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 PDGFR-alpha signaling pathway 51.0 2271.0 44.0 -0.21 0.037 1000.0 -1000.0 -0.014 -1000.0 Noncanonical Wnt signaling pathway 50.0 1313.0 26.0 -0.296 0.027 1000.0 -1000.0 -0.025 -1000.0 Wnt signaling 43.0 303.0 7.0 -0.296 0.026 1000.0 -1000.0 -0.007 -1000.0 Ras signaling in the CD4+ TCR pathway 31.0 540.0 17.0 -0.278 0.043 1000.0 -1000.0 -0.002 -1000.0 Signaling mediated by p38-alpha and p38-beta 28.0 1239.0 44.0 -0.257 0.026 1000.0 -1000.0 -0.017 -1000.0 IL23-mediated signaling events 28.0 1731.0 60.0 -0.588 0.028 1000.0 -1000.0 -0.005 -1000.0 mTOR signaling pathway 25.0 1369.0 53.0 -0.159 0.08 1000.0 -1000.0 -0.027 -1000.0 Thromboxane A2 receptor signaling 24.0 2605.0 105.0 -0.295 0.082 1000.0 -1000.0 -0.03 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 24.0 1256.0 52.0 -0.222 0.028 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by the Hedgehog family 22.0 1144.0 52.0 -0.233 0.152 1000.0 -1000.0 -0.018 -1000.0 EGFR-dependent Endothelin signaling events 19.0 406.0 21.0 -0.107 0.039 1000.0 -1000.0 -0.025 -1000.0 IL1-mediated signaling events 18.0 1124.0 62.0 -0.217 0.055 1000.0 -1000.0 -0.043 -1000.0 IL6-mediated signaling events 17.0 1290.0 75.0 -0.315 0.037 1000.0 -1000.0 -0.018 -1000.0 Syndecan-1-mediated signaling events 16.0 546.0 34.0 -0.069 0.027 1000.0 -1000.0 -0.016 -1000.0 Glucocorticoid receptor regulatory network 16.0 1897.0 114.0 -0.531 0.137 1000.0 -1000.0 -0.043 -1000.0 Integrins in angiogenesis 16.0 1390.0 84.0 -0.288 0.067 1000.0 -1000.0 -0.039 -1000.0 Glypican 1 network 15.0 763.0 48.0 -0.255 0.053 1000.0 -1000.0 -0.022 -1000.0 Insulin Pathway 15.0 1141.0 74.0 -0.293 0.091 1000.0 -1000.0 -0.046 -1000.0 amb2 Integrin signaling 14.0 1164.0 82.0 -0.213 0.035 1000.0 -1000.0 -0.008 -1000.0 IL12-mediated signaling events 13.0 1211.0 87.0 -0.164 0.05 1000.0 -1000.0 -0.055 -1000.0 IL4-mediated signaling events 13.0 1194.0 91.0 -0.431 0.493 1000.0 -1000.0 -0.048 -1000.0 Syndecan-3-mediated signaling events 13.0 464.0 35.0 -0.178 0.068 1000.0 -1000.0 -0.02 -1000.0 HIF-1-alpha transcription factor network 12.0 934.0 76.0 -0.123 0.053 1000.0 -1000.0 -0.029 -1000.0 FOXA2 and FOXA3 transcription factor networks 12.0 592.0 46.0 -0.891 0.234 1000.0 -1000.0 -0.009 -1000.0 IGF1 pathway 12.0 684.0 57.0 -0.083 0.067 1000.0 -1000.0 -0.034 -1000.0 Plasma membrane estrogen receptor signaling 12.0 1066.0 86.0 -0.1 0.064 1000.0 -1000.0 -0.041 -1000.0 TCGA08_rtk_signaling 11.0 308.0 26.0 -0.206 0.028 1000.0 -1000.0 -0.014 -1000.0 Cellular roles of Anthrax toxin 10.0 412.0 39.0 -0.137 0.027 1000.0 -1000.0 -0.014 -1000.0 LPA receptor mediated events 10.0 1023.0 102.0 -0.288 0.113 1000.0 -1000.0 -0.06 -1000.0 Coregulation of Androgen receptor activity 9.0 752.0 76.0 -0.214 0.063 1000.0 -1000.0 -0.019 -1000.0 Arf6 signaling events 9.0 618.0 62.0 -0.148 0.068 1000.0 -1000.0 -0.037 -1000.0 Ephrin A reverse signaling 8.0 59.0 7.0 -0.0 0.046 1000.0 -1000.0 -0.014 -1000.0 Syndecan-2-mediated signaling events 8.0 604.0 69.0 -0.178 0.045 1000.0 -1000.0 -0.02 -1000.0 BMP receptor signaling 8.0 698.0 81.0 -0.304 0.127 1000.0 -1000.0 -0.026 -1000.0 Retinoic acid receptors-mediated signaling 8.0 499.0 58.0 -0.222 0.056 1000.0 -1000.0 -0.018 -1000.0 Nongenotropic Androgen signaling 8.0 439.0 52.0 -0.052 0.049 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by PTP1B 7.0 595.0 76.0 -0.181 0.081 1000.0 -1000.0 -0.028 -1000.0 Nectin adhesion pathway 7.0 448.0 63.0 -0.295 0.067 1000.0 -1000.0 -0.028 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 7.0 511.0 68.0 -0.279 0.064 1000.0 -1000.0 -0.031 -1000.0 Syndecan-4-mediated signaling events 7.0 492.0 67.0 -0.081 0.037 1000.0 -1000.0 -0.027 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 6.0 233.0 34.0 -0.013 0.046 1000.0 -1000.0 -0.021 -1000.0 Endothelins 6.0 631.0 96.0 -0.072 0.061 1000.0 -1000.0 -0.027 -1000.0 Effects of Botulinum toxin 6.0 179.0 26.0 -0.0 0.084 1000.0 -1000.0 -0.007 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 596.0 88.0 -0.293 0.104 1000.0 -1000.0 -0.052 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 5.0 438.0 85.0 -0.093 0.051 1000.0 -1000.0 -0.026 -1000.0 Fc-epsilon receptor I signaling in mast cells 5.0 508.0 97.0 -0.051 0.049 1000.0 -1000.0 -0.043 -1000.0 Ceramide signaling pathway 5.0 430.0 76.0 -0.065 0.05 1000.0 -1000.0 -0.021 -1000.0 Reelin signaling pathway 5.0 291.0 56.0 -0.005 0.382 1000.0 -1000.0 -0.018 -1000.0 TCGA08_p53 5.0 37.0 7.0 -0.009 0.025 1000.0 -1000.0 -0.006 -1000.0 FoxO family signaling 5.0 348.0 64.0 -0.293 0.038 1000.0 -1000.0 -0.013 -1000.0 FAS signaling pathway (CD95) 5.0 263.0 47.0 -0.325 0.043 1000.0 -1000.0 -0.016 -1000.0 IL2 signaling events mediated by PI3K 5.0 298.0 58.0 -0.114 0.035 1000.0 -1000.0 -0.025 -1000.0 Canonical Wnt signaling pathway 5.0 278.0 51.0 -0.162 0.064 1000.0 -1000.0 -0.025 -1000.0 BCR signaling pathway 5.0 560.0 99.0 -0.083 0.072 1000.0 -1000.0 -0.046 -1000.0 PDGFR-beta signaling pathway 5.0 497.0 97.0 -0.075 0.062 1000.0 -1000.0 -0.046 -1000.0 FOXM1 transcription factor network 5.0 259.0 51.0 -0.036 0.068 1000.0 -1000.0 0.012 -1000.0 Regulation of Androgen receptor activity 5.0 353.0 70.0 -0.263 0.033 1000.0 -1000.0 -0.022 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 560.0 136.0 -0.222 0.139 1000.0 -1000.0 -0.029 -1000.0 ErbB4 signaling events 4.0 342.0 69.0 -0.139 0.093 1000.0 -1000.0 -0.015 -1000.0 Circadian rhythm pathway 4.0 99.0 22.0 -0.08 0.027 1000.0 -1000.0 -0.021 -1000.0 Presenilin action in Notch and Wnt signaling 4.0 258.0 61.0 -0.176 0.067 1000.0 -1000.0 -0.03 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 178.0 37.0 -0.09 0.074 1000.0 -1000.0 -0.018 -1000.0 TRAIL signaling pathway 4.0 213.0 48.0 -0.035 0.057 1000.0 -1000.0 -0.02 -1000.0 Signaling events regulated by Ret tyrosine kinase 4.0 329.0 82.0 -0.181 0.101 1000.0 -1000.0 -0.041 -1000.0 ceramide signaling pathway 4.0 199.0 49.0 -0.0 0.047 1000.0 -1000.0 -0.016 -1000.0 S1P1 pathway 4.0 157.0 36.0 -0.118 0.027 1000.0 -1000.0 -0.024 -1000.0 Regulation of p38-alpha and p38-beta 4.0 240.0 54.0 -0.067 0.059 1000.0 -1000.0 -0.035 -1000.0 E-cadherin signaling in keratinocytes 4.0 184.0 43.0 -0.107 0.047 1000.0 -1000.0 -0.013 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 364.0 78.0 -0.029 0.068 1000.0 -1000.0 -0.022 -1000.0 ErbB2/ErbB3 signaling events 3.0 235.0 65.0 -0.02 0.077 1000.0 -1000.0 -0.046 -1000.0 Osteopontin-mediated events 3.0 128.0 38.0 -0.016 0.066 1000.0 -1000.0 -0.014 -1000.0 Arf6 downstream pathway 3.0 146.0 43.0 -0.04 0.051 1000.0 -1000.0 -0.023 -1000.0 PLK1 signaling events 3.0 260.0 85.0 -0.014 0.054 1000.0 -1000.0 -0.027 -1000.0 Insulin-mediated glucose transport 3.0 103.0 32.0 -0.089 0.05 1000.0 -1000.0 -0.02 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 246.0 68.0 -0.048 0.054 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class III 3.0 127.0 40.0 -0.089 0.048 1000.0 -1000.0 -0.029 -1000.0 HIF-2-alpha transcription factor network 3.0 163.0 43.0 -0.135 0.055 1000.0 -1000.0 -0.068 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 108.0 36.0 -0.09 0.062 1000.0 -1000.0 -0.028 -1000.0 TCR signaling in naïve CD8+ T cells 3.0 349.0 93.0 -0.082 0.104 1000.0 -1000.0 -0.033 -1000.0 Calcium signaling in the CD4+ TCR pathway 3.0 122.0 31.0 -0.098 0.027 1000.0 -1000.0 -0.026 -1000.0 IL27-mediated signaling events 3.0 182.0 51.0 -0.092 0.027 1000.0 -1000.0 -0.035 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 263.0 74.0 -0.107 0.059 1000.0 -1000.0 -0.049 -1000.0 S1P3 pathway 3.0 162.0 42.0 -0.04 0.073 1000.0 -1000.0 -0.014 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 3.0 449.0 120.0 -0.033 0.112 1000.0 -1000.0 -0.033 -1000.0 Visual signal transduction: Rods 3.0 186.0 52.0 -0.037 0.06 1000.0 -1000.0 -0.01 -1000.0 Caspase cascade in apoptosis 2.0 202.0 74.0 -0.156 0.067 1000.0 -1000.0 -0.023 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 140.0 54.0 -0.018 0.107 1000.0 -1000.0 -0.037 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 172.0 65.0 -0.007 0.066 1000.0 -1000.0 -0.016 -1000.0 p75(NTR)-mediated signaling 2.0 364.0 125.0 -0.039 0.068 1000.0 -1000.0 -0.052 -1000.0 EPO signaling pathway 2.0 159.0 55.0 -0.027 0.065 1000.0 -1000.0 -0.02 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 234.0 83.0 -0.065 0.053 1000.0 -1000.0 -0.016 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 43.0 15.0 -0.025 0.098 1000.0 -1000.0 -0.017 -1000.0 EPHB forward signaling 2.0 199.0 85.0 -0.058 0.104 1000.0 -1000.0 -0.048 -1000.0 IL2 signaling events mediated by STAT5 2.0 48.0 22.0 -0.044 0.028 1000.0 -1000.0 -0.021 -1000.0 Class I PI3K signaling events 2.0 204.0 73.0 -0.117 0.054 1000.0 -1000.0 -0.022 -1000.0 Arf6 trafficking events 2.0 161.0 71.0 -0.049 0.051 1000.0 -1000.0 -0.024 -1000.0 Regulation of Telomerase 2.0 213.0 102.0 -0.107 0.067 1000.0 -1000.0 -0.027 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 