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 Glypican 2 network 130.0 522.0 4.0 -0.203 -0.112 1000.0 -1000.0 -0.033 -1000.0 FOXM1 transcription factor network 102.0 5210.0 51.0 -0.63 0.01 1000.0 -1000.0 -0.189 -1000.0 Angiopoietin receptor Tie2-mediated signaling 92.0 8102.0 88.0 -0.53 0.05 1000.0 -1000.0 -0.101 -1000.0 Aurora B signaling 92.0 6178.0 67.0 -0.44 0.01 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by the Hedgehog family 71.0 3730.0 52.0 -0.378 0.183 1000.0 -1000.0 -0.073 -1000.0 Aurora C signaling 55.0 385.0 7.0 -0.277 0.005 1000.0 -1000.0 -0.037 -1000.0 HIF-1-alpha transcription factor network 51.0 3892.0 76.0 -0.5 0.016 1000.0 -1000.0 -0.162 -1000.0 PLK1 signaling events 50.0 4312.0 85.0 -0.313 0.066 1000.0 -1000.0 -0.047 -1000.0 Endothelins 49.0 4737.0 96.0 -0.291 0.035 1000.0 -1000.0 -0.069 -1000.0 Visual signal transduction: Cones 41.0 1585.0 38.0 -0.164 0.01 1000.0 -1000.0 -0.05 -1000.0 Osteopontin-mediated events 41.0 1561.0 38.0 -0.386 0.011 1000.0 -1000.0 -0.091 -1000.0 IL4-mediated signaling events 38.0 3482.0 91.0 -0.799 0.522 1000.0 -1000.0 -0.191 -1000.0 Signaling mediated by p38-alpha and p38-beta 38.0 1706.0 44.0 -0.107 0.01 1000.0 -1000.0 -0.05 -1000.0 BMP receptor signaling 35.0 2883.0 81.0 -0.378 0.027 1000.0 -1000.0 -0.08 -1000.0 Fc-epsilon receptor I signaling in mast cells 33.0 3253.0 97.0 -0.148 0.028 1000.0 -1000.0 -0.073 -1000.0 amb2 Integrin signaling 33.0 2748.0 82.0 -0.48 0.01 1000.0 -1000.0 -0.073 -1000.0 FOXA2 and FOXA3 transcription factor networks 32.0 1472.0 46.0 -0.512 0.016 1000.0 -1000.0 -0.1 -1000.0 Signaling events regulated by Ret tyrosine kinase 32.0 2673.0 82.0 -0.17 0.01 1000.0 -1000.0 -0.075 -1000.0 TCGA08_retinoblastoma 32.0 262.0 8.0 -0.153 0.049 1000.0 -1000.0 -0.019 -1000.0 TCGA08_p53 30.0 212.0 7.0 -0.106 0.053 1000.0 -1000.0 -0.014 -1000.0 Glucocorticoid receptor regulatory network 28.0 3303.0 114.0 -0.39 0.247 1000.0 -1000.0 -0.065 -1000.0 Visual signal transduction: Rods 28.0 1493.0 52.0 -0.149 0.01 1000.0 -1000.0 -0.071 -1000.0 Arf6 signaling events 27.0 1698.0 62.0 -0.188 0.011 1000.0 -1000.0 -0.058 -1000.0 LPA4-mediated signaling events 26.0 317.0 12.0 -0.119 0.013 1000.0 -1000.0 -0.023 -1000.0 Aurora A signaling 24.0 1481.0 60.0 -0.311 0.016 1000.0 -1000.0 -0.05 -1000.0 Canonical Wnt signaling pathway 24.0 1267.0 51.0 -0.344 0.147 1000.0 -1000.0 -0.05 -1000.0 Integrins in angiogenesis 23.0 1962.0 84.0 -0.388 0.025 1000.0 -1000.0 -0.078 -1000.0 Syndecan-1-mediated signaling events 22.0 754.0 34.0 -0.361 0.01 1000.0 -1000.0 -0.061 -1000.0 Glypican 1 network 22.0 1082.0 48.0 -0.101 0.019 1000.0 -1000.0 -0.043 -1000.0 Ephrin B reverse signaling 22.0 1078.0 48.0 -0.096 0.062 1000.0 -1000.0 -0.062 -1000.0 Effects of Botulinum toxin 22.0 577.0 26.0 -0.077 0.01 1000.0 -1000.0 -0.051 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 22.0 1498.0 68.0 -0.145 0.035 1000.0 -1000.0 -0.111 -1000.0 ErbB4 signaling events 21.0 1464.0 69.0 -0.191 0.201 1000.0 -1000.0 -0.07 -1000.0 p75(NTR)-mediated signaling 21.0 2712.0 125.0 -0.295 0.016 1000.0 -1000.0 -0.086 -1000.0 Thromboxane A2 receptor signaling 20.0 2166.0 105.0 -0.091 0.023 1000.0 -1000.0 -0.06 -1000.0 IL23-mediated signaling events 20.0 1221.0 60.0 -0.267 0.017 1000.0 -1000.0 -0.155 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 20.0 2472.0 120.0 -0.237 0.195 1000.0 -1000.0 -0.066 -1000.0 EGFR-dependent Endothelin signaling events 19.0 405.0 21.0 -0.091 0.01 1000.0 -1000.0 -0.065 -1000.0 Presenilin action in Notch and Wnt signaling 18.0 1130.0 61.0 -0.344 0.021 1000.0 -1000.0 -0.054 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 18.0 614.0 33.0 -0.147 0.021 1000.0 -1000.0 -0.056 -1000.0 PLK2 and PLK4 events 16.0 48.0 3.0 -0.025 -0.008 1000.0 -1000.0 -0.025 -1000.0 PDGFR-alpha signaling pathway 16.0 718.0 44.0 -0.302 0.018 1000.0 -1000.0 -0.056 -1000.0 Wnt signaling 16.0 116.0 7.0 -0.066 0.008 1000.0 -1000.0 -0.025 -1000.0 IL6-mediated signaling events 16.0 1251.0 75.0 -0.332 0.042 1000.0 -1000.0 -0.101 -1000.0 HIF-2-alpha transcription factor network 15.0 647.0 43.0 -0.141 0.073 1000.0 -1000.0 -0.089 -1000.0 Nongenotropic Androgen signaling 15.0 798.0 52.0 -0.049 0.01 1000.0 -1000.0 -0.052 -1000.0 Class IB PI3K non-lipid kinase events 15.0 45.0 3.0 -0.012 -1000.0 1000.0 -1000.0 -0.014 -1000.0 Syndecan-3-mediated signaling events 14.0 524.0 35.0 -0.195 0.01 1000.0 -1000.0 -0.058 -1000.0 Syndecan-4-mediated signaling events 13.0 879.0 67.0 -0.194 0.014 1000.0 -1000.0 -0.073 -1000.0 Regulation of Androgen receptor activity 13.0 979.0 70.0 -0.249 0.029 1000.0 -1000.0 -0.066 -1000.0 Noncanonical Wnt signaling pathway 12.0 320.0 26.0 -0.066 0.01 1000.0 -1000.0 -0.071 -1000.0 Syndecan-2-mediated signaling events 12.0 893.0 69.0 -0.092 0.03 1000.0 -1000.0 -0.052 -1000.0 Reelin signaling pathway 12.0 714.0 56.0 -0.099 0.01 1000.0 -1000.0 -0.067 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 12.0 644.0 52.0 -0.246 0.042 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 11.0 885.0 78.0 -0.044 0.037 1000.0 -1000.0 -0.072 -1000.0 Coregulation of Androgen receptor activity 10.0 826.0 76.0 -0.147 0.018 1000.0 -1000.0 -0.048 -1000.0 IL12-mediated signaling events 10.0 920.0 87.0 -0.096 0.04 1000.0 -1000.0 -0.121 -1000.0 Nectin adhesion pathway 10.0 636.0 63.0 -0.033 0.02 1000.0 -1000.0 -0.066 -1000.0 FAS signaling pathway (CD95) 10.0 513.0 47.0 -0.228 0.014 1000.0 -1000.0 -0.038 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 9.0 530.0 54.0 -0.144 0.021 1000.0 -1000.0 -0.084 -1000.0 Ephrin A reverse signaling 9.0 66.0 7.0 -0.012 0.006 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class III 9.0 393.0 40.0 -0.111 0.018 1000.0 -1000.0 -0.035 -1000.0 S1P1 pathway 9.0 335.0 36.0 -0.054 0.014 1000.0 -1000.0 -0.044 -1000.0 Calcium signaling in the CD4+ TCR pathway 9.0 288.0 31.0 -0.106 0.011 1000.0 -1000.0 -0.076 -1000.0 LPA receptor mediated events 9.0 944.0 102.0 -0.104 0.031 1000.0 -1000.0 -0.078 -1000.0 