0.29 62 62
Insulin Receptor/Insulin/IRS3 0.024 0.034 -9999 0 -0.37 3 3
Par3/Par6 -0.02 0.13 -9999 0 -0.29 86 86
IFN-gamma pathway

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
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 -0.012 0.1 -10000 0 -0.26 56 56
positive regulation of NF-kappaB transcription factor activity 0 0 -10000 0 -10000 0 0
CRKL 0.014 0.047 -10000 0 -0.52 4 4
STAT1 (dimer)/Cbp/p300 -0.01 0.15 -10000 0 -0.43 31 31
IFN-gammaR/JAK1/JAK1/JAK2/JAK2 0.015 0.061 -10000 0 -0.35 10 10
antigen processing and presentation of peptide antigen via MHC class I -0.055 0.1 -10000 0 -0.29 62 62
CaM/Ca2+ -0.007 0.097 -10000 0 -0.28 26 26
RAP1A 0.012 0.057 -10000 0 -0.52 6 6
STAT1 (dimer)/SHP2 -0.027 0.13 -10000 0 -0.35 39 39
AKT1 -0.012 0.11 -10000 0 -0.36 19 19
MAP2K1 -0.024 0.12 -10000 0 -0.34 37 37
MAP3K11 -0.011 0.098 -10000 0 -0.31 20 20
IFNGR1 0.01 0.034 -10000 0 -0.27 7 7
mol:GTP 0 0 -10000 0 -10000 0 0
CaM/Ca2+/CAMKII -0.03 0.14 -10000 0 -0.38 46 46
Rap1/GTP -0.03 0.07 -10000 0 -0.33 13 13
CRKL/C3G 0.023 0.034 -10000 0 -0.37 4 4
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 /TC-PTP -0.009 0.11 -10000 0 -0.27 52 52
CEBPB -0.01 0.16 -10000 0 -0.43 36 36
STAT3 0.015 0.04 -10000 0 -0.52 3 3
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2/SOCS1 0.001 0.11 -10000 0 -1.4 1 1
STAT1 -0.029 0.13 -10000 0 -0.35 39 39
CALM1 0.018 0 -10000 0 -10000 0 0
IFN-gamma (dimer) -0.086 0.17 -10000 0 -0.33 161 161
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
STAT1 (dimer)/PIAS1 -0.019 0.12 -10000 0 -0.38 28 28
CEBPB/PTGES2/Cbp/p300 -0.043 0.11 -10000 0 -0.38 33 33
mol:Ca2+ -0.014 0.1 -10000 0 -0.26 56 56
MAPK3 -0.016 0.14 -10000 0 -0.43 23 23
STAT1 (dimer) -0.07 0.15 -10000 0 -0.42 60 60
MAPK1 -0.017 0.14 -10000 0 -0.53 13 13
JAK2 0.007 0.056 -10000 0 -0.34 12 12
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
JAK1 0.008 0.059 -10000 0 -0.54 6 6
CAMK2D -0.005 0.1 -10000 0 -0.4 29 29
DAPK1 0 0.14 -10000 0 -0.52 19 19
SMAD7 0.004 0.073 -10000 0 -0.19 18 18
CBL/CRKL/C3G 0.005 0.095 -10000 0 -0.35 11 11
PI3K -0.022 0.11 -10000 0 -0.35 23 23
IFNG -0.086 0.17 -10000 0 -0.33 161 161
apoptosis -0.007 0.12 0.27 2 -0.39 21 23
CAMK2G 0.017 0.017 -10000 0 -0.25 2 2
STAT3 (dimer) 0.015 0.04 -10000 0 -0.52 3 3
CAMK2A 0.017 0.023 -10000 0 -0.52 1 1
CAMK2B -0.078 0.18 -10000 0 -0.36 133 133
FRAP1 -0.004 0.1 -10000 0 -0.34 16 16
PRKCD -0.01 0.11 -10000 0 -0.35 19 19
RAP1B 0.013 0.044 -10000 0 -0.32 8 8
negative regulation of cell growth -0.055 0.1 -10000 0 -0.29 62 62
PTPN2 0.016 0.024 -10000 0 -0.25 4 4
EP300 0.014 0.047 -10000 0 -0.52 4 4
IRF1 -0.007 0.15 -10000 0 -0.47 35 35
STAT1 (dimer)/PIASy -0.024 0.13 -10000 0 -0.39 28 28
SOCS1 0.01 0.064 -10000 0 -1.4 1 1
mol:GDP 0.003 0.091 -10000 0 -0.33 11 11
CASP1 -0.017 0.12 -10000 0 -0.28 68 68
PTGES2 0.017 0.012 -10000 0 -0.25 1 1
IRF9 0.017 0.085 -10000 0 -0.32 19 19
mol:PI-3-4-5-P3 -0.048 0.089 -10000 0 -0.33 24 24
RAP1/GDP -0.03 0.071 -10000 0 -0.35 12 12
CBL -0.01 0.097 -10000 0 -0.31 19 19
MAP3K1 -0.033 0.12 -10000 0 -0.31 58 58
PIAS1 0.017 0.012 -10000 0 -0.25 1 1
PIAS4 0.012 0.05 -10000 0 -0.43 6 6
antigen processing and presentation of peptide antigen via MHC class II -0.055 0.1 -10000 0 -0.29 62 62
PTPN11 -0.019 0.1 -10000 0 -0.26 56 56
CREBBP 0.016 0.033 -10000 0 -0.52 2 2
RAPGEF1 0.018 0 -10000 0 -10000 0 0
Class I PI3K signaling 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
ARF5/GTP 0.019 0.071 0.24 15 -0.23 28 43
DAPP1 -0.038 0.14 -10000 0 -0.42 43 43
Src family/SYK family/BLNK-LAT/BTK-ITK -0.051 0.22 -10000 0 -0.54 62 62
mol:DAG 0.001 0.1 0.2 8 -0.24 44 52
HRAS 0.012 0.051 -10000 0 -0.41 7 7
RAP1A 0.012 0.057 -10000 0 -0.52 6 6
ARF5/GDP -0.016 0.11 -10000 0 -0.31 31 31
PLCG2 -0.017 0.11 -10000 0 -0.32 55 55
PLCG1 0.016 0.026 -10000 0 -0.39 2 2
ARF5 0.015 0.04 -10000 0 -0.52 3 3
mol:GTP -0.006 0.068 0.22 15 -0.25 25 40
ARF1/GTP -0.006 0.067 0.22 15 -0.24 25 40
RHOA 0.005 0.08 -10000 0 -0.52 12 12
YES1 0.007 0.07 -10000 0 -0.43 12 12
RAP1A/GTP 0.015 0.069 0.22 15 -0.25 25 40
ADAP1 -0.006 0.065 0.21 15 -0.24 25 40
ARAP3 -0.006 0.067 0.22 15 -0.25 25 40
INPPL1 0.012 0.055 -10000 0 -0.44 7 7
PREX1 -0.089 0.2 -10000 0 -0.44 124 124
ARHGEF6 -0.019 0.13 -10000 0 -0.41 45 45
ARHGEF7 0.016 0.02 -10000 0 -0.25 3 3
ARF1 0.017 0.023 -10000 0 -0.52 1 1
NRAS 0.005 0.076 -10000 0 -0.4 16 16
FYN 0.008 0.067 -10000 0 -0.41 12 12
ARF6 0.016 0.033 -10000 0 -0.52 2 2
FGR 0.017 0.017 -10000 0 -0.25 2 2
mol:Ca2+ 0.006 0.054 -10000 0 -10000 0 0
mol:IP4 0 0 -10000 0 -10000 0 0
TIAM1 0.006 0.073 -10000 0 -0.44 13 13
ZAP70 0.005 0.06 -10000 0 -0.26 24 24
mol:IP3 0.004 0.073 -10000 0 -0.19 20 20
LYN 0.014 0.031 -10000 0 -0.25 7 7
ARF1/GDP -0.015 0.1 -10000 0 -0.32 28 28
RhoA/GDP 0.003 0.099 0.23 6 -0.34 25 31
PDK1/Src/Hsp90 0.031 0.039 -10000 0 -0.3 6 6
BLNK -0.012 0.12 -10000 0 -0.51 30 30
actin cytoskeleton reorganization -0.006 0.12 0.23 6 -0.41 23 29
SRC 0.015 0.035 -10000 0 -0.43 3 3
PLEKHA2 0.014 0.043 -10000 0 -0.31 8 8
RAC1 0.018 0 -10000 0 -10000 0 0
PTEN -0.003 0.096 -10000 0 -0.5 19 19
HSP90AA1 0.013 0.045 -10000 0 -0.39 6 6
ARF6/GTP 0.019 0.069 0.24 14 -0.23 26 40
RhoA/GTP 0.015 0.082 0.22 14 -0.26 32 46
Src family/SYK family/BLNK-LAT -0.032 0.17 -10000 0 -0.47 47 47
BLK -0.019 0.1 -10000 0 -0.29 63 63
PDPK1 0.016 0.026 -10000 0 -0.39 2 2
CYTH1 -0.006 0.065 0.21 15 -0.24 25 40
HCK -0.005 0.11 -10000 0 -0.47 25 25
CYTH3 -0.006 0.065 0.21 15 -0.24 25 40
CYTH2 -0.006 0.065 0.21 15 -0.24 25 40
KRAS 0.009 0.065 -10000 0 -0.44 10 10
GO:0030676 0 0 -10000 0 -10000 0 0
FOXO3 0.025 0.052 0.18 12 -0.22 5 17
SGK1 -0.004 0.047 0.18 13 -0.21 6 19
INPP5D 0 0 -10000 0 -10000 0 0
mol:GDP -0.025 0.11 -10000 0 -0.29 41 41
SOS1 0.017 0.023 -10000 0 -0.52 1 1
SYK -0.023 0.14 -10000 0 -0.48 43 43
ARF6/GDP 0.005 0.085 0.24 6 -0.3 20 26
mol:PI-3-4-5-P3 -0.004 0.074 0.25 19 -0.25 25 44
ARAP3/RAP1A/GTP 0.014 0.07 0.22 15 -0.25 25 40
VAV1 -0.014 0.12 -10000 0 -0.39 42 42
mol:PI-3-4-P2 0.008 0.039 -10000 0 -0.38 5 5
RAS family/GTP/PI3K Class I 0.022 0.069 -10000 0 -0.25 25 25
PLEKHA1 0.012 0.052 -10000 0 -0.32 12 12
Rac1/GDP -0.014 0.1 -10000 0 -0.32 27 27
LAT 0.002 0.068 -10000 0 -0.27 29 29
Rac1/GTP -0.03 0.14 -10000 0 -0.4 42 42
ITK -0.008 0.1 0.22 14 -0.25 61 75
Src family/SYK family/BLNK-LAT/BTK-ITK/PLC-gamma -0.008 0.13 0.22 8 -0.32 49 57
LCK -0.074 0.18 -10000 0 -0.4 117 117
BTK 0.007 0.091 0.22 14 -0.27 37 51
Regulation of Telomerase

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
Telomerase catalytic core complex -0.1 0.22 -10000 0 -0.64 41 41
RAD9A 0.018 0 -10000 0 -10000 0 0
AP1 -0.1 0.19 -10000 0 -0.43 107 107
IFNAR2 0.013 0.036 -10000 0 -0.3 6 6
AKT1 -0.053 0.12 -10000 0 -0.26 76 76
ER alpha/Oestrogen -0.12 0.18 -10000 0 -0.33 199 199
NFX1/SIN3/HDAC complex 0.038 0.048 -10000 0 -0.31 2 2
EGF -0.14 0.23 -10000 0 -0.42 193 193
SMG5 0.016 0.029 -10000 0 -0.34 3 3
SMG6 0.017 0.023 -10000 0 -0.52 1 1
SP3/HDAC2 0.019 0.041 -10000 0 -0.22 11 11
TERT/c-Abl -0.089 0.21 -10000 0 -0.6 38 38
SAP18 0.017 0.001 -10000 0 -10000 0 0
MRN complex 0.03 0.045 -10000 0 -0.3 9 9
WT1 -0.1 0.19 -10000 0 -0.35 172 172
WRN 0.012 0.049 -10000 0 -0.34 9 9
SP1 0.016 0.025 -10000 0 -0.53 1 1
SP3 0.017 0.003 -10000 0 -10000 0 0
TERF2IP 0.018 0 -10000 0 -10000 0 0
Telomerase/Nucleolin -0.099 0.17 -10000 0 -0.57 31 31
Mad/Max 0.021 0.023 -10000 0 -10000 0 0
TERT -0.1 0.23 -10000 0 -0.67 37 37
CCND1 -0.2 0.44 -10000 0 -1.1 89 89
MAX 0.017 0.004 -10000 0 -10000 0 0
RBBP7 0.01 0.051 -10000 0 -0.3 13 13
RBBP4 0.016 0.026 -10000 0 -0.39 2 2
TERF2 0.014 0.036 -10000 0 -0.46 3 3
PTGES3 0.016 0.026 -10000 0 -0.39 2 2
SIN3A 0.017 0.001 -10000 0 -10000 0 0
Telomerase/911 0.026 0.046 -10000 0 -0.35 2 2
CDKN1B -0.072 0.19 -10000 0 -0.43 84 84
RAD1 0.016 0.033 -10000 0 -0.52 2 2
XRCC5 0.018 0 -10000 0 -10000 0 0
XRCC6 0.017 0.012 -10000 0 -0.25 1 1
SAP30 0.012 0.053 -10000 0 -0.48 6 6
TRF2/PARP2 0.024 0.03 -10000 0 -0.36 3 3
UBE3A 0.015 0.033 -10000 0 -0.52 2 2
JUN -0.034 0.15 -10000 0 -0.46 57 57
E6 -0.001 0.003 -10000 0 -10000 0 0
HPV-16 E6/E6AP 0.011 0.025 -10000 0 -0.38 2 2
FOS -0.11 0.2 -10000 0 -0.37 171 171
IFN-gamma/IRF1 -0.075 0.16 -10000 0 -0.36 103 103
PARP2 0.017 0.012 -10000 0 -0.25 1 1
BLM -0.021 0.13 -10000 0 -0.4 48 48
Telomerase 0.025 0.06 -10000 0 -0.34 3 3
IRF1 -0.017 0.12 -10000 0 -0.37 40 40
ESR1 -0.16 0.24 -10000 0 -0.46 199 199
KU/TER 0.026 0.008 -10000 0 -10000 0 0
ATM/TRF2 0.025 0.023 -10000 0 -0.26 3 3
ubiquitin-dependent protein catabolic process 0.043 0.051 -10000 0 -0.46 1 1
HPV-16 E6/E6AP/NFX1/SIN3/HDAC complex 0.043 0.052 -10000 0 -0.47 1 1
HDAC1 0.016 0.023 -10000 0 -0.52 1 1
HDAC2 0.008 0.055 -10000 0 -0.3 15 15
ATM 0.001 0.017 0.21 3 -0.16 1 4
SMAD3 0.015 0.059 -10000 0 -0.36 11 11
ABL1 0.018 0 -10000 0 -10000 0 0
MXD1 0.014 0.031 -10000 0 -0.25 7 7
MRE11A 0.018 0 -10000 0 -10000 0 0
HUS1 0.016 0.02 -10000 0 -0.25 3 3
RPS6KB1 0.008 0.049 -10000 0 -0.25 18 18
TERT/NF kappa B1/14-3-3 -0.091 0.22 -10000 0 -0.6 48 48
NR2F2 -0.05 0.17 -10000 0 -0.44 79 79
MAPK3 0.019 0.041 -10000 0 -0.37 4 4
MAPK1 0.018 0.044 -10000 0 -0.37 5 5
TGFB1/TGF beta receptor Type II 0.017 0.023 -10000 0 -0.52 1 1
NFKB1 0.017 0.023 -10000 0 -0.52 1 1
HNRNPC 0.018 0 -10000 0 -10000 0 0
DNA damage response signal transduction by p53 class mediator resulting in induction of apoptosis 0.001 0.017 0.21 3 -0.16 1 4
NBN 0.015 0.035 -10000 0 -0.43 3 3
EGFR -0.079 0.18 -10000 0 -0.35 139 139
mol:Oestrogen 0 0.002 -10000 0 -10000 0 0
EGF/EGFR -0.15 0.2 -10000 0 -0.42 173 173
MYC -0.027 0.14 -10000 0 -0.43 52 52
IL2 0.01 0.052 -10000 0 -0.34 10 10
KU 0.026 0.008 -10000 0 -10000 0 0
RAD50 0.011 0.062 -10000 0 -0.52 7 7
HSP90AA1 0.013 0.045 -10000 0 -0.39 6 6
TGFB1 0.017 0.024 -10000 0 -0.52 1 1
TRF2/BLM -0.002 0.091 -10000 0 -0.35 30 30
FRAP1 0.018 0 -10000 0 -10000 0 0
KU/TERT -0.08 0.21 -10000 0 -0.61 36 36
SP1/HDAC2 0.019 0.048 -10000 0 -0.26 10 10
PINX1 0.016 0.02 -10000 0 -0.25 3 3
Telomerase/EST1A -0.1 0.17 -10000 0 -0.56 32 32
Smad3/Myc -0.003 0.099 -10000 0 -0.31 46 46
911 complex 0.034 0.024 -10000 0 -0.3 2 2
IFNG -0.092 0.18 -10000 0 -0.33 161 161
Telomerase/PinX1 -0.099 0.17 -10000 0 -0.57 31 31
Telomerase/AKT1/mTOR/p70S6K -0.008 0.092 -10000 0 -0.47 5 5
SIN3B 0.017 0.012 -10000 0 -0.25 1 1
YWHAE 0.016 0.029 -10000 0 -0.34 3 3
Telomerase/EST1B -0.1 0.17 -10000 0 -0.56 33 33
response to DNA damage stimulus 0.004 0.005 -10000 0 -10000 0 0
MRN complex/TRF2/Rap1 0.044 0.047 -10000 0 -0.27 11 11
TRF2/WRN 0.02 0.043 -10000 0 -0.35 6 6
Telomerase/hnRNP C1/C2 -0.099 0.17 -10000 0 -0.56 32 32
E2F1 0.005 0.071 -10000 0 -0.37 16 16
ZNFX1 0.007 0.071 -10000 0 -0.42 13 13
PIF1 0.015 0.026 -10000 0 -0.25 5 5
NCL 0.018 0 -10000 0 -10000 0 0
DKC1 0.016 0.02 -10000 0 -0.25 3 3
telomeric DNA binding 0 0 -10000 0 -10000 0 0
Ceramide signaling pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
SPHK2 0.01 0.074 -10000 0 -0.37 18 18
MAP4K4 -0.003 0.11 -10000 0 -0.35 22 22
BAG4 0.002 0.07 -10000 0 -0.28 28 28
PKC zeta/ceramide -0.025 0.04 0.13 8 -0.12 1 9
NFKBIA 0.014 0.042 -10000 0 -0.45 4 4
BIRC3 -0.085 0.19 -10000 0 -0.41 128 128
BAX -0.003 0.022 -10000 0 -10000 0 0
RIPK1 0.017 0.023 -10000 0 -0.52 1 1
AKT1 0.017 0.051 -10000 0 -0.34 9 9
BAD -0.018 0.041 0.15 8 -0.18 1 9
SMPD1 0.008 0.06 -10000 0 -0.24 19 19
RB1 -0.028 0.07 0.15 8 -0.32 20 28
FADD/Caspase 8 0.007 0.1 -10000 0 -0.43 11 11
MAP2K4 -0.043 0.092 0.15 5 -0.28 55 60
NSMAF 0.009 0.065 -10000 0 -0.44 10 10
response to UV 0 0 -10000 0 -10000 0 0
RAF1 -0.01 0.04 0.15 8 -0.18 1 9
EGF -0.14 0.23 -10000 0 -0.42 193 193
mol:ceramide -0.027 0.044 0.14 11 -0.12 1 12
MADD 0.018 0 -10000 0 -10000 0 0
response to oxidative stress 0 0 -10000 0 -10000 0 0
mol:Free Fatty acid -0.028 0.13 -10000 0 -0.38 56 56
ASAH1 -0.036 0.15 -10000 0 -0.42 65 65
negative regulation of cell cycle -0.027 0.069 0.15 8 -0.31 20 28
cell proliferation -0.036 0.097 -10000 0 -0.23 83 83
BID -0.013 0.12 -10000 0 -0.52 19 19
MAP3K1 -0.041 0.084 0.15 7 -0.3 38 45
EIF2A -0.013 0.059 -10000 0 -0.26 15 15
TRADD 0.016 0.026 -10000 0 -0.39 2 2
CRADD 0.01 0.063 -10000 0 -0.49 8 8
MAPK3 0.002 0.039 0.15 4 -0.18 2 6
response to heat 0 0 -10000 0 -10000 0 0
MAPK1 0.001 0.04 0.16 1 -0.19 1 2
Cathepsin D/ceramide -0.022 0.055 0.14 7 -0.17 23 30
FADD -0.006 0.11 -10000 0 -0.38 19 19
KSR1 -0.017 0.042 0.15 8 -0.2 1 9
MAPK8 -0.03 0.069 0.14 5 -0.19 55 60
PRKRA -0.017 0.042 0.15 8 -0.12 1 9
PDGFA -0.003 0.099 -10000 0 -0.44 24 24
TRAF2 0.014 0.042 -10000 0 -0.45 4 4
IGF1 -0.1 0.2 -10000 0 -0.41 146 146
mol:GD3 0 0 -10000 0 -10000 0 0
ganglioside biosynthetic process -0.026 0.044 0.14 11 -0.12 1 12
CTSD 0.002 0.075 -10000 0 -0.32 24 24
regulation of nitric oxide biosynthetic process 0.026 0.017 -10000 0 -0.37 1 1
response to radiation 0 0 -10000 0 -10000 0 0
ERK1/PKC delta -0.035 0.11 -10000 0 -0.25 83 83
PRKCD 0.014 0.042 -10000 0 -0.45 4 4
PRKCZ 0 0 -10000 0 -10000 0 0
mol:GW4869 0 0 -10000 0 -10000 0 0
mol:sphingosine -0.028 0.13 -10000 0 -0.38 56 56
RelA/NF kappa B1 0.026 0.017 -10000 0 -0.37 1 1
mol:glutathione 0 0 -10000 0 -10000 0 0
PAWR 0 0.091 -10000 0 -0.44 20 20
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD -0.005 0.11 -10000 0 -0.45 13 13
TNFR1A/BAG4/TNF-alpha 0.012 0.074 -10000 0 -0.31 18 18
mol:Sphingosine-1-phosphate 0.01 0.074 -10000 0 -0.37 18 18
MAP2K1 -0.002 0.039 0.15 1 -0.17 1 2
mol:C11AG 0 0 -10000 0 -10000 0 0
RELA 0.018 0 -10000 0 -10000 0 0
CYCS 0.027 0.065 0.16 76 -10000 0 76
TNFRSF1A 0.016 0.033 -10000 0 -0.52 2 2
NFKB1 0.017 0.023 -10000 0 -0.52 1 1
TNFR1A/BAG4 0.014 0.054 -10000 0 -0.37 5 5
EIF2AK2 -0.02 0.061 0.15 7 -0.26 18 25
TNF-alpha/TNFR1A/FAN 0.016 0.073 -10000 0 -0.31 21 21
response to hydrogen peroxide 0 0 -10000 0 -10000 0 0
CASP8 0.02 0.062 -10000 0 -0.26 7 7
MAP2K2 -0.003 0.043 -10000 0 -0.27 3 3
SMPD3 0.005 0.072 -10000 0 -0.3 14 14
TNF -0.004 0.094 -10000 0 -0.36 31 31
PKC zeta/PAR4 0.001 0.065 -10000 0 -0.32 20 20
mol:PHOSPHOCHOLINE 0.055 0.1 0.22 132 -10000 0 132
NF kappa B1/RelA/I kappa B alpha 0.03 0.055 -10000 0 -0.25 18 18
AIFM1 0.027 0.065 0.16 76 -10000 0 76
BCL2 -0.11 0.22 -10000 0 -0.47 144 144
Reelin signaling 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
CDK5R1/CDK5 0.023 0.028 -9999 0 -0.37 1 1
VLDLR -0.061 0.17 -9999 0 -0.4 100 100
CRKL 0.014 0.047 -9999 0 -0.52 4 4
LRPAP1 0.016 0.026 -9999 0 -0.39 2 2
FYN 0.008 0.067 -9999 0 -0.41 12 12
ITGA3 -0.003 0.096 -9999 0 -0.41 25 25
RELN/VLDLR/Fyn -0.023 0.12 -9999 0 -0.32 64 64
MAPK8IP1/MKK7/MAP3K11/JNK1 0.038 0.061 -9999 0 -0.26 18 18
AKT1 -0.011 0.11 -9999 0 -0.42 15 15
MAP2K7 0.017 0.023 -9999 0 -0.52 1 1
RAPGEF1 0.018 0 -9999 0 -10000 0 0
DAB1 0.018 0 -9999 0 -10000 0 0
RELN/LRP8/DAB1 -0.011 0.094 -9999 0 -0.28 42 42
LRPAP1/LRP8 -0.027 0.11 -9999 0 -0.37 37 37
RELN/LRP8/DAB1/Fyn -0.006 0.096 -9999 0 -0.26 48 48
DAB1/alpha3/beta1 Integrin -0.067 0.11 -9999 0 -0.37 26 26
long-term memory -0.002 0.1 -9999 0 -0.39 6 6
DAB1/LIS1 -0.028 0.12 -9999 0 -0.38 15 15
DAB1/CRLK/C3G -0.059 0.097 -9999 0 -0.37 16 16
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
DAB1/NCK2 -0.029 0.12 -9999 0 -0.36 16 16
ARHGEF2 0.004 0.079 -9999 0 -0.41 17 17
mol:Src family inhibitors PP1 and PP2 0 0 -9999 0 -10000 0 0
GRIN2A 0.017 0.012 -9999 0 -0.25 1 1
CDK5R1 0.014 0.031 -9999 0 -0.25 7 7
RELN 0.01 0.059 -9999 0 -0.38 11 11
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
RELN/LRP8/Fyn -0.02 0.11 -9999 0 -0.32 48 48
GRIN2A/RELN/LRP8/DAB1/Fyn 0.004 0.097 -9999 0 -0.26 47 47
MAPK8 0.015 0.04 -9999 0 -0.52 3 3
RELN/VLDLR/DAB1 -0.014 0.1 -9999 0 -0.28 59 59
ITGB1 0.014 0.044 -9999 0 -0.41 5 5
MAP1B -0.058 0.15 -9999 0 -0.42 40 40
RELN/LRP8 -0.015 0.1 -9999 0 -0.31 43 43
GRIN2B/RELN/LRP8/DAB1/Fyn -0.009 0.11 -9999 0 -0.26 65 65
PI3K 0.005 0.082 -9999 0 -0.37 21 21
mol:PP2 0 0 -9999 0 -10000 0 0
alpha3/beta1 Integrin 0.009 0.078 -9999 0 -0.39 17 17
RAP1A -0.019 0.12 -9999 0 -0.36 17 17
PAFAH1B1 0.017 0.023 -9999 0 -0.52 1 1
MAPK8IP1 0.011 0.048 -9999 0 -0.3 11 11
CRLK/C3G 0.023 0.034 -9999 0 -0.37 4 4
GRIN2B -0.007 0.1 -9999 0 -0.44 28 28
NCK2 0.015 0.026 -9999 0 -0.25 5 5
neuron differentiation 0.011 0.079 -9999 0 -0.31 5 5
neuron adhesion -0.016 0.12 -9999 0 -0.33 28 28
LRP8 -0.057 0.16 -9999 0 -0.34 110 110
GSK3B -0.004 0.1 -9999 0 -0.4 14 14
RELN/VLDLR/DAB1/Fyn -0.009 0.11 -9999 0 -0.27 64 64
MAP3K11 0.015 0.035 -9999 0 -0.43 3 3
RELN/VLDLR/DAB1/P13K -0.016 0.11 -9999 0 -0.26 74 74
CDK5 0.016 0.026 -9999 0 -0.39 2 2
MAPT -0.089 0.2 -9999 0 -0.48 107 107
neuron migration -0.013 0.12 -9999 0 -0.36 24 24
RELN/LRP8/DAB1/Fyn/MAPK8IP1/MKK7/MAP3K11/JNK1 0.011 0.079 -9999 0 -0.32 5 5
RELN/VLDLR -0.045 0.14 -9999 0 -0.28 113 113
Effects of Botulinum toxin

