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 HIF-1-alpha transcription factor network 39.0 2970.0 76.0 -0.504 0.042 1000.0 -1000.0 -0.088 -1000.0 IL23-mediated signaling events 37.0 2264.0 60.0 -0.779 0.036 1000.0 -1000.0 -0.103 -1000.0 FOXA2 and FOXA3 transcription factor networks 30.0 1381.0 46.0 -0.624 0.043 1000.0 -1000.0 -0.15 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 28.0 973.0 34.0 -0.107 0.038 1000.0 -1000.0 -0.026 -1000.0 amb2 Integrin signaling 23.0 1899.0 82.0 -0.184 0.046 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by the Hedgehog family 22.0 1188.0 52.0 -0.218 0.051 1000.0 -1000.0 -0.043 -1000.0 IL4-mediated signaling events 22.0 2013.0 91.0 -0.716 0.544 1000.0 -1000.0 -0.155 -1000.0 IL12-mediated signaling events 21.0 1849.0 87.0 -0.322 0.042 1000.0 -1000.0 -0.075 -1000.0 TCR signaling in naïve CD8+ T cells 20.0 1909.0 93.0 -0.131 0.051 1000.0 -1000.0 -0.046 -1000.0 Calcium signaling in the CD4+ TCR pathway 19.0 590.0 31.0 -0.268 0.037 1000.0 -1000.0 -0.049 -1000.0 IGF1 pathway 18.0 1032.0 57.0 -0.087 0.065 1000.0 -1000.0 -0.036 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 17.0 1173.0 68.0 -0.36 0.103 1000.0 -1000.0 -0.093 -1000.0 BCR signaling pathway 16.0 1657.0 99.0 -0.18 0.049 1000.0 -1000.0 -0.058 -1000.0 Thromboxane A2 receptor signaling 15.0 1619.0 105.0 -0.143 0.056 1000.0 -1000.0 -0.042 -1000.0 Syndecan-1-mediated signaling events 14.0 480.0 34.0 -0.11 0.037 1000.0 -1000.0 -0.035 -1000.0 JNK signaling in the CD4+ TCR pathway 14.0 242.0 17.0 -0.089 0.037 1000.0 -1000.0 -0.034 -1000.0 p75(NTR)-mediated signaling 14.0 1781.0 125.0 -0.23 0.095 1000.0 -1000.0 -0.04 -1000.0 Glypican 1 network 14.0 707.0 48.0 -0.214 0.065 1000.0 -1000.0 -0.02 -1000.0 Endothelins 14.0 1352.0 96.0 -0.141 0.072 1000.0 -1000.0 -0.058 -1000.0 IL6-mediated signaling events 14.0 1063.0 75.0 -0.295 0.053 1000.0 -1000.0 -0.069 -1000.0 Syndecan-4-mediated signaling events 14.0 987.0 67.0 -0.124 0.049 1000.0 -1000.0 -0.042 -1000.0 Ras signaling in the CD4+ TCR pathway 13.0 223.0 17.0 -0.057 0.059 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by PTP1B 12.0 933.0 76.0 -0.157 0.044 1000.0 -1000.0 -0.029 -1000.0 Glucocorticoid receptor regulatory network 12.0 1457.0 114.0 -0.413 0.147 1000.0 -1000.0 -0.066 -1000.0 a4b1 and a4b7 Integrin signaling 11.0 57.0 5.0 -0.004 0.034 1000.0 -1000.0 0.016 -1000.0 Fc-epsilon receptor I signaling in mast cells 11.0 1092.0 97.0 -0.067 0.067 1000.0 -1000.0 -0.055 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 11.0 418.0 37.0 -0.063 0.06 1000.0 -1000.0 -0.026 -1000.0 Reelin signaling pathway 11.0 619.0 56.0 -0.054 0.089 1000.0 -1000.0 -0.032 -1000.0 TCGA08_p53 11.0 79.0 7.0 -0.041 0.036 1000.0 -1000.0 -0.012 -1000.0 Wnt signaling 11.0 79.0 7.0 -0.037 0.025 1000.0 -1000.0 -0.011 -1000.0 TCGA08_retinoblastoma 11.0 92.0 8.0 -0.04 0.029 1000.0 -1000.0 -0.005 -1000.0 Visual signal transduction: Cones 10.0 402.0 38.0 -0.066 0.067 1000.0 -1000.0 -0.007 -1000.0 Osteopontin-mediated events 10.0 388.0 38.0 -0.095 0.045 1000.0 -1000.0 -0.037 -1000.0 Integrins in angiogenesis 10.0 900.0 84.0 -0.089 0.075 1000.0 -1000.0 -0.042 -1000.0 IL27-mediated signaling events 10.0 536.0 51.0 -0.093 0.069 1000.0 -1000.0 -0.043 -1000.0 Visual signal transduction: Rods 10.0 538.0 52.0 -0.061 0.053 1000.0 -1000.0 -0.02 -1000.0 Class IB PI3K non-lipid kinase events 10.0 30.0 3.0 -0.014 0.014 1000.0 -1000.0 -0.021 -1000.0 Noncanonical Wnt signaling pathway 9.0 249.0 26.0 -0.037 0.036 1000.0 -1000.0 -0.032 -1000.0 Syndecan-2-mediated signaling events 9.0 655.0 69.0 -0.075 0.065 1000.0 -1000.0 -0.043 -1000.0 Arf6 signaling events 9.0 601.0 62.0 -0.082 0.065 1000.0 -1000.0 -0.029 -1000.0 BMP receptor signaling 9.0 734.0 81.0 -0.095 0.08 1000.0 -1000.0 -0.04 -1000.0 Effects of Botulinum toxin 9.0 250.0 26.0 -0.028 0.042 1000.0 -1000.0 -0.004 -1000.0 EGFR-dependent Endothelin signaling events 9.0 203.0 21.0 -0.07 0.051 1000.0 -1000.0 -0.04 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 9.0 1095.0 120.0 -0.23 0.096 1000.0 -1000.0 -0.044 -1000.0 FOXM1 transcription factor network 9.0 471.0 51.0 -0.075 0.071 1000.0 -1000.0 -0.147 -1000.0 Cellular roles of Anthrax toxin 8.0 333.0 39.0 -0.118 0.036 1000.0 -1000.0 -0.021 -1000.0 Presenilin action in Notch and Wnt signaling 8.0 496.0 61.0 -0.185 0.096 1000.0 -1000.0 -0.04 -1000.0 EPO signaling pathway 8.0 452.0 55.0 -0.046 0.044 1000.0 -1000.0 -0.038 -1000.0 Ceramide signaling pathway 8.0 621.0 76.0 -0.089 0.095 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 8.0 532.0 62.0 -0.098 0.082 1000.0 -1000.0 -0.031 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 8.0 454.0 52.0 -0.195 0.097 1000.0 -1000.0 -0.048 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 8.0 363.0 45.0 -0.048 0.092 1000.0 -1000.0 -0.036 -1000.0 Canonical Wnt signaling pathway 8.0 432.0 51.0 -0.185 0.063 1000.0 -1000.0 -0.045 -1000.0 Regulation of p38-alpha and p38-beta 8.0 449.0 54.0 -0.084 0.081 1000.0 -1000.0 -0.046 -1000.0 LPA receptor mediated events 8.0 889.0 102.0 -0.086 0.056 1000.0 -1000.0 -0.071 -1000.0 Insulin Pathway 8.0 661.0 74.0 -0.1 0.087 1000.0 -1000.0 -0.035 -1000.0 Plasma membrane estrogen receptor signaling 8.0 688.0 86.0 -0.089 0.062 1000.0 -1000.0 -0.048 -1000.0 Angiopoietin receptor Tie2-mediated signaling 8.0 760.0 88.0 -0.062 0.049 1000.0 -1000.0 -0.056 -1000.0 Regulation of Androgen receptor activity 8.0 580.0 70.0 -0.431 0.045 1000.0 -1000.0 -0.054 -1000.0 Coregulation of Androgen receptor activity 7.0 607.0 76.0 -0.449 0.106 1000.0 -1000.0 -0.03 -1000.0 mTOR signaling pathway 7.0 413.0 53.0 -0.109 0.054 1000.0 -1000.0 -0.035 -1000.0 ceramide signaling pathway 7.0 380.0 49.0 -0.048 0.053 1000.0 -1000.0 -0.028 -1000.0 FoxO family signaling 7.0 509.0 64.0 -0.297 0.064 1000.0 -1000.0 -0.059 -1000.0 LPA4-mediated signaling events 6.0 72.0 12.0 -0.032 0.01 1000.0 -1000.0 -0.019 -1000.0 Caspase cascade in apoptosis 