BCR signaling pathway 9.0 917.0 99.0 -0.132 0.027 1000.0 -1000.0 -0.079 -1000.0 Caspase cascade in apoptosis 8.0 608.0 74.0 -0.046 0.03 1000.0 -1000.0 -0.039 -1000.0 BARD1 signaling events 8.0 479.0 57.0 -0.182 0.03 1000.0 -1000.0 -0.055 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 8.0 737.0 85.0 -0.046 0.032 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by PTP1B 8.0 670.0 76.0 -0.09 0.016 1000.0 -1000.0 -0.068 -1000.0 S1P5 pathway 8.0 143.0 17.0 -0.031 0.029 1000.0 -1000.0 -0.045 -1000.0 EPHB forward signaling 8.0 763.0 85.0 -0.069 0.051 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 8.0 1078.0 125.0 -0.302 0.041 1000.0 -1000.0 -0.084 -1000.0 Signaling events mediated by PRL 8.0 298.0 34.0 -0.182 0.02 1000.0 -1000.0 -0.046 -1000.0 S1P4 pathway 8.0 221.0 25.0 -0.031 0.01 1000.0 -1000.0 -0.045 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 7.0 254.0 34.0 -0.031 0.013 1000.0 -1000.0 -0.06 -1000.0 IL1-mediated signaling events 7.0 489.0 62.0 -0.139 0.049 1000.0 -1000.0 -0.084 -1000.0 TCR signaling in naïve CD8+ T cells 7.0 659.0 93.0 -0.073 0.043 1000.0 -1000.0 -0.08 -1000.0 IL2 signaling events mediated by STAT5 7.0 167.0 22.0 -0.138 0.053 1000.0 -1000.0 -0.047 -1000.0 ErbB2/ErbB3 signaling events 6.0 435.0 65.0 -0.085 0.021 1000.0 -1000.0 -0.065 -1000.0 Regulation of p38-alpha and p38-beta 6.0 337.0 54.0 -0.066 0.021 1000.0 -1000.0 -0.055 -1000.0 Arf6 trafficking events 6.0 458.0 71.0 -0.086 0.034 1000.0 -1000.0 -0.065 -1000.0 Plasma membrane estrogen receptor signaling 6.0 556.0 86.0 -0.031 0.029 1000.0 -1000.0 -0.072 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 792.0 136.0 -0.104 0.05 1000.0 -1000.0 -0.068 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 147.0 28.0 -0.031 0.019 1000.0 -1000.0 -0.05 -1000.0 Regulation of Telomerase 5.0 558.0 102.0 -0.093 0.032 1000.0 -1000.0 -0.096 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 92.0 17.0 -0.011 0.021 1000.0 -1000.0 -0.038 -1000.0 Cellular roles of Anthrax toxin 4.0 162.0 39.0 -0.04 0.016 1000.0 -1000.0 -0.028 -1000.0 Hedgehog signaling events mediated by Gli proteins 4.0 289.0 65.0 -0.177 0.055 1000.0 -1000.0 -0.054 -1000.0 Ceramide signaling pathway 4.0 319.0 76.0 -0.091 0.034 1000.0 -1000.0 -0.053 -1000.0 FoxO family signaling 4.0 263.0 64.0 -0.145 0.054 1000.0 -1000.0 -0.078 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 64.0 15.0 -0.0 0.02 1000.0 -1000.0 -0.027 -1000.0 Retinoic acid receptors-mediated signaling 4.0 254.0 58.0 -0.158 0.033 1000.0 -1000.0 -0.059 -1000.0 IL27-mediated signaling events 4.0 252.0 51.0 -0.101 0.011 1000.0 -1000.0 -0.064 -1000.0 Insulin Pathway 4.0 362.0 74.0 -0.146 0.03 1000.0 -1000.0 -0.079 -1000.0 VEGFR1 specific signals 4.0 267.0 56.0 -0.302 0.041 1000.0 -1000.0 -0.065 -1000.0 p38 MAPK signaling pathway 4.0 197.0 44.0 -0.077 0.027 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by HDAC Class II 3.0 288.0 75.0 -0.044 0.027 1000.0 -1000.0 -0.05 -1000.0 JNK signaling in the CD4+ TCR pathway 3.0 66.0 17.0 -0.013 0.031 1000.0 -1000.0 -0.048 -1000.0 Arf6 downstream pathway 3.0 146.0 43.0 -0.054 0.027 1000.0 -1000.0 -0.035 -1000.0 IFN-gamma pathway 3.0 216.0 68.0 -0.076 0.047 1000.0 -1000.0 -0.086 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 3.0 271.0 83.0 -0.06 0.04 1000.0 -1000.0 -0.068 -1000.0 IL2 signaling events mediated by PI3K 3.0 175.0 58.0 -0.131 0.064 1000.0 -1000.0 -0.087 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 279.0 74.0 -0.118 0.061 1000.0 -1000.0 -0.075 -1000.0 Class I PI3K signaling events 3.0 244.0 73.0 -0.054 0.025 1000.0 -1000.0 -0.062 -1000.0 Circadian rhythm pathway 2.0 63.0 22.0 -0.037 0.033 1000.0 -1000.0 -0.061 -1000.0 TRAIL signaling pathway 2.0 99.0 48.0 -0.01 0.04 1000.0 -1000.0 -0.058 -1000.0 Signaling events mediated by HDAC Class I 2.0 301.0 104.0 -0.052 0.043 1000.0 -1000.0 -0.061 -1000.0 TCGA08_rtk_signaling 2.0 64.0 26.0 -0.024 0.037 1000.0 -1000.0 -0.02 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 154.0 76.0 -0.055 0.05 1000.0 -1000.0 -0.076 -1000.0 S1P3 pathway 2.0 118.0 42.0 -0.03 0.022 1000.0 -1000.0 -0.052 -1000.0 Canonical NF-kappaB pathway 1.0 42.0 39.0 -0.017 0.066 1000.0 -1000.0 -0.072 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 8.0 5.0 -0.003 0.008 1000.0 -1000.0 -0.031 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 42.0 37.0 -0.005 0.027 1000.0 -1000.0 -0.07 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 84.0 45.0 -0.015 0.061 1000.0 -1000.0 -0.081 -1000.0 IGF1 pathway 1.0 101.0 57.0 -0.04 0.043 1000.0 -1000.0 -0.083 -1000.0 Rapid glucocorticoid signaling 1.0 34.0 20.0 -0.005 0.01 1000.0 -1000.0 -0.037 -1000.0 PDGFR-beta signaling pathway 1.0 188.0 97.0 -0.045 0.048 1000.0 -1000.0 -0.068 -1000.0 E-cadherin signaling events 1.0 8.0 5.0 -0.003 0.01 1000.0 -1000.0 -0.043 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 9.0 23.0 -0.003 0.036 1000.0 -1000.0 -0.058 -1000.0 EPO signaling pathway 0.0 35.0 55.0 -0.004 0.06 1000.0 -1000.0 -0.078 -1000.0 Insulin-mediated glucose transport 0.0 19.0 32.0 -0.004 0.034 1000.0 -1000.0 -0.063 -1000.0 mTOR signaling pathway 0.0 11.0 53.0 -0.001 0.026 1000.0 -1000.0 -0.052 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 22.0 68.0 -0.033 0.046 1000.0 -1000.0 -0.054 -1000.0 ceramide signaling pathway 0.0 45.0 49.0 -0.015 0.037 1000.0 -1000.0 -0.043 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 20.0 36.0 -0.004 0.018 1000.0 -1000.0 -0.062 -1000.0 Atypical NF-kappaB pathway 0.0 8.0 31.0 -0.002 0.038 1000.0 -1000.0 -0.062 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 17.0 27.0 -0.002 0.023 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling in keratinocytes 0.0 20.0 43.0 -0.007 0.038 1000.0 -1000.0 -0.063 -1000.0 Arf1 pathway 0.0 18.0 54.0 -0.005 0.025 1000.0 -1000.0 -0.036 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.01 1000.0 -1000.0 -0.053 -1000.0 Total 2063 119013 7203 -18.6505941735 -995.167923848 131000 -131000 -8.36238846749 -131000