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
STX1A 0.009 0.027 -9999 0 -0.17 12 12
UniProt:P19321 0 0 -9999 0 -10000 0 0
RIMS1/UNC13B 0.007 0.062 -9999 0 -0.4 3 3
STXBP1 0.017 0.017 -9999 0 -0.25 2 2
ACh/CHRNA1 0.008 0.046 -9999 0 -0.3 9 9
RAB3GAP2/RIMS1/UNC13B 0.019 0.054 -9999 0 -0.32 4 4
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 -0.003 0.073 -9999 0 -0.25 41 41
mol:ACh 0.002 0.026 -9999 0 -0.1 24 24
RAB3GAP2 0.017 0.023 -9999 0 -0.52 1 1
STX1A/SNAP25/VAMP2 0.018 0.053 -9999 0 -0.25 3 3
UniProt:P10844 0 0 -9999 0 -10000 0 0
muscle contraction 0.008 0.046 -9999 0 -0.29 9 9
UNC13B 0.011 0.049 -9999 0 -0.3 12 12
CHRNA1 0.01 0.064 -9999 0 -0.46 9 9
UniProt:P10845 0 0 -9999 0 -10000 0 0
ACh/Synaptotagmin 1 -0.1 0.14 -9999 0 -0.22 265 265
SNAP25 -0.008 0.055 -9999 0 -0.29 15 15
VAMP2 0.007 0.011 -9999 0 -0.26 1 1
SYT1 -0.17 0.21 -9999 0 -0.36 265 265
UniProt:Q00496 0 0 -9999 0 -10000 0 0
STXIA/STXBP1 0.019 0.026 -9999 0 -0.27 1 1
STX1A/SNAP25 fragment 1/VAMP2 0.018 0.053 -9999 0 -0.25 3 3
p75(NTR)-mediated signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Sortilin/TRAF6 0.019 0.05 -10000 0 -0.37 8 8
Necdin/E2F1 -0.027 0.14 -10000 0 -0.38 62 62
proNGF (dimer)/p75(NTR)/Sortilin/NADE/14-3-3 E -0.01 0.11 -10000 0 -0.27 78 78
NGF (dimer)/p75(NTR)/BEX1 -0.016 0.075 -10000 0 -0.29 12 12
NT-4/5 (dimer)/p75(NTR) 0.004 0.045 -10000 0 -0.2 23 23
IKBKB 0.012 0.047 -10000 0 -0.31 10 10
AKT1 0.01 0.072 -10000 0 -0.25 30 30
IKBKG 0.018 0 -10000 0 -10000 0 0
BDNF -0.016 0.091 -10000 0 -0.26 64 64
MGDIs/NGR/p75(NTR)/LINGO1 -0.003 0.086 -10000 0 -0.31 22 22
FURIN 0.004 0.076 -10000 0 -0.37 19 19
proBDNF (dimer)/p75(NTR)/Sortilin 0.004 0.075 -10000 0 -0.33 11 11
LINGO1 -0.019 0.095 -10000 0 -0.26 69 69
Sortilin/TRAF6/NRIF -0.017 0.056 -10000 0 -0.33 5 5
proBDNF (dimer) -0.016 0.09 -10000 0 -0.26 64 64
NTRK1 0.01 0.053 -10000 0 -0.32 12 12
RTN4R 0.001 0.087 -10000 0 -0.41 21 21
neuron apoptosis 0.003 0.1 -10000 0 -0.47 7 7
IRAK1 0.015 0.029 -10000 0 -0.25 6 6
SHC1 0.013 0.04 -10000 0 -0.31 4 4
ARHGDIA 0.016 0.029 -10000 0 -0.34 3 3
RhoA/GTP 0.004 0.058 -10000 0 -0.38 12 12
Gamma Secretase 0.033 0.069 -10000 0 -0.25 25 25
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-H1 0.001 0.095 -10000 0 -0.3 43 43
MAGEH1 -0.019 0.14 -10000 0 -0.52 36 36
proNGF (dimer)/p75(NTR)/Sortilin/Necdin -0.013 0.11 -10000 0 -0.3 65 65
Mammalian IAPs/DIABLO -0.024 0.11 -10000 0 -0.28 76 76
proNGF (dimer) 0 0 -10000 0 -10000 0 0
MAGED1 -0.008 0.11 -10000 0 -0.48 27 27
APP -0.029 0.14 -10000 0 -0.43 56 56
NT-4/5 (dimer) 0 0 -10000 0 -10000 0 0
ZNF274 0.013 0.044 -10000 0 -0.32 8 8
RhoA/GDP/RHOGDI 0.017 0.057 -10000 0 -0.27 16 16
NGF 0 0 -10000 0 -10000 0 0
cell cycle arrest 0.006 0.054 0.15 3 -0.26 10 13
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK 0.026 0.04 -10000 0 -0.23 9 9
NT-4/5 (dimer)/p75(NTR)/TRAF6 0.016 0.041 -10000 0 -0.31 4 4
NCSTN 0.017 0.023 -10000 0 -0.52 1 1
mol:GTP -0.016 0.089 -10000 0 -0.31 31 31
PSENEN 0.017 0.012 -10000 0 -0.25 1 1
mol:ceramide 0.014 0.056 -10000 0 -0.29 12 12
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK/p62/Atypical PKCs 0.022 0.049 -10000 0 -0.26 1 1
p75(NTR)/beta APP -0.017 0.11 -10000 0 -0.37 39 39
BEX1 -0.039 0.11 -10000 0 -0.26 108 108
mol:GDP 0.002 0.037 -10000 0 -0.32 3 3
NGF (dimer) -0.038 0.13 -10000 0 -0.29 101 101
MGDIs/NGR/p75(NTR)/LINGO1/RHOGDI 0.009 0.081 -10000 0 -0.28 23 23
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
RAC1/GTP 0.015 0.032 -10000 0 -0.27 3 3
MYD88 0.013 0.048 -10000 0 -0.47 5 5
CHUK 0.005 0.081 -10000 0 -0.5 13 13
NGF (dimer)/p75(NTR)/PKA -0.016 0.09 -10000 0 -0.31 31 31
RHOB -0.041 0.17 -10000 0 -0.52 58 58
RHOA 0.005 0.08 -10000 0 -0.52 12 12
MAGE-G1/E2F1 0.018 0.051 -10000 0 -0.37 7 7
NT3 (dimer) -0.021 0.11 -10000 0 -0.28 68 68
TP53 -0.001 0.098 -10000 0 -0.37 12 12
PRDM4 0.017 0.049 -10000 0 -0.28 10 10
BDNF (dimer) -0.12 0.2 -10000 0 -0.37 173 173
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
SORT1 0.009 0.065 -10000 0 -0.44 10 10
activation of caspase activity -0.013 0.11 -10000 0 -0.27 78 78
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6 0.022 0.052 -10000 0 -0.28 11 11
RHOC 0.015 0.04 -10000 0 -0.52 3 3
XIAP 0 0 -10000 0 -10000 0 0
MAPK10 0 0.095 -10000 0 -0.3 16 16
DIABLO 0.018 0 -10000 0 -10000 0 0
SMPD2 0.014 0.056 -10000 0 -0.3 12 12
APH1B 0.001 0.093 -10000 0 -0.51 17 17
APH1A 0.003 0.067 -10000 0 -0.29 25 25
proNGF (dimer)/p75(NTR)/Sortilin 0.011 0.055 -10000 0 -0.31 10 10
PSEN1 0.013 0.052 -10000 0 -0.52 5 5
APAF-1/Pro-Caspase 9 0.022 0.041 -10000 0 -0.37 5 5
NT3 (dimer)/p75(NTR) -0.009 0.09 -10000 0 -0.4 13 13
MAPK8 0.014 0.08 -10000 0 -0.28 10 10
MAPK9 0.005 0.096 -10000 0 -0.32 17 17
APAF1 0.012 0.051 -10000 0 -0.41 7 7
NTF3 -0.021 0.11 -10000 0 -0.28 68 68
NTF4 0 0 -10000 0 -10000 0 0
NDN -0.044 0.17 -10000 0 -0.49 65 65
RAC1/GDP 0.013 0 -10000 0 -10000 0 0
RhoA-B-C/GDP -0.028 0.12 -10000 0 -0.25 96 96
p75 CTF/Sortilin/TRAF6/NRIF 0.036 0.048 -10000 0 -0.27 10 10
RhoA-B-C/GTP -0.016 0.089 -10000 0 -0.31 31 31
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF 0.021 0.07 -10000 0 -0.26 14 14
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6 0.015 0.071 -10000 0 -0.29 12 12
PRKACB -0.036 0.14 -10000 0 -0.34 79 79
proBDNF (dimer)/p75 ECD 0.002 0.064 -10000 0 -0.34 2 2
ChemicalAbstracts:86-01-1 0 0 -10000 0 -10000 0 0
BIRC3 -0.085 0.19 -10000 0 -0.41 128 128
BIRC2 0.016 0.02 -10000 0 -0.25 3 3
neuron projection morphogenesis -0.033 0.11 0.2 2 -0.35 36 38
BAD 0.008 0.091 -10000 0 -0.3 13 13
RIPK2 0.013 0.04 -10000 0 -0.28 9 9
NGFR 0.004 0.065 -10000 0 -0.29 23 23
CYCS 0.01 0.074 -10000 0 -0.25 34 34
ADAM17 0.016 0.024 -10000 0 -0.25 4 4
NGF (dimer)/p75(NTR)/TRAF6/RIP2 0.024 0.044 -10000 0 -0.27 6 6
BCL2L11 0.008 0.091 -10000 0 -0.3 14 14
BDNF (dimer)/p75(NTR) -0.006 0.075 -10000 0 -0.4 4 4
PI3K 0.011 0.072 -10000 0 -0.28 25 25
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-G1 0.022 0.05 -10000 0 -0.28 10 10
NDNL2 0.018 0 -10000 0 -10000 0 0
YWHAE 0.016 0.029 -10000 0 -0.34 3 3
PRKCI 0.002 0.085 -10000 0 -0.43 18 18
NGF (dimer)/p75(NTR) 0.004 0.045 -10000 0 -0.2 23 23
ChemicalAbstracts:146-91-8 0 0 -10000 0 -10000 0 0
proNGF (dimer)/p75(NTR)/Sortilin/NRAGE 0.008 0.08 -10000 0 -0.28 33 33
TRAF6 0.017 0.023 -10000 0 -0.52 1 1
RAC1 0.018 0 -10000 0 -10000 0 0
PRKCZ 0 0 -10000 0 -10000 0 0
PLG 0.016 0.033 -10000 0 -0.52 2 2
oligodendrocyte cell fate commitment 0 0 -10000 0 -10000 0 0
CASP6 0.005 0.07 -10000 0 -0.29 17 17
SQSTM1 0.012 0.053 -10000 0 -0.48 6 6
NGFRAP1 -0.055 0.18 -10000 0 -0.52 72 72
CASP3 0.01 0.087 -10000 0 -0.28 14 14
E2F1 0.006 0.07 -10000 0 -0.37 16 16
CASP9 0.017 0.023 -10000 0 -0.52 1 1
IKK complex -0.013 0.047 -10000 0 -0.34 3 3
NGF (dimer)/TRKA 0.008 0.037 -10000 0 -0.22 12 12
MMP7 -0.095 0.21 -10000 0 -0.44 129 129
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF 0.028 0.054 -10000 0 -0.25 13 13
MMP3 -0.13 0.22 -10000 0 -0.42 177 177
APAF-1/Caspase 9 -0.046 0.077 -10000 0 -0.31 10 10
FOXA2 and FOXA3 transcription factor networks

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
ACADVL 0.019 0.27 -9999 0 -0.76 29 29
PCK1 0.019 0.2 -9999 0 -0.95 6 6
HNF4A 0.033 0.27 -9999 0 -0.83 15 15
KCNJ11 -0.015 0.38 -9999 0 -1 49 49
AKT1 0.011 0.17 -9999 0 -0.44 27 27
response to starvation 0.006 0.003 -9999 0 -10000 0 0
DLK1 0.019 0.3 -9999 0 -0.78 28 28
NKX2-1 0.074 0.14 -9999 0 -10000 0 0
ACADM 0.01 0.29 -9999 0 -0.77 36 36
TAT 0.018 0.17 -9999 0 -0.57 5 5
CEBPB 0.01 0.071 -9999 0 -0.33 20 20
CEBPA 0.011 0.085 -9999 0 -0.5 14 14
TTR -0.041 0.28 -9999 0 -0.68 55 55
PKLR 0.022 0.26 -9999 0 -0.72 27 27
APOA1 0.032 0.3 -9999 0 -0.83 24 24
CPT1C 0 0.3 -9999 0 -0.85 34 34
ALAS1 0.039 0.19 -9999 0 -1.6 2 2
TFRC -0.047 0.39 -9999 0 -1.2 43 43
FOXF1 -0.002 0.062 -9999 0 -0.3 20 20
NF1 0.023 0.039 -9999 0 -0.46 3 3
HNF1A (dimer) 0.03 0.047 -9999 0 -0.23 9 9
CPT1A 0.007 0.3 -9999 0 -0.84 33 33
HMGCS1 0.018 0.27 -9999 0 -0.73 29 29
NR3C1 0.007 0.1 -9999 0 -0.5 19 19
CPT1B 0.022 0.26 -9999 0 -0.72 28 28
chromatin remodeling 0 0 -9999 0 -10000 0 0
SP1 0.02 0.04 -9999 0 -0.3 4 4
GCK 0.017 0.27 -9999 0 -0.73 31 31
CREB1 0.02 0.036 -9999 0 -0.36 2 2
IGFBP1 0.028 0.16 -9999 0 -0.79 3 3
PDX1 0.035 0.26 -9999 0 -1.2 13 13
UCP2 -0.025 0.35 -9999 0 -0.89 53 53
ALDOB 0.024 0.29 -9999 0 -0.78 28 28
AFP -0.049 0.15 -9999 0 -0.45 20 20
BDH1 0.011 0.28 -9999 0 -0.75 35 35
HADH 0.021 0.3 -9999 0 -0.8 30 30
F2 0.032 0.3 -9999 0 -0.85 22 22
HNF1A 0.03 0.047 -9999 0 -0.23 9 9
G6PC 0.035 0.096 -9999 0 -1.3 1 1
SLC2A2 0.042 0.22 -9999 0 -1 6 6
INS 0.002 0.028 -9999 0 -0.53 1 1
FOXA1 -0.081 0.21 -9999 0 -0.49 109 109
FOXA3 -0.016 0.13 -9999 0 -0.38 32 32
FOXA2 0.032 0.35 -9999 0 -0.86 32 32
ABCC8 -0.2 0.52 -9999 0 -0.9 170 170
ALB -0.055 0.17 -9999 0 -0.55 25 25
RXR and RAR heterodimerization with other nuclear receptor

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
TGFB1 0.003 0.062 -9999 0 -1.2 1 1
VDR -0.003 0.1 -9999 0 -0.51 21 21
FAM120B 0.016 0.033 -9999 0 -0.52 2 2
RXRs/LXRs/DNA/9cRA 0.012 0.13 -9999 0 -0.41 22 22
RXRs/LXRs/DNA/Oxysterols -0.001 0.18 -9999 0 -0.44 69 69
MED1 0 0.067 -9999 0 -0.25 34 34
mol:9cRA -0.001 0.021 -9999 0 -10000 0 0
RARs/THRs/DNA/Src-1 -0.003 0.11 -9999 0 -0.28 62 62
RXRs/NUR77 0.031 0.076 -9999 0 -0.28 19 19
RXRs/PPAR 0.008 0.093 -9999 0 -0.33 19 19
NCOR2 0.018 0 -9999 0 -10000 0 0
VDR/VDR/Vit D3 -0.002 0.075 -9999 0 -0.37 21 21
RARs/VDR/DNA/Vit D3 0.004 0.095 -9999 0 -0.27 47 47
RARA 0.011 0.057 -9999 0 -0.4 9 9
NCOA1 0.012 0.057 -9999 0 -0.52 6 6
VDR/VDR/DNA -0.003 0.1 -9999 0 -0.51 21 21
RARs/RARs/DNA/9cRA 0.005 0.077 -9999 0 -0.27 29 29
RARG 0.017 0.023 -9999 0 -0.52 1 1
RPS6KB1 0.004 0.055 -9999 0 -0.4 1 1
RARs/THRs/DNA/SMRT 0 0.1 -9999 0 -0.44 12 12
THRA -0.01 0.11 -9999 0 -0.38 37 37
mol:Bile acids 0 0 -9999 0 -10000 0 0
VDR/Vit D3/DNA -0.002 0.075 -9999 0 -0.37 21 21
RXRs/PPAR/9cRA/PGJ2/DNA 0.022 0.084 -9999 0 -0.29 18 18
NR1H4 0.015 0.031 -9999 0 -0.32 4 4
RXRs/LXRs/DNA 0.037 0.11 -9999 0 -0.37 14 14
NR1H2 0.018 0.017 -9999 0 -10000 0 0
NR1H3 0.008 0.07 -9999 0 -0.44 11 11
RXRs/VDR/DNA/Vit D3 0.021 0.088 -9999 0 -0.27 37 37
NR4A1 0.01 0.049 -9999 0 -0.27 15 15
mol:ATRA 0 0 -9999 0 -10000 0 0
RXRs/FXR/9cRA/MED1 0.016 0.063 -9999 0 -0.26 9 9
RXRG 0.004 0.084 -9999 0 -0.47 15 15
RXR alpha/CCPG 0.023 0.041 -9999 0 -0.38 5 5
RXRA 0.014 0.045 -9999 0 -0.54 3 3
RXRB 0.014 0.045 -9999 0 -0.52 3 3
THRB -0.001 0.097 -9999 0 -0.48 20 20
PPARG -0.036 0.14 -9999 0 -0.33 81 81
PPARD 0.017 0.017 -9999 0 -0.25 2 2
TNF -0.01 0.23 -9999 0 -0.8 28 28
mol:Oxysterols 0 0.018 -9999 0 -10000 0 0
cholesterol transport 0 0.18 -9999 0 -0.43 69 69
PPARA 0.012 0.047 -9999 0 -0.31 10 10
mol:Vit D3 0 0 -9999 0 -10000 0 0
RARB -0.025 0.13 -9999 0 -0.36 60 60
RXRs/NUR77/BCL2 -0.04 0.12 -9999 0 -0.24 130 130
SREBF1 -0.052 0.33 -9999 0 -1 51 51
RXRs/RXRs/DNA/9cRA 0.022 0.084 -9999 0 -0.29 18 18
ABCA1 -0.01 0.24 -9999 0 -0.83 29 29
RARs/THRs 0.001 0.12 -9999 0 -0.29 57 57
RXRs/FXR 0.034 0.074 -9999 0 -0.28 19 19
BCL2 -0.11 0.22 -9999 0 -0.47 144 144
TCGA08_rtk_signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PDGFRA -0.017 0.13 -10000 0 -0.48 37 37
HRAS 0.012 0.051 -10000 0 -0.41 7 7
EGFR -0.079 0.18 -10000 0 -0.35 139 139
AKT 0.014 0.079 -10000 0 -0.32 16 16
FOXO3 0.011 0.053 -10000 0 -0.37 9 9
AKT1 0.011 0.053 -10000 0 -0.37 9 9
FOXO1 0 0.092 -10000 0 -0.46 19 19
AKT3 -0.006 0.084 -10000 0 -0.28 43 43
FOXO4 0.017 0.023 -10000 0 -0.52 1 1
MET 0 0.075 -10000 0 -0.29 31 31
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
PIK3CB 0.012 0.055 -10000 0 -0.44 7 7
NRAS 0.005 0.076 -10000 0 -0.4 16 16
PIK3CG -0.007 0.1 -10000 0 -0.41 31 31
PIK3R3 0 0.091 -10000 0 -0.43 21 21
PIK3R2 0.018 0 -10000 0 -10000 0 0
NF1 0.015 0.035 -10000 0 -0.43 3 3
RAS -0.027 0.097 0.21 1 -0.27 47 48
ERBB2 -0.027 0.12 -10000 0 -0.31 72 72
proliferation/survival/translation -0.028 0.057 0.23 10 -0.17 3 13
PI3K -0.019 0.099 0.18 5 -0.24 62 67
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
KRAS 0.009 0.065 -10000 0 -0.44 10 10
FOXO 0.039 0.038 -10000 0 -0.18 2 2
AKT2 0.017 0.012 -10000 0 -0.25 1 1
PTEN -0.002 0.1 -10000 0 -0.52 19 19
IL2 signaling events mediated by STAT5

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
GAB2 0.01 0.048 -9999 0 -0.25 17 17
ELF1 -0.012 0.12 -9999 0 -0.37 44 44
CCNA2 -0.026 0.13 -9999 0 -0.39 57 57
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
JAK3 0.018 0 -9999 0 -10000 0 0
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
JAK1 0.012 0.057 -9999 0 -0.52 6 6
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K 0.01 0.14 -9999 0 -0.43 27 27
SHC1 0.018 0.023 -9999 0 -0.52 1 1
SP1 0.015 0.07 -9999 0 -0.36 16 16
IL2RA -0.035 0.2 -9999 0 -0.68 43 43
IL2RB -0.016 0.12 -9999 0 -0.43 40 40
SOS1 0.017 0.023 -9999 0 -0.52 1 1
IL2RG -0.001 0.078 -9999 0 -0.28 35 35
G1/S transition of mitotic cell cycle -0.026 0.2 -9999 0 -0.78 24 24
PTPN11 0.018 0.023 -9999 0 -0.52 1 1
CCND2 0.009 0.14 -9999 0 -0.77 16 16
LCK -0.073 0.18 -9999 0 -0.4 117 117
GRB2 0.016 0.024 -9999 0 -0.25 4 4
IL2 0.012 0.051 -9999 0 -0.33 10 10
CDK6 -0.019 0.1 -9999 0 -0.29 63 63
CCND3 0.021 0.12 -9999 0 -0.45 13 13
Aurora B signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Condensin I complex 0.01 0.079 -9999 0 -0.26 32 32
STMN1 0.002 0.088 -9999 0 -0.38 22 22
Aurora B/RasGAP/Survivin -0.011 0.12 -9999 0 -0.34 53 53
Chromosomal passenger complex/Cul3 protein complex -0.052 0.14 -9999 0 -0.38 48 48
BIRC5 -0.038 0.16 -9999 0 -0.43 67 67
DES -0.026 0.13 -9999 0 -0.68 16 16
Aurora C/Aurora B/INCENP 0.015 0.062 -9999 0 -0.29 14 14
Aurora B/TACC1 -0.005 0.088 -9999 0 -0.32 32 32
Aurora B/PP2A 0.019 0.042 -9999 0 -0.39 3 3
mol:GTP 0 0 -9999 0 -10000 0 0
CBX5 0.011 0.033 -9999 0 -0.21 9 9
mitotic metaphase/anaphase transition 0 0.005 -9999 0 -10000 0 0
NDC80 -0.014 0.12 -9999 0 -0.4 39 39
Cul3 protein complex -0.048 0.14 -9999 0 -0.33 93 93
KIF2C -0.061 0.24 -9999 0 -0.65 59 59
PEBP1 0.013 0.047 -9999 0 -0.53 4 4
KIF20A -0.027 0.14 -9999 0 -0.46 49 49
mol:GDP 0 0 -9999 0 -10000 0 0
Aurora B/RasGAP 0.011 0.07 -9999 0 -0.38 13 13
SEPT1 0.008 0.052 -9999 0 -0.27 17 17
SMC2 0.003 0.077 -9999 0 -0.36 20 20
SMC4 0.014 0.04 -9999 0 -0.34 6 6
NSUN2/NPM1/Nucleolin 0.015 0.082 -9999 0 -0.87 3 3
PSMA3 0.017 0.012 -9999 0 -0.25 1 1
G2/M transition of mitotic cell cycle 0 0.003 -9999 0 -10000 0 0
H3F3B 0.013 0.04 -9999 0 -0.33 5 5
AURKB 0.009 0.058 -9999 0 -0.32 14 14
AURKC 0.008 0.053 -9999 0 -0.27 18 18
CDCA8 -0.016 0.12 -9999 0 -0.4 42 42
cytokinesis -0.049 0.26 -9999 0 -0.74 49 49
Aurora B/Septin1 -0.036 0.23 -9999 0 -0.7 45 45
AURKA -0.012 0.11 -9999 0 -0.41 36 36
INCENP 0.001 0.082 -9999 0 -0.37 22 22
KLHL13 -0.095 0.2 -9999 0 -0.39 146 146
BUB1 -0.052 0.17 -9999 0 -0.44 81 81
hSgo1/Aurora B/Survivin -0.016 0.14 -9999 0 -0.38 52 52
EVI5 0.013 0.047 -9999 0 -0.52 4 4
RhoA/GTP -0.045 0.24 -9999 0 -0.67 54 54
SGOL1 -0.01 0.11 -9999 0 -0.38 37 37
CENPA -0.041 0.21 -9999 0 -0.59 51 51
NCAPG 0 0 -9999 0 -10000 0 0
Aurora B/HC8 Proteasome 0.02 0.041 -9999 0 -0.39 3 3
NCAPD2 0.012 0.04 -9999 0 -0.25 12 12
Aurora B/PP1-gamma 0.018 0.05 -9999 0 -0.38 6 6
RHOA 0.005 0.08 -9999 0 -0.52 12 12
NCAPH -0.008 0.11 -9999 0 -0.46 29 29
NPM1 0.012 0.052 -9999 0 -0.6 3 3
RASA1 0.004 0.078 -9999 0 -0.42 16 16
KLHL9 -0.001 0.096 -9999 0 -0.49 19 19
mitotic prometaphase -0.001 0.005 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.02 0.041 -9999 0 -0.38 3 3
PPP1CC 0.015 0.04 -9999 0 -0.52 3 3
Centraspindlin -0.053 0.27 -9999 0 -0.69 60 60
RhoA/GDP 0.004 0.058 -9999 0 -0.38 12 12
NSUN2 0.012 0.054 -9999 0 -0.6 3 3
MYLK 0.003 0.07 -9999 0 -0.33 20 20
KIF23 -0.024 0.14 -9999 0 -0.45 47 47
VIM -0.01 0.11 -9999 0 -0.38 34 34
RACGAP1 -0.004 0.1 -9999 0 -0.5 22 22
mitosis 0 0 -9999 0 -10000 0 0
NCL 0.013 0.052 -9999 0 -0.6 3 3
Chromosomal passenger complex -0.045 0.22 -9999 0 -0.59 54 54
Chromosomal passenger complex/EVI5 -0.012 0.15 -9999 0 -0.36 62 62
TACC1 -0.022 0.13 -9999 0 -0.41 49 49
PPP2R5D 0.016 0.02 -9999 0 -0.25 3 3
CUL3 0.01 0.06 -9999 0 -0.43 9 9
response to DNA damage stimulus 0 0 -9999 0 -10000 0 0
Regulation of Androgen receptor activity

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
HDAC1 0.025 0.017 -9999 0 -0.37 1 1
SMARCC1 -0.003 0.12 -9999 0 -1.3 4 4
REL 0 0.087 -9999 0 -0.41 21 21
HDAC7 -0.025 0.13 -9999 0 -0.36 38 38
JUN -0.033 0.15 -9999 0 -0.46 57 57
EP300 0.014 0.047 -9999 0 -0.52 4 4
KAT2B 0 0 -9999 0 -10000 0 0
KAT5 0 0 -9999 0 -10000 0 0
MAPK14 0.002 0.084 -9999 0 -0.35 23 23
FOXO1 0.001 0.092 -9999 0 -0.46 19 19
T-DHT/AR -0.019 0.15 -9999 0 -0.38 37 37
MAP2K6 -0.013 0.11 -9999 0 -0.4 37 37
BRM/BAF57 0.026 0.028 -9999 0 -0.3 3 3
MAP2K4 -0.007 0.1 -9999 0 -0.39 31 31
SMARCA2 0.016 0.033 -9999 0 -0.52 2 2
PDE9A -0.026 0.16 -9999 0 -0.88 9 9
NCOA2 0.01 0.063 -9999 0 -0.4 11 11
CEBPA 0.004 0.084 -9999 0 -0.5 14 14
EHMT2 0.018 0.001 -9999 0 -10000 0 0
cell proliferation 0.007 0.13 -9999 0 -0.37 22 22
NR0B1 -0.01 0.087 -9999 0 -0.27 51 51
EGR1 -0.1 0.2 -9999 0 -0.39 156 156
RXRs/9cRA 0.025 0.057 -9999 0 -0.28 18 18
AR/RACK1/Src 0.003 0.1 -9999 0 -0.33 23 23
AR/GR -0.038 0.13 -9999 0 -0.29 75 75
GNB2L1 0.015 0.04 -9999 0 -0.52 3 3
PKN1 0.013 0.045 -9999 0 -0.39 6 6
RCHY1 0.002 0.09 -9999 0 -0.5 16 16
epidermal growth factor receptor activity 0 0.001 -9999 0 -0.005 5 5
MAPK8 0.004 0.08 -9999 0 -0.34 22 22
T-DHT/AR/TIF2/CARM1 0 0.11 -9999 0 -0.36 22 22
SRC 0.005 0.09 -9999 0 -0.28 38 38
NR3C1 -0.001 0.098 -9999 0 -0.51 19 19
KLK3 -0.038 0.11 -9999 0 -0.43 10 10
APPBP2 0.009 0.042 -9999 0 -0.25 13 13
TRIM24 0.017 0.024 -9999 0 -0.25 4 4
T-DHT/AR/TIP60 -0.021 0.1 -9999 0 -0.31 42 42
TMPRSS2 -0.18 0.43 -9999 0 -1.1 95 95
RXRG 0.004 0.083 -9999 0 -0.47 15 15
mol:9cRA 0 0 -9999 0 -10000 0 0
RXRA 0.015 0.04 -9999 0 -0.52 3 3
RXRB 0.015 0.04 -9999 0 -0.52 3 3
CARM1 0.015 0.039 -9999 0 -0.36 5 5
NR2C2 0.016 0.02 -9999 0 -0.25 3 3
KLK2 0.021 0.095 -9999 0 -0.4 4 4
AR -0.04 0.13 -9999 0 -0.27 116 116
SENP1 0.018 0 -9999 0 -10000 0 0
HSP90AA1 0.013 0.045 -9999 0 -0.39 6 6
MDM2 0.009 0.044 -9999 0 -0.26 14 14
SRY 0.001 0.085 -9999 0 -0.43 18 18
GATA2 -0.007 0.093 -9999 0 -0.31 40 40
MYST2 0.011 0.047 -9999 0 -0.31 10 10
HOXB13 -0.074 0.13 -9999 0 -0.25 182 182
T-DHT/AR/RACK1/Src -0.002 0.11 -9999 0 -0.33 24 24
positive regulation of transcription -0.007 0.093 -9999 0 -0.31 40 40
DNAJA1 0.012 0.043 -9999 0 -0.46 4 4
proteasomal ubiquitin-dependent protein catabolic process 0.02 0.06 -9999 0 -0.31 15 15
NCOA1 0.016 0.063 -9999 0 -0.55 6 6
SPDEF -0.081 0.21 -9999 0 -0.52 98 98
T-DHT/AR/TIF2 0.009 0.08 -9999 0 -0.3 10 10
T-DHT/AR/Hsp90 -0.012 0.11 -9999 0 -0.3 43 43
GSK3B 0.018 0.003 -9999 0 -10000 0 0
NR2C1 0.01 0.062 -9999 0 -0.52 7 7
mol:T-DHT -0.002 0.095 -9999 0 -0.3 36 36
SIRT1 0.016 0.029 -9999 0 -0.34 3 3
ZMIZ2 0.016 0.002 -9999 0 -10000 0 0
POU2F1 0.014 0.038 -9999 0 -10000 0 0
T-DHT/AR/DAX-1 -0.022 0.12 -9999 0 -0.3 49 49
CREBBP 0.016 0.033 -9999 0 -0.52 2 2
SMARCE1 0.017 0.021 -9999 0 -0.26 3 3
Sphingosine 1-phosphate (S1P) pathway

