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 Nephrin/Neph1 signaling in the kidney podocyte 248.0 8465.0 34.0 -0.513 0.03 1000.0 -1000.0 -0.052 -1000.0 HIF-1-alpha transcription factor network 178.0 13558.0 76.0 -1.109 0.045 1000.0 -1000.0 -0.157 -1000.0 TCGA08_retinoblastoma 171.0 1375.0 8.0 -0.578 0.16 1000.0 -1000.0 -0.007 -1000.0 TCGA08_p53 158.0 1111.0 7.0 -0.422 0.223 1000.0 -1000.0 -0.015 -1000.0 EGFR-dependent Endothelin signaling events 142.0 2989.0 21.0 -0.566 0.043 1000.0 -1000.0 -0.058 -1000.0 TCR signaling in naïve CD8+ T cells 140.0 13059.0 93.0 -0.436 0.204 1000.0 -1000.0 -0.076 -1000.0 PDGFR-alpha signaling pathway 115.0 5067.0 44.0 -0.225 0.037 1000.0 -1000.0 -0.056 -1000.0 FOXA2 and FOXA3 transcription factor networks 114.0 5280.0 46.0 -1.097 0.036 1000.0 -1000.0 -0.127 -1000.0 Syndecan-4-mediated signaling events 94.0 6336.0 67.0 -0.432 0.089 1000.0 -1000.0 -0.067 -1000.0 Aurora B signaling 93.0 6262.0 67.0 -0.259 0.042 1000.0 -1000.0 -0.057 -1000.0 IL12-mediated signaling events 90.0 7883.0 87.0 -0.445 0.113 1000.0 -1000.0 -0.133 -1000.0 Glypican 1 network 85.0 4095.0 48.0 -0.401 0.046 1000.0 -1000.0 -0.039 -1000.0 FOXM1 transcription factor network 79.0 4039.0 51.0 -0.565 0.031 1000.0 -1000.0 -0.126 -1000.0 amb2 Integrin signaling 74.0 6085.0 82.0 -0.451 0.038 1000.0 -1000.0 -0.054 -1000.0 BMP receptor signaling 71.0 5798.0 81.0 -0.525 0.054 1000.0 -1000.0 -0.084 -1000.0 Aurora C signaling 69.0 486.0 7.0 -0.26 0.027 1000.0 -1000.0 -0.019 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 65.0 2158.0 33.0 -0.571 0.056 1000.0 -1000.0 -0.056 -1000.0 Glypican 2 network 63.0 253.0 4.0 -0.041 -1000.0 1000.0 -1000.0 0.001 -1000.0 IL4-mediated signaling events 61.0 5581.0 91.0 -0.789 0.491 1000.0 -1000.0 -0.124 -1000.0 Caspase cascade in apoptosis 56.0 4189.0 74.0 -0.292 0.093 1000.0 -1000.0 -0.047 -1000.0 Syndecan-1-mediated signaling events 53.0 1824.0 34.0 -0.251 0.03 1000.0 -1000.0 -0.063 -1000.0 JNK signaling in the CD4+ TCR pathway 51.0 869.0 17.0 -0.223 0.03 1000.0 -1000.0 -0.052 -1000.0 Fc-epsilon receptor I signaling in mast cells 48.0 4685.0 97.0 -0.231 0.04 1000.0 -1000.0 -0.088 -1000.0 HIF-2-alpha transcription factor network 41.0 1799.0 43.0 -0.527 0.249 1000.0 -1000.0 -0.072 -1000.0 Effects of Botulinum toxin 39.0 1021.0 26.0 -0.232 0.04 1000.0 -1000.0 -0.036 -1000.0 Arf6 signaling events 38.0 2407.0 62.0 -0.566 0.065 1000.0 -1000.0 -0.05 -1000.0 Calcium signaling in the CD4+ TCR pathway 37.0 1151.0 31.0 -0.369 0.029 1000.0 -1000.0 -0.071 -1000.0 Coregulation of Androgen receptor activity 36.0 2788.0 76.0 -0.855 0.055 1000.0 -1000.0 -0.031 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 36.0 1953.0 54.0 -0.441 0.041 1000.0 -1000.0 -0.08 -1000.0 Signaling events mediated by the Hedgehog family 35.0 1852.0 52.0 -0.28 0.068 1000.0 -1000.0 -0.064 -1000.0 Reelin signaling pathway 35.0 1997.0 56.0 -0.173 0.079 1000.0 -1000.0 -0.066 -1000.0 IL27-mediated signaling events 34.0 1742.0 51.0 -0.605 0.059 1000.0 -1000.0 -0.069 -1000.0 Ephrin A reverse signaling 33.0 232.0 7.0 -0.026 0.012 1000.0 -1000.0 -0.019 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 33.0 2266.0 68.0 -0.329 0.059 1000.0 -1000.0 -0.111 -1000.0 PLK1 signaling events 32.0 2770.0 85.0 -0.185 0.042 1000.0 -1000.0 -0.038 -1000.0 LPA4-mediated signaling events 31.0 383.0 12.0 -0.104 0.011 1000.0 -1000.0 -0.028 -1000.0 IL2 signaling events mediated by STAT5 31.0 702.0 22.0 -0.291 0.036 1000.0 -1000.0 -0.066 -1000.0 p75(NTR)-mediated signaling 29.0 3674.0 125.0 -0.301 0.079 1000.0 -1000.0 -0.108 -1000.0 S1P1 pathway 29.0 1052.0 36.0 -0.247 0.029 1000.0 -1000.0 -0.062 -1000.0 Integrins in angiogenesis 27.0 2284.0 84.0 -0.266 0.067 1000.0 -1000.0 -0.068 -1000.0 IL23-mediated signaling events 26.0 1560.0 60.0 -0.259 0.029 1000.0 -1000.0 -0.123 -1000.0 BCR signaling pathway 25.0 2482.0 99.0 -0.223 0.057 1000.0 -1000.0 -0.096 -1000.0 IL2 signaling events mediated by PI3K 24.0 1444.0 58.0 -0.289 0.047 1000.0 -1000.0 -0.055 -1000.0 VEGFR1 specific signals 24.0 1370.0 56.0 -0.315 0.03 1000.0 -1000.0 -0.081 -1000.0 Signaling events mediated by PTP1B 23.0 1764.0 76.0 -0.569 0.065 1000.0 -1000.0 -0.057 -1000.0 Glucocorticoid receptor regulatory network 23.0 2706.0 114.0 -0.336 0.15 1000.0 -1000.0 -0.081 -1000.0 Wnt signaling 23.0 162.0 7.0 -0.042 0.028 1000.0 -1000.0 -0.034 -1000.0 Ceramide signaling pathway 22.0 1723.0 76.0 -0.566 0.206 1000.0 -1000.0 -0.059 -1000.0 Regulation of Telomerase 22.0 2274.0 102.0 -0.567 0.062 1000.0 -1000.0 -0.086 -1000.0 Angiopoietin receptor Tie2-mediated signaling 22.0 1960.0 88.0 -0.203 0.046 1000.0 -1000.0 -0.086 -1000.0 FoxO family signaling 21.0 1357.0 64.0 -0.556 0.095 1000.0 -1000.0 -0.057 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 21.0 983.0 45.0 -0.365 0.078 1000.0 -1000.0 -0.083 -1000.0 Visual signal transduction: Rods 21.0 1142.0 52.0 -0.157 0.04 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 21.0 1654.0 78.0 -0.246 0.046 1000.0 -1000.0 -0.066 -1000.0 Noncanonical Wnt signaling pathway 19.0 509.0 26.0 -0.098 0.029 1000.0 -1000.0 -0.071 -1000.0 Syndecan-2-mediated signaling events 19.0 1320.0 69.0 -0.451 0.063 1000.0 -1000.0 -0.055 -1000.0 EPO signaling pathway 18.0 1040.0 55.0 -0.168 0.036 1000.0 -1000.0 -0.078 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 18.0 2198.0 120.0 -0.109 0.081 1000.0 -1000.0 -0.076 -1000.0 Endothelins 17.0 1653.0 96.0 -0.329 0.048 1000.0 -1000.0 -0.076 -1000.0 IL6-mediated signaling events 17.0 1348.0 75.0 -0.225 0.06 1000.0 -1000.0 -0.058 -1000.0 Regulation of nuclear SMAD2/3 signaling 16.0 2259.0 136.0 -0.295 0.1 1000.0 -1000.0 -0.06 -1000.0 Presenilin action in Notch and Wnt signaling 16.0 1004.0 61.0 -0.139 0.084 1000.0 -1000.0 -0.063 -1000.0 LPA receptor mediated events 16.0 1657.0 102.0 -0.247 0.052 1000.0 -1000.0 -0.079 -1000.0 Thromboxane A2 receptor signaling 15.0 1630.0 105.0 -0.566 0.047 1000.0 -1000.0 -0.065 -1000.0 Aurora A signaling 15.0 904.0 60.0 -0.147 0.063 1000.0 -1000.0 -0.041 