6.0 517.0 74.0 -0.131 0.079 1000.0 -1000.0 -0.034 -1000.0 ErbB4 signaling events 6.0 427.0 69.0 -0.252 0.064 1000.0 -1000.0 -0.035 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 6.0 350.0 54.0 -0.054 0.052 1000.0 -1000.0 -0.032 -1000.0 Ephrin A reverse signaling 6.0 45.0 7.0 0.0 0.035 1000.0 -1000.0 0.0 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 6.0 587.0 85.0 -0.042 0.057 1000.0 -1000.0 -0.058 -1000.0 Insulin-mediated glucose transport 6.0 207.0 32.0 -0.297 0.065 1000.0 -1000.0 -0.027 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 6.0 505.0 83.0 -0.297 0.071 1000.0 -1000.0 -0.028 -1000.0 S1P1 pathway 6.0 220.0 36.0 -0.14 0.037 1000.0 -1000.0 -0.03 -1000.0 FAS signaling pathway (CD95) 6.0 302.0 47.0 -0.102 0.053 1000.0 -1000.0 -0.047 -1000.0 Signaling mediated by p38-alpha and p38-beta 6.0 281.0 44.0 -0.15 0.037 1000.0 -1000.0 -0.031 -1000.0 Nongenotropic Androgen signaling 6.0 354.0 52.0 -0.024 0.064 1000.0 -1000.0 -0.033 -1000.0 Class I PI3K signaling events 6.0 474.0 73.0 -0.144 0.068 1000.0 -1000.0 -0.034 -1000.0 Signaling events regulated by Ret tyrosine kinase 5.0 488.0 82.0 0.0 0.056 1000.0 -1000.0 -0.052 -1000.0 HIF-2-alpha transcription factor network 5.0 245.0 43.0 -0.054 0.069 1000.0 -1000.0 -0.063 -1000.0 IL2 signaling events mediated by PI3K 5.0 317.0 58.0 -0.011 0.067 1000.0 -1000.0 -0.045 -1000.0 Rapid glucocorticoid signaling 5.0 117.0 20.0 -0.073 0.039 1000.0 -1000.0 -0.004 -1000.0 PDGFR-beta signaling pathway 5.0 491.0 97.0 -0.098 0.1 1000.0 -1000.0 -0.038 -1000.0 Aurora B signaling 5.0 360.0 67.0 -0.115 0.077 1000.0 -1000.0 -0.028 -1000.0 ErbB2/ErbB3 signaling events 4.0 265.0 65.0 -0.039 0.054 1000.0 -1000.0 -0.05 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 659.0 136.0 -0.25 0.077 1000.0 -1000.0 -0.046 -1000.0 PLK1 signaling events 4.0 405.0 85.0 -0.01 0.065 1000.0 -1000.0 -0.032 -1000.0 S1P5 pathway 4.0 72.0 17.0 -0.016 0.037 1000.0 -1000.0 -0.011 -1000.0 Retinoic acid receptors-mediated signaling 4.0 256.0 58.0 -0.058 0.072 1000.0 -1000.0 -0.027 -1000.0 Syndecan-3-mediated signaling events 4.0 147.0 35.0 -0.028 0.095 1000.0 -1000.0 -0.017 -1000.0 EPHB forward signaling 4.0 368.0 85.0 -0.028 0.081 1000.0 -1000.0 -0.055 -1000.0 Glypican 2 network 4.0 18.0 4.0 0.021 0.04 1000.0 -1000.0 0.016 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 365.0 74.0 -0.108 0.08 1000.0 -1000.0 -0.059 -1000.0 IL2 signaling events mediated by STAT5 4.0 95.0 22.0 -0.031 0.039 1000.0 -1000.0 -0.049 -1000.0 S1P4 pathway 4.0 120.0 25.0 -0.0 0.052 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 328.0 78.0 -0.091 0.058 1000.0 -1000.0 -0.068 -1000.0 Sphingosine 1-phosphate (S1P) pathway 3.0 106.0 28.0 -0.0 0.068 1000.0 -1000.0 -0.019 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 198.0 65.0 0.0 0.09 1000.0 -1000.0 -0.033 -1000.0 Arf6 downstream pathway 3.0 167.0 43.0 -0.052 0.063 1000.0 -1000.0 -0.022 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 