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 423.0 14390.0 34.0 -0.661 0.015 1000.0 -1000.0 -0.09 -1000.0 HIF-1-alpha transcription factor network 224.0 17054.0 76.0 -0.917 0.025 1000.0 -1000.0 -0.175 -1000.0 TCGA08_p53 223.0 1565.0 7.0 -0.495 0.251 1000.0 -1000.0 -0.023 -1000.0 FOXA2 and FOXA3 transcription factor networks 208.0 9610.0 46.0 -1.213 0.024 1000.0 -1000.0 -0.074 -1000.0 PDGFR-alpha signaling pathway 206.0 9068.0 44.0 -0.331 0.034 1000.0 -1000.0 -0.095 -1000.0 FOXM1 transcription factor network 186.0 9493.0 51.0 -0.642 0.033 1000.0 -1000.0 -0.19 -1000.0 Aurora B signaling 179.0 12006.0 67.0 -0.378 0.015 1000.0 -1000.0 -0.099 -1000.0 TCR signaling in naïve CD8+ T cells 177.0 16490.0 93.0 -0.658 0.307 1000.0 -1000.0 -0.122 -1000.0 Syndecan-4-mediated signaling events 170.0 11408.0 67.0 -0.484 0.099 1000.0 -1000.0 -0.139 -1000.0 Glypican 2 network 167.0 670.0 4.0 -0.152 -1000.0 1000.0 -1000.0 -0.05 -1000.0 Glypican 1 network 166.0 7997.0 48.0 -0.571 0.043 1000.0 -1000.0 -0.069 -1000.0 EGFR-dependent Endothelin signaling events 152.0 3195.0 21.0 -0.711 0.015 1000.0 -1000.0 -0.103 -1000.0 IL12-mediated signaling events 140.0 12192.0 87.0 -0.454 0.136 1000.0 -1000.0 -0.144 -1000.0 amb2 Integrin signaling 138.0 11360.0 82.0 -0.59 0.015 1000.0 -1000.0 -0.11 -1000.0 Angiopoietin receptor Tie2-mediated signaling 137.0 12101.0 88.0 -0.524 0.03 1000.0 -1000.0 -0.16 -1000.0 IL4-mediated signaling events 124.0 11365.0 91.0 -0.756 0.554 1000.0 -1000.0 -0.173 -1000.0 BMP receptor signaling 114.0 9281.0 81.0 -0.671 0.015 1000.0 -1000.0 -0.139 -1000.0 Aurora C signaling 110.0 773.0 7.0 -0.305 0.008 1000.0 -1000.0 -0.06 -1000.0 TCGA08_retinoblastoma 107.0 861.0 8.0 -0.657 0.172 1000.0 -1000.0 -0.038 -1000.0 Effects of Botulinum toxin 91.0 2368.0 26.0 -0.36 0.015 1000.0 -1000.0 -0.091 -1000.0 IL23-mediated signaling events 91.0 5519.0 60.0 -0.296 0.021 1000.0 -1000.0 -0.174 -1000.0 Syndecan-1-mediated signaling events 86.0 2936.0 34.0 -0.281 0.015 1000.0 -1000.0 -0.105 -1000.0 Arf6 signaling events 84.0 5242.0 62.0 -0.711 0.015 1000.0 -1000.0 -0.098 -1000.0 Caspase cascade in apoptosis 74.0 5530.0 74.0 -0.317 0.086 1000.0 -1000.0 -0.092 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 74.0 5065.0 68.0 -0.443 0.078 1000.0 -1000.0 -0.163 -1000.0 LPA4-mediated signaling events 72.0 865.0 12.0 -0.157 0.026 1000.0 -1000.0 -0.034 -1000.0 Fc-epsilon receptor I signaling in mast cells 72.0 7008.0 97.0 -0.311 0.041 1000.0 -1000.0 -0.128 -1000.0 Endothelins 67.0 6480.0 96.0 -0.499 0.016 1000.0 -1000.0 -0.116 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 67.0 2215.0 33.0 -0.646 0.015 1000.0 -1000.0 -0.1 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 66.0 5149.0 78.0 -0.394 0.06 1000.0 -1000.0 -0.109 -1000.0 JNK signaling in the CD4+ TCR pathway 65.0 1119.0 17.0 -0.242 0.015 1000.0 -1000.0 -0.098 -1000.0 S1P1 pathway 65.0 2357.0 36.0 -0.219 0.015 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by the Hedgehog family 62.0 3235.0 52.0 -0.233 0.099 