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
SPHK2 0.017 0.023 -9999 0 -0.52 1 1
SPHK1 -0.027 0.14 -9999 0 -0.42 54 54
GNAI2 0.006 0.075 -9999 0 -0.48 12 12
mol:S1P -0.001 0.087 -9999 0 -0.3 35 35
GNAO1 0.016 0.024 -9999 0 -0.25 4 4
mol:Sphinganine-1-P -0.007 0.1 -9999 0 -0.38 33 33
growth factor activity 0 0 -9999 0 -10000 0 0
S1P/S1P2/G12/G13 0.015 0.075 -9999 0 -0.39 8 8
GNAI3 0.018 0 -9999 0 -10000 0 0
G12/G13 0.021 0.039 -9999 0 -0.37 4 4
S1PR3 0 0 -9999 0 -10000 0 0
S1PR2 0 0 -9999 0 -10000 0 0
EDG1 -0.019 0.12 -9999 0 -0.4 46 46
S1P1/S1P -0.012 0.11 -9999 0 -0.28 58 58
S1PR5 0 0 -9999 0 -10000 0 0
S1PR4 0 0 -9999 0 -10000 0 0
GNAI1 -0.017 0.12 -9999 0 -0.38 46 46
S1P/S1P5/G12 0.008 0.07 -9999 0 -0.23 35 35
S1P/S1P3/Gq -0.026 0.11 -9999 0 -0.28 61 61
S1P/S1P4/Gi 0.006 0.087 -9999 0 -0.25 44 44
GNAQ 0 0 -9999 0 -10000 0 0
GNAZ 0.001 0.088 -9999 0 -0.44 19 19
GNA14 -0.079 0.18 -9999 0 -0.35 140 140
GNA15 0.002 0.076 -9999 0 -0.34 23 23
GNA12 0.018 0 -9999 0 -10000 0 0
GNA13 0.011 0.055 -9999 0 -0.36 10 10
GNA11 0.014 0.047 -9999 0 -0.52 4 4
ABCC1 0.012 0.051 -9999 0 -0.41 7 7
PLK1 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
regulation of centriole-centriole cohesion 0.001 0.05 0.26 17 -10000 0 17
BUB1B -0.017 0.12 -10000 0 -0.41 40 40
PLK1 0.002 0.041 -10000 0 -0.11 47 47
PLK1S1 0.002 0.019 -10000 0 -0.052 46 46
KIF2A 0.005 0.054 -10000 0 -0.24 13 13
regulation of mitotic centrosome separation 0.002 0.041 -10000 0 -0.11 47 47
GOLGA2 0.016 0.026 -10000 0 -0.39 2 2
Hec1/SPC24 -0.012 0.094 -10000 0 -0.32 37 37
WEE1 -0.003 0.093 -10000 0 -0.35 25 25
cytokinesis -0.025 0.16 -10000 0 -0.55 40 40
PP2A-alpha B56 -0.059 0.27 -10000 0 -0.76 61 61
AURKA -0.002 0.064 -10000 0 -0.28 23 23
PICH/PLK1 -0.023 0.18 -10000 0 -0.47 56 56
CENPE -0.011 0.096 -10000 0 -0.32 40 40
RhoA/GTP 0.004 0.058 -10000 0 -0.38 12 12
positive regulation of microtubule depolymerization 0.005 0.054 -10000 0 -0.24 13 13
PPP2CA 0.011 0.062 -10000 0 -0.52 7 7
FZR1 0.018 0 -10000 0 -10000 0 0
TPX2 -0.013 0.083 -10000 0 -0.29 40 40
PAK1 -0.023 0.13 -10000 0 -0.38 54 54
SPC24 0 0 -10000 0 -10000 0 0
FBXW11 0.015 0.035 -10000 0 -0.43 3 3
CLSPN 0.002 0.057 -10000 0 -0.35 11 11
GORASP1 0.017 0.023 -10000 0 -0.52 1 1
metaphase 0 0.002 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
NLP 0.002 0.019 -10000 0 -0.052 46 46
G2 phase of mitotic cell cycle -0.001 0.003 0.016 1 -0.013 21 22
STAG2 0.017 0.023 -10000 0 -0.52 1 1
GRASP65/GM130/RAB1/GTP 0.021 0.04 -10000 0 -0.74 1 1
spindle elongation 0.002 0.041 -10000 0 -0.11 47 47
ODF2 0.016 0.024 -10000 0 -0.53 1 1
BUB1 -0.1 0.28 -10000 0 -0.85 60 60
TPT1 0.009 0.019 -10000 0 -10000 0 0
CDC25C -0.016 0.11 -10000 0 -0.44 34 34
CDC25B 0.004 0.069 -10000 0 -0.3 23 23
SGOL1 -0.001 0.051 -10000 0 -0.26 17 17
RHOA 0.005 0.08 -10000 0 -0.52 12 12
CCNB1/CDK1 -0.013 0.15 -10000 0 -0.45 48 48
CDC14B 0.01 0.03 -10000 0 -0.38 3 3
CDC20 -0.02 0.12 -10000 0 -0.37 51 51
PLK1/PBIP1 -0.011 0.083 -10000 0 -0.27 41 41
mitosis 0.002 0.007 0.035 21 -10000 0 21
FBXO5 0.003 0.054 -10000 0 -0.18 22 22
CDC2 -0.012 0.12 -10000 0 -0.45 34 34
NDC80 -0.029 0.14 -10000 0 -0.41 57 57
metaphase plate congression 0.009 0.023 -10000 0 -10000 0 0
ERCC6L -0.026 0.19 -10000 0 -0.52 53 53
NLP/gamma Tubulin 0.005 0.022 -10000 0 -0.068 10 10
microtubule cytoskeleton organization 0.009 0.019 -10000 0 -10000 0 0
G2/M transition DNA damage checkpoint 0 0.002 0.01 21 -10000 0 21
PPP1R12A 0.015 0.031 -10000 0 -0.32 4 4
interphase 0 0.002 0.01 21 -10000 0 21
PLK1/PRC1-2 -0.017 0.14 -10000 0 -0.42 48 48
GRASP65/GM130/RAB1/GTP/PLK1 0.028 0.039 -10000 0 -0.22 3 3
RAB1A 0.017 0.023 -10000 0 -0.52 1 1
prophase 0 0 -10000 0 -10000 0 0
Aurora A/BORA 0.006 0.039 -10000 0 -0.14 24 24
mitotic prometaphase 0 0.001 -10000 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.018 0.058 -10000 0 -0.3 7 7
microtubule-based process -0.011 0.1 -10000 0 -0.34 40 40
Golgi organization 0.002 0.041 -10000 0 -0.11 47 47
Cohesin/SA2 0.009 0.036 -10000 0 -0.16 5 5
PPP1CB/MYPT1 0.023 0.026 -10000 0 -0.37 1 1
KIF20A -0.027 0.14 -10000 0 -0.46 49 49
APC/C/CDC20 -0.007 0.089 -10000 0 -0.32 31 31
PPP2R1A 0.017 0.012 -10000 0 -0.25 1 1
chromosome segregation -0.011 0.082 -10000 0 -0.27 41 41
PRC1 -0.019 0.13 -10000 0 -0.43 43 43
ECT2 -0.001 0.07 -10000 0 -0.22 35 35
C13orf34 0.006 0.037 -10000 0 -0.12 22 22
NUDC 0.009 0.023 -10000 0 -10000 0 0
regulation of attachment of spindle microtubules to kinetochore -0.016 0.12 -10000 0 -0.4 40 40
spindle assembly 0.005 0.031 -10000 0 -0.085 42 42
spindle stabilization 0.002 0.019 -10000 0 -0.052 46 46
APC/C/HCDH1 0.02 0.025 -10000 0 -0.32 3 3
MKLP2/PLK1 -0.011 0.1 -10000 0 -0.34 40 40
CCNB1 -0.016 0.13 -10000 0 -0.5 35 35
PPP1CB 0.016 0.02 -10000 0 -0.25 3 3
BTRC 0.008 0.054 -10000 0 -0.29 16 16
ROCK2 0.008 0.055 -10000 0 -0.32 8 8
TUBG1 0.008 0.02 -10000 0 -10000 0 0
G2/M transition of mitotic cell cycle -0.046 0.14 -10000 0 -0.47 42 42
MLF1IP -0.018 0.1 -10000 0 -0.32 49 49
INCENP 0.001 0.081 -10000 0 -0.37 22 22
Arf6 downstream pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PLAUR -0.022 0.26 -10000 0 -1.1 30 30
regulation of axonogenesis -0.012 0.065 0.33 9 -10000 0 9
myoblast fusion 0.003 0.1 0.4 31 -10000 0 31
mol:GTP -0.002 0.062 -10000 0 -0.24 32 32
regulation of calcium-dependent cell-cell adhesion -0.018 0.082 0.25 39 -10000 0 39
ARF1/GTP 0.012 0.05 -10000 0 -0.28 4 4
mol:GM1 0 0.047 -10000 0 -0.18 31 31
mol:Choline 0.007 0.075 -10000 0 -0.34 16 16
lamellipodium assembly -0.001 0.11 -10000 0 -0.43 32 32
MAPK3 0.009 0.089 -10000 0 -0.33 33 33
ARF6/GTP/NME1/Tiam1 0.019 0.083 -10000 0 -0.25 39 39
ARF1 0.017 0.023 -10000 0 -0.52 1 1
ARF6/GDP -0.003 0.1 -10000 0 -0.4 31 31
ARF1/GDP 0.006 0.097 -10000 0 -0.36 33 33
ARF6 0.007 0.05 -10000 0 -0.62 2 2
RAB11A 0.016 0.029 -10000 0 -0.34 3 3
TIAM1 0.007 0.074 -10000 0 -0.44 13 13
fibronectin binding 0 0 -10000 0 -10000 0 0
MAPK1 0.009 0.09 -10000 0 -0.33 34 34
actin filament bundle formation 0.001 0.11 0.35 42 -10000 0 42
KALRN -0.022 0.078 -10000 0 -0.3 34 34
RAB11FIP3/RAB11A 0.019 0.05 -10000 0 -0.37 8 8
RhoA/GDP -0.001 0.11 -10000 0 -0.35 42 42
NME1 0.012 0.039 -10000 0 -0.25 11 11
Rac1/GDP 0.005 0.096 -10000 0 -0.36 32 32
substrate adhesion-dependent cell spreading -0.002 0.062 -10000 0 -0.24 32 32
cortical actin cytoskeleton organization -0.002 0.11 -10000 0 -0.43 32 32
RAC1 0.018 0 -10000 0 -10000 0 0
liver development -0.002 0.062 -10000 0 -0.24 32 32
ARF6/GTP -0.002 0.062 -10000 0 -0.24 32 32
RhoA/GTP 0.004 0.074 -10000 0 -0.34 15 15
mol:GDP -0.003 0.1 -10000 0 -0.4 32 32
ARF6/GTP/RAB11FIP3/RAB11A 0.019 0.058 -10000 0 -0.28 10 10
RHOA 0.005 0.08 -10000 0 -0.52 12 12
PLD1 0.001 0.078 -10000 0 -0.36 14 14
RAB11FIP3 0.01 0.063 -10000 0 -0.49 8 8
tube morphogenesis -0.001 0.11 -10000 0 -0.43 32 32
ruffle organization 0.012 0.065 -10000 0 -0.33 9 9
regulation of epithelial cell migration -0.002 0.062 -10000 0 -0.24 32 32
PLD2 0.01 0.06 -10000 0 -0.35 7 7
PIP5K1A 0.012 0.065 -10000 0 -0.34 9 9
mol:Phosphatidic acid 0.007 0.075 -10000 0 -0.34 16 16
Rac1/GTP -0.002 0.11 -10000 0 -0.44 32 32
S1P1 pathway

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
VEGFR2 homodimer/VEGFA homodimer 0 0.1 -9999 0 -0.36 30 30
PDGFRB 0.01 0.067 -9999 0 -0.53 8 8
SPHK1 -0.054 0.19 -9999 0 -0.76 33 33
mol:S1P -0.049 0.17 -9999 0 -0.65 35 35
S1P1/S1P/Gi -0.002 0.15 -9999 0 -0.49 25 25
GNAO1 0.016 0.024 -9999 0 -0.26 4 4
PDGFB-D/PDGFRB/PLCgamma1 0.008 0.14 -9999 0 -0.5 20 20
PLCG1 0.004 0.14 -9999 0 -0.48 22 22
mol:GTP 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB 0.01 0.067 -9999 0 -0.53 8 8
GNAI2 0.007 0.076 -9999 0 -0.48 12 12
GNAI3 0.018 0.003 -9999 0 -10000 0 0
GNAI1 -0.016 0.12 -9999 0 -0.38 46 46
mol:GDP 0 0 -9999 0 -10000 0 0
EDG1 -0.012 0.16 -9999 0 -0.6 30 30
S1P1/S1P -0.026 0.19 -9999 0 -0.52 55 55
negative regulation of cAMP metabolic process -0.001 0.14 -9999 0 -0.47 25 25
MAPK3 0.002 0.16 -9999 0 -0.55 20 20
calcium-dependent phospholipase C activity 0 0.003 -9999 0 -10000 0 0
Rac1/GDP 0.013 0 -9999 0 -10000 0 0
RhoA/GDP 0.004 0.058 -9999 0 -0.38 12 12
KDR 0.006 0.076 -9999 0 -0.65 5 5
PLCB2 -0.015 0.17 -9999 0 -0.45 55 55
RAC1 0.018 0 -9999 0 -10000 0 0
RhoA/GTP -0.061 0.14 -9999 0 -0.42 58 58
receptor internalization -0.024 0.17 -9999 0 -0.47 55 55
PTGS2 -0.001 0.17 -9999 0 -0.84 10 10
Rac1/GTP -0.056 0.14 -9999 0 -0.42 55 55
RHOA 0.005 0.08 -9999 0 -0.52 12 12
VEGFA -0.006 0.085 -9999 0 -0.29 31 31
negative regulation of T cell proliferation -0.001 0.14 -9999 0 -0.47 25 25
GO:0007205 0 0 -9999 0 -10000 0 0
GNAZ 0.002 0.088 -9999 0 -0.44 19 19
MAPK1 0.002 0.16 -9999 0 -0.55 20 20
S1P1/S1P/PDGFB-D/PDGFRB -0.016 0.2 -9999 0 -0.58 39 39
ABCC1 0.012 0.051 -9999 0 -0.41 7 7
EPHB forward signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Ephrin A5/EPHB2 0.011 0.056 -10000 0 -0.3 12 12
cell-cell adhesion 0.038 0.084 0.37 18 -10000 0 18
Ephrin B/EPHB2/RasGAP 0.023 0.087 -10000 0 -0.28 32 32
ITSN1 0.015 0.035 -10000 0 -0.43 3 3
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
SHC1 0.017 0.023 -10000 0 -0.52 1 1
Ephrin B1/EPHB3 0.006 0.072 -10000 0 -0.32 21 21
Ephrin B1/EPHB1 -0.003 0.07 -10000 0 -0.3 13 13
HRAS/GDP -0.034 0.081 -10000 0 -0.3 28 28
Ephrin B/EPHB1/GRB7 -0.003 0.097 -10000 0 -0.26 44 44
Endophilin/SYNJ1 0.018 0.065 -10000 0 -0.23 25 25
KRAS 0.009 0.065 -10000 0 -0.44 10 10
Ephrin B/EPHB1/Src 0.013 0.089 -10000 0 -0.26 34 34
endothelial cell migration -0.006 0.11 -10000 0 -0.28 59 59
GRB2 0.016 0.024 -10000 0 -0.25 4 4
GRB7 -0.017 0.1 -10000 0 -0.29 59 59
PAK1 0.002 0.093 -10000 0 -0.25 49 49
HRAS 0.012 0.051 -10000 0 -0.41 7 7
RRAS 0.015 0.075 -10000 0 -0.24 34 34
DNM1 0.013 0.047 -10000 0 -0.37 7 7
cell-cell signaling 0 0 -10000 0 -10000 0 0
CRK 0.005 0.079 -10000 0 -0.24 35 35
lamellipodium assembly -0.038 0.084 -10000 0 -0.37 18 18
Ephrin B/EPHB1/Src/p52 SHC/GRB2 0.016 0.077 -10000 0 -0.27 23 23
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
EPHB2 0.007 0.061 -10000 0 -0.32 16 16
EPHB3 -0.005 0.1 -10000 0 -0.45 26 26
EPHB1 -0.022 0.1 -10000 0 -0.28 72 72
EPHB4 -0.013 0.12 -10000 0 -0.43 36 36
mol:GDP 0 0.1 -10000 0 -0.3 37 37
Ephrin B/EPHB2 0.019 0.07 -10000 0 -0.25 26 26
Ephrin B/EPHB3 0.012 0.086 -10000 0 -0.27 38 38
JNK cascade 0.006 0.082 -10000 0 -0.28 23 23
Ephrin B/EPHB1 0.005 0.084 -10000 0 -0.26 33 33
RAP1/GDP 0.013 0.099 -10000 0 -0.29 29 29
EFNB2 -0.008 0.11 -10000 0 -0.4 33 33
EFNB3 0.018 0 -10000 0 -10000 0 0
EFNB1 0.01 0.051 -10000 0 -0.3 13 13
Ephrin B2/EPHB1-2 -0.007 0.089 -10000 0 -0.28 34 34
RAP1B 0.013 0.044 -10000 0 -0.32 8 8
RAP1A 0.012 0.057 -10000 0 -0.52 6 6
CDC42/GTP -0.031 0.076 -10000 0 -0.39 11 11
Rap1/GTP -0.03 0.079 -10000 0 -0.4 14 14
axon guidance 0.011 0.056 -10000 0 -0.3 12 12
MAPK3 0.027 0.07 -10000 0 -0.42 5 5
MAPK1 0.027 0.071 -10000 0 -0.39 6 6
Rac1/GDP 0.01 0.095 -10000 0 -0.3 24 24
actin cytoskeleton reorganization -0.035 0.074 -10000 0 -0.31 19 19
CDC42/GDP 0.01 0.095 -10000 0 -0.3 24 24
PI3K -0.003 0.11 -10000 0 -0.28 59 59
EFNA5 0.006 0.068 -10000 0 -0.35 17 17
Ephrin B2/EPHB4 -0.01 0.1 -10000 0 -0.33 40 40
Ephrin B/EPHB2/Intersectin/N-WASP 0.02 0.069 -10000 0 -0.23 34 34
CDC42 0.018 0 -10000 0 -10000 0 0
RAS family/GTP -0.035 0.077 -10000 0 -0.34 17 17
PTK2 0.006 0.034 -10000 0 -0.34 3 3
MAP4K4 0.006 0.083 -10000 0 -0.28 23 23
SRC 0.015 0.035 -10000 0 -0.43 3 3
KALRN 0.006 0.057 -10000 0 -0.27 21 21
Intersectin/N-WASP 0.019 0.054 -10000 0 -0.37 10 10
neuron projection morphogenesis 0.009 0.11 -10000 0 -0.34 22 22
MAP2K1 0.022 0.073 -10000 0 -0.44 5 5
WASL 0.01 0.066 -10000 0 -0.52 8 8
Ephrin B1/EPHB1-2/NCK1 0.011 0.081 -10000 0 -0.27 26 26
cell migration 0.026 0.077 -10000 0 -0.45 5 5
NRAS 0.005 0.076 -10000 0 -0.4 16 16
SYNJ1 0.019 0.066 -10000 0 -0.24 25 25
PXN 0.018 0 -10000 0 -10000 0 0
TF 0.019 0.066 -10000 0 -0.22 25 25
HRAS/GTP 0.004 0.092 -10000 0 -0.38 12 12
Ephrin B1/EPHB1-2 0.004 0.074 -10000 0 -0.27 22 22
cell adhesion mediated by integrin 0.012 0.062 0.25 24 -10000 0 24
RAC1 0.018 0 -10000 0 -10000 0 0
mol:GTP 0.008 0.097 -10000 0 -0.28 37 37
RAC1-CDC42/GTP -0.034 0.08 -10000 0 -0.35 18 18
RASA1 0.004 0.078 -10000 0 -0.42 16 16
RAC1-CDC42/GDP 0.017 0.093 -10000 0 -0.29 23 23
ruffle organization 0.008 0.11 -10000 0 -0.38 17 17
NCK1 0.011 0.045 -10000 0 -0.28 12 12
receptor internalization 0.022 0.067 -10000 0 -0.22 28 28
Ephrin B/EPHB2/KALRN 0.024 0.078 -10000 0 -0.27 24 24
ROCK1 0.012 0.064 -10000 0 -0.28 21 21
RAS family/GDP -0.035 0.077 -10000 0 -0.32 19 19
Rac1/GTP -0.039 0.089 -10000 0 -0.39 18 18
Ephrin B/EPHB1/Src/Paxillin 0.013 0.077 -10000 0 -0.26 26 26
Angiopoietin receptor Tie2-mediated signaling

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
AKT1 0.041 0.17 -10000 0 -0.9 12 12
NCK1/PAK1/Dok-R -0.032 0.083 -10000 0 -0.42 14 14
NCK1/Dok-R 0.029 0.18 -10000 0 -1.1 11 11
PIK3CA 0.015 0.029 -10000 0 -0.34 3 3
mol:beta2-estradiol -0.009 0.02 0.24 1 -10000 0 1
RELA 0.018 0 -10000 0 -10000 0 0
SHC1 0.017 0.024 -10000 0 -0.52 1 1
Rac/GDP 0.013 0 -10000 0 -10000 0 0
F2 0.006 0.021 0.26 1 -10000 0 1
TNIP2 0.012 0.052 -10000 0 -0.39 8 8
NF kappa B/RelA 0.052 0.15 -10000 0 -0.9 11 11
FN1 -0.048 0.17 -10000 0 -0.46 73 73
PLD2 0.037 0.16 -10000 0 -1 11 11
PTPN11 0.017 0.023 -10000 0 -0.52 1 1
GRB14 -0.16 0.21 -10000 0 -0.36 247 247
ELK1 0.046 0.15 -10000 0 -0.92 11 11
GRB7 -0.017 0.1 -10000 0 -0.29 59 59
PAK1 -0.022 0.13 -10000 0 -0.37 54 54
Tie2/Ang1/alpha5/beta1 Integrin 0.022 0.19 -10000 0 -0.98 12 12
CDKN1A 0.02 0.2 -10000 0 -0.76 28 28
ITGA5 0.015 0.035 -10000 0 -0.43 3 3
mol:GTP 0 0 -10000 0 -10000 0 0
RasGAP/Dok-R 0.026 0.18 -10000 0 -1 12 12
CRK 0.016 0.033 -10000 0 -0.52 2 2
mol:NO 0.05 0.14 -10000 0 -0.66 12 12
PLG 0.039 0.16 -10000 0 -1 11 11
mol:GDP 0 0 -10000 0 -10000 0 0
chemokinesis 0.048 0.16 -10000 0 -0.87 11 11
GRB2 0.016 0.024 -10000 0 -0.25 4 4
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
ANGPT2 -0.018 0.16 -10000 0 -0.72 11 11
BMX 0.012 0.19 -10000 0 -1.2 11 11
ANGPT1 0.021 0.085 -10000 0 -1.2 1 1
tube development 0.026 0.17 -10000 0 -0.71 18 18
ANGPT4 0.017 0.026 -10000 0 -0.39 2 2
response to hypoxia 0.003 0.011 -10000 0 -10000 0 0
Tie2/Ang1/GRB14 -0.045 0.19 -10000 0 -1.1 11 11
alpha5/beta1 Integrin 0.022 0.041 -10000 0 -0.37 5 5
FGF2 -0.065 0.16 -10000 0 -0.34 122 122
STAT5A (dimer) 0.026 0.21 -10000 0 -0.78 26 26
mol:L-citrulline 0.05 0.14 -10000 0 -0.66 12 12
AGTR1 -0.15 0.21 -10000 0 -0.36 231 231
MAPK14 0.035 0.18 -10000 0 -1.1 11 11
Tie2/SHP2 0.027 0.16 -10000 0 -1.1 10 10
TEK 0.024 0.18 -10000 0 -1.2 10 10
RPS6KB1 0.04 0.16 -10000 0 -0.88 11 11
Angiotensin II/AT1 -0.099 0.15 -10000 0 -0.25 231 231
Tie2/Ang1/GRB2 0.04 0.16 -10000 0 -1 11 11
MAPK3 0.043 0.15 -10000 0 -0.92 11 11
MAPK1 0.042 0.15 -10000 0 -0.92 11 11
Tie2/Ang1/GRB7 0.025 0.17 -10000 0 -1 11 11
NFKB1 0.017 0.023 -10000 0 -0.52 1 1
MAPK8 0.038 0.16 -10000 0 -1 11 11
PI3K 0.035 0.19 -10000 0 -1.1 11 11
FES 0.031 0.19 -10000 0 -1.1 12 12
Crk/Dok-R 0.031 0.18 -10000 0 -1 11 11
Tie2/Ang1/ABIN2 0.038 0.16 -10000 0 -1 11 11
blood circulation 0 0 -10000 0 -10000 0 0
negative regulation of caspase activity 0.043 0.16 -10000 0 -0.8 12 12
STAT5A 0.011 0.056 -10000 0 -0.42 8 8
mol:ROS 0 0 -10000 0 -10000 0 0
PTK2 0.043 0.16 -10000 0 -0.88 11 11
Tie2/Ang2 0.015 0.22 -10000 0 -1 16 16
Tie2/Ang1 0.034 0.17 -10000 0 -1.1 11 11
FOXO1 0.043 0.17 -10000 0 -0.77 16 16
ELF1 0.017 0.073 -10000 0 -0.49 10 10
ELF2 0.037 0.16 -10000 0 -1 11 11
mol:Choline 0.038 0.16 -10000 0 -0.96 11 11
cell migration -0.023 0.051 -10000 0 -0.22 20 20
FYN 0.023 0.19 -10000 0 -0.83 17 17
DOK2 -0.021 0.13 -10000 0 -0.4 48 48
negative regulation of cell cycle 0.024 0.18 -10000 0 -0.67 28 28
ETS1 0.011 0.075 -10000 0 -0.3 25 25
PXN 0.05 0.14 -10000 0 -0.72 11 11
ITGB1 0.014 0.044 -10000 0 -0.41 5 5
NOS3 0.049 0.15 -10000 0 -0.75 12 12
RAC1 0.018 0 -10000 0 -10000 0 0
TNF 0.004 0.097 -10000 0 -0.35 32 32
MAPKKK cascade 0.038 0.16 -10000 0 -0.96 11 11
RASA1 0.004 0.078 -10000 0 -0.42 16 16
Tie2/Ang1/Shc 0.041 0.16 -10000 0 -1 11 11
NCK1 0.011 0.045 -10000 0 -0.28 12 12
vasculogenesis 0.051 0.13 -10000 0 -0.59 12 12
mol:Phosphatidic acid 0.038 0.16 -10000 0 -0.96 11 11
mol:Angiotensin II 0.002 0.002 -10000 0 -10000 0 0
mol:NADP 0.05 0.14 -10000 0 -0.66 12 12
Rac1/GTP -0.011 0.14 -10000 0 -0.82 11 11
MMP2 0.016 0.19 -10000 0 -1.1 11 11
Aurora A signaling

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
Aurora A/GADD45A 0.008 0.081 -9999 0 -0.29 23 23
BIRC5 -0.037 0.15 -9999 0 -0.41 67 67
NFKBIA 0.024 0.054 -9999 0 -0.33 3 3
CPEB1 0.003 0.071 -9999 0 -0.31 23 23
AKT1 0.022 0.057 -9999 0 -0.28 5 5
NDEL1 0.018 0 -9999 0 -10000 0 0
Aurora A/BRCA1 0.013 0.067 -9999 0 -0.28 16 16
NDEL1/TACC3 0.021 0.079 -9999 0 -0.32 21 21
GADD45A -0.011 0.11 -9999 0 -0.39 38 38
GSK3B 0.021 0.015 -9999 0 -10000 0 0
PAK1/Aurora A 0.002 0.087 -9999 0 -0.3 25 25
MDM2 0.011 0.044 -9999 0 -0.25 14 14
JUB -0.027 0.15 -9999 0 -0.49 47 47
TPX2 -0.009 0.11 -9999 0 -0.37 40 40
TP53 0.004 0.089 -9999 0 -0.29 37 37
DLG7 -0.005 0.11 -9999 0 -0.35 43 43
AURKAIP1 0.016 0.029 -9999 0 -0.34 3 3
ARHGEF7 0.016 0.02 -9999 0 -0.25 3 3
G2 phase of mitotic cell cycle 0 0 -9999 0 -10000 0 0
Aurora A/NDEL1/TACC3 0.022 0.083 -9999 0 -0.34 21 21
G2/M transition of mitotic cell cycle 0.013 0.066 -9999 0 -0.28 16 16
AURKA 0.021 0.058 -9999 0 -0.21 21 21
AURKB -0.007 0.078 -9999 0 -0.22 46 46
CDC25B 0.011 0.069 -9999 0 -0.31 8 8
G2/M transition checkpoint -0.002 0.088 -9999 0 -0.27 42 42
mRNA polyadenylation 0.015 0.054 -9999 0 -0.26 6 6
Aurora A/CPEB 0.016 0.055 -9999 0 -0.26 6 6
Aurora A/TACC1/TRAP/chTOG 0.016 0.093 -9999 0 -0.26 37 37
BRCA1 0 0.094 -9999 0 -0.48 19 19
centrosome duplication 0.002 0.087 -9999 0 -0.3 25 25
regulation of centrosome cycle 0.02 0.078 -9999 0 -0.31 21 21
spindle assembly 0.015 0.092 -9999 0 -0.26 37 37
TDRD7 0.004 0.084 -9999 0 -0.5 14 14
Aurora A/RasGAP/Survivin -0.001 0.12 -9999 0 -0.31 53 53
CENPA -0.016 0.12 -9999 0 -0.36 47 47
Aurora A/PP2A 0.025 0.047 -9999 0 -0.21 1 1
meiosis 0 0 -9999 0 -10000 0 0
protein catabolic process 0.008 0.088 -9999 0 -0.34 20 20
negative regulation of DNA binding 0.004 0.089 -9999 0 -0.29 37 37
prophase 0 0 -9999 0 -10000 0 0
GIT1/beta-PIX 0.023 0.028 -9999 0 -0.37 1 1
RASA1 0.004 0.078 -9999 0 -0.42 16 16
Ajuba/Aurora A -0.002 0.089 -9999 0 -0.27 42 42
mitotic prometaphase -0.001 0.007 -9999 0 -10000 0 0
proteasomal ubiquitin-dependent protein catabolic process 0.021 0.058 -9999 0 -0.21 21 21
TACC1 -0.022 0.13 -9999 0 -0.41 49 49
TACC3 -0.006 0.11 -9999 0 -0.47 26 26
Aurora A/Antizyme1 0.034 0.044 -9999 0 -0.27 1 1
Aurora A/RasGAP 0.018 0.066 -9999 0 -0.3 11 11
OAZ1 0.018 0 -9999 0 -10000 0 0
RAN 0.017 0.012 -9999 0 -0.25 1 1
mitosis 0 0 -9999 0 -10000 0 0
PRKACA 0.021 0.015 -9999 0 -10000 0 0
GIT1 0.014 0.035 -9999 0 -0.3 6 6
GIT1/beta-PIX/PAK1 0.009 0.084 -9999 0 -0.32 24 24
Importin alpha/Importin beta/TPX2 -0.009 0.11 -9999 0 -0.37 40 40
PPP2R5D 0.016 0.02 -9999 0 -0.25 3 3
Aurora A/TPX2 0.006 0.1 -9999 0 -0.4 26 26
PAK1 -0.022 0.13 -9999 0 -0.37 54 54
CKAP5 0.017 0.017 -9999 0 -0.25 2 2
ceramide signaling pathway

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
MAP4K4 -0.009 0.13 -10000 0 -0.49 13 13
BAG4 0.002 0.07 -10000 0 -0.28 28 28
BAD 0.012 0.045 -10000 0 -0.19 8 8
NFKBIA 0.014 0.042 -10000 0 -0.45 4 4
BIRC3 -0.085 0.19 -10000 0 -0.41 128 128
BAX 0.011 0.045 -10000 0 -0.19 7 7
EnzymeConsortium:3.1.4.12 0.002 0.03 -10000 0 -0.087 22 22
IKBKB -0.003 0.12 -10000 0 -0.44 16 16
MAP2K2 0.023 0.046 -10000 0 -0.24 6 6
MAP2K1 0.024 0.043 -10000 0 -0.23 4 4
SMPD1 0.006 0.039 -10000 0 -0.25 5 5
GO:0005551 0 0 -10000 0 -10000 0 0
FADD/Caspase 8 -0.002 0.12 -10000 0 -0.42 19 19
MAP2K4 -0.011 0.089 -10000 0 -0.24 56 56
protein ubiquitination -0.003 0.12 -10000 0 -0.41 18 18
EnzymeConsortium:2.7.1.37 0.02 0.052 -10000 0 -0.23 6 6
response to UV 0 0 -10000 0 -0.002 5 5
RAF1 0.018 0.044 -10000 0 -0.22 4 4
CRADD 0.01 0.063 -10000 0 -0.49 8 8
mol:ceramide 0.005 0.046 -10000 0 -0.17 13 13
I-kappa-B-alpha/RELA/p50/ubiquitin 0.022 0.026 -10000 0 -0.31 3 3
MADD 0.018 0 -10000 0 -10000 0 0
MAP3K1 -0.009 0.083 -10000 0 -0.24 44 44
TRADD 0.016 0.026 -10000 0 -0.39 2 2
RELA/p50 0.018 0 -10000 0 -10000 0 0
MAPK3 0.027 0.044 -10000 0 -0.2 6 6
MAPK1 0.026 0.044 -10000 0 -0.2 6 6
p50/RELA/I-kappa-B-alpha 0.024 0.031 -10000 0 -0.37 3 3
FADD -0.011 0.13 -10000 0 -0.44 19 19
KSR1 0.012 0.045 -10000 0 -0.17 11 11
MAPK8 -0.004 0.086 -10000 0 -0.22 55 55
TRAF2 0.014 0.042 -10000 0 -0.45 4 4
response to radiation 0 0 -10000 0 -0.002 1 1
CHUK -0.007 0.13 -10000 0 -0.44 18 18
TNF R/SODD 0.014 0.054 -10000 0 -0.37 5 5
TNF -0.004 0.094 -10000 0 -0.36 31 31
CYCS 0.036 0.056 0.14 64 -0.17 5 69
IKBKG -0.001 0.12 -10000 0 -0.47 12 12
TNF/TNF R/TRADD/MADD/cIAP/RIP/TRAF2/RAIDD -0.011 0.13 -10000 0 -0.29 76 76
RELA 0.018 0 -10000 0 -10000 0 0
RIPK1 0.017 0.023 -10000 0 -0.52 1 1
AIFM1 0.037 0.056 0.14 64 -0.17 5 69
TNF/TNF R/SODD 0.012 0.074 -10000 0 -0.31 18 18
TNFRSF1A 0.016 0.033 -10000 0 -0.52 2 2
response to heat 0 0 -10000 0 -0.002 1 1
CASP8 0.021 0.032 -10000 0 -10000 0 0
NSMAF -0.007 0.13 -10000 0 -0.46 15 15
response to hydrogen peroxide 0 0 -10000 0 -0.002 5 5
BCL2 -0.11 0.22 -10000 0 -0.47 144 144
HIF-2-alpha transcription factor network

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
MMP14 -0.054 0.27 -10000 0 -1.2 28 28
oxygen homeostasis 0.007 0.013 -10000 0 -10000 0 0
TCEB2 0.018 0 -10000 0 -10000 0 0
TCEB1 0.014 0.035 -10000 0 -0.3 6 6
VHL/Elongin B/Elongin C/HIF2A 0.035 0.13 -10000 0 -0.36 25 25
EPO 0.051 0.23 -10000 0 -0.58 27 27
FIH (dimer) 0.024 0.027 -10000 0 -0.52 1 1
APEX1 0.024 0.019 -10000 0 -0.26 1 1
SERPINE1 0.051 0.26 -10000 0 -0.7 31 31
FLT1 -0.023 0.2 -10000 0 -1.1 15 15
ADORA2A 0.041 0.25 -10000 0 -0.66 33 33
germ cell development 0.066 0.23 -10000 0 -0.62 26 26
SLC11A2 0.064 0.24 -10000 0 -0.66 27 27
BHLHE40 0.056 0.23 -10000 0 -0.61 32 32
HIF1AN 0.024 0.027 -10000 0 -0.53 1 1
HIF2A/ARNT/SIRT1 0.039 0.17 -10000 0 -0.43 30 30
ETS1 0.018 0.075 -10000 0 -0.3 24 24
CITED2 -0.013 0.15 -10000 0 -1.1 9 9
KDR -0.01 0.15 -10000 0 -1.1 9 9
PGK1 0.066 0.23 -10000 0 -0.63 28 28
SIRT1 0.015 0.029 -10000 0 -0.35 3 3
response to hypoxia -0.001 0.003 -10000 0 -10000 0 0
HIF2A/ARNT 0.082 0.27 -10000 0 -0.72 31 31
EPAS1 0.018 0.15 -10000 0 -0.37 37 37
SP1 0.023 0.027 -10000 0 -0.52 1 1
ABCG2 0.058 0.25 -10000 0 -0.69 30 30
EFNA1 0.056 0.25 -10000 0 -0.63 34 34
FXN 0.057 0.23 -10000 0 -0.65 25 25
POU5F1 0.066 0.23 -10000 0 -0.65 26 26
neuron apoptosis -0.081 0.27 0.7 31 -10000 0 31
EP300 0.014 0.047 -10000 0 -0.52 4 4
EGLN3 -0.066 0.18 -10000 0 -0.39 116 116
EGLN2 0.018 0.054 -10000 0 -0.36 9 9
EGLN1 0.008 0.084 -10000 0 -0.35 24 24
VHL/Elongin B/Elongin C 0.032 0.027 -10000 0 -0.3 1 1
VHL 0.015 0.029 -10000 0 -0.25 6 6
ARNT 0.025 0.014 -10000 0 -10000 0 0
SLC2A1 0.051 0.24 -10000 0 -0.64 31 31
TWIST1 0.035 0.27 -10000 0 -0.7 43 43
ELK1 0.022 0.038 -10000 0 -0.38 4 4
HIF2A/ARNT/Cbp/p300 0.052 0.17 -10000 0 -0.44 27 27
VEGFA 0.058 0.24 -10000 0 -0.65 28 28
CREBBP 0.016 0.033 -10000 0 -0.52 2 2
Signaling events mediated by PRL

