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 241.0 8206.0 34.0 -0.514 0.03 1000.0 -1000.0 -0.05 -1000.0 HIF-1-alpha transcription factor network 171.0 13059.0 76.0 -1.11 0.045 1000.0 -1000.0 -0.178 -1000.0 TCGA08_retinoblastoma 171.0 1370.0 8.0 -0.578 0.16 1000.0 -1000.0 -0.004 -1000.0 TCGA08_p53 158.0 1107.0 7.0 -0.422 0.223 1000.0 -1000.0 -0.013 -1000.0 TCR signaling in naïve CD8+ T cells 136.0 12740.0 93.0 -0.436 0.204 1000.0 -1000.0 -0.075 -1000.0 FOXA2 and FOXA3 transcription factor networks 126.0 5840.0 46.0 -1.098 0.036 1000.0 -1000.0 -0.09 -1000.0 PDGFR-alpha signaling pathway 99.0 4378.0 44.0 -0.226 0.037 1000.0 -1000.0 -0.057 -1000.0 Syndecan-4-mediated signaling events 96.0 6494.0 67.0 -0.432 0.089 1000.0 -1000.0 -0.061 -1000.0 IL12-mediated signaling events 95.0 8273.0 87.0 -0.445 0.113 1000.0 -1000.0 -0.126 -1000.0 Aurora B signaling 92.0 6172.0 67.0 -0.259 0.042 1000.0 -1000.0 -0.055 -1000.0 Glypican 1 network 85.0 4081.0 48.0 -0.401 0.046 1000.0 -1000.0 -0.046 -1000.0 EGFR-dependent Endothelin signaling events 85.0 1797.0 21.0 -0.567 0.042 1000.0 -1000.0 -0.066 -1000.0 amb2 Integrin signaling 76.0 6232.0 82.0 -0.452 0.038 1000.0 -1000.0 -0.06 -1000.0 FOXM1 transcription factor network 75.0 3845.0 51.0 -0.565 0.03 1000.0 -1000.0 -0.129 -1000.0 Aurora C signaling 69.0 486.0 7.0 -0.26 0.027 1000.0 -1000.0 -0.017 -1000.0 BMP receptor signaling 69.0 5596.0 81.0 -0.526 0.054 1000.0 -1000.0 -0.098 -1000.0 Glypican 2 network 62.0 250.0 4.0 -0.041 -1000.0 1000.0 -1000.0 -0.014 -1000.0 Caspase cascade in apoptosis 57.0 4273.0 74.0 -0.291 0.093 1000.0 -1000.0 -0.053 -1000.0 JNK signaling in the CD4+ TCR pathway 56.0 959.0 17.0 -0.222 0.03 1000.0 -1000.0 -0.055 -1000.0 IL4-mediated signaling events 56.0 5106.0 91.0 -0.79 0.492 1000.0 -1000.0 -0.121 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 52.0 1717.0 33.0 -0.57 0.055 1000.0 -1000.0 -0.042 -1000.0 Syndecan-1-mediated signaling events 51.0 1762.0 34.0 -0.25 0.03 1000.0 -1000.0 -0.073 -1000.0 HIF-2-alpha transcription factor network 47.0 2047.0 43.0 -0.527 0.25 1000.0 -1000.0 -0.069 -1000.0 Fc-epsilon receptor I signaling in mast cells 43.0 4266.0 97.0 -0.231 0.04 1000.0 -1000.0 -0.091 -1000.0 Effects of Botulinum toxin 41.0 1077.0 26.0 -0.231 0.04 1000.0 -1000.0 -0.035 -1000.0 Arf6 signaling events 39.0 2430.0 62.0 -0.567 0.065 1000.0 -1000.0 -0.051 -1000.0 Calcium signaling in the CD4+ TCR pathway 39.0 1210.0 31.0 -0.368 0.029 1000.0 -1000.0 -0.055 -1000.0 Coregulation of Androgen receptor activity 36.0 2761.0 76.0 -0.855 0.055 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by the Hedgehog family 35.0 1859.0 52.0 -0.281 0.068 1000.0 -1000.0 -0.068 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 34.0 2321.0 68.0 -0.327 0.059 1000.0 -1000.0 -0.097 -1000.0 Ephrin A reverse signaling 33.0 232.0 7.0 -0.026 0.012 1000.0 -1000.0 -0.023 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 32.0 1764.0 54.0 -0.441 0.041 