1000.0 -1000.0 -0.12 -1000.0 IL27-mediated signaling events 62.0 3202.0 51.0 -0.725 0.064 1000.0 -1000.0 -0.119 -1000.0 Ephrin A reverse signaling 59.0 413.0 7.0 -0.053 0.0 1000.0 -1000.0 -0.039 -1000.0 Thromboxane A2 receptor signaling 57.0 6051.0 105.0 -0.711 0.03 1000.0 -1000.0 -0.115 -1000.0 HIF-2-alpha transcription factor network 56.0 2432.0 43.0 -0.398 0.13 1000.0 -1000.0 -0.12 -1000.0 Calcium signaling in the CD4+ TCR pathway 55.0 1712.0 31.0 -0.332 0.015 1000.0 -1000.0 -0.154 -1000.0 p75(NTR)-mediated signaling 54.0 6818.0 125.0 -0.437 0.015 1000.0 -1000.0 -0.158 -1000.0 PLK1 signaling events 52.0 4457.0 85.0 -0.316 0.015 1000.0 -1000.0 -0.091 -1000.0 Coregulation of Androgen receptor activity 51.0 3933.0 76.0 -0.874 0.036 1000.0 -1000.0 -0.066 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 51.0 2795.0 54.0 -0.573 0.029 1000.0 -1000.0 -0.148 -1000.0 Integrins in angiogenesis 51.0 4338.0 84.0 -0.453 0.039 1000.0 -1000.0 -0.155 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 49.0 6202.0 125.0 -0.281 0.016 1000.0 -1000.0 -0.15 -1000.0 Reelin signaling pathway 47.0 2652.0 56.0 -0.234 0.015 1000.0 -1000.0 -0.136 -1000.0 IL2 signaling events mediated by STAT5 45.0 1009.0 22.0 -0.264 0.022 1000.0 -1000.0 -0.076 -1000.0 Glucocorticoid receptor regulatory network 44.0 5065.0 114.0 -0.44 0.174 1000.0 -1000.0 -0.1 -1000.0 IL2 signaling events mediated by PI3K 43.0 2510.0 58.0 -0.261 0.032 1000.0 -1000.0 -0.109 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 43.0 5194.0 120.0 -0.251 0.166 1000.0 -1000.0 -0.117 -1000.0 IL6-mediated signaling events 42.0 3163.0 75.0 -0.232 0.075 1000.0 -1000.0 -0.122 -1000.0 Regulation of Telomerase 42.0 4371.0 102.0 -0.712 0.035 1000.0 -1000.0 -0.137 -1000.0 BCR signaling pathway 42.0 4177.0 99.0 -0.19 0.032 1000.0 -1000.0 -0.13 -1000.0 Signaling events mediated by PTP1B 41.0 3155.0 76.0 -0.714 0.06 1000.0 -1000.0 -0.115 -1000.0 Visual signal transduction: Rods 40.0 2114.0 52.0 -0.21 0.015 1000.0 -1000.0 -0.121 -1000.0 Signaling events regulated by Ret tyrosine kinase 39.0 3263.0 82.0 -0.119 0.015 1000.0 -1000.0 -0.118 -1000.0 Syndecan-2-mediated signaling events 35.0 2421.0 69.0 -0.59 0.047 1000.0 -1000.0 -0.079 -1000.0 Sphingosine 1-phosphate (S1P) pathway 34.0 978.0 28.0 -0.132 0.015 1000.0 -1000.0 -0.088 -1000.0 PLK2 and PLK4 events 33.0 100.0 3.0 -0.023 0.011 1000.0 -1000.0 -0.035 -1000.0 Presenilin action in Notch and Wnt signaling 33.0 2027.0 61.0 -0.216 0.098 1000.0 -1000.0 -0.1 -1000.0 Wnt signaling 33.0 234.0 7.0 -0.084 0.015 1000.0 -1000.0 -0.076 -1000.0 Aurora A signaling 32.0 1927.0 60.0 -0.222 0.05 1000.0 -1000.0 -0.098 -1000.0 VEGFR1 specific signals 32.0 1810.0 56.0 -0.24 0.039 1000.0 -1000.0 -0.129 -1000.0 Nongenotropic Androgen signaling 31.0 1635.0 52.0 -0.107 0.04 1000.0 -1000.0 -0.089 -1000.0 Regulation of nuclear SMAD2/3 signaling 30.0 4086.0 136.0 -0.443 0.099 1000.0 -1000.0 -0.127 -1000.0 E-cadherin signaling events 29.0 149.0 5.0 -0.036 0.015 1000.0 -1000.0 -0.08 -1000.0 Regulation of