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 15.0 1141.0 74.0 -0.566 0.106 1000.0 -1000.0 -0.093 -1000.0 Class I PI3K signaling events 15.0 1128.0 73.0 -0.314 0.08 1000.0 -1000.0 -0.062 -1000.0 IFN-gamma pathway 14.0 969.0 68.0 -0.242 0.043 1000.0 -1000.0 -0.091 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 14.0 518.0 37.0 -0.172 0.058 1000.0 -1000.0 -0.048 -1000.0 Canonical Wnt signaling pathway 14.0 723.0 51.0 -0.139 0.098 1000.0 -1000.0 -0.071 -1000.0 S1P5 pathway 13.0 223.0 17.0 -0.079 0.029 1000.0 -1000.0 -0.037 -1000.0 Nongenotropic Androgen signaling 13.0 715.0 52.0 -0.116 0.045 1000.0 -1000.0 -0.049 -1000.0 Plasma membrane estrogen receptor signaling 13.0 1135.0 86.0 -0.147 0.053 1000.0 -1000.0 -0.093 -1000.0 Regulation of Androgen receptor activity 13.0 962.0 70.0 -0.911 0.054 1000.0 -1000.0 -0.059 -1000.0 Sphingosine 1-phosphate (S1P) pathway 12.0 348.0 28.0 -0.079 0.048 1000.0 -1000.0 -0.039 -1000.0 PLK2 and PLK4 events 12.0 38.0 3.0 0.006 0.026 1000.0 -1000.0 -0.025 -1000.0 Signaling events regulated by Ret tyrosine kinase 12.0 1030.0 82.0 -0.03 0.03 1000.0 -1000.0 -0.097 -1000.0 S1P3 pathway 12.0 528.0 42.0 -0.245 0.051 1000.0 -1000.0 -0.058 -1000.0 ErbB4 signaling events 11.0 826.0 69.0 -0.161 0.095 1000.0 -1000.0 -0.063 -1000.0 FAS signaling pathway (CD95) 11.0 555.0 47.0 -0.279 0.049 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 11.0 1402.0 125.0 -0.244 0.044 1000.0 -1000.0 -0.079 -1000.0 TCGA08_rtk_signaling 11.0 291.0 26.0 -0.225 0.057 1000.0 -1000.0 -0.029 -1000.0 S1P4 pathway 11.0 294.0 25.0 -0.079 0.039 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling events 11.0 57.0 5.0 0.007 0.026 1000.0 -1000.0 -0.013 -1000.0 Syndecan-3-mediated signaling events 10.0 363.0 35.0 -0.011 0.079 1000.0 -1000.0 -0.038 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 48.0 5.0 0.01 0.029 1000.0 -1000.0 -0.004 -1000.0 ceramide signaling pathway 9.0 467.0 49.0 -0.064 0.045 1000.0 -1000.0 -0.061 -1000.0 Visual signal transduction: Cones 8.0 318.0 38.0 -0.013 0.044 1000.0 -1000.0 -0.029 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 7.0 663.0 85.0 -0.038 0.082 1000.0 -1000.0 -0.069 -1000.0 Ephrin B reverse signaling 7.0 375.0 48.0 -0.047 0.052 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by PRL 7.0 248.0 34.0 -0.044 0.063 1000.0 -1000.0 -0.059 -1000.0 Class IB PI3K non-lipid kinase events 7.0 21.0 3.0 -0.021 0.021 1000.0 -1000.0 -0.005 -1000.0 Canonical NF-kappaB pathway 6.0 267.0 39.0 -0.113 0.057 1000.0 -1000.0 -0.059 -1000.0 Insulin-mediated glucose transport 6.0 192.0 32.0 -0.041 0.057 1000.0 -1000.0 -0.037 -1000.0 mTOR signaling pathway 6.0 324.0 53.0 -0.064 0.054 1000.0 -1000.0 -0.059 -1000.0 IL1-mediated signaling events 6.0 376.0 62.0 -0.041 0.065 1000.0 -1000.0 -0.075 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 493.0 76.0 -0.031 0.05 1000.0 -1000.0 -0.091 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 106.0 17.0 -0.01 0.054 1000.0 -1000.0 -0.038 -1000.0 ErbB2/ErbB3 