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
CCNE1 -0.018 0.099 -10000 0 -0.28 64 64
mol:Halofuginone 0.004 0.012 -10000 0 -0.16 1 1
ITGA1 0 0.096 -10000 0 -0.51 18 18
CDKN1A -0.017 0.12 -10000 0 -0.47 24 24
PRL-3/alpha Tubulin 0.024 0.026 -10000 0 -0.19 7 7
mol:Ca2+ -0.076 0.13 0.38 1 -0.26 156 157
AGT -0.095 0.19 -10000 0 -0.36 158 158
CCNA2 -0.044 0.13 -10000 0 -0.42 19 19
TUBA1B 0.018 0 -10000 0 -10000 0 0
EGR1 -0.06 0.15 -10000 0 -0.37 82 82
CDK2/Cyclin E1 -0.016 0.12 -10000 0 -0.44 27 27
MAPK3 0.022 0.032 -10000 0 -0.37 2 2
PRL-2 /Rab GGTase beta 0.017 0.053 -10000 0 -0.37 8 8
MAPK1 0.021 0.035 -10000 0 -0.37 3 3
PTP4A1 -0.031 0.12 -10000 0 -0.59 5 5
PTP4A3 0.014 0.037 -10000 0 -0.29 7 7
PTP4A2 0.006 0.072 -10000 0 -0.4 15 15
ITGB1 0.02 0.041 -10000 0 -0.37 4 4
SRC 0.015 0.035 -10000 0 -0.43 3 3
RAC1 0.004 0.066 -10000 0 -0.57 2 2
Rab GGTase beta/Rab GGTase alpha 0.026 0.011 -10000 0 -10000 0 0
PRL-1/ATF-5 -0.022 0.12 -10000 0 -0.52 6 6
RABGGTA 0.018 0 -10000 0 -10000 0 0
BCAR1 0.002 0.023 0.38 1 -10000 0 1
RHOC 0.001 0.075 -10000 0 -0.5 5 5
RHOA -0.006 0.089 -10000 0 -0.42 14 14
cell motility 0.002 0.075 -10000 0 -0.34 7 7
PRL-1/alpha Tubulin -0.02 0.12 -10000 0 -0.55 5 5
PRL-3/alpha1 Integrin 0.011 0.077 -10000 0 -0.39 17 17
ROCK1 0.002 0.075 -10000 0 -0.34 7 7
RABGGTB 0.017 0.017 -10000 0 -0.25 2 2
CDK2 0.012 0.047 -10000 0 -0.31 10 10
mitosis -0.031 0.12 -10000 0 -0.59 5 5
ATF5 0.013 0.04 -10000 0 -0.28 9 9
Lissencephaly gene (LIS1) in neuronal migration and development

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
DYNC1H1 0.018 0 -9999 0 -10000 0 0
VLDLR -0.061 0.17 -9999 0 -0.4 100 100
LRPAP1 0.016 0.026 -9999 0 -0.39 2 2
NUDC 0.018 0 -9999 0 -10000 0 0
RELN/LRP8 -0.015 0.1 -9999 0 -0.31 43 43
CaM/Ca2+ 0.013 0 -9999 0 -10000 0 0
KATNA1 0.015 0.033 -9999 0 -0.31 5 5
GO:0030286 0 0 -9999 0 -10000 0 0
ABL1 -0.008 0.093 -9999 0 -0.28 43 43
IQGAP1/CaM 0.026 0 -9999 0 -10000 0 0
DAB1 0.018 0 -9999 0 -10000 0 0
IQGAP1 0.018 0 -9999 0 -10000 0 0
PLA2G7 -0.092 0.2 -9999 0 -0.41 137 137
CALM1 0.018 0 -9999 0 -10000 0 0
DYNLT1 0.018 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
LRPAP1/LRP8 -0.027 0.11 -9999 0 -0.37 37 37
UniProt:Q4QZ09 0 0 -9999 0 -10000 0 0
CLIP1 0.015 0.037 -9999 0 -0.39 4 4
CDK5R1 0.014 0.031 -9999 0 -0.25 7 7
LIS1/Poliovirus Protein 3A 0.018 0.02 -9999 0 -0.31 2 2
CDK5R2 0.017 0.017 -9999 0 -0.25 2 2
mol:PP1 0 0 -9999 0 -10000 0 0
RELN/VLDLR/DAB1 -0.017 0.11 -9999 0 -0.31 59 59
YWHAE 0.016 0.029 -9999 0 -0.34 3 3
NDEL1/14-3-3 E 0.024 0.079 -9999 0 -0.29 4 4
MAP1B -0.015 0.075 -9999 0 -0.29 34 34
RAC1 0.024 0.01 -9999 0 -10000 0 0
p35/CDK5 0.007 0.085 -9999 0 -0.23 43 43
RELN 0.01 0.059 -9999 0 -0.38 11 11
PAFAH/LIS1 -0.036 0.12 -9999 0 -0.3 80 80
LIS1/CLIP170 0.029 0.031 -9999 0 -0.3 4 4
LIS1/NDEL1/Katanin 60/Dynein Light chain/Dynein heavy chain -0.016 0.043 -9999 0 -0.29 1 1
RELN/VLDLR/DAB1/LIS1/PAFAH1B2/PAFAH1B3 0.002 0.096 -9999 0 -0.24 62 62
GO:0005869 0 0 -9999 0 -10000 0 0
NDEL1 0.016 0.08 -9999 0 -0.31 3 3
LIS1/IQGAP1 0.031 0.021 -9999 0 -0.3 2 2
RHOA 0.014 0.067 -9999 0 -0.42 12 12
PAFAH1B1 0.024 0.024 -9999 0 -0.37 2 2
PAFAH1B3 0.009 0.067 -9999 0 -0.49 9 9
PAFAH1B2 0.017 0.012 -9999 0 -0.25 1 1
MAP1B/LIS1/Dynein heavy chain 0.013 0.055 -9999 0 -0.31 2 2
NDEL1/Katanin 60/Dynein heavy chain 0.031 0.078 -9999 0 -10000 0 0
LRP8 -0.057 0.16 -9999 0 -0.34 110 110
NDEL1/Katanin 60 0.024 0.079 -9999 0 -0.29 3 3
P39/CDK5 0.008 0.084 -9999 0 -0.33 3 3
LIS1/NudC/Dynein intermediate chain/microtubule organizing center 0.031 0.021 -9999 0 -0.3 2 2
CDK5 -0.001 0.087 -9999 0 -0.25 43 43
PPP2R5D 0.016 0.02 -9999 0 -0.25 3 3
LIS1/CLIP170/Dynein Complex/Dynactin Complex 0.025 0.026 -9999 0 -0.26 4 4
CSNK2A1 0.017 0.023 -9999 0 -0.52 1 1
RELN/VLDLR/DAB1/LIS1 0.003 0.1 -9999 0 -0.25 59 59
RELN/VLDLR -0.045 0.14 -9999 0 -0.28 113 113
CDC42 0.024 0.01 -9999 0 -10000 0 0
mTOR signaling 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
GBL 0.015 0.035 -10000 0 -0.43 3 3
MKNK1 0.018 0 -10000 0 -10000 0 0
mol:PIP3 -0.037 0.11 0.25 10 -0.28 70 80
FRAP1 0.015 0.034 -10000 0 -10000 0 0
AKT1 -0.011 0.1 0.22 8 -0.25 70 78
INSR 0.015 0.037 -10000 0 -0.39 4 4
Insulin Receptor/Insulin 0.021 0.027 -10000 0 -0.31 3 3
mol:GTP 0.004 0.085 -10000 0 -0.3 14 14
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA/eIF3/40s Ribosomal subunit -0.01 0.027 -10000 0 -0.18 1 1
TSC2 0.016 0.026 -10000 0 -0.39 2 2
RHEB/GDP -0.026 0.062 -10000 0 -0.27 14 14
TSC1 0.018 0 -10000 0 -10000 0 0
Insulin Receptor/IRS1 -0.022 0.12 -10000 0 -0.33 62 62
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA -0.011 0.031 -10000 0 -0.21 1 1
mol:GDP 0 0 -10000 0 -10000 0 0
EIF3A 0.017 0.012 -10000 0 -0.25 1 1
RPS6KB1 0.01 0.065 -10000 0 -0.26 5 5
MAP3K5 -0.014 0.089 -10000 0 -0.3 41 41
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
apoptosis -0.014 0.089 -10000 0 -0.3 41 41
mol:LY294002 0 0.001 0.001 1 -0.001 57 58
EIF4B 0.016 0.062 -10000 0 -0.28 3 3
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3 0.02 0.057 -10000 0 -0.26 2 2
eIF4E/eIF4G1/eIF4A1 -0.002 0.014 -10000 0 -10000 0 0
KIAA1303 0.015 0.031 -10000 0 -0.32 4 4
PI3K -0.02 0.12 -10000 0 -0.3 79 79
mTOR/RHEB/GTP/Raptor/GBL 0.032 0.054 0.18 8 -0.3 2 10
FKBP1A 0.017 0.017 -10000 0 -0.25 2 2
RHEB/GTP 0.009 0.076 -10000 0 -0.28 13 13
mol:Amino Acids 0 0.001 0.001 1 -0.001 57 58
FKBP12/Rapamycin 0.012 0.011 -10000 0 -0.17 2 2
PDPK1 -0.014 0.1 0.23 8 -0.26 70 78
EIF4E 0.018 0 -10000 0 -10000 0 0
ASK1/PP5C -0.011 0.15 -10000 0 -0.59 30 30
mTOR/RHEB/GTP/Raptor/GBL/eIF4E 0.035 0.056 -10000 0 -0.56 4 4
TSC1/TSC2 0.009 0.095 0.22 8 -0.32 14 22
tumor necrosis factor receptor activity 0 0.001 0.001 57 -0.001 1 58
RPS6 0.015 0.037 -10000 0 -0.39 4 4
PPP5C 0.012 0.052 -10000 0 -0.39 8 8
EIF4G1 0.014 0.047 -10000 0 -0.52 4 4
IRS1 -0.034 0.12 -10000 0 -0.36 61 61
INS 0.017 0.023 -10000 0 -0.52 1 1
PTEN -0.002 0.1 -10000 0 -0.52 19 19
PDK2 -0.02 0.11 0.23 8 -0.27 76 84
EIF4EBP1 -0.012 0.16 -10000 0 -1.1 10 10
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
PPP2R5D 0.021 0.033 -10000 0 -10000 0 0
peptide biosynthetic process 0.025 0.03 -10000 0 -0.28 5 5
RHEB 0.016 0.026 -10000 0 -0.39 2 2
EIF4A1 0.018 0 -10000 0 -10000 0 0
mol:Rapamycin 0 0.001 0.003 15 -0.002 6 21
EEF2 0.025 0.031 -10000 0 -0.28 5 5
eIF4E/4E-BP1 -0.001 0.14 -10000 0 -1 10 10
VEGFR1 specific signals

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
VEGFR1 homodimer/VEGFB homodimer -0.009 0.14 -9999 0 -0.38 56 56
VEGFR1 homodimer/NRP1 -0.021 0.14 -9999 0 -0.39 56 56
mol:DAG -0.004 0.14 -9999 0 -0.61 14 14
VEGFR1 homodimer/NRP1/VEGFR 121 -0.017 0.14 -9999 0 -0.57 17 17
CaM/Ca2+ 0.006 0.13 -9999 0 -0.63 12 12
HIF1A -0.035 0.17 -9999 0 -0.46 67 67
GAB1 0.006 0.074 -9999 0 -0.43 14 14
AKT1 -0.001 0.14 -9999 0 -0.54 19 19
PLCG1 -0.004 0.14 -9999 0 -0.62 14 14
NOS3 0.018 0.12 -9999 0 -0.56 13 13
CBL 0.017 0.012 -9999 0 -0.25 1 1
mol:NO 0.019 0.12 -9999 0 -0.53 13 13
FLT1 -0.021 0.16 -9999 0 -0.45 56 56
PGF 0.012 0.051 -9999 0 -0.41 7 7
VEGFR1 homodimer/NRP2/VEGFR121 -0.01 0.14 -9999 0 -0.64 15 15
CALM1 0.018 0 -9999 0 -10000 0 0
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
eNOS/Hsp90 0.026 0.12 -9999 0 -0.52 13 13
endothelial cell proliferation 0 0.13 -9999 0 -0.6 14 14
mol:Ca2+ -0.004 0.13 -9999 0 -0.61 14 14
MAPK3 0.007 0.12 -9999 0 -0.57 13 13
MAPK1 0.007 0.12 -9999 0 -0.58 12 12
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
PLGF homodimer 0.012 0.051 -9999 0 -0.41 7 7
PRKACA 0.018 0 -9999 0 -10000 0 0
RP11-342D11.1 0 0 -9999 0 -10000 0 0
CAV1 -0.001 0.083 -9999 0 -0.33 29 29
VEGFA homodimer 0 0.075 -9999 0 -0.29 31 31
VEGFR1 homodimer/VEGFA homodimer -0.019 0.15 -9999 0 -0.38 59 59
platelet activating factor biosynthetic process 0.012 0.12 -9999 0 -0.55 13 13
PI3K -0.004 0.15 -9999 0 -0.61 16 16
PRKCA 0.001 0.13 -9999 0 -0.61 12 12
PRKCB -0.005 0.13 -9999 0 -0.57 14 14
VEGFR1 homodimer/PLGF homodimer -0.012 0.15 -9999 0 -0.38 59 59
VEGFA 0 0.075 -9999 0 -0.29 31 31
VEGFB 0.017 0.023 -9999 0 -0.52 1 1
mol:IP3 -0.004 0.14 -9999 0 -0.61 14 14
RASA1 -0.008 0.14 -9999 0 -0.62 15 15
NRP2 0.011 0.052 -9999 0 -0.33 11 11
VEGFR1 homodimer -0.021 0.16 -9999 0 -0.45 56 56
VEGFB homodimer 0.017 0.023 -9999 0 -0.52 1 1
NCK1 0.011 0.045 -9999 0 -0.28 12 12
eNOS/Caveolin-1 0.02 0.13 -9999 0 -0.55 15 15
PTPN11 0.017 0.023 -9999 0 -0.52 1 1
mol:PI-3-4-5-P3 -0.005 0.14 -9999 0 -0.6 16 16
mol:L-citrulline 0.019 0.12 -9999 0 -0.53 13 13
VEGFR1 homodimer/VEGFA homodimer/CBL/CD2AP 0.004 0.13 -9999 0 -0.62 13 13
VEGFR1 homodimer/VEGFA homodimer/NCK1 -0.009 0.14 -9999 0 -0.65 14 14
CD2AP 0.016 0.029 -9999 0 -0.34 3 3
PI3K/GAB1 -0.001 0.14 -9999 0 -0.56 17 17
PDPK1 -0.003 0.13 -9999 0 -0.56 16 16
VEGFR1 homodimer/VEGFA homodimer/SHP2 -0.007 0.14 -9999 0 -0.63 14 14
mol:NADP 0.019 0.12 -9999 0 -0.53 13 13
HSP90AA1 0.013 0.045 -9999 0 -0.39 6 6
ubiquitin-dependent protein catabolic process 0.003 0.13 -9999 0 -0.61 13 13
VEGFR1 homodimer/NRP2 -0.013 0.15 -9999 0 -0.39 57 57
PDGFR-beta 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
S1P1/Sphingosine-1-phosphate -0.012 0.14 -9999 0 -0.47 28 28
PDGFB-D/PDGFRB/SLAP 0.01 0.074 -9999 0 -0.38 17 17
PDGFB-D/PDGFRB/APS/CBL 0.018 0.042 -9999 0 -0.32 8 8
AKT1 -0.021 0.14 -9999 0 -0.39 34 34
mol:PI-4-5-P2 0 0.001 -9999 0 -10000 0 0
mol:Sphingosine-1-phosphate -0.006 0.13 -9999 0 -0.52 20 20
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
FGR -0.008 0.065 -9999 0 -0.39 10 10
mol:Ca2+ 0.004 0.11 -9999 0 -0.62 11 11
MYC -0.029 0.22 -9999 0 -0.74 42 42
SHC1 0.017 0.023 -9999 0 -0.52 1 1
HRAS/GDP 0.02 0.069 -9999 0 -0.25 25 25
LRP1/PDGFRB/PDGFB 0.024 0.064 -9999 0 -0.35 13 13
GRB10 -0.003 0.097 -9999 0 -0.43 24 24
PTPN11 0.017 0.023 -9999 0 -0.52 1 1
GO:0007205 0.003 0.11 -9999 0 -0.63 11 11
PTEN -0.002 0.1 -9999 0 -0.52 19 19
GRB2 0.016 0.024 -9999 0 -0.25 4 4
GRB7 -0.017 0.1 -9999 0 -0.29 59 59
PDGFB-D/PDGFRB/SHP2 0.019 0.052 -9999 0 -0.37 9 9
PDGFB-D/PDGFRB/GRB10 0.005 0.086 -9999 0 -0.37 24 24
cell cycle arrest 0.01 0.074 -9999 0 -0.37 17 17
HRAS 0.012 0.051 -9999 0 -0.41 7 7
HIF1A -0.035 0.14 -9999 0 -0.35 44 44
GAB1 -0.011 0.13 -9999 0 -0.61 15 15
mol:GTP 0 0 -9999 0 -10000 0 0
DNM2 -0.008 0.13 -9999 0 -0.59 14 14
PDGFB-D/PDGFRB 0.019 0.067 -9999 0 -0.35 12 12
mol:GDP 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB/LMW-PTP 0.016 0.062 -9999 0 -0.37 13 13
S1P1/Sphingosine-1-phosphate/PDGFB-D/PDGFRB -0.017 0.15 -9999 0 -0.48 30 30
positive regulation of MAPKKK cascade 0.019 0.052 -9999 0 -0.37 9 9
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
mol:IP3 0.003 0.11 -9999 0 -0.64 11 11
E5 0 0.002 -9999 0 -10000 0 0
CSK 0.015 0.031 -9999 0 -0.32 4 4
PDGFB-D/PDGFRB/GRB7 -0.004 0.085 -9999 0 -0.37 16 16
SHB 0.008 0.067 -9999 0 -0.41 12 12
BLK -0.024 0.091 -9999 0 -0.45 18 18
PTPN2 0.015 0.024 -9999 0 -0.26 4 4
PDGFB-D/PDGFRB/SNX15 0.019 0.05 -9999 0 -0.37 8 8
BCAR1 0.017 0.012 -9999 0 -0.25 1 1
VAV2 -0.011 0.14 -9999 0 -0.61 16 16
CBL 0.017 0.012 -9999 0 -0.25 1 1
PDGFB-D/PDGFRB/DEP1 0.015 0.063 -9999 0 -0.37 13 13
LCK -0.082 0.2 -9999 0 -0.57 68 68
PDGFRB 0.009 0.067 -9999 0 -0.53 8 8
ACP1 0.013 0.052 -9999 0 -0.52 5 5
HCK -0.029 0.14 -9999 0 -0.55 28 28
ABL1 -0.005 0.11 -9999 0 -0.49 17 17
PDGFB-D/PDGFRB/CBL -0.01 0.14 -9999 0 -0.64 16 16
PTPN1 0.001 0.07 -9999 0 -0.28 28 28
SNX15 0.017 0.012 -9999 0 -0.25 1 1
STAT3 0.015 0.04 -9999 0 -0.52 3 3
STAT1 -0.02 0.12 -9999 0 -0.33 58 58
cell proliferation -0.022 0.2 -9999 0 -0.65 42 42
SLA 0.004 0.078 -9999 0 -0.39 18 18
actin cytoskeleton reorganization 0.032 0.07 -9999 0 -0.37 7 7
SRC -0.009 0.083 -9999 0 -0.46 12 12
PI3K -0.066 0.12 -9999 0 -0.44 31 31
PDGFB-D/PDGFRB/GRB7/SHC 0.01 0.074 -9999 0 -0.31 17 17
SH2B2 0 0 -9999 0 -10000 0 0
PLCgamma1/SPHK1 -0.007 0.14 -9999 0 -0.55 19 19
LYN -0.007 0.066 -9999 0 -0.38 11 11
LRP1 0.017 0.023 -9999 0 -0.52 1 1
SOS1 0.017 0.023 -9999 0 -0.52 1 1
STAT5B 0.016 0.026 -9999 0 -0.39 2 2
STAT5A 0.011 0.056 -9999 0 -0.42 8 8
NCK1-2/p130 Cas 0.033 0.062 -9999 0 -0.32 7 7
SPHK1 -0.027 0.14 -9999 0 -0.42 54 54
EDG1 -0.019 0.12 -9999 0 -0.4 46 46
mol:DAG 0.003 0.11 -9999 0 -0.64 11 11
PLCG1 0.003 0.11 -9999 0 -0.66 11 11
NHERF/PDGFRB -0.038 0.15 -9999 0 -0.35 91 91
YES1 -0.016 0.096 -9999 0 -0.47 18 18
cell migration -0.038 0.15 -9999 0 -0.35 91 91
SHC/Grb2/SOS1 0.036 0.06 -9999 0 -0.28 11 11
SLC9A3R2 -0.032 0.15 -9999 0 -0.49 52 52
SLC9A3R1 -0.043 0.16 -9999 0 -0.44 70 70
NHERF1-2/PDGFRB/PTEN -0.033 0.16 -9999 0 -0.32 103 103
FYN -0.017 0.14 -9999 0 -0.77 12 12
DOK1 0.013 0.074 -9999 0 -0.3 23 23
HRAS/GTP 0.009 0.036 -9999 0 -0.29 7 7
PDGFB 0.009 0.064 -9999 0 -0.39 12 12
RAC1 -0.011 0.16 -9999 0 -0.49 40 40
PRKCD 0.019 0.065 -9999 0 -0.32 14 14
FER 0.02 0.06 -9999 0 -0.3 13 13
MAPKKK cascade -0.006 0.05 -9999 0 -0.32 5 5
RASA1 0.013 0.072 -9999 0 -0.29 22 22
NCK1 0.011 0.045 -9999 0 -0.28 12 12
NCK2 0.015 0.026 -9999 0 -0.25 5 5
p62DOK/Csk 0.023 0.071 -9999 0 -0.27 23 23
PDGFB-D/PDGFRB/SHB 0.013 0.071 -9999 0 -0.4 14 14
chemotaxis -0.004 0.11 -9999 0 -0.47 17 17
STAT1-3-5/STAT1-3-5 -0.021 0.071 -9999 0 -0.4 6 6
Bovine Papilomavirus E5/PDGFRB 0.006 0.049 -9999 0 -0.39 8 8
PTPRJ 0.012 0.055 -9999 0 -0.44 7 7
Hedgehog signaling events mediated by Gli proteins

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
HDAC1 0.016 0.023 -9999 0 -0.52 1 1
HDAC2 0.009 0.053 -9999 0 -0.29 15 15
GNB1/GNG2 -0.008 0.11 -9999 0 -0.31 55 55
forebrain development 0.005 0.14 -9999 0 -0.54 18 18
GNAO1 0.017 0.024 -9999 0 -0.25 4 4
SMO/beta Arrestin2 -0.018 0.12 -9999 0 -0.37 49 49
SMO -0.047 0.16 -9999 0 -0.41 82 82
ARRB2 0.019 0.001 -9999 0 -10000 0 0
GLI3/SPOP 0.011 0.13 -9999 0 -0.46 18 18
mol:GTP 0.001 0.001 -9999 0 -10000 0 0
GSK3B 0.018 0 -9999 0 -10000 0 0
GNAI2 0.007 0.075 -9999 0 -0.48 12 12
SIN3/HDAC complex 0.041 0.032 -9999 0 -0.27 5 5
GNAI1 -0.016 0.12 -9999 0 -0.38 46 46
XPO1 0.021 0.003 -9999 0 -10000 0 0
GLI1/Su(fu) -0.006 0.17 -9999 0 -0.58 25 25
SAP30 0.012 0.053 -9999 0 -0.48 6 6
mol:GDP -0.047 0.16 -9999 0 -0.41 82 82
MIM/GLI2A -0.022 0.14 -9999 0 -0.4 61 61
IFT88 -0.001 0.097 -9999 0 -0.48 20 20
GNAI3 0.019 0.001 -9999 0 -10000 0 0
GLI2 0.035 0.055 -9999 0 -0.41 1 1
GLI3 0.004 0.14 -9999 0 -0.44 20 20
CSNK1D 0.018 0 -9999 0 -10000 0 0
CSNK1E 0.017 0.012 -9999 0 -0.25 1 1
SAP18 0.017 0 -9999 0 -10000 0 0
embryonic digit morphogenesis -0.001 0.097 -9999 0 -0.48 20 20
GNG2 0.016 0.029 -9999 0 -0.34 3 3
Gi family/GTP -0.008 0.12 -9999 0 -0.28 61 61
SIN3B 0.017 0.012 -9999 0 -0.25 1 1
SIN3A 0.017 0 -9999 0 -10000 0 0
GLI3/Su(fu) 0.009 0.14 -9999 0 -0.43 35 35
GLI2/Su(fu) 0.026 0.1 -9999 0 -0.34 15 15
FOXA2 -0.051 0.18 -9999 0 -0.73 34 34
neural tube patterning 0.005 0.14 -9999 0 -0.54 18 18
SPOP 0.013 0.042 -9999 0 -0.33 7 7
Su(fu)/PIAS1 0.004 0.093 -9999 0 -0.34 21 21
GNB1 0.013 0.052 -9999 0 -0.52 5 5
CSNK1G2 0.016 0.033 -9999 0 -0.52 2 2
CSNK1G3 0.013 0.052 -9999 0 -0.52 5 5
MTSS1 -0.023 0.14 -9999 0 -0.4 61 61
embryonic limb morphogenesis 0.005 0.14 -9999 0 -0.54 18 18
SUFU -0.006 0.1 -9999 0 -0.38 21 21
LGALS3 -0.041 0.16 -9999 0 -0.48 63 63
catabolic process 0.031 0.12 -9999 0 -0.4 15 15
GLI3A/CBP 0.006 0.07 -9999 0 -0.36 10 10
KIF3A 0.007 0.074 -9999 0 -0.5 11 11
GLI1 0.005 0.14 -9999 0 -0.56 18 18
RAB23 0.008 0.065 -9999 0 -0.38 13 13
CSNK1A1 0.017 0.023 -9999 0 -0.52 1 1
IFT172 0.013 0.049 -9999 0 -0.43 6 6
RBBP7 0.01 0.051 -9999 0 -0.3 13 13
Su(fu)/Galectin3 -0.028 0.14 -9999 0 -0.34 71 71
GNAZ 0.002 0.088 -9999 0 -0.44 19 19
RBBP4 0.016 0.026 -9999 0 -0.39 2 2
CSNK1G1 0.017 0.012 -9999 0 -0.25 1 1
PIAS1 0.017 0.012 -9999 0 -0.25 1 1
PRKACA 0.018 0 -9999 0 -10000 0 0
GLI2/SPOP 0.04 0.057 -9999 0 -0.39 2 2
STK36 0 0.11 -9999 0 -0.52 21 21
Gi family/GNB1/GNG2/GDP 0 0.11 -9999 0 -0.36 28 28
PTCH1 0.014 0.13 -9999 0 -0.61 9 9
MIM/GLI1 0 0.16 -9999 0 -0.51 25 25
CREBBP 0.006 0.07 -9999 0 -0.36 10 10
Su(fu)/SIN3/HDAC complex 0.036 0.047 -9999 0 -0.26 1 1
S1P3 pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PDGFRB 0.01 0.066 -9999 0 -0.52 8 8
mol:S1P 0 0.005 -9999 0 -0.016 34 34
S1P1/S1P/Gi 0 0.1 -9999 0 -0.29 38 38
GNAO1 0.016 0.024 -9999 0 -0.25 4 4
S1P/S1P3/G12/G13 0.02 0.031 -9999 0 -0.29 4 4
AKT1 0.012 0.097 -9999 0 -0.58 12 12
AKT3 0.004 0.14 -9999 0 -1.2 4 4
mol:GTP 0 0 -9999 0 -10000 0 0
PDGFB-D/PDGFRB 0.01 0.066 -9999 0 -0.52 8 8
GNAI2 0.007 0.075 -9999 0 -0.48 12 12
GNAI3 0.018 0.004 -9999 0 -10000 0 0
GNAI1 -0.016 0.12 -9999 0 -0.38 46 46
mol:GDP 0 0 -9999 0 -10000 0 0
S1PR3 0.001 0.005 -9999 0 -0.017 43 43
S1PR2 0 0 -9999 0 -10000 0 0
EDG1 -0.019 0.12 -9999 0 -0.4 46 46
mol:Ca2+ 0.01 0.081 -9999 0 -0.29 15 15
MAPK3 0.016 0.078 -9999 0 -0.34 8 8
MAPK1 0.016 0.078 -9999 0 -0.33 9 9
JAK2 0.006 0.095 -9999 0 -0.34 19 19
CXCR4 -0.006 0.11 -9999 0 -0.31 42 42
FLT1 0.006 0.08 -9999 0 -0.45 15 15
RhoA/GDP 0.004 0.058 -9999 0 -0.38 12 12
Rac1/GDP 0.013 0 -9999 0 -10000 0 0
SRC 0.015 0.08 -9999 0 -0.36 9 9
S1P/S1P3/Gi 0.01 0.082 -9999 0 -0.3 15 15
RAC1 0.018 0 -9999 0 -10000 0 0
RhoA/GTP 0.011 0.087 -9999 0 -0.3 18 18
VEGFA 0.001 0.076 -9999 0 -0.29 31 31
S1P/S1P2/Gi 0.009 0.076 -9999 0 -0.22 42 42
VEGFR1 homodimer/VEGFA homodimer 0.01 0.083 -9999 0 -0.39 15 15
RHOA 0.005 0.08 -9999 0 -0.52 12 12
S1P/S1P3/Gq -0.027 0.094 -9999 0 -0.27 58 58
GNAQ 0 0 -9999 0 -10000 0 0
GNAZ 0.002 0.088 -9999 0 -0.44 19 19
G12/G13 0.021 0.039 -9999 0 -0.37 4 4
GNA14 -0.079 0.18 -9999 0 -0.35 140 140
GNA15 0.002 0.076 -9999 0 -0.34 23 23
GNA12 0.018 0 -9999 0 -10000 0 0
GNA13 0.011 0.055 -9999 0 -0.36 10 10
GNA11 0.014 0.047 -9999 0 -0.52 4 4
Rac1/GTP 0.018 0.075 -9999 0 -0.34 7 7
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha

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
HIF3A 0.015 0.029 -9999 0 -0.25 6 6
oxygen homeostasis 0 0 -9999 0 -10000 0 0
TCEB2 0.018 0 -9999 0 -10000 0 0
TCEB1 0.014 0.035 -9999 0 -0.3 6 6
HIF1A/p53 -0.02 0.11 -9999 0 -0.32 39 39
HIF1A -0.011 0.087 -9999 0 -0.32 20 20
COPS5 0.01 0.056 -9999 0 -0.35 11 11
VHL/Elongin B/Elongin C/RBX1/CUL2 0.049 0.025 -9999 0 -0.24 1 1
FIH (dimer) 0.017 0.023 -9999 0 -0.52 1 1
CDKN2A -0.053 0.15 -9999 0 -0.33 108 108
ARNT/IPAS 0.024 0.02 -9999 0 -10000 0 0
HIF1AN 0.017 0.023 -9999 0 -0.52 1 1
GNB2L1 0.015 0.04 -9999 0 -0.52 3 3
HIF1A/ARNT 0 0.084 -9999 0 -0.3 18 18
CUL2 0.017 0.017 -9999 0 -0.25 2 2
OS9 0.014 0.04 -9999 0 -0.34 6 6
RACK1/Elongin B/Elongin C 0.032 0.033 -9999 0 -0.3 4 4
response to hypoxia 0 0 -9999 0 -10000 0 0
HIF1A/Hsp90 -0.002 0.089 -9999 0 -0.31 22 22
PHD1-3/OS9 -0.021 0.12 -9999 0 -0.28 80 80
HIF1A/RACK1/Elongin B/Elongin C 0.013 0.083 -9999 0 -0.34 5 5
VHL 0.015 0.029 -9999 0 -0.25 6 6
HSP90AA1 0.013 0.045 -9999 0 -0.39 6 6
HIF1A/JAB1 -0.004 0.087 -9999 0 -0.29 22 22
EGLN3 -0.074 0.18 -9999 0 -0.4 116 116
EGLN2 0.011 0.053 -9999 0 -0.37 9 9
EGLN1 0.001 0.082 -9999 0 -0.35 24 24
TP53 -0.023 0.14 -9999 0 -0.48 43 43
VHL/Elongin B/Elongin C/RBX1/CUL2/HIF1A 0.034 0.033 -9999 0 -0.5 1 1
ARNT 0.018 0 -9999 0 -10000 0 0
ARD1A 0.016 0.02 -9999 0 -0.25 3 3
RBX1 0.018 0 -9999 0 -10000 0 0
HIF1A/p19ARF -0.032 0.11 -9999 0 -0.32 34 34
p38 MAPK signaling pathway

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
TRAF6/ASK1 0.001 0.073 -9999 0 -0.26 34 34
TRAF2/ASK1 -0.002 0.085 -9999 0 -0.31 33 33
ATM 0.017 0.012 -9999 0 -0.25 1 1
MAP2K3 -0.011 0.12 -9999 0 -0.37 38 38
response to stress 0 0 -9999 0 -10000 0 0
MAP2K6 -0.016 0.12 -9999 0 -0.3 54 54
hyperosmotic response 0 0 -9999 0 -10000 0 0
response to oxidative stress 0 0 -9999 0 -10000 0 0
GADD45G 0.003 0.083 -9999 0 -0.45 16 16
TXN 0.009 0.007 -9999 0 -10000 0 0
CALM1 0.018 0 -9999 0 -10000 0 0
GADD45A -0.011 0.11 -9999 0 -0.39 38 38
GADD45B -0.002 0.097 -9999 0 -0.44 23 23
MAP3K1 -0.03 0.14 -9999 0 -0.42 58 58
MAP3K6 0.015 0.035 -9999 0 -0.43 3 3
MAP3K7 0.016 0.02 -9999 0 -0.25 3 3
MAP3K4 0.018 0 -9999 0 -10000 0 0
mol:Ca2+ 0 0 -9999 0 -10000 0 0
ASK1/ASK2 -0.004 0.099 -9999 0 -0.37 33 33
TAK1/TAB family 0.01 0.038 -9999 0 -0.42 4 4
RAC1/OSM/MEKK3 0.034 0.006 -9999 0 -10000 0 0
TRAF2 0.014 0.042 -9999 0 -0.45 4 4
RAC1/OSM/MEKK3/MKK3 -0.029 0.079 -9999 0 -0.28 37 37
TRAF6 0.017 0.033 -9999 0 -0.32 5 5
RAC1 0.018 0 -9999 0 -10000 0 0
mol:LPS 0 0 -9999 0 -10000 0 0
CAMK2B -0.078 0.18 -9999 0 -0.36 133 133
CCM2 0.018 0 -9999 0 -10000 0 0
CaM/Ca2+/CAMKIIB -0.034 0.11 -9999 0 -0.31 55 55
MAPK11 0.018 0 -9999 0 -10000 0 0
response to DNA damage stimulus 0 0 -9999 0 -10000 0 0
CaM/Ca2+/CAMKIIB/ASK1 -0.04 0.12 -9999 0 -0.29 87 87
OSM/MEKK3 0.026 0.008 -9999 0 -10000 0 0
TAOK1 0.012 0.044 -9999 0 -0.32 7 7
TAOK2 0.02 0.005 -9999 0 -10000 0 0
TAOK3 0.019 0.016 -9999 0 -0.32 1 1
MAP3K7IP1 0.018 0 -9999 0 -10000 0 0
MAPK14 0.017 0.012 -9999 0 -0.25 1 1
MAP3K7IP2 0.014 0.047 -9999 0 -0.52 4 4
MAP3K5 -0.022 0.13 -9999 0 -0.42 47 47
MAP3K10 -0.001 0.097 -9999 0 -0.48 20 20
MAP3K3 0.017 0.012 -9999 0 -0.25 1 1
TRX/ASK1 -0.003 0.079 -9999 0 -0.31 30 30
GADD45/MTK1/MTK1 0.009 0.097 -9999 0 -0.29 42 42
ErbB2/ErbB3 signaling events

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
USP8 0.015 0.034 -10000 0 -0.32 4 4
RAS family/GTP 0.002 0.099 -10000 0 -0.32 24 24
NFATC4 0.007 0.079 -10000 0 -0.32 11 11
ERBB2IP 0.017 0.023 -10000 0 -0.52 1 1
HSP90 (dimer) 0.013 0.045 -10000 0 -0.39 6 6
mammary gland morphogenesis -0.01 0.094 -10000 0 -0.31 24 24
JUN 0.02 0.072 -10000 0 -10000 0 0
HRAS 0.012 0.051 -10000 0 -0.41 7 7
DOCK7 -0.002 0.092 -10000 0 -0.39 10 10
ErbB2/ErbB3/neuregulin 1 beta/SHC -0.013 0.1 -10000 0 -0.3 47 47
AKT1 0.008 0.038 -10000 0 -0.26 9 9
BAD 0.016 0.035 -10000 0 -0.31 5 5
MAPK10 0.003 0.069 -10000 0 -0.22 18 18
mol:GTP -0.001 0.002 -10000 0 -10000 0 0
ErbB2/ErbB3/neuregulin 1 beta -0.01 0.1 -10000 0 -0.34 22 22
RAF1 0.006 0.1 -10000 0 -0.34 20 20
ErbB2/ErbB3/neuregulin 2 -0.037 0.12 -10000 0 -0.34 57 57
STAT3 0.016 0.095 -10000 0 -0.95 5 5
cell migration 0.009 0.07 -10000 0 -0.21 16 16
mol:PI-3-4-5-P3 0 0.002 -10000 0 -10000 0 0
cell proliferation -0.045 0.24 -10000 0 -0.6 59 59
FOS -0.059 0.22 -10000 0 -0.45 106 106
NRAS 0.005 0.076 -10000 0 -0.4 16 16
mol:Ca2+ -0.01 0.094 -10000 0 -0.31 24 24
MAPK3 -0.021 0.19 -10000 0 -0.47 54 54
MAPK1 -0.021 0.19 -10000 0 -0.47 53 53
JAK2 -0.004 0.096 -10000 0 -0.35 18 18
NF2 0.003 0.01 -10000 0 -10000 0 0
ErbB2/ErbB3/neuregulin 1 beta/SHC/GRB2/SOS1 0.001 0.082 -10000 0 -0.27 39 39
NRG1 0.007 0.053 -10000 0 -0.27 18 18
GRB2/SOS1 0.024 0.023 -10000 0 -0.2 5 5
MAPK8 -0.001 0.089 -10000 0 -0.28 26 26
MAPK9 0.008 0.067 -10000 0 -0.22 17 17
ERBB2 -0.03 0.082 -10000 0 -0.39 15 15
ERBB3 -0.019 0.14 -10000 0 -0.52 36 36
SHC1 0.016 0.023 -10000 0 -0.52 1 1
RAC1 0.018 0 -10000 0 -10000 0 0
apoptosis -0.01 0.041 0.35 5 -10000 0 5
STAT3 (dimer) 0.016 0.093 -10000 0 -0.93 5 5
RNF41 0.02 0.031 -10000 0 -0.28 4 4
FRAP1 0.016 0.032 -10000 0 -0.31 4 4
RAC1-CDC42/GTP -0.022 0.055 -10000 0 -0.27 10 10
ErbB2/ErbB2/HSP90 (dimer) -0.015 0.074 -10000 0 -0.32 18 18
CHRNA1 -0.008 0.16 -10000 0 -0.42 37 37
myelination 0.014 0.079 -10000 0 -0.32 11 11
PPP3CB -0.001 0.086 -10000 0 -0.37 9 9
KRAS 0.009 0.065 -10000 0 -0.44 10 10
RAC1-CDC42/GDP 0.021 0.074 -10000 0 -0.29 10 10
NRG2 -0.017 0.1 -10000 0 -0.3 57 57
mol:GDP 0.001 0.082 -10000 0 -0.27 39 39
SOS1 0.017 0.023 -10000 0 -0.52 1 1
MAP2K2 0.006 0.11 -10000 0 -0.35 21 21
SRC 0.015 0.035 -10000 0 -0.43 3 3
mol:cAMP -0.001 0.001 -10000 0 -10000 0 0
PTPN11 0 0.091 -10000 0 -0.4 9 9
MAP2K1 -0.024 0.17 -10000 0 -0.44 37 37
heart morphogenesis -0.01 0.094 -10000 0 -0.31 24 24
RAS family/GDP 0.013 0.099 -10000 0 -0.32 21 21
GRB2 0.015 0.024 -10000 0 -0.25 4 4
PRKACA -0.001 0.005 -10000 0 -10000 0 0
CHRNE 0.016 0.019 -10000 0 -10000 0 0
HSP90AA1 0.013 0.045 -10000 0 -0.39 6 6
activation of caspase activity -0.008 0.038 0.26 9 -10000 0 9
nervous system development -0.01 0.094 -10000 0 -0.31 24 24
CDC42 0.018 0 -10000 0 -10000 0 0
JNK signaling in the CD4+ TCR pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
LAT/GRAP2/SLP76/HPK1 0.02 0.089 -9999 0 -0.3 33 33
MAP4K1 0.012 0.04 -9999 0 -0.25 12 12
MAP3K8 -0.036 0.15 -9999 0 -0.39 70 70
PRKCB 0 0 -9999 0 -10000 0 0
DBNL 0.014 0.039 -9999 0 -0.36 5 5
CRKL 0.014 0.047 -9999 0 -0.52 4 4
MAP3K1 0.006 0.099 -9999 0 -0.38 9 9
JUN -0.008 0.092 -9999 0 -0.28 47 47
MAP3K7 0.029 0.065 -9999 0 -0.28 6 6
GRAP2 0.012 0.042 -9999 0 -0.28 10 10
CRK 0.016 0.033 -9999 0 -0.52 2 2
MAP2K4 0.006 0.094 -9999 0 -0.35 15 15
LAT 0.002 0.068 -9999 0 -0.27 29 29
LCP2 -0.004 0.097 -9999 0 -0.4 27 27
MAPK8 0.011 0.052 -9999 0 -0.58 3 3
LAT/GRAP2/SLP76/HPK1/HIP-55/CRK family 0.024 0.069 -9999 0 -0.3 6 6
LAT/GRAP2/SLP76/HPK1/HIP-55 0.026 0.087 -9999 0 -0.3 27 27
Atypical NF-kappaB pathway

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
BCL3/RelA 0.019 0.052 -9999 0 -0.37 9 9
FBXW11 0.015 0.035 -9999 0 -0.43 3 3
NF kappa B1 p50/c-Rel 0.018 0.062 -9999 0 -0.31 15 15
NF kappa B1 p50/RelA/I kappa B alpha 0 0.11 -9999 0 -0.44 18 18
NFKBIA -0.024 0.12 -9999 0 -0.26 87 87
MAPK14 0.017 0.012 -9999 0 -0.25 1 1
NF kappa B1 p105/p50 0.026 0.038 -9999 0 -0.3 5 5
ARRB2 0.02 0.005 -9999 0 -10000 0 0
REL 0.001 0.087 -9999 0 -0.41 21 21
response to oxidative stress 0 0 -9999 0 -10000 0 0
BCL3/NF kappa B1 p50 0.022 0.054 -9999 0 -0.3 12 12
response to UV 0 0 -9999 0 -10000 0 0
NF kappa B1 p105/RelA 0.028 0.031 -9999 0 -0.3 3 3
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
NF kappa B1 p50 dimer 0.019 0.037 -9999 0 -0.37 3 3
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
NFKB1 0.02 0.037 -9999 0 -0.37 3 3
RELA 0.018 0 -9999 0 -10000 0 0
positive regulation of anti-apoptosis -0.014 0.1 -9999 0 -0.4 16 16
NF kappa B1 p50/RelA/I kappa B alpha/beta Arrestin2 0.005 0.11 -9999 0 -0.44 17 17
SRC 0.015 0.035 -9999 0 -0.43 3 3
PI3K 0.005 0.082 -9999 0 -0.37 21 21
NF kappa B1 p50/RelA -0.014 0.1 -9999 0 -0.4 16 16
IKBKB 0.012 0.047 -9999 0 -0.31 10 10
beta TrCP1/SCF ubiquitin ligase complex 0.015 0.035 -9999 0 -0.43 3 3
SYK -0.023 0.14 -9999 0 -0.48 43 43
I kappa B alpha/PIK3R1 -0.027 0.13 -9999 0 -0.37 39 39
cell death 0.005 0.1 -9999 0 -0.42 17 17
NF kappa B1 p105/c-Rel 0.018 0.062 -9999 0 -0.31 15 15
LCK -0.074 0.18 -9999 0 -0.4 117 117
BCL3 0.008 0.071 -9999 0 -0.5 10 10
Regulation of p38-alpha and p38-beta

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
RIP1/MEKK3 0.023 0.016 -9999 0 -0.31 1 1
response to insulin stimulus 0 0 -9999 0 -10000 0 0
RIPK1 0.017 0.023 -9999 0 -0.52 1 1
response to stress 0 0 -9999 0 -10000 0 0
MAP2K6 -0.011 0.11 -9999 0 -0.4 37 37
mol:GTP 0 0 -9999 0 -10000 0 0
MAP2K4 -0.006 0.1 -9999 0 -0.38 31 31
RAC1-CDC42/GTP/PAK family -0.001 0.072 -9999 0 -0.22 41 41
response to UV 0 0 -9999 0 -10000 0 0
YES1 0.007 0.07 -9999 0 -0.43 12 12
interleukin-1 receptor activity 0 0 -9999 0 -10000 0 0
tumor necrosis factor receptor activity 0 0 -9999 0 -10000 0 0
MAP3K3 0.017 0.012 -9999 0 -0.25 1 1
FYN 0.008 0.067 -9999 0 -0.41 12 12
MAP3K12 0.018 0 -9999 0 -10000 0 0
FGR 0.017 0.017 -9999 0 -0.25 2 2
p38 alpha/TAB1 0.01 0.094 -9999 0 -0.28 29 29
PRKG1 0.017 0.012 -9999 0 -0.25 1 1
DUSP8 -0.005 0.1 -9999 0 -0.48 24 24
PGK/cGMP/p38 alpha -0.028 0.071 -9999 0 -0.27 31 31
apoptosis 0.009 0.09 -9999 0 -0.27 29 29
RAL/GTP 0.022 0.029 -9999 0 -0.31 4 4
LYN 0.014 0.031 -9999 0 -0.25 7 7
DUSP1 -0.038 0.15 -9999 0 -0.41 69 69
PAK1 -0.022 0.13 -9999 0 -0.37 54 54
SRC 0.015 0.035 -9999 0 -0.43 3 3
RAC1/OSM/MEKK3/MKK3 0.043 0.021 -9999 0 -0.27 1 1
TRAF6 0.017 0.023 -9999 0 -0.52 1 1
RAC1 0.018 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 0.018 0 -9999 0 -10000 0 0
RAC1-CDC42/GTP 0.024 0 -9999 0 -10000 0 0
MAPK11 0.002 0.11 -9999 0 -0.32 34 34
BLK -0.019 0.1 -9999 0 -0.29 63 63
HCK -0.005 0.11 -9999 0 -0.47 25 25
MAP2K3 0.014 0.037 -9999 0 -0.29 7 7
DUSP16 0.005 0.078 -9999 0 -0.43 15 15
DUSP10 -0.017 0.12 -9999 0 -0.39 44 44
TRAF6/MEKK3 0.022 0.015 -9999 0 -0.28 1 1
MAP3K7IP1 0.018 0 -9999 0 -10000 0 0
MAPK14 0.003 0.1 -9999 0 -0.3 33 33
positive regulation of innate immune response 0.002 0.12 -9999 0 -0.37 31 31
LCK -0.074 0.18 -9999 0 -0.4 117 117
p38alpha-beta/MKP7 0.006 0.13 -9999 0 -0.36 35 35
p38alpha-beta/MKP5 -0.003 0.13 -9999 0 -0.35 39 39
PGK/cGMP 0.013 0.008 -9999 0 -0.17 1 1
PAK2 0.018 0 -9999 0 -10000 0 0
p38alpha-beta/MKP1 -0.013 0.14 -9999 0 -0.36 44 44
CDC42 0.018 0 -9999 0 -10000 0 0
RALB 0.014 0.047 -9999 0 -0.52 4 4
RALA 0.018 0 -9999 0 -10000 0 0
PAK3 -0.033 0.13 -9999 0 -0.32 80 80
Neurotrophic factor-mediated Trk receptor 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
CRKL 0.014 0.047 -10000 0 -0.52 4 4
RAS family/GTP/Tiam1 0.003 0.08 -10000 0 -0.28 28 28
NT3 (dimer)/TRKC -0.019 0.093 -10000 0 -0.35 17 17
NT3 (dimer)/TRKB -0.015 0.1 -10000 0 -0.32 37 37
SHC/Grb2/SOS1/GAB1/PI3K 0.023 0.065 -10000 0 -0.22 32 32
RAPGEF1 0.018 0 -10000 0 -10000 0 0
BDNF -0.016 0.091 -10000 0 -0.26 64 64
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
DYNLT1 0.018 0 -10000 0 -10000 0 0
NTRK1 0.01 0.053 -10000 0 -0.32 12 12
NTRK2 -0.017 0.11 -10000 0 -0.34 52 52
NTRK3 -0.009 0.081 -10000 0 -0.25 53 53
NT-4/5 (dimer)/TRKB -0.004 0.079 -10000 0 -0.31 23 23
neuron apoptosis 0.036 0.15 0.34 80 -0.21 5 85
SHC 2-3/Grb2 -0.039 0.16 -10000 0 -0.37 80 80
SHC1 0.017 0.023 -10000 0 -0.52 1 1
SHC2 -0.061 0.2 0.2 7 -0.5 78 85
SHC3 -0.007 0.11 -10000 0 -0.45 19 19
STAT3 (dimer) -0.045 0.14 -10000 0 -0.34 89 89
NT3 (dimer)/TRKA 0.001 0.083 -10000 0 -0.33 17 17
RIN/GDP 0.047 0.05 -10000 0 -0.24 3 3
GIPC1 0.014 0.042 -10000 0 -0.45 4 4
KRAS 0.009 0.065 -10000 0 -0.44 10 10
DNAJA3 0.017 0.066 0.23 20 -0.26 6 26
RIN/GTP 0.011 0.025 -10000 0 -0.31 3 3
CCND1 -0.12 0.29 -10000 0 -0.75 89 89
MAGED1 -0.008 0.11 -10000 0 -0.48 27 27
PTPN11 0.017 0.023 -10000 0 -0.52 1 1
RICS 0.003 0.083 -10000 0 -0.45 16 16
NT-4/5 (dimer) 0 0 -10000 0 -10000 0 0
SHC/GRB2/SOS1 0.034 0.025 -10000 0 -0.3 2 2
GRB2 0.016 0.024 -10000 0 -0.25 4 4
NGF (dimer)/TRKA/MATK 0.008 0.054 -10000 0 -0.3 7 7
TRKA/NEDD4-2 -0.01 0.11 -10000 0 -0.37 39 39
ELMO1 0.017 0.017 -10000 0 -0.25 2 2
RhoG/GTP/ELMO1/DOCK1 0.016 0.049 -10000 0 -0.31 11 11
NGF 0 0 -10000 0 -10000 0 0
HRAS 0.012 0.051 -10000 0 -0.41 7 7
DOCK1 0.006 0.078 -10000 0 -0.5 12 12
GAB2 0.009 0.048 -10000 0 -0.25 17 17
RIT2 0.015 0.035 -10000 0 -0.43 3 3
RIT1 0.016 0.033 -10000 0 -0.52 2 2
FRS2 0.011 0.047 -10000 0 -0.27 13 13
DNM1 0.013 0.047 -10000 0 -0.37 7 7
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0.016 0.033 -10000 0 -0.52 2 2
SH2B1 (homopentamer) 0 0 -10000 0 -10000 0 0
RhoG/GTP 0.018 0.064 0.22 20 -0.25 6 26
mol:GDP 0.053 0.065 -10000 0 -0.4 2 2
NGF (dimer) 0 0 -10000 0 -10000 0 0
RhoG/GDP 0.012 0.011 -10000 0 -0.17 2 2
RIT1/GDP 0.048 0.049 -10000 0 -0.26 2 2
TIAM1 0.006 0.073 -10000 0 -0.44 13 13
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
BDNF (dimer)/TRKB -0.007 0.09 -10000 0 -0.32 24 24
KIDINS220/CRKL/C3G 0.023 0.034 -10000 0 -0.37 4 4
SHC/RasGAP 0.016 0.059 -10000 0 -0.37 11 11
FRS2 family/SHP2 0.031 0.032 -10000 0 -0.3 2 2
SHC/GRB2/SOS1/GAB1 0.037 0.049 -10000 0 -0.26 12 12
RIT1/GTP 0.012 0.024 -10000 0 -0.38 2 2
NT3 (dimer) -0.021 0.11 -10000 0 -0.28 68 68
RAP1/GDP -0.006 0.028 -10000 0 -0.26 2 2
KIDINS220/CRKL 0.014 0.047 -10000 0 -0.52 4 4
BDNF (dimer) -0.016 0.09 -10000 0 -0.26 64 64
ubiquitin-dependent protein catabolic process -0.007 0.091 -10000 0 -0.31 39 39
Schwann cell development -0.008 0.017 -10000 0 -10000 0 0
EHD4 0.013 0.052 -10000 0 -0.52 5 5
FRS2 family/GRB2/SOS1 0.04 0.037 -10000 0 -0.39 2 2
FRS2 family/SHP2/CRK family/C3G/GAB2 0.038 0.037 -10000 0 -0.27 1 1
RAP1B 0.013 0.044 -10000 0 -0.32 8 8
RAP1A 0.012 0.057 -10000 0 -0.52 6 6
CDC42/GTP -0.043 0.077 -10000 0 -0.35 14 14
ABL1 0.018 0 -10000 0 -10000 0 0
SH2B family/GRB2/SOS1 0.024 0.023 -10000 0 -0.2 5 5
Rap1/GTP 0.032 0.072 -10000 0 -0.39 8 8
STAT3 -0.045 0.14 -10000 0 -0.34 89 89
axon guidance -0.041 0.074 -10000 0 -0.34 14 14
MAPK3 0.013 0.05 -10000 0 -0.26 8 8
MAPK1 0.013 0.052 -10000 0 -0.27 9 9
CDC42/GDP 0.048 0.048 -10000 0 -0.26 2 2
NTF3 -0.021 0.11 -10000 0 -0.28 68 68
NTF4 0 0 -10000 0 -10000 0 0
NGF (dimer)/TRKA/FAIM 0.018 0.036 -10000 0 -0.31 4 4
PI3K 0.005 0.082 -10000 0 -0.37 21 21
FRS3 0.017 0.012 -10000 0 -0.25 1 1
FAIM 0.016 0.029 -10000 0 -0.34 3 3
GAB1 0.006 0.074 -10000 0 -0.43 14 14
RASGRF1 0.007 0.076 0.23 19 -0.27 11 30
SOS1 0.017 0.023 -10000 0 -0.52 1 1
MCF2L -0.009 0.083 -10000 0 -0.3 21 21
RGS19 0.014 0.039 -10000 0 -0.36 5 5
CDC42 0.018 0 -10000 0 -10000 0 0
RAS family/GTP 0.047 0.07 -10000 0 -0.38 7 7
Rac1/GDP 0.048 0.048 -10000 0 -0.26 2 2
NGF (dimer)/TRKA/GRIT 0.011 0.06 -10000 0 -0.31 15 15
neuron projection morphogenesis -0.013 0.13 -10000 0 -0.8 4 4
NGF (dimer)/TRKA/NEDD4-2 -0.007 0.091 -10000 0 -0.31 39 39
MAP2K1 0.034 0.045 -10000 0 -0.24 11 11
NGFR 0.004 0.065 -10000 0 -0.29 23 23
NGF (dimer)/TRKA/GIPC/GAIP 0.028 0.047 -10000 0 -0.27 10 10
RAS family/GTP/PI3K 0.011 0.077 -10000 0 -0.25 39 39
FRS2 family/SHP2/GRB2/SOS1 0.047 0.037 -10000 0 -0.32 3 3
NRAS 0.005 0.076 -10000 0 -0.4 16 16
GRB2/SOS1 0.024 0.023 -10000 0 -0.2 5 5
PRKCI 0.002 0.085 -10000 0 -0.43 18 18
ChemicalAbstracts:146-91-8 0 0 -10000 0 -10000 0 0
RAC1 0.018 0 -10000 0 -10000 0 0
PRKCZ 0 0 -10000 0 -10000 0 0
MAPKKK cascade -0.018 0.052 -10000 0 -0.48 4 4
RASA1 0.004 0.078 -10000 0 -0.42 16 16
TRKA/c-Abl 0.021 0.038 -10000 0 -0.37 3 3
SQSTM1 0.012 0.053 -10000 0 -0.48 6 6
BDNF (dimer)/TRKB/GIPC 0.007 0.081 -10000 0 -0.28 22 22
NGF (dimer)/TRKA/p62/Atypical PKCs 0.017 0.059 -10000 0 -0.26 20 20
MATK -0.003 0.075 -10000 0 -0.27 38 38
NEDD4L -0.025 0.14 -10000 0 -0.45 48 48
RAS family/GDP -0.01 0.033 -10000 0 -0.28 1 1
NGF (dimer)/TRKA 0.009 0.07 0.24 21 -0.28 6 27
Rac1/GTP -0.02 0.052 -10000 0 -0.24 15 15
FRS2 family/SHP2/CRK family 0.045 0.043 -10000 0 -0.26 8 8
BARD1 signaling events

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
BARD1/CSTF1 0.021 0.042 -10000 0 -0.37 5 5
ATM 0.017 0.012 -10000 0 -0.25 1 1
UBE2D3 0.018 0 -10000 0 -10000 0 0
PRKDC 0.012 0.045 -10000 0 -0.31 9 9
ATR 0.017 0.012 -10000 0 -0.25 1 1
UBE2L3 0.018 0 -10000 0 -10000 0 0
FANCD2 0.029 0.012 -10000 0 -10000 0 0
protein ubiquitination 0.016 0.083 -10000 0 -0.28 26 26
XRCC5 0.018 0 -10000 0 -10000 0 0
XRCC6 0.017 0.012 -10000 0 -0.25 1 1
M/R/N Complex 0.03 0.045 -10000 0 -0.3 9 9
MRE11A 0.018 0 -10000 0 -10000 0 0
DNA-PK 0.032 0.028 -10000 0 -0.3 2 2
FA complex/FANCD2/Ubiquitin 0.028 0.075 -10000 0 -0.37 6 6
FANCF 0.012 0.057 -10000 0 -0.52 6 6
BRCA1 0 0.094 -10000 0 -0.48 19 19
CCNE1 -0.018 0.099 -10000 0 -0.28 64 64
CDK2/Cyclin E1 -0.002 0.08 -10000 0 -0.37 11 11
FANCG 0.016 0.024 -10000 0 -0.25 4 4
BRCA1/BACH1/BARD1 0.01 0.076 -10000 0 -0.37 20 20
FANCE 0.006 0.061 -10000 0 -0.3 19 19
FANCC 0.013 0.042 -10000 0 -0.33 7 7
NBN 0.015 0.035 -10000 0 -0.43 3 3
FANCA -0.032 0.12 -10000 0 -0.31 80 80
DNA repair 0.012 0.12 -10000 0 -0.39 23 23
BRCA1/BARD1/ubiquitin 0.01 0.076 -10000 0 -0.37 20 20
BARD1/DNA-PK 0.04 0.038 -10000 0 -0.27 6 6
FANCL 0.014 0.031 -10000 0 -0.25 7 7
mRNA polyadenylation -0.021 0.042 0.37 5 -10000 0 5
BRCA1/BARD1/CTIP/M/R/N Complex 0.026 0.057 -10000 0 -0.23 11 11
BRCA1/BACH1/BARD1/TopBP1 0.022 0.068 -10000 0 -0.31 20 20
BRCA1/BARD1/P53 0.01 0.11 -10000 0 -0.3 51 51
BARD1/CSTF1/BRCA1 0.02 0.069 -10000 0 -0.3 21 21
BRCA1/BACH1 0 0.094 -10000 0 -0.48 19 19
BARD1 0.014 0.047 -10000 0 -0.52 4 4
PCNA 0.009 0.064 -10000 0 -0.39 12 12
BRCA1/BARD1/UbcH5C 0.022 0.066 -10000 0 -0.3 20 20
BRCA1/BARD1/UbcH7 0.022 0.066 -10000 0 -0.3 20 20
BRCA1/BARD1/RAD51/PCNA -0.006 0.12 -10000 0 -0.28 74 74
BARD1/DNA-PK/P53 0.025 0.085 -10000 0 -0.25 43 43
BRCA1/BARD1/Ubiquitin 0.01 0.076 -10000 0 -0.37 20 20
BRCA1/BARD1/CTIP 0.015 0.081 -10000 0 -0.28 32 32
FA complex 0.017 0.073 -10000 0 -0.34 6 6
BARD1/EWS 0.023 0.034 -10000 0 -0.37 4 4
RBBP8 0.007 0.07 -10000 0 -0.37 12 12
TP53 -0.023 0.14 -10000 0 -0.48 43 43
TOPBP1 0.017 0.017 -10000 0 -0.25 2 2
G1/S transition of mitotic cell cycle -0.008 0.11 0.3 51 -10000 0 51
BRCA1/BARD1 0.02 0.085 -10000 0 -0.28 26 26
CSTF1 0.014 0.035 -10000 0 -0.3 6 6
BARD1/EWS-Fli1 0.01 0.034 -10000 0 -0.38 4 4
CDK2 0.012 0.047 -10000 0 -0.31 10 10
UniProt:Q9BZD1 0 0 -10000 0 -10000 0 0
RAD51 -0.041 0.16 -10000 0 -0.47 64 64
RAD50 0.011 0.062 -10000 0 -0.52 7 7
BRCA1/BARD1/DNA-directed RNA polymerase II holoenzyme 0.01 0.076 -10000 0 -0.37 20 20
EWSR1 0.018 0 -10000 0 -10000 0 0
Signaling events mediated by HDAC Class III

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
EP300 0.014 0.047 -10000 0 -0.52 4 4
HDAC4 0.017 0.023 -10000 0 -0.52 1 1
induction of apoptosis 0 0 -10000 0 -10000 0 0
regulation of S phase of mitotic cell cycle -0.011 0.027 0.24 3 -10000 0 3
CDKN1A -0.018 0.13 -10000 0 -0.71 16 16
KAT2B 0 0 -10000 0 -10000 0 0
BAX 0.016 0.02 -10000 0 -0.25 3 3
FOXO3 0.001 0.043 0.41 4 -0.25 4 8
FOXO1 0 0.092 -10000 0 -0.46 19 19
FOXO4 0.022 0.034 -10000 0 -0.27 7 7
response to UV 0 0 -10000 0 -10000 0 0
XRCC6 0.017 0.012 -10000 0 -0.25 1 1
TAT -0.007 0.078 -10000 0 -0.25 48 48
mol:Lysophosphatidic acid 0 0 -10000 0 -10000 0 0
MYOD1 -0.011 0.091 -10000 0 -0.34 36 36
PPARGC1A -0.012 0.1 -10000 0 -0.31 48 48
FHL2 -0.077 0.19 -10000 0 -0.41 117 117
response to nutrient levels 0 0 -10000 0 -10000 0 0
KU70/SIRT1 0.024 0.029 -10000 0 -0.37 1 1
HIST2H4A 0.011 0.027 -10000 0 -0.24 3 3
SIRT1/FOXO3a 0.005 0.041 0.32 4 -0.31 1 5
SIRT1 0.016 0.04 -10000 0 -0.35 3 3
response to hypoxia 0 0 -10000 0 -10000 0 0
SIRT1/MEF2D/HDAC4 0.034 0.029 -10000 0 -0.31 2 2
SIRT1/Histone H1b 0.004 0.072 -10000 0 -0.23 37 37
apoptosis -0.033 0.028 0.31 1 -10000 0 1
SIRT1/PGC1A 0.005 0.064 -10000 0 -0.32 11 11
p53/SIRT1 -0.016 0.11 0.4 10 -0.37 32 42
SIRT1/FOXO4 0.027 0.038 -10000 0 -0.24 7 7
FOXO1/FHL2/SIRT1 -0.03 0.12 -10000 0 -0.3 79 79
HIST1H1E -0.005 0.08 -10000 0 -0.27 39 39
SIRT1/p300 0.022 0.043 -10000 0 -0.36 5 5
muscle cell differentiation 0.002 0.081 0.31 30 -10000 0 30
TP53 -0.022 0.14 0.2 10 -0.47 43 53
KU70/SIRT1/BAX 0.033 0.028 -10000 0 -0.31 1 1
CREBBP 0.016 0.033 -10000 0 -0.52 2 2
MEF2D 0.018 0 -10000 0 -10000 0 0
HIV-1 Tat/SIRT1 0.008 0.06 -10000 0 -0.37 1 1
ACSS2 0.023 0.029 -10000 0 -0.37 1 1
SIRT1/PCAF/MYOD -0.002 0.081 -10000 0 -0.32 30 30
Signaling mediated by p38-alpha and p38-beta