Androgen receptor activity 26.0 1841.0 70.0 -0.919 0.039 1000.0 -1000.0 -0.102 -1000.0 ErbB4 signaling events 25.0 1734.0 69.0 -0.158 0.121 1000.0 -1000.0 -0.127 -1000.0 Ceramide signaling pathway 25.0 1937.0 76.0 -0.711 0.233 1000.0 -1000.0 -0.1 -1000.0 S1P3 pathway 25.0 1060.0 42.0 -0.212 0.035 1000.0 -1000.0 -0.086 -1000.0 Plasma membrane estrogen receptor signaling 24.0 2068.0 86.0 -0.125 0.052 1000.0 -1000.0 -0.113 -1000.0 Noncanonical Wnt signaling pathway 23.0 600.0 26.0 -0.154 0.015 1000.0 -1000.0 -0.123 -1000.0 FoxO family signaling 23.0 1526.0 64.0 -0.658 0.117 1000.0 -1000.0 -0.103 -1000.0 Canonical Wnt signaling pathway 23.0 1186.0 51.0 -0.215 0.102 1000.0 -1000.0 -0.088 -1000.0 LPA receptor mediated events 23.0 2436.0 102.0 -0.282 0.043 1000.0 -1000.0 -0.125 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 23.0 1746.0 74.0 -0.711 0.089 1000.0 -1000.0 -0.141 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 22.0 833.0 37.0 -0.153 0.015 1000.0 -1000.0 -0.116 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 22.0 998.0 45.0 -0.335 0.068 1000.0 -1000.0 -0.13 -1000.0 Visual signal transduction: Cones 21.0 802.0 38.0 -0.04 0.015 1000.0 -1000.0 -0.089 -1000.0 S1P5 pathway 21.0 365.0 17.0 -0.093 0.041 1000.0 -1000.0 -0.074 -1000.0 Ephrin B reverse signaling 21.0 1029.0 48.0 -0.096 0.074 1000.0 -1000.0 -0.118 -1000.0 Class IB PI3K non-lipid kinase events 21.0 63.0 3.0 -0.005 -1000.0 1000.0 -1000.0 -0.023 -1000.0 IFN-gamma pathway 20.0 1394.0 68.0 -0.28 0.04 1000.0 -1000.0 -0.137 -1000.0 FAS signaling pathway (CD95) 19.0 933.0 47.0 -0.257 0.025 1000.0 -1000.0 -0.067 -1000.0 a4b1 and a4b7 Integrin signaling 18.0 90.0 5.0 -0.019 0.015 1000.0 -1000.0 -0.051 -1000.0 Insulin-mediated glucose transport 18.0 583.0 32.0 -0.148 0.071 1000.0 -1000.0 -0.093 -1000.0 IL1-mediated signaling events 18.0 1121.0 62.0 -0.171 0.054 1000.0 -1000.0 -0.144 -1000.0 Osteopontin-mediated events 17.0 666.0 38.0 -0.058 0.053 1000.0 -1000.0 -0.15 -1000.0 EPO signaling pathway 17.0 987.0 55.0 -0.146 0.038 1000.0 -1000.0 -0.143 -1000.0 Syndecan-3-mediated signaling events 17.0 603.0 35.0 -0.083 0.015 1000.0 -1000.0 -0.093 -1000.0 Signaling mediated by p38-alpha and p38-beta 17.0 760.0 44.0 -0.093 0.021 1000.0 -1000.0 -0.077 -1000.0 TCGA08_rtk_signaling 17.0 453.0 26.0 -0.331 0.037 1000.0 -1000.0 -0.034 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 16.0 1388.0 85.0 -0.062 0.059 1000.0 -1000.0 -0.104 -1000.0 Class I PI3K signaling events 16.0 1229.0 73.0 -0.24 0.033 1000.0 -1000.0 -0.103 -1000.0 EPHB forward signaling 15.0 1324.0 85.0 -0.096 0.054 1000.0 -1000.0 -0.133 -1000.0 S1P4 pathway 15.0 386.0 25.0 -0.093 0.03 1000.0 -1000.0 -0.072 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 14.0 742.0 52.0 -0.123 0.081 1000.0 -1000.0 -0.083 -1000.0 E-cadherin signaling in the nascent adherens junction 14.0 1126.0 76.0 -0.038 0.056 1000.0 -1000.0 -0.125 -1000.0 Signaling events mediated by PRL 14.0 505.0 34.0 -0.064 0.032 1000.0 -1000.0 -0.08 -1000.0 p38 MAPK signaling