signaling events 5.0 339.0 65.0 -0.124 0.042 1000.0 -1000.0 -0.062 -1000.0 Cellular roles of Anthrax toxin 5.0 220.0 39.0 -0.01 0.039 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class III 5.0 232.0 40.0 -0.054 0.054 1000.0 -1000.0 -0.023 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 75.0 15.0 -0.0 0.03 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-alpha and p38-beta 5.0 246.0 44.0 -0.042 0.053 1000.0 -1000.0 -0.051 -1000.0 EPHB forward signaling 5.0 437.0 85.0 -0.054 0.073 1000.0 -1000.0 -0.102 -1000.0 PDGFR-beta signaling pathway 5.0 511.0 97.0 -0.019 0.087 1000.0 -1000.0 -0.087 -1000.0 p38 MAPK signaling pathway 5.0 253.0 44.0 -0.063 0.057 1000.0 -1000.0 -0.048 -1000.0 Regulation of p38-alpha and p38-beta 4.0 263.0 54.0 -0.022 0.067 1000.0 -1000.0 -0.061 -1000.0 Insulin Pathway 4.0 310.0 74.0 -0.032 0.08 1000.0 -1000.0 -0.085 -1000.0 E-cadherin signaling in keratinocytes 4.0 212.0 43.0 -0.218 0.042 1000.0 -1000.0 -0.064 -1000.0 BARD1 signaling events 3.0 207.0 57.0 -0.095 0.076 1000.0 -1000.0 -0.071 -1000.0 Osteopontin-mediated events 3.0 120.0 38.0 -0.0 0.085 1000.0 -1000.0 -0.062 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 227.0 65.0 -0.005 0.104 1000.0 -1000.0 -0.067 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 234.0 68.0 -0.041 0.055 1000.0 -1000.0 -0.05 -1000.0 Nectin adhesion pathway 3.0 192.0 63.0 -0.0 0.057 1000.0 -1000.0 -0.067 -1000.0 Arf6 trafficking events 3.0 252.0 71.0 -0.115 0.063 1000.0 -1000.0 -0.064 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 127.0 52.0 -0.015 0.1 1000.0 -1000.0 -0.054 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 223.0 83.0 -0.041 0.074 1000.0 -1000.0 -0.063 -1000.0 Retinoic acid receptors-mediated signaling 2.0 119.0 58.0 -0.015 0.053 1000.0 -1000.0 -0.063 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 75.0 36.0 -0.052 0.054 1000.0 -1000.0 -0.061 -1000.0 Atypical NF-kappaB pathway 2.0 62.0 31.0 -0.0 0.037 1000.0 -1000.0 -0.044 -1000.0 IGF1 pathway 2.0 126.0 57.0 -0.048 0.078 1000.0 -1000.0 -0.09 -1000.0 Signaling events mediated by HDAC Class II 1.0 116.0 75.0 -0.041 0.062 1000.0 -1000.0 -0.044 -1000.0 Circadian rhythm pathway 1.0 25.0 22.0 -0.014 0.069 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by HDAC Class I 1.0 183.0 104.0 -0.057 0.076 1000.0 -1000.0 -0.059 -1000.0 Arf1 pathway 1.0 80.0 54.0 -0.0 0.049 1000.0 -1000.0 -0.031 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 19.0 23.0 -0.027 0.056 1000.0 -1000.0 -0.042 -1000.0 Arf6 downstream pathway 0.0 40.0 43.0 -0.047 0.048 1000.0 -1000.0 -0.045 -1000.0 TRAIL signaling pathway 0.0 32.0 48.0 0.0 0.072 1000.0 -1000.0 -0.057 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.0 0.07 1000.0 -1000.0 -0.057 -1000.0 Rapid glucocorticoid signaling 0.0 12.0 20.0 -0.008 0.036 1000.0 -1000.0 -0.012 -1000.0 Alternative NF-kappaB pathway 0.0 10.0 13.0 -0.0 0.062 1000.0 -1000.0 -0.015 -1000.0 Total 3822 202347 7203 -29.752439023 -991.535998032 131000 -131000 -7.90736308455 -131000