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
PTGS2 -0.002 0.14 -9999 0 -1.1 5 5
MKNK1 0.018 0 -9999 0 -10000 0 0
MAPK14 0.006 0.055 -9999 0 -0.29 6 6
ATF2/c-Jun -0.028 0.19 -9999 0 -0.64 44 44
MAPK11 0.006 0.053 -9999 0 -0.28 5 5
MITF 0.014 0.071 -9999 0 -0.34 11 11
MAPKAPK5 0.018 0.059 -9999 0 -0.33 5 5
KRT8 -0.004 0.1 -9999 0 -0.34 31 31
MAPKAPK3 0.017 0.017 -9999 0 -0.25 2 2
MAPKAPK2 0.014 0.047 -9999 0 -0.52 4 4
p38alpha-beta/CK2 0.009 0.074 -9999 0 -0.37 7 7
CEBPB 0.011 0.072 -9999 0 -0.32 11 11
SLC9A1 0.018 0.059 -9999 0 -0.33 5 5
mol:GDP 0 0 -9999 0 -10000 0 0
ATF2 0.013 0.079 -9999 0 -0.31 6 6
p38alpha-beta/MNK1 0.023 0.059 -9999 0 -0.3 6 6
JUN -0.028 0.19 -9999 0 -0.6 49 49
PPARGC1A 0.003 0.088 -9999 0 -0.35 15 15
USF1 0.006 0.084 -9999 0 -0.36 14 14
RAB5/GDP/GDI1 0.019 0.042 -9999 0 -0.23 5 5
NOS2 0.008 0.059 -9999 0 -0.32 6 6
DDIT3 0.014 0.066 -9999 0 -0.37 6 6
RAB5A 0.018 0 -9999 0 -10000 0 0
HSPB1 -0.012 0.12 -9999 0 -0.33 54 54
p38alpha-beta/HBP1 0.021 0.066 -9999 0 -0.34 8 8
CREB1 0.014 0.075 -9999 0 -0.29 14 14
RAB5/GDP 0.013 0 -9999 0 -10000 0 0
EIF4E 0.025 0.049 -9999 0 -0.27 5 5
RPS6KA4 0.018 0.061 -9999 0 -0.32 6 6
PLA2G4A -0.006 0.1 -9999 0 -0.31 30 30
GDI1 0.017 0.061 -9999 0 -0.32 6 6
TP53 -0.001 0.096 -9999 0 -0.35 20 20
RPS6KA5 0 0.1 -9999 0 -0.34 33 33
ESR1 -0.09 0.17 -9999 0 -0.33 155 155
HBP1 0.015 0.04 -9999 0 -0.52 3 3
MEF2C -0.001 0.1 -9999 0 -0.34 32 32
MEF2A 0.017 0.062 -9999 0 -0.33 6 6
EIF4EBP1 0.008 0.08 -9999 0 -0.3 14 14
KRT19 -0.014 0.12 -9999 0 -0.34 53 53
ELK4 0.016 0.065 -9999 0 -0.31 9 9
ATF6 0.018 0.06 -9999 0 -0.32 6 6
ATF1 0.014 0.076 -9999 0 -0.29 14 14
p38alpha-beta/MAPKAPK2 0.02 0.069 -9999 0 -0.37 8 8
p38alpha-beta/MAPKAPK3 0.022 0.059 -9999 0 -0.32 5 5
Signaling events mediated by VEGFR1 and VEGFR2

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
alphaV beta3 Integrin 0.001 0.094 -9999 0 -0.4 22 22
AKT1 0.029 0.15 -9999 0 -0.5 22 22
PTK2B 0.015 0.13 -9999 0 -0.56 15 15
VEGFR2 homodimer/Frs2 0.02 0.098 -9999 0 -0.52 12 12
CAV1 -0.001 0.083 -9999 0 -0.33 29 29
CALM1 0.018 0 -9999 0 -10000 0 0
VEGFR2 homodimer/VEGFA homodimer/Frs2 0.019 0.11 -9999 0 -0.55 11 11
endothelial cell proliferation 0.046 0.13 -9999 0 -0.47 17 17
mol:Ca2+ 0.014 0.14 -9999 0 -0.57 17 17
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Rac 0.033 0.1 -9999 0 -0.54 10 10
RP11-342D11.1 0.005 0.14 -9999 0 -0.58 16 16
CDH5 0.013 0.052 -9999 0 -0.52 5 5
VEGFA homodimer 0.003 0.099 -9999 0 -0.27 51 51
SHC1 0.017 0.023 -9999 0 -0.52 1 1
SHC2 -0.06 0.19 -9999 0 -0.51 77 77
HRAS/GDP -0.036 0.099 -9999 0 -0.51 15 15
SH2D2A -0.039 0.15 -9999 0 -0.38 76 76
VEGFR2 homodimer/VEGFA homodimer/SHP1/eNOS 0.044 0.12 -9999 0 -0.46 16 16
VEGFR2 homodimer/VEGFA homodimer/TsAd -0.008 0.14 -9999 0 -0.56 14 14
VEGFR1 homodimer 0.004 0.08 -9999 0 -0.45 15 15
SHC/GRB2/SOS1 0.026 0.13 -9999 0 -0.55 16 16
GRB10 0.005 0.17 -9999 0 -0.61 28 28
PTPN11 0.017 0.023 -9999 0 -0.52 1 1
GRB2 0.016 0.024 -9999 0 -0.25 4 4
PAK1 -0.022 0.13 -9999 0 -0.37 54 54
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Cadherin/beta catenin 0.029 0.12 -9999 0 -0.52 15 15
HRAS 0.012 0.051 -9999 0 -0.41 7 7
VEGF/Rho/ROCK1/Integrin Complex 0.018 0.12 -9999 0 -0.56 13 13
HIF1A -0.037 0.16 -9999 0 -0.46 61 61
FRS2 0.011 0.047 -9999 0 -0.27 13 13
oxygen and reactive oxygen species metabolic process 0.031 0.1 -9999 0 -0.53 10 10
mol:GTP 0 0 -9999 0 -10000 0 0
FLT4 0.018 0 -9999 0 -10000 0 0
Nck/Pak -0.007 0.095 -9999 0 -0.37 25 25
VEGFR2 homodimer/VEGFA homodimer/Fyn 0.018 0.12 -9999 0 -0.63 11 11
mol:GDP -0.038 0.1 -9999 0 -0.53 16 16
mol:NADP 0.042 0.11 -9999 0 -0.4 16 16
eNOS/Hsp90 0.047 0.11 -9999 0 -0.41 11 11
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
mol:IP3 0.014 0.14 -9999 0 -0.58 17 17
HIF1A/ARNT -0.014 0.12 -9999 0 -0.37 47 47
SHB 0.008 0.067 -9999 0 -0.41 12 12
VEGFA -0.002 0.076 -9999 0 -0.28 31 31
VEGFC -0.001 0.095 -9999 0 -0.47 20 20
FAK1/Vinculin 0.034 0.13 -9999 0 -0.61 12 12
mol:Ca ++ 0 0 -9999 0 -10000 0 0
RHOA 0.005 0.08 -9999 0 -0.52 12 12
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin 0.015 0.14 -9999 0 -0.6 15 15
PTPN6 0.015 0.035 -9999 0 -0.43 3 3
EPAS1 0.012 0.088 -9999 0 -0.44 18 18
mol:L-citrulline 0.042 0.11 -9999 0 -0.4 16 16
ITGAV -0.002 0.1 -9999 0 -0.48 21 21
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
VEGFR2 homodimer/VEGFA homodimer/Frs2/GRB2 0.028 0.11 -9999 0 -0.52 11 11
VEGFR2 homodimer/VEGFA homodimer 0.013 0.15 -9999 0 -0.64 16 16
VEGFR2/3 heterodimer 0.024 0.095 -9999 0 -0.56 10 10
VEGFB 0.017 0.023 -9999 0 -0.52 1 1
MAPK11 0.015 0.14 -9999 0 -0.59 17 17
VEGFR2 homodimer 0.018 0.11 -9999 0 -0.55 15 15
FLT1 0.004 0.08 -9999 0 -0.45 15 15
NEDD4 0.001 0.093 -9999 0 -0.53 15 15
MAPK3 0.017 0.13 -9999 0 -0.52 17 17
MAPK1 0.016 0.13 -9999 0 -0.52 17 17
VEGFA145/NRP2 0.009 0.065 -9999 0 -0.37 8 8
VEGFR1/2 heterodimer 0.016 0.11 -9999 0 -0.47 20 20
KDR 0.018 0.11 -9999 0 -0.55 15 15
VEGFA165/NRP1/VEGFR2 homodimer 0.017 0.14 -9999 0 -0.57 18 18
SRC 0.015 0.035 -9999 0 -0.43 3 3
platelet activating factor biosynthetic process 0.018 0.13 -9999 0 -0.54 17 17
PI3K 0.02 0.16 -9999 0 -0.58 22 22
VEGFR2 homodimer/VEGFA homodimer/NCK1 0.02 0.11 -9999 0 -0.57 10 10
FES 0.011 0.15 -9999 0 -0.62 16 16
GAB1 0.02 0.15 -9999 0 -0.58 17 17
VEGFR2 homodimer/VEGFA homodimer/Src 0.022 0.11 -9999 0 -0.57 10 10
CTNNB1 0.001 0.09 -9999 0 -0.45 19 19
SOS1 0.017 0.023 -9999 0 -0.52 1 1
ARNT 0.018 0 -9999 0 -10000 0 0
eNOS/Caveolin-1 0.041 0.12 -9999 0 -0.42 18 18
VEGFR2 homodimer/VEGFA homodimer/Yes 0.018 0.12 -9999 0 -0.54 13 13
PI3K/GAB1 0.027 0.16 -9999 0 -0.49 23 23
VEGFR2 homodimer/VEGFA homodimer/Frs2/Nck/Pak 0.013 0.12 -9999 0 -0.44 18 18
PRKACA 0.018 0 -9999 0 -10000 0 0
VEGFR2/3 heterodimer/VEGFC homodimer 0.024 0.12 -9999 0 -0.53 16 16
HSP90AA1 0.013 0.045 -9999 0 -0.39 6 6
CDC42 0.015 0.14 -9999 0 -0.6 16 16
actin cytoskeleton reorganization -0.008 0.13 -9999 0 -0.55 14 14
PTK2 0.026 0.14 -9999 0 -0.64 13 13
EDG1 -0.003 0.19 -9999 0 -0.64 31 31
mol:DAG 0.014 0.14 -9999 0 -0.58 17 17
CaM/Ca2+ 0.021 0.13 -9999 0 -0.53 17 17
MAP2K3 0.015 0.14 -9999 0 -0.55 19 19
VEGFR2 homodimer/VEGFA homodimer/GRB10/NEDD4 0.011 0.18 -9999 0 -0.62 28 28
PLCG1 0.014 0.14 -9999 0 -0.59 17 17
VEGFR2 homodimer/VEGFA homodimer/Src/Shb 0.027 0.11 -9999 0 -0.48 15 15
IQGAP1 0.018 0 -9999 0 -10000 0 0
YES1 0.007 0.07 -9999 0 -0.43 12 12
VEGFR2 homodimer/VEGFA homodimer/SHP2 0.023 0.11 -9999 0 -0.57 11 11
VEGFR2 homodimer/VEGFA homodimer/SHP1 0.022 0.11 -9999 0 -0.57 10 10
cell migration 0.055 0.12 -9999 0 -0.64 8 8
mol:PI-3-4-5-P3 0.021 0.15 -9999 0 -0.54 22 22
FYN 0.008 0.067 -9999 0 -0.41 12 12
VEGFB/NRP1 0.014 0.13 -9999 0 -0.56 16 16
mol:NO 0.042 0.11 -9999 0 -0.4 16 16
PXN 0.018 0 -9999 0 -10000 0 0
HRAS/GTP -0.036 0.098 -9999 0 -0.51 15 15
VEGFR2 homodimer/VEGFA homodimer/GRB10 0.009 0.17 -9999 0 -0.62 28 28
VHL 0.015 0.029 -9999 0 -0.25 6 6
ITGB3 0.002 0.075 -9999 0 -0.32 25 25
NOS3 0.041 0.12 -9999 0 -0.45 16 16
VEGFR2 homodimer/VEGFA homodimer/Sck -0.021 0.15 -9999 0 -0.48 25 25
RAC1 0.018 0 -9999 0 -10000 0 0
PRKCA 0.019 0.13 -9999 0 -0.54 17 17
PRKCB 0.012 0.13 -9999 0 -0.54 17 17
VCL 0.016 0.029 -9999 0 -0.34 3 3
VEGFA165/NRP1 0.008 0.14 -9999 0 -0.59 16 16
VEGFR1/2 heterodimer/VEGFA homodimer 0.016 0.12 -9999 0 -0.59 13 13
VEGFA165/NRP2 0.009 0.065 -9999 0 -0.37 8 8
MAPKKK cascade 0.031 0.15 -9999 0 -0.51 28 28
NRP2 0.011 0.052 -9999 0 -0.33 11 11
VEGFC homodimer -0.001 0.095 -9999 0 -0.47 20 20
NCK1 0.011 0.045 -9999 0 -0.28 12 12
ROCK1 0.018 0 -9999 0 -10000 0 0
FAK1/Paxillin 0.035 0.13 -9999 0 -0.6 12 12
MAP3K13 0.01 0.15 -9999 0 -0.58 19 19
PDPK1 0.027 0.14 -9999 0 -0.47 23 23
Paxillin-independent events mediated by a4b1 and a4b7

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
PTK2 0.017 0.079 -9999 0 -0.37 18 18
CRKL 0.014 0.047 -9999 0 -0.52 4 4
Rac1/GDP 0.013 0 -9999 0 -10000 0 0
DOCK1 0.006 0.078 -9999 0 -0.5 12 12
ITGA4 -0.007 0.1 -9999 0 -0.39 32 32
alpha4/beta7 Integrin/MAdCAM1 0.023 0.079 -9999 0 -0.29 27 27
EPO -0.023 0.097 -9999 0 -0.25 80 80
alpha4/beta7 Integrin 0.009 0.074 -9999 0 -0.37 16 16
mol:GTP 0 0 -9999 0 -10000 0 0
CRK 0.016 0.033 -9999 0 -0.52 2 2
alpha4/beta1 Integrin 0.006 0.084 -9999 0 -0.41 17 17
EPO/EPOR (dimer) -0.003 0.069 -9999 0 -0.32 2 2
lamellipodium assembly 0.022 0.069 -9999 0 -0.34 7 7
PIK3CA 0.016 0.029 -9999 0 -0.34 3 3
PI3K 0.005 0.082 -9999 0 -0.37 21 21
ARF6 0.016 0.033 -9999 0 -0.52 2 2
JAK2 0.007 0.079 -9999 0 -0.32 19 19
PXN 0.018 0 -9999 0 -10000 0 0
PIK3R1 -0.009 0.11 -9999 0 -0.42 33 33
MADCAM1 0.014 0.033 -9999 0 -0.25 8 8
cell adhesion 0.021 0.079 -9999 0 -0.29 27 27
CRKL/CBL 0.023 0.035 -9999 0 -0.37 4 4
ITGB1 0.014 0.044 -9999 0 -0.41 5 5
SRC -0.001 0.11 -9999 0 -0.31 48 48
ITGB7 0.018 0 -9999 0 -10000 0 0
RAC1 0.018 0 -9999 0 -10000 0 0
alpha4/beta1 Integrin/VCAM1 -0.005 0.12 -9999 0 -0.35 46 46
p130Cas/Crk/Dock1 0.018 0.1 -9999 0 -0.46 8 8
VCAM1 -0.022 0.13 -9999 0 -0.42 48 48
RHOA 0.005 0.08 -9999 0 -0.52 12 12
alpha4/beta1 Integrin/Paxillin/GIT1 0.028 0.07 -9999 0 -0.3 18 18
BCAR1 0.006 0.1 -9999 0 -0.29 42 42
EPOR 0.016 0.02 -9999 0 -0.25 3 3
mol:GDP 0 0 -9999 0 -10000 0 0
CBL 0.017 0.012 -9999 0 -0.25 1 1
GIT1 0.014 0.035 -9999 0 -0.3 6 6
Rac1/GTP 0.022 0.071 -9999 0 -0.35 7 7
Role of Calcineurin-dependent NFAT signaling in lymphocytes

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 0.018 0 -10000 0 -10000 0 0
NFATC1 0.033 0.073 -10000 0 -0.26 24 24
NFATC2 0.027 0.041 -10000 0 -0.25 1 1
NFATC3 0.017 0.006 -10000 0 -10000 0 0
YWHAE 0.016 0.029 -10000 0 -0.34 3 3
Calcineurin A alpha-beta B1/CABIN1 0.003 0.094 -10000 0 -0.37 14 14
Exportin 1/Ran/NUP214 0.035 0.018 -10000 0 -0.3 1 1
mol:DAG 0 0.001 -10000 0 -10000 0 0
CABIN1/MEF2D/CaM/Ca2+/CAMK IV 0.021 0.09 -10000 0 -0.42 9 9
BCL2/BAX -0.071 0.16 -10000 0 -0.37 115 115
CaM/Ca2+/Calcineurin A alpha-beta B1 0.015 0.003 -10000 0 -10000 0 0
CaM/Ca2+ 0.015 0.003 -10000 0 -10000 0 0
BAX 0.016 0.02 -10000 0 -0.25 3 3
MAPK14 0.018 0.012 -10000 0 -0.25 1 1
BAD 0.017 0.023 -10000 0 -0.52 1 1
CABIN1/MEF2D 0.012 0.09 -10000 0 -0.39 11 11
Calcineurin A alpha-beta B1/BCL2 -0.11 0.22 -10000 0 -0.47 144 144
FKBP8 0.017 0.012 -10000 0 -0.25 1 1
activation-induced cell death of T cells -0.012 0.089 0.38 11 -10000 0 11
KPNB1 0.012 0.057 -10000 0 -0.52 6 6
KPNA2 -0.001 0.084 -10000 0 -0.34 27 27
XPO1 0.018 0 -10000 0 -10000 0 0
SFN -0.015 0.12 -10000 0 -0.45 37 37
MAP3K8 -0.036 0.15 -10000 0 -0.39 70 70
NFAT4/CK1 alpha 0.011 0.074 -10000 0 -0.24 37 37
MEF2D/NFAT1/Cbp/p300 0.057 0.059 -10000 0 -0.33 3 3
CABIN1 0.003 0.095 -10000 0 -0.38 14 14
CALM1 0.018 0.001 -10000 0 -10000 0 0
RAN 0.017 0.012 -10000 0 -0.25 1 1
MAP3K1 -0.03 0.14 -10000 0 -0.42 58 58
CAMK4 0.011 0.052 -10000 0 -0.33 11 11
mol:Ca2+ 0.001 0.002 -10000 0 -10000 0 0
MAPK3 0.016 0.026 -10000 0 -0.39 2 2
YWHAH 0.013 0.048 -10000 0 -0.47 5 5
Calcineurin A alpha-beta B1/AKAP79/PKA -0.01 0.11 -10000 0 -0.37 39 39
YWHAB 0.015 0.037 -10000 0 -0.39 4 4
MAPK8 0.015 0.041 -10000 0 -0.52 3 3
MAPK9 -0.006 0.11 -10000 0 -0.51 24 24
YWHAG 0.017 0.017 -10000 0 -0.25 2 2
FKBP1A 0.017 0.017 -10000 0 -0.25 2 2
NFAT1-c-4/YWHAQ 0.051 0.067 -10000 0 -0.28 1 1
PRKCH 0.011 0.056 -10000 0 -0.42 8 8
CABIN1/Cbp/p300 0.023 0.042 -10000 0 -0.37 6 6
CASP3 0.018 0.001 -10000 0 -10000 0 0
PIM1 0.013 0.035 -10000 0 -0.25 9 9
Calcineurin A alpha-beta B1/FKBP12/FK506 0.012 0.009 -10000 0 -10000 0 0
apoptosis -0.026 0.046 -10000 0 -0.32 1 1
14-3-3 family/BAD/CaM/Ca2+/Calcineurin A alpha-beta B1 0.033 0.052 -10000 0 -0.33 1 1
PRKCB 0 0 -10000 0 -10000 0 0
PRKCE 0.01 0.06 -10000 0 -0.43 9 9
JNK2/NFAT4 0.013 0.062 -10000 0 -0.28 23 23
BAD/BCL-XL 0.026 0.017 -10000 0 -0.37 1 1
PRKCD 0.014 0.042 -10000 0 -0.45 4 4
NUP214 0.016 0.026 -10000 0 -0.39 2 2
PRKCZ 0 0.001 -10000 0 -10000 0 0
PRKCA 0.014 0.033 -10000 0 -0.25 8 8
PRKCG 0.018 0 -10000 0 -10000 0 0
PRKCQ -0.014 0.1 -10000 0 -0.31 51 51
FKBP38/BCL2 -0.07 0.16 -10000 0 -0.37 115 115
EP300 0.014 0.047 -10000 0 -0.52 4 4
PRKCB1 -0.052 0.16 -10000 0 -0.39 90 90
CSNK2A1 0.017 0.023 -10000 0 -0.52 1 1
NFATc/JNK1 0.041 0.073 -10000 0 -10000 0 0
CaM/Ca2+/FKBP38 0.025 0.007 -10000 0 -10000 0 0
FKBP12/FK506 0.012 0.011 -10000 0 -0.17 2 2
CSNK1A1 0.022 0.015 -10000 0 -0.31 1 1
CaM/Ca2+/CAMK IV 0.021 0.032 -10000 0 -0.31 3 3
NFATc/ERK1 0.041 0.073 -10000 0 -0.49 1 1
CABIN1/YWHAQ/CaM/Ca2+/CAMK IV 0.019 0.091 -10000 0 -0.42 10 10
NR4A1 0.052 0.066 -10000 0 -0.51 2 2
GSK3B 0.018 0.001 -10000 0 -10000 0 0
positive T cell selection 0.017 0.006 -10000 0 -10000 0 0
NFAT1/CK1 alpha 0.027 0.036 -10000 0 -0.25 2 2
RCH1/ KPNB1 0.009 0.074 -10000 0 -0.38 15 15
YWHAQ 0.014 0.039 -10000 0 -0.36 5 5
PRKACA 0.018 0.001 -10000 0 -10000 0 0
AKAP5 -0.033 0.15 -10000 0 -0.42 61 61
MEF2D 0.018 0.001 -10000 0 -10000 0 0
mol:FK506 0 0 -10000 0 -10000 0 0
YWHAZ 0.017 0.017 -10000 0 -0.25 2 2
NFATc/p38 alpha 0.042 0.07 -10000 0 -10000 0 0
CREBBP 0.016 0.033 -10000 0 -0.52 2 2
BCL2 -0.11 0.22 -10000 0 -0.47 144 144
Retinoic acid receptors-mediated signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
HDAC1 0.017 0.023 -10000 0 -0.52 1 1
HDAC3 0.018 0 -10000 0 -10000 0 0
VDR -0.003 0.1 -10000 0 -0.51 21 21
Cbp/p300/PCAF 0.02 0.036 -10000 0 -0.31 6 6
EP300 0.014 0.047 -10000 0 -0.52 4 4
RARs/AIB1/Cbp/p300/PCAF/9cRA 0.022 0.059 -10000 0 -0.28 3 3
KAT2B 0 0 -10000 0 -10000 0 0
MAPK14 0.017 0.012 -10000 0 -0.25 1 1
AKT1 0.03 0.093 0.22 54 -0.25 19 73
RAR alpha/9cRA/Cyclin H -0.024 0.062 -10000 0 -0.4 5 5
mol:9cRA 0 0 -10000 0 -10000 0 0
RARs/Src-1/Cbp/p300/PCAF/9cRA 0.014 0.07 -10000 0 -0.3 8 8
CDC2 -0.012 0.12 -10000 0 -0.44 34 34
response to UV -0.002 0.009 -10000 0 -10000 0 0
RAR alpha/Jnk1 0.015 0.049 -10000 0 -0.37 5 5
NCOR2 0.018 0 -10000 0 -10000 0 0
VDR/VDR/Vit D3 -0.002 0.075 -10000 0 -0.37 21 21
RXRs/RARs/NRIP1/9cRA -0.009 0.19 -10000 0 -0.54 53 53
NCOA2 0.009 0.063 -10000 0 -0.4 11 11
NCOA3 0.013 0.047 -10000 0 -0.37 7 7
NCOA1 0.012 0.057 -10000 0 -0.52 6 6
VDR/VDR/DNA -0.003 0.1 -10000 0 -0.51 21 21
RARG 0.016 0.024 -10000 0 -0.52 1 1
RAR gamma1/9cRA 0.022 0.016 -10000 0 -0.31 1 1
MAPK3 0.015 0.027 -10000 0 -0.39 2 2
MAPK1 0.016 0.033 -10000 0 -0.52 2 2
MAPK8 0.013 0.041 -10000 0 -0.52 3 3
mol:Vit D3 0 0 -10000 0 -10000 0 0
RXRs/VDR/DNA/Vit D3 0.002 0.12 -10000 0 -0.46 10 10
RARA 0.019 0.047 -10000 0 -0.25 8 8
negative regulation of phosphoinositide 3-kinase cascade 0 0 -10000 0 -10000 0 0
RARs/TIF2/Cbp/p300/PCAF/9cRA 0.014 0.067 -10000 0 -0.34 3 3
PRKCA 0.011 0.038 -10000 0 -0.26 8 8
RXRs/RARs/NRIP1/9cRA/HDAC1 -0.026 0.21 -10000 0 -0.6 54 54
RXRG 0.014 0.063 -10000 0 -0.33 12 12
RXRA 0.011 0.08 -10000 0 -0.29 8 8
RXRB 0.021 0.041 -10000 0 -0.3 3 3
VDR/Vit D3/DNA -0.002 0.075 -10000 0 -0.37 21 21
RBP1 -0.076 0.19 -10000 0 -0.42 112 112
CRBP1/9-cic-RA -0.053 0.14 -10000 0 -0.3 112 112
RARB -0.025 0.13 -10000 0 -0.36 60 60
PRKCG 0.016 0.017 -10000 0 -10000 0 0
MNAT1 0.017 0.012 -10000 0 -0.25 1 1
RAR alpha/RXRs 0.02 0.15 -10000 0 -0.43 18 18
RXRs/RARs/SMRT(N-CoR2)/9cRA 0.023 0.11 -10000 0 -0.38 7 7
proteasomal ubiquitin-dependent protein catabolic process 0.021 0.064 -10000 0 -0.29 3 3
RXRs/RARs/NRIP1/9cRA/HDAC3 -0.026 0.21 -10000 0 -0.6 54 54
positive regulation of DNA binding -0.023 0.059 -10000 0 -0.38 5 5
NRIP1 -0.085 0.38 -10000 0 -1.2 53 53
RXRs/RARs -0.011 0.15 -10000 0 -0.42 54 54
RXRs/RXRs/DNA/9cRA 0.003 0.12 -10000 0 -0.41 8 8
PRKACA 0.018 0 -10000 0 -10000 0 0
CDK7 0.017 0.012 -10000 0 -0.25 1 1
TFIIH 0.033 0.031 -10000 0 -0.3 4 4
RAR alpha/9cRA 0.04 0.041 -10000 0 -0.27 3 3
CCNH 0.014 0.047 -10000 0 -0.52 4 4
CREBBP 0.016 0.033 -10000 0 -0.52 2 2
RAR gamma2/9cRA -0.002 0.022 -10000 0 -10000 0 0
LPA4-mediated signaling events

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
ADCY4 0.011 0.053 -9999 0 -0.31 13 13
ADCY5 -0.01 0.074 -9999 0 -0.32 15 15
ADCY6 0.014 0.042 -9999 0 -0.31 8 8
ADCY7 0.007 0.06 -9999 0 -0.32 14 14
ADCY1 0.015 0.038 -9999 0 -0.31 6 6
ADCY2 -0.03 0.11 -9999 0 -0.33 51 51
ADCY3 0.01 0.054 -9999 0 -0.31 13 13
ADCY8 0.011 0.046 -9999 0 -0.31 7 7
PRKCE 0.007 0.044 -9999 0 -0.31 9 9
ADCY9 0.002 0.075 -9999 0 -0.33 24 24
mol:DAG 0 0 -9999 0 -10000 0 0
cAMP biosynthetic process -0.002 0.072 -9999 0 -0.31 14 14
a4b1 and a4b7 Integrin signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
ITGB1 0.014 0.044 -9999 0 -0.41 5 5
ITGB7 0.018 0 -9999 0 -10000 0 0
ITGA4 -0.007 0.1 -9999 0 -0.39 32 32
alpha4/beta7 Integrin 0.009 0.074 -9999 0 -0.37 16 16
alpha4/beta1 Integrin 0.006 0.084 -9999 0 -0.41 17 17
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met)