83.0 33.0 -0.062 0.07 1000.0 -1000.0 -0.018 -1000.0 S1P4 pathway 2.0 61.0 25.0 -0.0 0.073 1000.0 -1000.0 -0.015 -1000.0 p38 MAPK signaling pathway 2.0 89.0 44.0 -0.031 0.046 1000.0 -1000.0 -0.011 -1000.0 Aurora B signaling 2.0 155.0 67.0 -0.123 0.072 1000.0 -1000.0 -0.025 -1000.0 LPA4-mediated signaling events 1.0 23.0 12.0 -0.013 0.016 1000.0 -1000.0 -0.013 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 24.0 23.0 -0.014 0.053 1000.0 -1000.0 -0.02 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 52.0 28.0 -0.041 0.067 1000.0 -1000.0 -0.017 -1000.0 Visual signal transduction: Cones 1.0 50.0 38.0 -0.016 0.059 1000.0 -1000.0 -0.017 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 31.0 17.0 0.004 0.061 1000.0 -1000.0 -0.013 -1000.0 IFN-gamma pathway 1.0 113.0 68.0 -0.059 0.103 1000.0 -1000.0 -0.045 -1000.0 Ephrin B reverse signaling 1.0 53.0 48.0 -0.051 0.065 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by HDAC Class I 1.0 124.0 104.0 -0.048 0.064 1000.0 -1000.0 -0.028 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 67.0 45.0 -0.011 0.058 1000.0 -1000.0 -0.03 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 104.0 76.0 -0.028 0.068 1000.0 -1000.0 -0.042 -1000.0 Rapid glucocorticoid signaling 1.0 38.0 20.0 -0.0 0.032 1000.0 -1000.0 -0.01 -1000.0 Signaling events mediated by PRL 1.0 61.0 34.0 -0.024 0.038 1000.0 -1000.0 -0.025 -1000.0 Canonical NF-kappaB pathway 0.0 22.0 39.0 -0.015 0.057 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class II 0.0 16.0 75.0 -0.03 0.076 1000.0 -1000.0 -0.026 -1000.0 BARD1 signaling events 0.0 10.0 57.0 -0.059 0.071 1000.0 -1000.0 -0.039 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 -0.017 0.028 1000.0 -1000.0 -0.017 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 2.0 5.0 0.025 0.039 1000.0 -1000.0 0.016 -1000.0 Aurora A signaling 0.0 13.0 60.0 -0.016 0.051 1000.0 -1000.0 -0.018 -1000.0 Aurora C signaling 0.0 3.0 7.0 -0.0 0.046 1000.0 -1000.0 -0.015 -1000.0 S1P5 pathway 0.0 5.0 17.0 -0.072 0.074 1000.0 -1000.0 -0.004 -1000.0 Atypical NF-kappaB pathway 0.0 15.0 31.0 -0.016 0.036 1000.0 -1000.0 -0.018 -1000.0 Glypican 2 network 0.0 0.0 4.0 0.026 0.035 1000.0 -1000.0 0.014 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 0.0 85.0 125.0 -0.025 0.069 1000.0 -1000.0 -0.051 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 10.0 27.0 -0.02 0.066 1000.0 -1000.0 -0.029 -1000.0 TCGA08_retinoblastoma 0.0 0.0 8.0 -0.006 0.028 1000.0 -1000.0 -0.006 -1000.0 VEGFR1 specific signals 0.0 26.0 56.0 -0.017 0.068 1000.0 -1000.0 -0.028 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.026 0.026 1000.0 -1000.0 -0.018 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.024 0.047 1000.0 -1000.0 0.017 -1000.0 Arf1 pathway 0.0 17.0 54.0 -0.008 0.049 1000.0 -1000.0 -0.012 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.071 1000.0 -1000.0 -0.0 -1000.0 Total 905 53137 7203 -15.3799008005 8.73299885541 131000 -131000 -3.12001104674 -131000