1000.0 -1000.0 -0.099 -1000.0 p75(NTR)-mediated signaling 32.0 4018.0 125.0 -0.303 0.079 1000.0 -1000.0 -0.096 -1000.0 PLK1 signaling events 32.0 2721.0 85.0 -0.183 0.042 1000.0 -1000.0 -0.04 -1000.0 IL27-mediated signaling events 32.0 1682.0 51.0 -0.603 0.059 1000.0 -1000.0 -0.057 -1000.0 IL2 signaling events mediated by STAT5 32.0 710.0 22.0 -0.291 0.036 1000.0 -1000.0 -0.063 -1000.0 VEGFR1 specific signals 32.0 1797.0 56.0 -0.314 0.03 1000.0 -1000.0 -0.07 -1000.0 LPA4-mediated signaling events 31.0 380.0 12.0 -0.104 0.011 1000.0 -1000.0 -0.031 -1000.0 Reelin signaling pathway 30.0 1684.0 56.0 -0.174 0.079 1000.0 -1000.0 -0.079 -1000.0 S1P1 pathway 29.0 1055.0 36.0 -0.249 0.029 1000.0 -1000.0 -0.062 -1000.0 Integrins in angiogenesis 28.0 2357.0 84.0 -0.265 0.067 1000.0 -1000.0 -0.07 -1000.0 IL23-mediated signaling events 27.0 1670.0 60.0 -0.259 0.029 1000.0 -1000.0 -0.111 -1000.0 Glucocorticoid receptor regulatory network 25.0 2938.0 114.0 -0.337 0.15 1000.0 -1000.0 -0.079 -1000.0 BCR signaling pathway 24.0 2455.0 99.0 -0.222 0.057 1000.0 -1000.0 -0.094 -1000.0 Ceramide signaling pathway 23.0 1768.0 76.0 -0.567 0.206 1000.0 -1000.0 -0.066 -1000.0 IL2 signaling events mediated by PI3K 23.0 1390.0 58.0 -0.289 0.047 1000.0 -1000.0 -0.066 -1000.0 Wnt signaling 23.0 162.0 7.0 -0.042 0.028 1000.0 -1000.0 -0.036 -1000.0 Angiopoietin receptor Tie2-mediated signaling 22.0 1973.0 88.0 -0.204 0.046 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 22.0 1780.0 78.0 -0.247 0.046 1000.0 -1000.0 -0.064 -1000.0 FoxO family signaling 21.0 1392.0 64.0 -0.556 0.095 1000.0 -1000.0 -0.062 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 21.0 970.0 45.0 -0.365 0.078 1000.0 -1000.0 -0.082 -1000.0 Regulation of Telomerase 21.0 2204.0 102.0 -0.568 0.062 1000.0 -1000.0 -0.08 -1000.0 Visual signal transduction: Rods 20.0 1068.0 52.0 -0.156 0.04 1000.0 -1000.0 -0.07 -1000.0 Syndecan-2-mediated signaling events 19.0 1324.0 69.0 -0.452 0.063 1000.0 -1000.0 -0.044 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 19.0 2369.0 120.0 -0.11 0.081 1000.0 -1000.0 -0.073 -1000.0 Noncanonical Wnt signaling pathway 18.0 472.0 26.0 -0.098 0.029 1000.0 -1000.0 -0.066 -1000.0 Thromboxane A2 receptor signaling 18.0 1923.0 105.0 -0.567 0.046 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by PTP1B 18.0 1435.0 76.0 -0.57 0.065 1000.0 -1000.0 -0.078 -1000.0 EPO signaling pathway 18.0 1026.0 55.0 -0.167 0.036 1000.0 -1000.0 -0.079 -1000.0 Aurora A signaling 17.0 1061.0 60.0 -0.148 0.063 1000.0 -1000.0 -0.039 -1000.0 Endothelins 17.0 1639.0 96.0 -0.328 0.049 1000.0 -1000.0 -0.067 -1000.0 IL6-mediated signaling events 17.0 1300.0 75.0 -0.226 0.059 1000.0 -1000.0 -0.061 -1000.0 Presenilin action in Notch and Wnt signaling 16.0 989.0 61.0 -0.14 0.085 1000.0 -1000.0 -0.052 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 15.0 573.0 37.0 -0.172 0.057 1000.0 -1000.0 -0.044 -1000.0 LPA receptor mediated events 15.0 1564.0 102.0 -0.246 0.052 1000.0 -1000.0 -0.09 -1000.0 IFN-gamma pathway 14.0 994.0 68.0 -0.242 0.043 1000.0 -1000.0 -0.087 -1000.0 Signaling events regulated by Ret tyrosine kinase 14.0 1178.0 82.0 -0.03 0.03 1000.0 -1000.0 -0.096 -1000.0 Canonical Wnt signaling pathway 14.0 714.0 51.0 -0.14 0.098 1000.0 -1000.0 -0.074 -1000.0 Nongenotropic Androgen signaling 14.0 733.0 52.0 -0.116 0.045 1000.0 -1000.0 -0.049 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 14.0 1079.0 74.0 -0.567 0.106 1000.0 -1000.0 -0.098 -1000.0 Class I PI3K signaling events 14.0 1076.0 73.0 -0.313 0.08 1000.0 -1000.0 -0.069 -1000.0 Regulation of nuclear SMAD2/3 signaling 13.0 1833.0 136.0 -0.294 0.1 1000.0 -1000.0 -0.063 -1000.0 Signaling mediated by p38-alpha and p38-beta 13.0 597.0 44.0 -0.042 0.053 1000.0 -1000.0 -0.039 -1000.0 Regulation of Androgen receptor activity 13.0 975.0 70.0 -0.912 0.054 1000.0 -1000.0 -0.06 -1000.0 Sphingosine 1-phosphate (S1P) pathway 12.0 338.0 28.0 -0.077 0.048 1000.0 -1000.0 -0.039 -1000.0 PLK2 and PLK4 events 12.0 38.0 3.0 0.005 0.026 1000.0 -1000.0 -0.016 -1000.0 S1P5 pathway 12.0 217.0 17.0 -0.077 0.029 1000.0 -1000.0 -0.039 -1000.0 Plasma membrane estrogen receptor signaling 12.0 1048.0 86.0 -0.146 0.053 1000.0 -1000.0 -0.091 -1000.0 S1P3 pathway 12.0 529.0 42.0 -0.247 0.051 1000.0 -1000.0 -0.058 -1000.0 FAS signaling pathway (CD95) 11.0 563.0 47.0 -0.28 0.049 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 11.0 1401.0 125.0 -0.246 0.044 1000.0 -1000.0 -0.091 -1000.0 TCGA08_rtk_signaling 11.0 304.0 26.0 -0.226 0.057 1000.0 -1000.0 -0.023 -1000.0 E-cadherin signaling events 11.0 57.0 5.0 0.006 0.025 1000.0 -1000.0 -0.009 -1000.0 ErbB4 signaling events 10.0 744.0 69.0 -0.161 0.095 1000.0 -1000.0 -0.085 -1000.0 S1P4 pathway 10.0 264.0 25.0 -0.077 0.039 1000.0 -1000.0 -0.051 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 48.0 5.0 0.01 0.029 1000.0 -1000.0 -0.006 -1000.0 ceramide signaling pathway 9.0 458.0 49.0 -0.064 0.045 1000.0 -1000.0 -0.071 -1000.0 Visual signal transduction: Cones 8.0 312.0 38.0 -0.013 0.044 1000.0 -1000.0 -0.031 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 7.0 634.0 85.0 -0.039 0.082 1000.0 -1000.0 -0.07 -1000.0 mTOR signaling pathway 7.0 396.0 53.0 -0.062 0.054 1000.0 -1000.0 -0.055 -1000.0 Ephrin B reverse signaling 7.0 376.0 48.0 -0.046 0.052 1000.0 -1000.0 -0.041 -1000.0 Syndecan-3-mediated signaling events 7.0 267.0 35.0 -0.012 0.079 1000.0 -1000.0 -0.048 -1000.0 Class IB PI3K non-lipid kinase events 7.0 21.0 3.0 -0.021 0.021 1000.0 -1000.0 -0.001 -1000.0 Canonical NF-kappaB pathway 6.0 269.0 39.0 -0.115 0.057 1000.0 -1000.0 -0.062 -1000.0 IL1-mediated signaling events 6.0 392.0 62.0 -0.041 0.064 1000.0 -1000.0 -0.076 -1000.0 Signaling events mediated by PRL 6.0 237.0 34.0 -0.044 0.063 1000.0 -1000.0 -0.054 -1000.0 ErbB2/ErbB3 signaling events 5.0 329.0 65.0 -0.124 0.042 1000.0 -1000.0 -0.066 -1000.0 Cellular roles of Anthrax toxin 5.0 213.0 39.0 -0.01 