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
MET/RANBP9 0.014 0.053 -10000 0 -0.37 4 4
CRKL 0.02 0.086 -10000 0 -0.44 12 12
mol:PIP3 -0.004 0.091 0.46 19 -10000 0 19
AKT1 0.007 0.068 0.34 18 -0.28 4 22
PTK2B 0.017 0.017 -10000 0 -0.25 2 2
RAPGEF1 0.026 0.082 -10000 0 -0.42 11 11
RANBP10 0.018 0 -10000 0 -10000 0 0
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
HGF/MET/SHIP2 0.016 0.071 -10000 0 -0.31 18 18
MAP3K5 0.018 0.099 -10000 0 -0.4 15 15
HGF/MET/CIN85/CBL/ENDOPHILINS 0.021 0.079 -10000 0 -0.29 24 24
AP1 -0.087 0.16 -10000 0 -0.37 110 110
mol:SU11274 0 0 -10000 0 -10000 0 0
SHC1 0.017 0.023 -10000 0 -0.52 1 1
apoptosis -0.14 0.3 -10000 0 -0.74 100 100
STAT3 (dimer) 0.029 0.058 -10000 0 -0.29 2 2
GAB1/CRKL/SHP2/PI3K 0.029 0.098 -10000 0 -0.42 13 13
INPP5D 0 0 -10000 0 -10000 0 0
CBL/CRK 0.03 0.081 -10000 0 -0.46 9 9
PTPN11 0.017 0.023 -10000 0 -0.52 1 1
GO:0007205 0 0 -10000 0 -10000 0 0
PLCG1 0.016 0.026 -10000 0 -0.39 2 2
PTEN -0.002 0.1 -10000 0 -0.52 19 19
ELK1 -0.005 0.036 0.25 3 -0.17 6 9
mol:SU5416 0 0 -10000 0 -10000 0 0
SHP2/GRB2/SOS1GAB1 0.023 0.045 -10000 0 -0.22 8 8
PAK1 -0.005 0.089 0.31 18 -0.26 29 47
HGF/MET/RANBP10 0.02 0.063 -10000 0 -0.31 13 13
HRAS 0.025 0.077 -10000 0 -0.52 6 6
DOCK1 0.021 0.093 -10000 0 -0.49 10 10
GAB1 0.016 0.087 -10000 0 -0.43 14 14
CRK 0.021 0.084 -10000 0 -0.45 11 11
mol:PHA665752 0 0 -10000 0 -10000 0 0
mol:GDP 0.021 0.083 -10000 0 -0.49 12 12
JUN -0.034 0.15 -10000 0 -0.46 57 57
EntrezGene:200958 0 0 -10000 0 -10000 0 0
HGF/MET 0.005 0.05 -10000 0 -0.24 17 17
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
cell morphogenesis 0.039 0.088 -10000 0 -0.36 9 9
GRB2/SHC 0.024 0.049 -10000 0 -0.23 11 11
FOS -0.11 0.2 -10000 0 -0.37 171 171
GLMN -0.001 0.014 -10000 0 -0.25 1 1
cell motility -0.005 0.036 0.25 3 -0.17 6 9
HGF/MET/MUC20 0.008 0.062 -10000 0 -0.32 13 13
cell migration 0.024 0.048 -10000 0 -0.23 11 11
GRB2 0.016 0.024 -10000 0 -0.25 4 4
CBL 0.017 0.012 -10000 0 -0.25 1 1
MET/RANBP10 0.014 0.053 -10000 0 -0.37 4 4
HGF/MET/Paxillin/FAK1/FAK12/RasGAP 0.025 0.059 -10000 0 -0.3 2 2
MET/MUC20 0.001 0.052 -10000 0 -0.2 31 31
RAP1B 0.03 0.08 -10000 0 -0.39 12 12
RAP1A 0.03 0.087 -10000 0 -0.44 12 12
HGF/MET/RANBP9 0.019 0.063 -10000 0 -0.31 13 13
RAF1 0.031 0.073 -10000 0 -0.52 5 5
STAT3 0.029 0.059 -10000 0 -0.29 2 2
cell proliferation 0.037 0.07 -10000 0 -0.32 13 13
RPS6KB1 0.009 0.023 -10000 0 -0.15 1 1
MAPK3 -0.01 0.04 0.66 1 -10000 0 1
MAPK1 -0.009 0.055 0.76 2 -10000 0 2
RANBP9 0.017 0.012 -10000 0 -0.25 1 1
MAPK8 0.025 0.093 -10000 0 -0.38 10 10
SRC 0.029 0.058 -10000 0 -0.26 4 4
PI3K 0.011 0.077 -10000 0 -0.26 29 29
MET/Glomulin 0.005 0.047 -10000 0 -0.17 32 32
SOS1 0.017 0.023 -10000 0 -0.52 1 1
MAP2K1 0.037 0.069 -10000 0 -0.51 4 4
MET 0 0.075 -10000 0 -0.29 31 31
MAP4K1 0.03 0.081 -10000 0 -0.46 9 9
PTK2 0.016 0.029 -10000 0 -0.34 3 3
MAP2K2 0.036 0.073 -10000 0 -0.5 5 5
BAD 0.013 0.064 0.32 18 -0.26 5 23
MAP2K4 0.015 0.1 -10000 0 -0.35 17 17
SHP2/GRB2/SOS1/GAB1 -0.016 0.067 -10000 0 -0.38 13 13
INPPL1 0.012 0.055 -10000 0 -0.44 7 7
PXN 0.018 0 -10000 0 -10000 0 0
SH3KBP1 0 0.086 -10000 0 -0.38 23 23
HGS 0.012 0.048 -10000 0 -0.22 18 18
PLCgamma1/PKC 0.012 0.019 -10000 0 -0.27 2 2
HGF 0.008 0.069 -10000 0 -0.45 11 11
RASA1 0.004 0.078 -10000 0 -0.42 16 16
NCK1 0.011 0.045 -10000 0 -0.28 12 12
PTPRJ 0.012 0.055 -10000 0 -0.44 7 7
NCK/PLCgamma1 0.024 0.055 -10000 0 -0.24 12 12
PDPK1 0.003 0.07 0.37 18 -10000 0 18
HGF/MET/SHIP 0.008 0.062 -10000 0 -0.32 13 13
EPO signaling pathway

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
BCL2L1 -0.029 0.17 -10000 0 -0.44 12 12
CRKL 0.006 0.074 -10000 0 -0.33 6 6
mol:DAG 0.006 0.083 -10000 0 -0.28 3 3
HRAS 0.024 0.075 -10000 0 -0.41 2 2
MAPK8 0.009 0.058 -10000 0 -0.28 4 4
RAP1A 0.005 0.077 -10000 0 -0.32 9 9
GAB1 0.002 0.08 -10000 0 -0.28 13 13
MAPK14 0.011 0.054 -10000 0 -0.24 1 1
EPO -0.025 0.098 -10000 0 -0.26 80 80
PLCG1 0.006 0.084 -10000 0 -0.29 3 3
EPOR/TRPC2/IP3 Receptors 0.013 0.024 -10000 0 -0.27 3 3
RAPGEF1 0.018 0 -10000 0 -10000 0 0
EPO/EPOR (dimer)/SOCS3 0.001 0.073 -10000 0 -0.32 10 10
GAB1/SHC/GRB2/SOS1 0.02 0.074 -10000 0 -0.43 2 2
EPO/EPOR (dimer) -0.005 0.071 -10000 0 -0.32 2 2
IRS2 -0.013 0.1 -10000 0 -0.31 34 34
STAT1 -0.026 0.14 -10000 0 -0.33 52 52
STAT5B -0.002 0.1 -10000 0 -0.32 3 3
cell proliferation 0.016 0.054 -10000 0 -0.25 4 4
GAB1/SHIP/PIK3R1/SHP2/SHC -0.031 0.066 -10000 0 -0.31 11 11
TEC 0.005 0.074 -10000 0 -0.31 6 6
SOCS3 0.005 0.074 -10000 0 -0.38 17 17
STAT1 (dimer) -0.026 0.14 -10000 0 -0.32 52 52
JAK2 0.008 0.054 -10000 0 -0.32 12 12
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
EPO/EPOR (dimer)/JAK2 0.015 0.083 -10000 0 -0.29 6 6
EPO/EPOR -0.005 0.071 -10000 0 -0.32 2 2
LYN 0.012 0.033 -10000 0 -0.26 7 7
TEC/VAV2 0.014 0.076 -10000 0 -0.34 3 3
elevation of cytosolic calcium ion concentration 0.013 0.023 -10000 0 -0.27 3 3
SHC1 0.017 0.023 -10000 0 -0.52 1 1
EPO/EPOR (dimer)/LYN 0.009 0.066 -10000 0 -0.26 2 2
mol:IP3 0.006 0.083 -10000 0 -0.28 3 3
PI3K regualtory subunit polypeptide 1/IRS2/SHIP -0.017 0.11 -10000 0 -0.32 39 39
SH2B3 0.015 0.024 -10000 0 -0.52 1 1
NFKB1 0.01 0.055 -10000 0 -0.27 2 2
EPO/EPOR (dimer)/JAK2/SOCS3 -0.004 0.05 0.26 1 -0.23 11 12
PTPN6 0 0.072 -10000 0 -0.29 6 6
TEC/VAV2/GRB2 0.021 0.074 -10000 0 -0.33 3 3
EPOR 0.013 0.024 -10000 0 -0.27 3 3
INPP5D 0 0 -10000 0 -10000 0 0
mol:GDP 0.019 0.075 -10000 0 -0.44 2 2
SOS1 0.017 0.023 -10000 0 -0.52 1 1
PLCG2 -0.017 0.11 -10000 0 -0.32 55 55
CRKL/CBL/C3G 0.023 0.073 -10000 0 -0.36 3 3
VAV2 0.007 0.071 -10000 0 -0.3 4 4
CBL 0.008 0.07 -10000 0 -0.3 4 4
SHC/Grb2/SOS1 -0.021 0.044 -10000 0 -0.28 4 4
STAT5A -0.005 0.11 -10000 0 -0.36 5 5
GRB2 0.016 0.024 -10000 0 -0.25 4 4
STAT5 (dimer) -0.013 0.15 -10000 0 -0.35 38 38
LYN/PLCgamma2 -0.002 0.082 -10000 0 -0.36 16 16
PTPN11 0.017 0.023 -10000 0 -0.52 1 1
BTK -0.005 0.092 -10000 0 -0.31 22 22
BCL2 -0.15 0.38 -10000 0 -0.86 117 117
S1P5 pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
mol:S1P 0 0 -10000 0 -10000 0 0
telencephalon oligodendrocyte cell migration -0.01 0.078 0.26 22 -10000 0 22
GNAI2 0.006 0.075 -10000 0 -0.48 12 12
S1P/S1P5/G12 0.012 0 -10000 0 -10000 0 0
mol:GDP 0 0 -10000 0 -10000 0 0
GNAO1 0.016 0.024 -10000 0 -0.25 4 4
RhoA/GTP 0.01 0.08 -10000 0 -0.27 22 22
negative regulation of cAMP metabolic process 0.008 0.072 -10000 0 -0.22 42 42
GNAZ 0.001 0.088 -10000 0 -0.44 19 19
GNAI3 0.018 0 -10000 0 -10000 0 0
GNA12 0.018 0 -10000 0 -10000 0 0
S1PR5 0 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
S1P/S1P5/Gi 0.008 0.072 -10000 0 -0.22 42 42
RhoA/GDP 0.004 0.058 -10000 0 -0.38 12 12
RHOA 0.005 0.08 -10000 0 -0.52 12 12
GNAI1 -0.017 0.12 -10000 0 -0.38 46 46
Signaling events mediated by HDAC Class II

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
G beta1gamma2/HDAC5 0.041 0.037 -10000 0 -0.27 7 7
HDAC3 0.018 0 -10000 0 -10000 0 0
Ran/GTP/Exportin 1/HDAC4 -0.001 0.011 -10000 0 -0.22 1 1
GATA1/HDAC4 0.026 0.017 -10000 0 -0.37 1 1
GATA1/HDAC5 0.026 0.017 -10000 0 -0.37 1 1
GATA2/HDAC5 0.008 0.068 -10000 0 -0.37 10 10
HDAC5/BCL6/BCoR 0.016 0.078 -10000 0 -0.3 28 28
HDAC9 0.011 0.045 -10000 0 -0.28 12 12
Glucocorticoid receptor/Hsp90/HDAC6 0.021 0.068 -10000 0 -0.3 21 21
HDAC4/ANKRA2 0.013 0.072 -10000 0 -0.37 18 18
HDAC5/YWHAB 0.023 0.032 -10000 0 -0.37 3 3
NPC/RanGAP1/SUMO1/Ubc9 0.023 0.013 -10000 0 -0.2 1 1
GATA2 -0.007 0.093 -10000 0 -0.31 40 40
HDAC4/RFXANK 0.025 0.019 -10000 0 -0.37 1 1
BCOR 0.009 0.07 -10000 0 -0.52 9 9
mol:GTP 0 0 -10000 0 -10000 0 0
HDAC10 0.015 0.037 -10000 0 -0.39 4 4
HDAC5 0.017 0.023 -10000 0 -0.52 1 1
GNB1/GNG2 0.021 0.043 -10000 0 -0.37 6 6
Histones 0.02 0.07 -10000 0 -0.25 29 29
ADRBK1 0.018 0 -10000 0 -10000 0 0
HDAC4 0.017 0.023 -10000 0 -0.52 1 1
XPO1 0.018 0 -10000 0 -10000 0 0
HDAC5/ANKRA2 0.013 0.072 -10000 0 -0.37 18 18
HDAC4/Ubc9 0.026 0.017 -10000 0 -0.37 1 1
HDAC7 0 0 -10000 0 -10000 0 0
HDAC5/14-3-3 E 0.024 0.027 -10000 0 -0.37 2 2
TUBA1B 0.018 0 -10000 0 -10000 0 0
HDAC6 0.018 0 -10000 0 -10000 0 0
HDAC5/RFXANK 0.025 0.019 -10000 0 -0.37 1 1
CAMK4 0.011 0.052 -10000 0 -0.33 11 11
Tubulin/HDAC6 0.022 0.063 -10000 0 -0.3 17 17
SUMO1 0.018 0 -10000 0 -10000 0 0
EntrezGene:9972 0 0 -10000 0 -10000 0 0
YWHAB 0.015 0.037 -10000 0 -0.39 4 4
GATA1 0.018 0 -10000 0 -10000 0 0
EntrezGene:8021 0 0 -10000 0 -10000 0 0
YWHAE 0.016 0.029 -10000 0 -0.34 3 3
NR3C1 -0.001 0.098 -10000 0 -0.51 19 19
SUMO1/HDAC4 0.036 0.019 -10000 0 -0.31 1 1
SRF 0.016 0.024 -10000 0 -0.25 4 4
HDAC4/YWHAB 0.023 0.032 -10000 0 -0.37 3 3
Tubulin 0.011 0.073 -10000 0 -0.37 17 17
HDAC4/14-3-3 E 0.024 0.03 -10000 0 -0.44 2 2
GNB1 0.013 0.052 -10000 0 -0.52 5 5
RANGAP1 0.014 0.037 -10000 0 -0.29 7 7
BCL6/BCoR 0.004 0.089 -10000 0 -0.37 27 27
HDAC4/HDAC3/SMRT (N-CoR2) 0.035 0.015 -10000 0 -0.3 1 1
HDAC4/SRF 0.03 0.037 -10000 0 -0.3 4 4
HDAC4/ER alpha -0.1 0.18 -10000 0 -0.37 151 151
EntrezGene:23225 0 0 -10000 0 -10000 0 0
positive regulation of chromatin silencing 0.02 0.069 -10000 0 -0.25 29 29
cell motility 0.022 0.063 -10000 0 -0.3 17 17
EntrezGene:23636 0 0 -10000 0 -10000 0 0
UBE2I 0.018 0 -10000 0 -10000 0 0
HDAC7/HDAC3 0.013 0 -10000 0 -10000 0 0
BCL6 -0.004 0.1 -10000 0 -0.45 24 24
HDAC4/CaMK II delta B 0.017 0.023 -10000 0 -0.52 1 1
Hsp90/HDAC6 0.023 0.033 -10000 0 -0.37 3 3
ESR1 -0.16 0.24 -10000 0 -0.46 199 199
HDAC6/HDAC11 0.004 0.089 -10000 0 -0.37 28 28
Ran/GTP/Exportin 1 0.039 0.013 -10000 0 -10000 0 0
NPC 0.01 0.008 -10000 0 -10000 0 0
MEF2C -0.014 0.12 -10000 0 -0.45 36 36
RAN 0.017 0.012 -10000 0 -0.25 1 1
HDAC4/MEF2C 0.035 0.069 -10000 0 -0.24 28 28
GNG2 0.016 0.029 -10000 0 -0.34 3 3
NCOR2 0.018 0 -10000 0 -10000 0 0
TUBB2A -0.004 0.1 -10000 0 -0.43 26 26
HDAC11 -0.012 0.12 -10000 0 -0.5 31 31
HSP90AA1 0.013 0.045 -10000 0 -0.39 6 6
RANBP2 0.017 0.017 -10000 0 -0.25 2 2
ANKRA2 0 0.095 -10000 0 -0.52 17 17
RFXANK 0.017 0.012 -10000 0 -0.25 1 1
nuclear import -0.032 0.035 0.31 5 -10000 0 5
Paxillin-dependent events mediated by a4b1

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
CRKL 0.014 0.047 -10000 0 -0.52 4 4
Rac1/GDP 0.003 0.012 -10000 0 -10000 0 0
DOCK1 0.006 0.078 -10000 0 -0.5 12 12
ITGA4 -0.007 0.1 -10000 0 -0.39 32 32
RAC1 0.018 0 -10000 0 -10000 0 0
alpha4/beta7 Integrin 0.009 0.074 -10000 0 -0.37 16 16
mol:GTP 0 0 -10000 0 -10000 0 0
CRK 0.016 0.033 -10000 0 -0.52 2 2
alpha4/beta1 Integrin 0.019 0.073 -10000 0 -0.34 17 17
alpha4/beta7 Integrin/Paxillin 0.028 0.058 -10000 0 -0.27 16 16
lamellipodium assembly 0.028 0.091 -10000 0 -0.35 22 22
PIK3CA 0.016 0.029 -10000 0 -0.34 3 3
PI3K 0.005 0.082 -10000 0 -0.37 21 21
ARF6 0.016 0.033 -10000 0 -0.52 2 2
TLN1 0.017 0.023 -10000 0 -0.52 1 1
PXN 0.025 0 -10000 0 -10000 0 0
PIK3R1 -0.009 0.11 -10000 0 -0.42 33 33
ARF6/GTP 0.031 0.061 -10000 0 -0.47 2 2
cell adhesion 0.033 0.064 -10000 0 -0.27 18 18
CRKL/CBL 0.023 0.035 -10000 0 -0.37 4 4
alpha4/beta1 Integrin/Paxillin 0.026 0.067 -10000 0 -0.3 17 17
ITGB1 0.014 0.044 -10000 0 -0.41 5 5
ITGB7 0.018 0 -10000 0 -10000 0 0
ARF6/GDP 0.001 0.034 -10000 0 -0.51 2 2
alpha4/beta1 Integrin/Paxillin/VCAM1 0.015 0.1 -10000 0 -0.3 40 40
p130Cas/Crk/Dock1 0.027 0.054 -10000 0 -0.3 13 13
VCAM1 -0.022 0.13 -10000 0 -0.42 48 48
alpha4/beta1 Integrin/Paxillin/Talin 0.035 0.065 -10000 0 -0.28 18 18
alpha4/beta1 Integrin/Paxillin/GIT1 0.034 0.066 -10000 0 -0.28 18 18
BCAR1 0.017 0.012 -10000 0 -0.25 1 1
mol:GDP -0.032 0.065 0.27 18 -10000 0 18
CBL 0.017 0.012 -10000 0 -0.25 1 1
PRKACA 0.018 0 -10000 0 -10000 0 0
GIT1 0.014 0.035 -10000 0 -0.3 6 6
alpha4/beta1 Integrin/Paxillin/Talin/Actin Cytoskeleton 0.035 0.065 -10000 0 -0.28 18 18
Rac1/GTP -0.019 0.087 -10000 0 -0.38 22 22
Aurora C 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
INCENP 0.002 0.081 -9999 0 -0.36 22 22
Aurora C/Aurora B/INCENP 0.016 0.061 -9999 0 -0.28 14 14
metaphase 0 0 -9999 0 -10000 0 0
mitosis 0 0 -9999 0 -10000 0 0
H3F3B -0.007 0.037 -9999 0 -0.52 2 2
AURKB 0.009 0.056 -9999 0 -0.31 14 14
AURKC 0.008 0.053 -9999 0 -0.27 18 18
S1P4 pathway

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
mol:S1P 0 0 -9999 0 -10000 0 0
GNAO1 0.016 0.024 -9999 0 -0.25 4 4
CDC42/GTP 0.016 0.067 -9999 0 -0.26 12 12
PLCG1 0.014 0.07 -9999 0 -0.26 13 13
mol:GTP 0 0 -9999 0 -10000 0 0
GNAI2 0.006 0.075 -9999 0 -0.48 12 12
GNAI3 0.018 0 -9999 0 -10000 0 0
G12/G13 0.021 0.039 -9999 0 -0.37 4 4
cell migration 0.016 0.065 -9999 0 -0.25 12 12
S1PR5 0 0 -9999 0 -10000 0 0
S1PR4 0 0 -9999 0 -10000 0 0
MAPK3 0.014 0.069 -9999 0 -0.26 13 13
MAPK1 0.014 0.07 -9999 0 -0.26 14 14
S1P/S1P5/Gi 0.008 0.072 -9999 0 -0.22 42 42
GNAI1 -0.017 0.12 -9999 0 -0.38 46 46
CDC42/GDP 0.013 0 -9999 0 -10000 0 0
S1P/S1P5/G12 0.012 0 -9999 0 -10000 0 0
RHOA 0.017 0.056 -9999 0 -0.3 14 14
S1P/S1P4/Gi 0.008 0.072 -9999 0 -0.22 42 42
mol:GDP 0 0 -9999 0 -10000 0 0
GNAZ 0.001 0.088 -9999 0 -0.44 19 19
S1P/S1P4/G12/G13 0.019 0.03 -9999 0 -0.28 4 4
GNA12 0.018 0 -9999 0 -10000 0 0
GNA13 0.011 0.055 -9999 0 -0.36 10 10
CDC42 0.018 0 -9999 0 -10000 0 0
Nephrin/Neph1 signaling in the kidney podocyte

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
positive regulation of NF-kappaB transcription factor activity -0.009 0.07 0.39 11 -10000 0 11
KIRREL 0.007 0.075 -10000 0 -0.53 10 10
Nephrin/NEPH1Par3/Par6/Atypical PKCs 0.01 0.07 -10000 0 -0.39 11 11
PLCG1 0.016 0.026 -10000 0 -0.39 2 2
ARRB2 0.018 0 -10000 0 -10000 0 0
WASL 0.01 0.066 -10000 0 -0.52 8 8
Nephrin/NEPH1/podocin/CD2AP 0.028 0.059 -10000 0 -0.27 14 14
ChemicalAbstracts:57-88-5 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/NCK1-2/N-WASP 0.025 0.06 -10000 0 -0.29 5 5
FYN 0.014 0.059 -10000 0 -0.25 19 19
mol:Ca2+ 0.027 0.06 -10000 0 -0.29 13 13
mol:DAG 0.028 0.06 -10000 0 -0.29 13 13
NPHS2 0.015 0.036 -10000 0 -0.43 3 3
mol:IP3 0.028 0.06 -10000 0 -0.29 13 13
regulation of endocytosis 0.028 0.058 -10000 0 -0.25 13 13
Nephrin/NEPH1/podocin/Cholesterol 0.018 0.056 -10000 0 -0.28 13 13
establishment of cell polarity 0.009 0.07 -10000 0 -0.39 11 11
Nephrin/NEPH1/podocin/NCK1-2 0.035 0.06 -10000 0 -0.31 4 4
Nephrin/NEPH1/beta Arrestin2 0.029 0.059 -10000 0 -0.26 13 13
NPHS1 0.004 0.061 -10000 0 -0.26 25 25
Nephrin/NEPH1/podocin 0.02 0.061 -10000 0 -0.28 13 13
TJP1 0.013 0.052 -10000 0 -0.52 5 5
NCK1 0.011 0.045 -10000 0 -0.28 12 12
NCK2 0.015 0.026 -10000 0 -0.25 5 5
heterophilic cell adhesion 0 0 -10000 0 -10000 0 0
Nephrin/NEPH1/podocin/PLCgamma1 0.029 0.061 -10000 0 -0.3 13 13
CD2AP 0.016 0.029 -10000 0 -0.34 3 3
Nephrin/NEPH1/podocin/GRB2 0.028 0.058 -10000 0 -0.27 13 13
GRB2 0.016 0.024 -10000 0 -0.25 4 4
homophilic cell adhesion 0 0 -10000 0 -10000 0 0
TRPC6 0.012 0.068 -10000 0 -0.27 24 24
cytoskeleton organization 0.029 0.063 -10000 0 -0.31 5 5
Nephrin/NEPH1 0.011 0.049 -10000 0 -0.27 11 11
Nephrin/NEPH1/ZO-1 0.019 0.066 -10000 0 -0.31 16 16
Circadian rhythm pathway

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
chromatin modification 0.017 0.1 -10000 0 -1.3 1 1
CLOCK 0.02 0.024 -10000 0 -0.52 1 1
TIMELESS/CRY2 0.041 0.06 -10000 0 -1.2 1 1
DEC1/BMAL1 0.015 0.072 -10000 0 -0.39 15 15
ATR 0.017 0.012 -10000 0 -0.25 1 1
NR1D1 0.036 0.045 -10000 0 -10000 0 0
ARNTL 0.009 0.078 -10000 0 -0.49 12 12
TIMELESS 0.036 0.065 -10000 0 -1.3 1 1
NPAS2 -0.004 0.094 -10000 0 -0.32 39 39
CRY2 0.017 0.012 -10000 0 -0.25 1 1
mol:CO -0.014 0.012 0.14 1 -10000 0 1
CHEK1 -0.046 0.16 -10000 0 -0.38 84 84
mol:HEME 0.014 0.012 -10000 0 -0.14 1 1
PER1 0.014 0.037 -10000 0 -0.29 7 7
BMAL/CLOCK/NPAS2 0.03 0.082 -10000 0 -0.32 21 21
BMAL1/CLOCK 0.042 0.076 -10000 0 -0.54 2 2
S phase of mitotic cell cycle 0.017 0.1 -10000 0 -1.3 1 1
TIMELESS/CHEK1/ATR 0.017 0.1 -10000 0 -1.4 1 1
mol:NADPH 0.014 0.012 -10000 0 -0.14 1 1
PER1/TIMELESS 0.039 0.063 -10000 0 -1.2 1 1
PER1-2 / CRY1-2 0 0 -10000 0 -10000 0 0
DEC1 0.011 0.057 -10000 0 -0.4 9 9
FoxO family signaling

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
G6PC 0.04 0.082 -9999 0 -1.3 1 1
PLK1 0.03 0.18 -9999 0 -0.64 11 11
CDKN1B 0.062 0.17 -9999 0 -0.49 29 29
FOXO3 0.022 0.19 -9999 0 -0.57 21 21
KAT2B 0.003 0.02 -9999 0 -0.05 18 18
FOXO1/SIRT1 0.035 0.067 -9999 0 -0.37 5 5
CAT 0.024 0.2 -9999 0 -0.92 10 10
CTNNB1 0.001 0.09 -9999 0 -0.45 19 19
AKT1 0.019 0.057 -9999 0 -0.36 9 9
FOXO1 0.035 0.067 -9999 0 -0.36 5 5
MAPK10 0.014 0.073 -9999 0 -0.26 27 27
mol:GTP 0.001 0.003 -9999 0 -10000 0 0
FOXO4 0.061 0.1 -9999 0 -0.42 4 4
response to oxidative stress 0.008 0.022 -9999 0 -0.05 21 21
FOXO3A/SIRT1 0.035 0.16 -9999 0 -0.49 19 19
XPO1 0.018 0.001 -9999 0 -10000 0 0
EP300 0.017 0.047 -9999 0 -0.52 4 4
BCL2L11 0.027 0.038 -9999 0 -10000 0 0
FOXO1/SKP2 0.035 0.071 -9999 0 -0.42 5 5
mol:GDP 0.008 0.022 -9999 0 -0.05 21 21
RAN 0.018 0.012 -9999 0 -0.25 1 1
GADD45A 0.038 0.22 -9999 0 -0.9 21 21
YWHAQ 0.014 0.039 -9999 0 -0.36 5 5
FOXO1/14-3-3 family 0.066 0.061 -9999 0 -0.34 2 2
MST1 0.02 0.03 -9999 0 -0.29 3 3
CSNK1D 0.018 0 -9999 0 -10000 0 0
CSNK1E 0.017 0.012 -9999 0 -0.25 1 1
FOXO4/14-3-3 family 0.04 0.081 -9999 0 -0.56 1 1
YWHAB 0.015 0.037 -9999 0 -0.39 4 4
MAPK8 0.034 0.038 -9999 0 -0.26 7 7
MAPK9 0.023 0.067 -9999 0 -0.25 27 27
YWHAG 0.017 0.017 -9999 0 -0.25 2 2
YWHAE 0.016 0.029 -9999 0 -0.34 3 3
YWHAZ 0.017 0.017 -9999 0 -0.25 2 2
SIRT1 0.018 0.035 -9999 0 -0.35 3 3
SOD2 0.066 0.17 -9999 0 -0.69 7 7
RBL2 0.046 0.16 -9999 0 -0.82 6 6
RAL/GDP 0.031 0.034 -9999 0 -0.31 4 4
CHUK 0.009 0.083 -9999 0 -0.5 13 13
Ran/GTP 0.016 0.009 -9999 0 -0.16 1 1
CSNK1G2 0.016 0.033 -9999 0 -0.52 2 2
RAL/GTP 0.036 0.035 -9999 0 -0.28 4 4
CSNK1G1 0.017 0.012 -9999 0 -0.25 1 1
FASLG -0.12 0.41 -9999 0 -1.4 49 49
SKP2 0.007 0.052 -9999 0 -0.25 20 20
USP7 0.018 0.012 -9999 0 -0.26 1 1
IKBKB 0.015 0.051 -9999 0 -0.31 10 10
CCNB1 -0.02 0.32 -9999 0 -1.1 38 38
FOXO1-3a-4/beta catenin 0.068 0.17 -9999 0 -0.41 22 22
proteasomal ubiquitin-dependent protein catabolic process 0.034 0.071 -9999 0 -0.41 5 5
CSNK1A1 0.017 0.023 -9999 0 -0.52 1 1
SGK1 0.003 0.02 -9999 0 -0.05 18 18
CSNK1G3 0.013 0.052 -9999 0 -0.52 5 5
Ran/GTP/Exportin 1 0.028 0.011 -9999 0 -10000 0 0
ZFAND5 0.067 0.09 -9999 0 -0.39 1 1
SFN -0.015 0.12 -9999 0 -0.45 37 37
CDK2 0.015 0.047 -9999 0 -0.3 10 10
FOXO3A/14-3-3 0.043 0.08 -9999 0 -0.35 7 7
CREBBP 0.019 0.033 -9999 0 -0.52 2 2
FBXO32 -0.007 0.3 -9999 0 -1.2 24 24
BCL6 0.016 0.26 -9999 0 -1.2 19 19
RALB 0.015 0.047 -9999 0 -0.52 4 4
RALA 0.019 0.002 -9999 0 -10000 0 0
YWHAH 0.013 0.048 -9999 0 -0.47 5 5
Alternative NF-kappaB pathway

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
IKK alpha homodimer 0.015 0.065 -9999 0 -0.37 14 14
FBXW11 0.015 0.035 -9999 0 -0.43 3 3
proteasomal ubiquitin-dependent protein catabolic process 0 0 -9999 0 -10000 0 0
beta TrCP1/SCF ubiquitin ligase complex 0.015 0.035 -9999 0 -0.43 3 3
CHUK 0.005 0.081 -9999 0 -0.5 13 13
NF kappa B2 p100/RelB 0.034 0.074 -9999 0 -0.28 24 24
NFKB1 0.017 0.023 -9999 0 -0.52 1 1
MAP3K14 0.015 0.037 -9999 0 -0.39 4 4
NF kappa B1 p50/RelB 0.015 0.059 -9999 0 -0.37 10 10
RELB 0.003 0.078 -9999 0 -0.38 19 19
NFKB2 0.015 0.031 -9999 0 -0.32 4 4
NF kappa B2 p52/RelB 0.014 0.052 -9999 0 -0.31 11 11
regulation of B cell activation 0.014 0.052 -9999 0 -0.31 11 11
Regulation of cytoplasmic and nuclear SMAD2/3 signaling

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
SMAD4 0.009 0.067 -10000 0 -0.49 9 9
SMAD2 0.021 0.048 0.24 1 -0.23 9 10
SMAD3 0.032 0.056 -10000 0 -0.39 2 2
SMAD3/SMAD4 0.033 0.069 -10000 0 -0.34 10 10
SMAD4/Ubc9/PIASy 0.027 0.052 -10000 0 -0.3 12 12
SMAD2/SMAD2/SMAD4 0.031 0.061 -10000 0 -0.27 1 1
PPM1A 0.016 0.026 -10000 0 -0.39 2 2
CALM1 0.018 0 -10000 0 -10000 0 0
SMAD2/SMAD4 0.024 0.056 0.2 1 -0.27 8 9
MAP3K1 -0.03 0.14 -10000 0 -0.42 58 58
TRAP-1/SMAD4 0.02 0.049 -10000 0 -0.37 8 8
MAPK3 0.016 0.026 -10000 0 -0.39 2 2
MAPK1 0.016 0.033 -10000 0 -0.52 2 2
NUP214 0.016 0.026 -10000 0 -0.39 2 2
CTDSP1 0.016 0.033 -10000 0 -0.52 2 2
CTDSP2 0.014 0.044 -10000 0 -0.41 5 5
CTDSPL 0.011 0.062 -10000 0 -0.52 7 7
KPNB1 0.012 0.057 -10000 0 -0.52 6 6
TGFBRAP1 0.017 0.012 -10000 0 -0.25 1 1
UBE2I 0.018 0 -10000 0 -10000 0 0
NUP153 0.016 0.024 -10000 0 -0.25 4 4
KPNA2 -0.001 0.084 -10000 0 -0.34 27 27
PIAS4 0.013 0.049 -10000 0 -0.43 6 6
Canonical NF-kappaB pathway