pathway 12.0 569.0 44.0 -0.134 0.042 1000.0 -1000.0 -0.092 -1000.0 BARD1 signaling events 11.0 641.0 57.0 -0.161 0.031 1000.0 -1000.0 -0.105 -1000.0 Cellular roles of Anthrax toxin 10.0 393.0 39.0 -0.09 0.026 1000.0 -1000.0 -0.046 -1000.0 Arf6 trafficking events 10.0 772.0 71.0 -0.227 0.043 1000.0 -1000.0 -0.107 -1000.0 PDGFR-beta signaling pathway 10.0 1031.0 97.0 -0.131 0.078 1000.0 -1000.0 -0.129 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 175.0 17.0 -0.018 0.046 1000.0 -1000.0 -0.06 -1000.0 ErbB2/ErbB3 signaling events 9.0 603.0 65.0 -0.15 0.048 1000.0 -1000.0 -0.105 -1000.0 Canonical NF-kappaB pathway 9.0 368.0 39.0 -0.117 0.085 1000.0 -1000.0 -0.134 -1000.0 Regulation of p38-alpha and p38-beta 9.0 501.0 54.0 -0.077 0.069 1000.0 -1000.0 -0.088 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 673.0 83.0 -0.148 0.074 1000.0 -1000.0 -0.119 -1000.0 Retinoic acid receptors-mediated signaling 8.0 496.0 58.0 -0.072 0.048 1000.0 -1000.0 -0.113 -1000.0 Nectin adhesion pathway 7.0 451.0 63.0 -0.04 0.07 1000.0 -1000.0 -0.114 -1000.0 Signaling mediated by p38-gamma and p38-delta 7.0 106.0 15.0 -0.0 0.033 1000.0 -1000.0 -0.046 -1000.0 E-cadherin signaling in keratinocytes 7.0 343.0 43.0 -0.343 0.049 1000.0 -1000.0 -0.129 -1000.0 Circadian rhythm pathway 6.0 146.0 22.0 -0.035 0.049 1000.0 -1000.0 -0.1 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 413.0 65.0 -0.039 0.084 1000.0 -1000.0 -0.097 -1000.0 Signaling events mediated by HDAC Class III 6.0 277.0 40.0 -0.037 0.029 1000.0 -1000.0 -0.07 -1000.0 IGF1 pathway 6.0 357.0 57.0 -0.054 0.06 1000.0 -1000.0 -0.143 -1000.0 Signaling events mediated by HDAC Class II 5.0 425.0 75.0 -0.065 0.05 1000.0 -1000.0 -0.094 -1000.0 Arf6 downstream pathway 4.0 195.0 43.0 -0.032 0.032 1000.0 -1000.0 -0.067 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 309.0 68.0 -0.148 0.057 1000.0 -1000.0 -0.103 -1000.0 ceramide signaling pathway 4.0 200.0 49.0 -0.071 0.054 1000.0 -1000.0 -0.081 -1000.0 Signaling events mediated by HDAC Class I 4.0 514.0 104.0 -0.065 0.061 1000.0 -1000.0 -0.107 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 179.0 36.0 -0.052 0.029 1000.0 -1000.0 -0.106 -1000.0 Insulin Pathway 4.0 318.0 74.0 -0.041 0.047 1000.0 -1000.0 -0.14 -1000.0 Rapid glucocorticoid signaling 4.0 81.0 20.0 -0.022 0.015 1000.0 -1000.0 -0.069 -1000.0 Atypical NF-kappaB pathway 3.0 99.0 31.0 -0.023 0.033 1000.0 -1000.0 -0.104 -1000.0 mTOR signaling pathway 2.0 111.0 53.0 -0.004 0.042 1000.0 -1000.0 -0.092 -1000.0 TRAIL signaling pathway 2.0 132.0 48.0 -0.01 0.063 1000.0 -1000.0 -0.109 -1000.0 Arf1 pathway 1.0 73.0 54.0 -0.016 0.033 1000.0 -1000.0 -0.065 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 12.0 23.0 -0.004 0.06 1000.0 -1000.0 -0.105 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.001 0.037 1000.0 -1000.0 -0.078 -1000.0 Alternative NF-kappaB pathway 0.0 6.0 13.0 -0.001 0.015 1000.0 -1000.0 -0.103 -1000.0 Total 6616 365846 7203 -36.7495182392 -1992.86232652 131000 -131000 -13.6461714673 -131000