0.039 1000.0 -1000.0 -0.034 -1000.0 Insulin-mediated glucose transport 5.0 188.0 32.0 -0.041 0.056 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by HDAC Class III 5.0 231.0 40.0 -0.054 0.054 1000.0 -1000.0 -0.023 -1000.0 EPHB forward signaling 5.0 457.0 85.0 -0.055 0.073 1000.0 -1000.0 -0.102 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 439.0 76.0 -0.031 0.05 1000.0 -1000.0 -0.095 -1000.0 PDGFR-beta signaling pathway 5.0 531.0 97.0 -0.018 0.087 1000.0 -1000.0 -0.085 -1000.0 E-cadherin signaling in keratinocytes 5.0 247.0 43.0 -0.218 0.041 1000.0 -1000.0 -0.068 -1000.0 p38 MAPK signaling pathway 5.0 250.0 44.0 -0.063 0.057 1000.0 -1000.0 -0.05 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 100.0 17.0 -0.011 0.054 1000.0 -1000.0 -0.04 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 71.0 15.0 -0.0 0.03 1000.0 -1000.0 -0.044 -1000.0 Regulation of p38-alpha and p38-beta 4.0 266.0 54.0 -0.022 0.067 1000.0 -1000.0 -0.066 -1000.0 Insulin Pathway 4.0 339.0 74.0 -0.031 0.08 1000.0 -1000.0 -0.086 -1000.0 BARD1 signaling events 3.0 209.0 57.0 -0.097 0.076 1000.0 -1000.0 -0.075 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 238.0 65.0 -0.005 0.104 1000.0 -1000.0 -0.068 -1000.0 Nectin adhesion pathway 3.0 222.0 63.0 0.0 0.057 1000.0 -1000.0 -0.07 -1000.0 Arf6 trafficking events 3.0 266.0 71.0 -0.116 0.064 1000.0 -1000.0 -0.059 -1000.0 Osteopontin-mediated events 2.0 113.0 38.0 -0.0 0.085 1000.0 -1000.0 -0.072 -1000.0 Arf6 downstream pathway 2.0 120.0 43.0 -0.047 0.048 1000.0 -1000.0 -0.04 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 198.0 68.0 -0.041 0.055 1000.0 -1000.0 -0.051 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 155.0 52.0 -0.015 0.1 1000.0 -1000.0 -0.049 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 220.0 83.0 -0.041 0.074 1000.0 -1000.0 -0.058 -1000.0 Retinoic acid receptors-mediated signaling 2.0 125.0 58.0 -0.016 0.053 1000.0 -1000.0 -0.055 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 91.0 36.0 -0.052 0.054 1000.0 -1000.0 -0.059 -1000.0 IGF1 pathway 2.0 136.0 57.0 -0.048 0.078 1000.0 -1000.0 -0.09 -1000.0 Signaling events mediated by HDAC Class II 1.0 113.0 75.0 -0.041 0.062 1000.0 -1000.0 -0.045 -1000.0 Circadian rhythm pathway 1.0 25.0 22.0 -0.014 0.069 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by HDAC Class I 1.0 185.0 104.0 -0.057 0.076 1000.0 -1000.0 -0.047 -1000.0 Atypical NF-kappaB pathway 1.0 61.0 31.0 -0.0 0.037 1000.0 -1000.0 -0.055 -1000.0 Arf1 pathway 1.0 70.0 54.0 -0.0 0.049 1000.0 -1000.0 -0.028 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 15.0 23.0 -0.026 0.056 1000.0 -1000.0 -0.044 -1000.0 TRAIL signaling pathway 0.0 32.0 48.0 -0.0 0.072 1000.0 -1000.0 -0.062 -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 13.0 20.0 -0.008 0.036 1000.0 -1000.0 -0.007 -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 3735 199930 7203 -29.762401049 -991.543378405 131000 -131000 -7.96633701712 -131000