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
FBXW11 0.018 0.036 -9999 0 -0.43 3 3
mol:GTP 0 0 -9999 0 -10000 0 0
NF kappa B1 p50/RelA/I kappa B alpha 0.06 0.078 -9999 0 -0.38 4 4
ERC1 0.011 0.056 -9999 0 -0.42 8 8
RIP2/NOD2 -0.031 0.13 -9999 0 -0.37 66 66
NFKBIA 0.042 0.051 -9999 0 -0.54 3 3
BIRC2 0.016 0.02 -9999 0 -0.25 3 3
IKBKB 0.012 0.047 -9999 0 -0.31 10 10
RIPK2 0.013 0.04 -9999 0 -0.28 9 9
IKBKG 0.016 0.091 -9999 0 -0.51 5 5
IKK complex/A20 0.027 0.1 -9999 0 -0.41 11 11
NEMO/A20/RIP2 0.013 0.04 -9999 0 -0.28 9 9
XPO1 0.018 0 -9999 0 -10000 0 0
NEMO/ATM 0.024 0.088 -9999 0 -0.48 5 5
tumor necrosis factor receptor activity 0 0 -9999 0 -10000 0 0
RAN 0.017 0.012 -9999 0 -0.25 1 1
Exportin 1/RanGTP 0.024 0.007 -9999 0 -10000 0 0
IKK complex/ELKS -0.028 0.077 -9999 0 -0.42 10 10
BCL10/MALT1/TRAF6 0.031 0.041 -9999 0 -0.38 4 4
NOD2 -0.056 0.18 -9999 0 -0.46 81 81
NFKB1 0.019 0.025 -9999 0 -0.52 1 1
RELA 0.02 0.009 -9999 0 -10000 0 0
MALT1 0.011 0.053 -9999 0 -0.37 9 9
cIAP1/UbcH5C 0.025 0.014 -9999 0 -10000 0 0
ATM 0.017 0.012 -9999 0 -0.25 1 1
TNF/TNFR1A 0.009 0.071 -9999 0 -0.37 14 14
TRAF6 0.017 0.023 -9999 0 -0.52 1 1
PRKCA 0.014 0.033 -9999 0 -0.25 8 8
CHUK 0.005 0.081 -9999 0 -0.5 13 13
UBE2D3 0.018 0 -9999 0 -10000 0 0
TNF -0.004 0.094 -9999 0 -0.36 31 31
NF kappa B1 p50/RelA 0.045 0.036 -9999 0 -0.28 6 6
BCL10 0.017 0.012 -9999 0 -0.25 1 1
proteasomal ubiquitin-dependent protein catabolic process 0.042 0.051 -9999 0 -0.54 3 3
beta TrCP1/SCF ubiquitin ligase complex 0.018 0.036 -9999 0 -0.42 3 3
TNFRSF1A 0.016 0.033 -9999 0 -0.52 2 2
IKK complex 0.025 0.1 -9999 0 -0.46 9 9
CYLD 0.014 0.044 -9999 0 -0.41 5 5
IKK complex/PKC alpha 0.03 0.1 -9999 0 -0.44 9 9
Ephrin A reverse signaling

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
MAPKKK cascade 0.015 0.047 -9999 0 -0.31 8 8
EFNA5 0.006 0.068 -9999 0 -0.35 17 17
FYN 0.015 0.055 -9999 0 -0.28 15 15
neuron projection morphogenesis 0.015 0.047 -9999 0 -0.31 8 8
cell-cell signaling 0 0 -9999 0 -10000 0 0
Ephrin A5/EPHA5 0.015 0.047 -9999 0 -0.31 8 8
EPHA5 0.015 0.037 -9999 0 -0.39 4 4
Class I PI3K signaling events mediated by Akt

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
BCL2L1 0.025 0 -10000 0 -10000 0 0
BAD/BCL-XL/YWHAZ 0.04 0.016 -10000 0 -0.27 1 1
CDKN1B 0.021 0.079 -10000 0 -0.37 8 8
CDKN1A 0.025 0.072 -10000 0 -0.44 6 6
FRAP1 0.018 0 -10000 0 -10000 0 0
PRKDC 0.012 0.045 -10000 0 -0.31 9 9
FOXO3 0.033 0.062 -10000 0 -0.46 6 6
AKT1 0.03 0.053 -10000 0 -0.43 6 6
BAD 0.017 0.023 -10000 0 -0.52 1 1
AKT3 0.007 0.046 -10000 0 -0.32 5 5
mol:GTP 0 0 -10000 0 -10000 0 0
FOXO4 0.035 0.053 -10000 0 -0.39 7 7
AKT1/ASK1 0.018 0.081 -10000 0 -0.36 10 10
BAD/YWHAZ 0.035 0.018 -10000 0 -0.3 1 1
RICTOR 0.018 0 -10000 0 -10000 0 0
RAF1 0.017 0.012 -10000 0 -0.25 1 1
JNK cascade -0.017 0.079 0.35 10 -10000 0 10
TSC1 0.036 0.051 -10000 0 -0.4 6 6
YWHAZ 0.017 0.017 -10000 0 -0.25 2 2
AKT1/RAF1 0.038 0.052 -10000 0 -0.4 6 6
EP300 0.014 0.047 -10000 0 -0.52 4 4
mol:GDP 0.03 0.053 -10000 0 -0.42 6 6
mol:PI-3-4-5-P3 0 0 -10000 0 -10000 0 0
TSC2 0.035 0.056 -10000 0 -0.44 6 6
YWHAQ 0.014 0.039 -10000 0 -0.36 5 5
TBC1D4 0.011 0.063 -10000 0 -0.3 19 19
MAP3K5 -0.022 0.13 -10000 0 -0.42 47 47
MAPKAP1 0.016 0.026 -10000 0 -0.39 2 2
negative regulation of cell cycle -0.034 0.048 0.23 4 -10000 0 4
YWHAH 0.013 0.048 -10000 0 -0.47 5 5
AKT1S1 0.032 0.063 -10000 0 -0.4 9 9
CASP9 0.035 0.053 -10000 0 -0.39 7 7
YWHAB 0.015 0.037 -10000 0 -0.39 4 4
p27Kip1/KPNA1 0.03 0.076 -10000 0 -0.36 7 7
GBL 0.015 0.035 -10000 0 -0.43 3 3
PDK1/Src/Hsp90 0.031 0.039 -10000 0 -0.3 6 6
YWHAE 0.016 0.029 -10000 0 -0.34 3 3
SRC 0.015 0.035 -10000 0 -0.43 3 3
AKT2/p21CIP1 0.03 0.068 -10000 0 -0.39 6 6
KIAA1303 0.015 0.031 -10000 0 -0.32 4 4
mTOR/RHEB/GTP/Raptor/GBL 0.038 0.041 -10000 0 -0.39 4 4
CHUK 0.03 0.068 -10000 0 -0.42 7 7
BAD/BCL-XL 0.052 0.051 -10000 0 -0.37 6 6
mTORC2 0.043 0.025 -10000 0 -0.27 3 3
AKT2 0.019 0.017 -10000 0 -0.32 1 1
FOXO1-3a-4/14-3-3 family 0.046 0.064 -10000 0 -0.28 5 5
PDPK1 0.016 0.026 -10000 0 -0.39 2 2
MDM2 0.033 0.054 -10000 0 -0.4 6 6
MAPKKK cascade -0.038 0.051 0.39 6 -10000 0 6
MDM2/Cbp/p300 0.047 0.061 -10000 0 -0.4 6 6
TSC1/TSC2 0.041 0.055 -10000 0 -0.42 6 6
proteasomal ubiquitin-dependent protein catabolic process 0.045 0.058 -10000 0 -0.38 6 6
glucose import 0.011 0.064 -10000 0 -0.26 21 21
mTOR/RHEB/GDP/Raptor/GBL/PRAS40 0.044 0.053 -10000 0 -0.41 4 4
response to stress 0 0 -10000 0 -10000 0 0
SLC2A4 0.011 0.064 -10000 0 -0.26 21 21
GSK3A 0.036 0.051 -10000 0 -0.4 6 6
FOXO1 0.027 0.068 -10000 0 -0.39 7 7
GSK3B 0.036 0.051 -10000 0 -0.4 6 6
SFN -0.015 0.12 -10000 0 -0.45 37 37
G1/S transition of mitotic cell cycle 0.042 0.05 -10000 0 -0.38 6 6
p27Kip1/14-3-3 family 0.034 0.063 -10000 0 -0.37 4 4
PRKACA 0.018 0 -10000 0 -10000 0 0
KPNA1 0.018 0 -10000 0 -10000 0 0
HSP90AA1 0.013 0.045 -10000 0 -0.39 6 6
YWHAG 0.017 0.017 -10000 0 -0.25 2 2
RHEB 0.016 0.026 -10000 0 -0.39 2 2
CREBBP 0.016 0.033 -10000 0 -0.52 2 2
Insulin-mediated glucose transport

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
Insulin responsive Vesicles 0.038 0.06 -9999 0 -0.35 4 4
CaM/Ca2+ 0.013 0 -9999 0 -10000 0 0
AKT1 0.011 0.053 -9999 0 -0.37 9 9
AKT2 0.017 0.012 -9999 0 -0.25 1 1
STXBP4 0.008 0.06 -9999 0 -0.32 15 15
mol:GTP 0 0 -9999 0 -10000 0 0
mol:glucose 0.033 0.053 -9999 0 -0.29 2 2
YWHAZ 0.017 0.017 -9999 0 -0.25 2 2
CALM1 0.018 0 -9999 0 -10000 0 0
YWHAQ 0.014 0.039 -9999 0 -0.36 5 5
TBC1D4 0.004 0.086 -9999 0 -0.38 21 21
mol:Ca2+ 0 0 -9999 0 -10000 0 0
YWHAH 0.013 0.048 -9999 0 -0.47 5 5
YWHAB 0.015 0.037 -9999 0 -0.39 4 4
SNARE/Synip 0.029 0.042 -9999 0 -0.3 6 6
YWHAG 0.017 0.017 -9999 0 -0.25 2 2
ASIP 0 0 -9999 0 -10000 0 0
PRKCI 0.002 0.085 -9999 0 -0.43 18 18
AS160/CaM/Ca2+ 0.013 0 -9999 0 -10000 0 0
RHOQ 0.012 0.053 -9999 0 -0.48 6 6
GYS1 0.031 0.027 -9999 0 -0.26 4 4
PRKCZ 0 0 -9999 0 -10000 0 0
TRIP10 0.013 0.048 -9999 0 -0.47 5 5
TC10/GTP/CIP4/Exocyst 0.018 0.045 -9999 0 -0.31 9 9
AS160/14-3-3 0.025 0.066 -9999 0 -0.31 2 2
VAMP2 0.017 0.023 -9999 0 -0.52 1 1
SLC2A4 0.033 0.056 -9999 0 -0.32 2 2
STX4 0.017 0.023 -9999 0 -0.52 1 1
GSK3B 0.026 0.032 -9999 0 -0.31 4 4
SFN -0.015 0.12 -9999 0 -0.45 37 37
LNPEP 0.01 0.06 -9999 0 -0.43 9 9
YWHAE 0.016 0.029 -9999 0 -0.34 3 3
Arf6 trafficking 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
SLC2A4 0.005 0.06 -10000 0 -0.26 24 24
CLTC 0.025 0.05 -10000 0 -0.49 3 3
calcium ion-dependent exocytosis 0.021 0.039 -10000 0 -0.28 4 4
Dynamin 2/GTP 0.025 0.027 -10000 0 -0.28 2 2
EXOC4 0.016 0.033 -10000 0 -0.52 2 2
CD59 0.021 0.05 -10000 0 -0.42 4 4
CPE -0.021 0.11 -10000 0 -0.32 53 53
CTNNB1 0.001 0.09 -10000 0 -0.45 19 19
membrane fusion 0.021 0.041 -10000 0 -0.29 4 4
CTNND1 0.029 0.029 -10000 0 -0.25 3 3
DNM2 0.017 0.012 -10000 0 -0.25 1 1
mol:PI-4-5-P2 0.027 0.039 -10000 0 -0.28 6 6
TSHR 0.014 0.048 -10000 0 -0.31 11 11
INS 0.02 0.026 -10000 0 -0.51 1 1
BIN1 0.014 0.04 -10000 0 -0.34 6 6
mol:Choline 0.021 0.041 -10000 0 -0.29 4 4
growth hormone secretagogue receptor activity 0 0 -10000 0 -10000 0 0
mol:GDP 0.017 0.03 -10000 0 -0.31 2 2
membrane depolarization 0 0 -10000 0 -10000 0 0
ARF6 0.016 0.033 -10000 0 -0.52 2 2
mol:Ca2+ 0.025 0.027 -10000 0 -0.27 2 2
JUP 0.023 0.046 -10000 0 -0.48 3 3
ASAP2/amphiphysin II 0.019 0.029 -10000 0 -0.28 4 4
ARF6/GTP 0.012 0.024 -10000 0 -0.38 2 2
CDH1 0 0.078 -10000 0 -0.46 3 3
clathrin-independent pinocytosis 0.012 0.024 -10000 0 -0.38 2 2
MAPK8IP3 0.006 0.075 -10000 0 -0.48 12 12
positive regulation of endocytosis 0.012 0.024 -10000 0 -0.38 2 2
EXOC2 -0.004 0.085 -10000 0 -0.31 35 35
substrate adhesion-dependent cell spreading 0.023 0.078 -10000 0 -0.44 2 2
insulin receptor binding 0 0 -10000 0 -10000 0 0
SPAG9 0.014 0.035 -10000 0 -0.3 6 6
regulation of calcium-dependent cell-cell adhesion -0.011 0.077 0.44 4 -10000 0 4
positive regulation of phagocytosis 0.018 0.032 -10000 0 -0.31 5 5
ARF6/GTP/JIP3 0.016 0.051 -10000 0 -0.31 12 12
ACAP1 0.019 0.035 -10000 0 -0.35 2 2
mol:GTP 0 0 -10000 0 -10000 0 0
CHRM2 0.016 0.046 -10000 0 -0.52 2 2
clathrin heavy chain/ACAP1 0.028 0.048 -10000 0 -0.46 3 3
JIP4/KLC1 0.031 0.027 -10000 0 -0.28 3 3
EXOC1 0.018 0 -10000 0 -10000 0 0
exocyst 0.023 0.078 -10000 0 -0.45 2 2
RALA/GTP 0.013 0 -10000 0 -10000 0 0
ARF6/GTP/ARF6/GTP/JIP4/Dynactin Complex 0.021 0.029 -10000 0 -0.31 3 3
receptor recycling 0.012 0.024 -10000 0 -0.38 2 2
CTNNA1 0.03 0.028 -10000 0 -0.25 3 3
NME1 0.017 0.03 -10000 0 -0.31 2 2
clathrin coat assembly 0.025 0.05 -10000 0 -0.48 3 3
IL2RA 0.008 0.069 -10000 0 -0.35 7 7
VAMP3 0.018 0.032 -10000 0 -0.31 5 5
GLUT4/clathrin heavy chain/ACAP1 -0.008 0.04 -10000 0 -0.43 3 3
EXOC6 -0.012 0.12 -10000 0 -0.5 30 30
PLD1 0.015 0.05 -10000 0 -0.29 11 11
PLD2 0.021 0.033 -10000 0 -0.26 6 6
EXOC5 0.016 0.033 -10000 0 -0.52 2 2
PIP5K1C 0.028 0.039 -10000 0 -0.29 6 6
SDC1 0.004 0.072 -10000 0 -0.39 4 4
ARF6/GDP 0.018 0.03 -10000 0 -0.31 2 2
EXOC7 0.018 0 -10000 0 -10000 0 0
E-cadherin/beta catenin 0.013 0.079 -10000 0 -0.46 4 4
mol:Phosphatidic acid 0.021 0.041 -10000 0 -0.29 4 4
endocytosis -0.019 0.029 0.28 4 -10000 0 4
SCAMP2 0.015 0.035 -10000 0 -0.43 3 3
ADRB2 0.001 0.096 -10000 0 -0.39 11 11
EXOC3 0.017 0.012 -10000 0 -0.25 1 1
ASAP2 0 0 -10000 0 -10000 0 0
Dynamin 2/GDP 0.027 0.028 -10000 0 -0.27 2 2
KLC1 0.018 0 -10000 0 -10000 0 0
AVPR2 0.03 0.049 -10000 0 -0.45 3 3
RALA 0.018 0 -10000 0 -10000 0 0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin 0.022 0.076 -10000 0 -0.58 2 2
Rapid glucocorticoid signaling

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

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

Entity Mean Std.Dev Mean.of.Up.Perturbations Number.of.Up.Perturbations Mean.of.Down.Perturbations Number.of.Down.Perturbations Number.of.Total.Perturbations
Gs family/GDP/Gbeta gamma 0.024 0.045 -10000 0 -0.29 8 8
MAPK9 -0.005 0.07 -10000 0 -0.33 23 23
adrenocorticotropin secretion 0.005 0.042 -10000 0 -0.2 18 18
GNB1/GNG2 0.02 0.037 -10000 0 -0.31 6 6
GNB1 0.013 0.052 -10000 0 -0.52 5 5
regulation of calcium ion transport via voltage-gated calcium channel activity 0 0 -10000 0 -10000 0 0
mol:GDP 0 0 -10000 0 -10000 0 0
MAPK14 0.01 0.005 -10000 0 -0.11 1 1
Gs family/GTP 0.008 0.028 -10000 0 -0.17 11 11
EntrezGene:2778 0 0 -10000 0 -10000 0 0
vasopressin secretion 0 0 -10000 0 -10000 0 0
G-protein coupled receptor activity 0 0 -10000 0 -10000 0 0
ChemicalAbstracts:86-01-1 0 0 -10000 0 -10000 0 0
glutamate secretion 0.001 0.007 0.048 11 -10000 0 11
GNAL 0.011 0.052 -10000 0 -0.33 11 11
GNG2 0.016 0.029 -10000 0 -0.34 3 3
CRH 0.007 0.06 -10000 0 -0.3 18 18
mol:cortisol 0 0 -10000 0 -10000 0 0
MAPK8 0.008 0.026 -10000 0 -0.33 3 3
MAPK11 0.01 0 -10000 0 -10000 0 0
Signaling events mediated by HDAC Class I

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
NF kappa B/RelA 0.033 0.064 -10000 0 -0.29 16 16
Ran/GTP/Exportin 1/HDAC1 -0.001 0.011 -10000 0 -0.22 1 1
NF kappa B1 p50/RelA/I kappa B alpha 0.039 0.064 -10000 0 -0.27 14 14
SUMO1 0.018 0 -10000 0 -10000 0 0
ZFPM1 0.009 0.068 -10000 0 -0.47 10 10
NPC/RanGAP1/SUMO1/Ubc9 0.023 0.013 -10000 0 -0.2 1 1
FKBP3 0.013 0.048 -10000 0 -0.47 5 5
Histones 0.043 0.05 -10000 0 -0.28 2 2
YY1/LSF 0.02 0.056 -10000 0 -0.26 20 20
SMG5 0.016 0.029 -10000 0 -0.34 3 3
RAN 0.017 0.012 -10000 0 -0.25 1 1
I kappa B alpha/HDAC3 0.025 0.056 -10000 0 -0.33 2 2
I kappa B alpha/HDAC1 0.027 0.051 -10000 0 -0.31 6 6
SAP18 0.018 0 -10000 0 -10000 0 0
RELA 0.03 0.051 -10000 0 -10000 0 0
HDAC1/Smad7 0.035 0.022 -10000 0 -0.3 2 2
RANGAP1 0.014 0.037 -10000 0 -0.29 7 7
HDAC3/TR2 0.026 0.053 -10000 0 -0.28 9 9
NuRD/MBD3 Complex 0.045 0.038 -10000 0 -0.33 1 1
NF kappa B1 p50/RelA 0.035 0.049 -10000 0 -0.24 1 1
EntrezGene:23225 0 0 -10000 0 -10000 0 0
GATA2 -0.007 0.093 -10000 0 -0.31 40 40
GATA1 0.018 0 -10000 0 -10000 0 0
Mad/Max 0.024 0.021 -10000 0 -10000 0 0
NuRD/MBD3 Complex/GATA1/Fog1 0.053 0.054 -10000 0 -0.48 2 2
RBBP7 0.01 0.051 -10000 0 -0.3 13 13
NPC 0.01 0.008 -10000 0 -10000 0 0
RBBP4 0.016 0.026 -10000 0 -0.39 2 2
MAX 0.018 0 -10000 0 -10000 0 0
EntrezGene:9972 0 0 -10000 0 -10000 0 0
FBXW11 0.015 0.035 -10000 0 -0.43 3 3
NFKBIA 0.02 0.054 -10000 0 -0.36 5 5
KAT2B 0 0 -10000 0 -10000 0 0
mol:GTP 0 0 -10000 0 -10000 0 0
SIN3/HDAC complex 0.041 0.036 -10000 0 -10000 0 0
SIN3 complex 0.042 0.032 -10000 0 -0.27 5 5
SMURF1 0.018 0 -10000 0 -10000 0 0
CHD3 0.015 0.037 -10000 0 -0.39 4 4
SAP30 0.012 0.053 -10000 0 -0.48 6 6
EntrezGene:23636 0 0 -10000 0 -10000 0 0
NCOR1 0.016 0.033 -10000 0 -0.52 2 2
YY1/HDAC3 0.032 0.046 -10000 0 -0.29 2 2
YY1/HDAC2 0.022 0.045 -10000 0 -0.25 11 11
YY1/HDAC1 0.027 0.036 -10000 0 -0.23 10 10
NuRD/MBD2 Complex (MeCP1) 0.044 0.038 -10000 0 -0.33 1 1
PPARG 0.006 0.096 -10000 0 -0.3 38 38
HDAC8/hEST1B 0.034 0.027 -10000 0 -0.3 3 3
UBE2I 0.018 0 -10000 0 -10000 0 0
beta TrCP1/SCF ubiquitin ligase complex 0.015 0.035 -10000 0 -0.43 3 3
TNFRSF1A 0.016 0.033 -10000 0 -0.52 2 2
HDAC3/SMRT (N-CoR2) 0.03 0.041 -10000 0 -0.32 2 2
MBD3L2 0.007 0.072 -10000 0 -0.45 12 12
ubiquitin-dependent protein catabolic process 0.034 0.022 -10000 0 -0.3 2 2
CREBBP 0.016 0.033 -10000 0 -0.52 2 2
NuRD/MBD3/MBD3L2 Complex 0.049 0.051 -10000 0 -0.32 2 2
HDAC1 0.017 0.023 -10000 0 -0.52 1 1
HDAC3 0.023 0.045 -10000 0 -0.36 2 2
HDAC2 0.009 0.053 -10000 0 -0.29 15 15
YY1 0.021 0.038 -10000 0 -0.27 9 9
HDAC8 0.016 0.033 -10000 0 -0.52 2 2
SMAD7 0.016 0.026 -10000 0 -0.39 2 2
NCOR2 0.018 0 -10000 0 -10000 0 0
MXD1 0.014 0.031 -10000 0 -0.25 7 7
STAT3 0.024 0.044 -10000 0 -0.31 9 9
NFKB1 0.017 0.023 -10000 0 -0.52 1 1
EntrezGene:8021 0 0 -10000 0 -10000 0 0
RANBP2 0.017 0.017 -10000 0 -0.25 2 2
YY1/LSF/HDAC1 0.03 0.054 -10000 0 -0.26 12 12
YY1/SAP30/HDAC1 0.033 0.047 -10000 0 -0.3 6 6
EP300 0.014 0.047 -10000 0 -0.52 4 4
STAT3 (dimer non-phopshorylated) 0.024 0.044 -10000 0 -0.31 9 9
proteasomal ubiquitin-dependent protein catabolic process 0.02 0.054 -10000 0 -0.36 5 5
histone deacetylation 0.044 0.038 -10000 0 -0.32 1 1
STAT3 (dimer non-phopshorylated)/HDAC3 0.035 0.051 -10000 0 -0.32 3 3
nuclear export -0.033 0.027 0.3 3 -10000 0 3
PRKACA 0.018 0 -10000 0 -10000 0 0
GATAD2B 0.017 0.023 -10000 0 -0.52 1 1
GATAD2A 0.014 0.037 -10000 0 -0.29 7 7
GATA2/HDAC3 0.017 0.069 -10000 0 -0.32 12 12
GATA1/HDAC1 0.026 0.017 -10000 0 -0.37 1 1
GATA1/HDAC3 0.03 0.041 -10000 0 -0.32 2 2
CHD4 0.017 0.023 -10000 0 -0.52 1 1
TNF-alpha/TNFR1A 0.009 0.071 -10000 0 -0.37 14 14
SIN3/HDAC complex/Mad/Max 0.046 0.033 -10000 0 -10000 0 0
NuRD Complex 0.052 0.044 -10000 0 -0.32 2 2
positive regulation of chromatin silencing 0.04 0.049 -10000 0 -0.27 2 2
SIN3B 0.017 0.012 -10000 0 -0.25 1 1
MTA2 0.014 0.044 -10000 0 -0.41 5 5
SIN3A 0.018 0 -10000 0 -10000 0 0
XPO1 0.018 0 -10000 0 -10000 0 0
SUMO1/HDAC1 0.036 0.018 -10000 0 -0.24 1 1
HDAC complex 0.035 0.045 -10000 0 -0.26 7 7
GATA1/Fog1 0.02 0.049 -10000 0 -0.37 8 8
FKBP25/HDAC1/HDAC2 0.027 0.047 -10000 0 -0.3 8 8
TNF -0.004 0.094 -10000 0 -0.36 31 31
negative regulation of cell growth 0.046 0.033 -10000 0 -10000 0 0
NuRD/MBD2/PRMT5 Complex 0.044 0.038 -10000 0 -0.33 1 1
Ran/GTP/Exportin 1 0.039 0.013 -10000 0 -10000 0 0
NF kappa B/RelA/I kappa B alpha 0.031 0.065 -10000 0 -0.29 16 16
SIN3/HDAC complex/NCoR1 0.043 0.035 -10000 0 -10000 0 0
TFCP2 0.006 0.077 -10000 0 -0.52 11 11
NR2C1 0.011 0.062 -10000 0 -0.52 7 7
MBD3 0.018 0 -10000 0 -10000 0 0
MBD2 0.017 0.017 -10000 0 -0.25 2 2
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 0.023 0.017 -10000 0 -0.22 1 1
EntrezGene:79658 0 0 -10000 0 -10000 0 0
ARF1/GDP/Membrin/GBF1/p115/Brefeldin A 0.02 0.019 -10000 0 -0.27 1 1
AP2 0.021 0.04 -10000 0 -0.36 5 5
mol:DAG 0 0 -10000 0 -10000 0 0
Arfaptin 2/Rac/GTP 0.019 0.041 -10000 0 -0.31 8 8
CLTB 0.015 0.035 -10000 0 -0.43 3 3
coatomer protein complex/ARF1/GTP/ER cargo protein 0.027 0.02 -10000 0 -0.24 3 3
CD4 0.018 0 -10000 0 -10000 0 0
CLTA 0.018 0 -10000 0 -10000 0 0
mol:GTP 0.001 0.002 -10000 0 -10000 0 0
ARFGAP1 0.012 0.011 -10000 0 -0.17 2 2
mol:PI-4-5-P2 0.012 0.025 0.15 8 -0.18 4 12
ARF1/GTP -0.001 0.015 -10000 0 -0.29 1 1
coatomer protein complex/ARF1/GTP/ARF-GAP1/ER cargo protein 0.028 0.014 -10000 0 -0.2 1 1
mol:Choline 0.011 0.025 0.15 8 -0.19 4 12
mol:GDP 0 0 -10000 0 -10000 0 0
ARF1 0.016 0.024 -10000 0 -0.53 1 1
DDEF1 0.012 0.025 0.15 8 -0.19 4 12
ARF1/GDP 0.009 0.012 -10000 0 -10000 0 0
AP2M1 0.013 0.049 -10000 0 -0.43 6 6
EntrezGene:1313 0 0 -10000 0 -10000 0 0
actin filament polymerization 0.017 0.013 -10000 0 -0.28 1 1
Rac/GTP 0.014 0.001 -10000 0 -10000 0 0
ARF1/GTP/GGA3/ARF-GAP1 0.028 0.02 -10000 0 -0.26 2 2
ARFIP2 0.008 0.063 -10000 0 -0.47 9 9
COPA 0.018 0 -10000 0 -10000 0 0
RAC1 0.018 0 -10000 0 -10000 0 0
ARF1/GTP/coatomer protein complex 0.026 0.017 -10000 0 -0.2 2 2
ARF1/GTP/ARHGAP10 0.01 0.014 -10000 0 -0.32 1 1
GGA3 0.016 0.026 -10000 0 -0.39 2 2
ARF1/GTP/Membrin 0.017 0.015 -10000 0 -0.27 1 1
AP2A1 0.016 0.024 -10000 0 -0.25 4 4
coatomer protein complex/ARF1/GTP/ARF-GAP1 0.028 0.021 -10000 0 -0.23 3 3
ARF1/GDP/Membrin 0.019 0.015 -10000 0 -0.26 1 1
Arfaptin 2/Rac/GDP 0.018 0.041 -10000 0 -0.31 8 8
CYTH2 0.001 0.002 -10000 0 -10000 0 0
ARF1/GTP/GGA3 0.021 0.022 -10000 0 -0.32 2 2
mol:ATP 0 0 -10000 0 -10000 0 0
Rac/GDP 0.013 0 -10000 0 -10000 0 0
mol:Brefeldin A 0 0 -10000 0 -10000 0 0
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex/Coatomer protein complex/ARF1/GTP 0.036 0.036 -10000 0 -0.3 5 5
PLD2 0.011 0.026 0.15 8 -0.19 4 12
ARF-GAP1/v-SNARE 0.012 0.011 -10000 0 -0.17 2 2
PIP5K1A 0.012 0.025 0.15 8 -0.18 4 12
ARF1/GTP/Membrin/GBF1/p115 0.018 0.016 -10000 0 -0.26 1 1
mol:Phosphatic acid 0 0 -10000 0 -10000 0 0
mol:Phosphatidic acid 0.011 0.025 0.15 8 -0.19 4 12
KDEL Receptor/Ligand/ARF-GAP1 0.012 0.011 -10000 0 -0.17 2 2
GOSR2 0.015 0.014 -10000 0 -10000 0 0
USO1 0.015 0.013 -10000 0 -10000 0 0
GBF1 0.014 0.023 -10000 0 -0.41 1 1
ARF1/GTP/Arfaptin 2 0.018 0.044 -10000 0 -0.31 9 9
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex 0.032 0.035 -10000 0 -0.3 5 5
Sumoylation by RanBP2 regulates transcriptional repression

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
HDAC1 0.017 0.023 -9999 0 -0.52 1 1
Ran/GTP/Exportin 1/HDAC4 -0.001 0.012 -9999 0 -0.25 1 1
MDM2/SUMO1 0.033 0.024 -9999 0 -10000 0 0
HDAC4 0.017 0.023 -9999 0 -0.52 1 1
Ran/GTP/Exportin 1/HDAC1 -0.001 0.011 -9999 0 -0.2 1 1
SUMO1 0.018 0 -9999 0 -10000 0 0
NPC/RanGAP1/SUMO1 0.018 0.015 -9999 0 -0.24 1 1
mol:GTP 0 0 -9999 0 -10000 0 0
XPO1 0.029 0.013 -9999 0 -0.18 1 1
EntrezGene:23636 0 0 -9999 0 -10000 0 0
RAN 0.017 0.012 -9999 0 -0.25 1 1
EntrezGene:8021 0 0 -9999 0 -10000 0 0
RANBP2 0.017 0.017 -9999 0 -0.25 2 2
SUMO1/HDAC4 0.036 0.019 -9999 0 -0.31 1 1
SUMO1/HDAC1 0.036 0.018 -9999 0 -0.24 1 1
RANGAP1 0.014 0.037 -9999 0 -0.29 7 7
MDM2/SUMO1/SUMO1 0.04 0.031 -9999 0 -0.27 2 2
NPC/RanGAP1/SUMO1/RanBP2/Ubc9 0.023 0.013 -9999 0 -0.2 1 1
Ran/GTP 0.031 0.013 -9999 0 -0.18 1 1
EntrezGene:23225 0 0 -9999 0 -10000 0 0
MDM2 0.011 0.044 -9999 0 -0.25 14 14
UBE2I 0.018 0 -9999 0 -10000 0 0
Ran/GTP/Exportin 1 0.037 0.013 -9999 0 -10000 0 0
NPC 0.01 0.008 -9999 0 -10000 0 0
PIAS2 0.015 0.035 -9999 0 -0.43 3 3
PIAS1 0.017 0.012 -9999 0 -0.25 1 1
EntrezGene:9972 0 0 -9999 0 -10000 0 0
Methods & Data
Input

  • Expression Data Normalization = Tumor samples were used to median center the expression data used in this analysis.

  • Expression File Used = /xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_MergeDataFilesPipeline/BRCA/781712/1.GDAC_MergeDataFiles.Finished/BRCA.transcriptome__agilentg4502a_07_3__unc_edu__Level_3__unc_lowess_normalization_gene_level__data.data.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.

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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)
Meta

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