219.0 68.0 -0.297 0.077 1000.0 -1000.0 -0.033 -1000.0 Nectin adhesion pathway 3.0 202.0 63.0 0.0 0.088 1000.0 -1000.0 -0.039 -1000.0 Ephrin B reverse signaling 3.0 176.0 48.0 -0.048 0.053 1000.0 -1000.0 -0.025 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 121.0 36.0 -0.05 0.066 1000.0 -1000.0 -0.037 -1000.0 Regulation of Telomerase 3.0 380.0 102.0 -0.095 0.095 1000.0 -1000.0 -0.045 -1000.0 S1P3 pathway 3.0 146.0 42.0 -0.002 0.061 1000.0 -1000.0 -0.029 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 112.0 33.0 -0.048 0.098 1000.0 -1000.0 -0.035 -1000.0 Canonical NF-kappaB pathway 2.0 102.0 39.0 -0.048 0.081 1000.0 -1000.0 -0.024 -1000.0 BARD1 signaling events 2.0 167.0 57.0 -0.065 0.08 1000.0 -1000.0 -0.033 -1000.0 IFN-gamma pathway 2.0 176.0 68.0 -0.022 0.078 1000.0 -1000.0 -0.051 -1000.0 TRAIL signaling pathway 2.0 125.0 48.0 -0.0 0.087 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class I 2.0 284.0 104.0 -0.067 0.09 1000.0 -1000.0 -0.028 -1000.0 Atypical NF-kappaB pathway 2.0 69.0 31.0 -0.0 0.051 1000.0 -1000.0 -0.013 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 274.0 125.0 -0.006 0.094 1000.0 -1000.0 -0.041 -1000.0 TCGA08_rtk_signaling 2.0 57.0 26.0 -0.043 0.078 1000.0 -1000.0 -0.009 -1000.0 p38 MAPK signaling pathway 2.0 119.0 44.0 -0.022 0.073 1000.0 -1000.0 -0.023 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 23.0 23.0 0.016 0.065 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by HDAC Class II 1.0 94.0 75.0 -0.044 0.093 1000.0 -1000.0 -0.022 -1000.0 PLK2 and PLK4 events 1.0 4.0 3.0 0.017 0.037 1000.0 -1000.0 -0.007 -1000.0 Aurora C signaling 1.0 12.0 7.0 0.0 0.052 1000.0 -1000.0 -0.007 -1000.0 PDGFR-alpha signaling pathway 1.0 82.0 44.0 -0.072 0.077 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by HDAC Class III 1.0 77.0 40.0 -0.065 0.066 1000.0 -1000.0 -0.022 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 18.0 15.0 -0.001 0.037 1000.0 -1000.0 -0.024 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 101.0 76.0 -0.016 0.093 1000.0 -1000.0 -0.057 -1000.0 Arf6 trafficking events 1.0 141.0 71.0 -0.153 0.067 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by PRL 1.0 52.0 34.0 -0.035 0.054 1000.0 -1000.0 -0.039 -1000.0 E-cadherin signaling events 1.0 5.0 5.0 0.034 0.068 1000.0 -1000.0 0.016 -1000.0 Alternative NF-kappaB pathway 1.0 17.0 13.0 0.0 0.094 1000.0 -1000.0 0.0 -1000.0 Circadian rhythm pathway 0.0 15.0 22.0 -0.01 0.078 1000.0 -1000.0 -0.043 -1000.0 Aurora A signaling 0.0 56.0 60.0 -0.0 0.074 1000.0 -1000.0 -0.021 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.0 0.075 1000.0 -1000.0 -0.028 -1000.0 VEGFR1 specific signals 0.0 43.0 56.0 -0.009 0.097 1000.0 -1000.0 -0.041 -1000.0 E-cadherin signaling in keratinocytes 0.0 40.0 43.0 -0.027 0.067 1000.0 -1000.0 -0.034 -1000.0 Arf1 pathway 0.0 28.0 54.0 -0.001 0.052 1000.0 -1000.0 -0.014 -1000.0 Total 1027 64315 7203 -14.473917518 8.8599484016 131000 -131000 -4.90728922459 -131000