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 403.0 13711.0 34.0 -0.661 0.015 1000.0 -1000.0 -0.092 -1000.0 EGFR-dependent Endothelin signaling events 256.0 5379.0 21.0 -0.711 0.015 1000.0 -1000.0 -0.093 -1000.0 HIF-1-alpha transcription factor network 239.0 18205.0 76.0 -0.917 0.025 1000.0 -1000.0 -0.155 -1000.0 TCGA08_p53 223.0 1565.0 7.0 -0.495 0.251 1000.0 -1000.0 -0.024 -1000.0 PDGFR-alpha signaling pathway 212.0 9370.0 44.0 -0.331 0.034 1000.0 -1000.0 -0.095 -1000.0 FOXA2 and FOXA3 transcription factor networks 201.0 9249.0 46.0 -1.213 0.024 1000.0 -1000.0 -0.108 -1000.0 FOXM1 transcription factor network 190.0 9690.0 51.0 -0.642 0.033 1000.0 -1000.0 -0.182 -1000.0 TCR signaling in naïve CD8+ T cells 184.0 17115.0 93.0 -0.658 0.307 1000.0 -1000.0 -0.111 -1000.0 Aurora B signaling 182.0 12244.0 67.0 -0.378 0.015 1000.0 -1000.0 -0.098 -1000.0 Syndecan-4-mediated signaling events 172.0 11531.0 67.0 -0.484 0.099 1000.0 -1000.0 -0.118 -1000.0 Glypican 2 network 167.0 670.0 4.0 -0.152 -1000.0 1000.0 -1000.0 -0.057 -1000.0 Glypican 1 network 166.0 7997.0 48.0 -0.571 0.043 1000.0 -1000.0 -0.068 -1000.0 amb2 Integrin signaling 139.0 11446.0 82.0 -0.59 0.015 1000.0 -1000.0 -0.12 -1000.0 Angiopoietin receptor Tie2-mediated signaling 138.0 12162.0 88.0 -0.524 0.03 1000.0 -1000.0 -0.171 -1000.0 IL12-mediated signaling events 134.0 11694.0 87.0 -0.454 0.136 1000.0 -1000.0 -0.165 -1000.0 BMP receptor signaling 116.0 9423.0 81.0 -0.671 0.015 1000.0 -1000.0 -0.133 -1000.0 Aurora C signaling 110.0 773.0 7.0 -0.305 0.008 1000.0 -1000.0 -0.058 -1000.0 IL4-mediated signaling events 109.0 9979.0 91.0 -0.756 0.554 1000.0 -1000.0 -0.183 -1000.0 TCGA08_retinoblastoma 107.0 862.0 8.0 -0.657 0.172 1000.0 -1000.0 -0.039 -1000.0 Effects of Botulinum toxin 91.0 2368.0 26.0 -0.36 0.015 1000.0 -1000.0 -0.089 -1000.0 Syndecan-1-mediated signaling events 90.0 3078.0 34.0 -0.281 0.015 1000.0 -1000.0 -0.104 -1000.0 Arf6 signaling events 87.0 5428.0 62.0 -0.711 0.015 1000.0 -1000.0 -0.091 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 75.0 5166.0 68.0 -0.443 0.078 1000.0 -1000.0 -0.158 -1000.0 Endothelins 73.0 7014.0 96.0 -0.499 0.016 1000.0 -1000.0 -0.111 -1000.0 LPA4-mediated signaling events 72.0 865.0 12.0 -0.157 0.026 1000.0 -1000.0 -0.041 -1000.0 Fc-epsilon receptor I signaling in mast cells 72.0 7042.0 97.0 -0.311 0.041 1000.0 -1000.0 -0.133 -1000.0 Caspase cascade in apoptosis 71.0 5272.0 74.0 -0.317 0.086 1000.0 -1000.0 -0.085 -1000.0 IL23-mediated signaling events 70.0 4205.0 60.0 -0.296 0.021 1000.0 -1000.0 -0.193 -1000.0 S1P1 pathway 67.0 2420.0 36.0 -0.219 0.015 1000.0 -1000.0 -0.087 -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 -0.086 -1000.0 Thromboxane A2 receptor signaling 66.0 6981.0 105.0 -0.711 0.03 1000.0 -1000.0 -0.107 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 66.0 5175.0 78.0 -0.394 0.06 1000.0 -1000.0 -0.098 -1000.0 Signaling events mediated by the Hedgehog family 65.0 3407.0 52.0 -0.233 0.099 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 -0.096 -1000.0 IL27-mediated signaling events 62.0 3208.0 51.0 -0.725 0.064 1000.0 -1000.0 -0.109 -1000.0 Ephrin A reverse signaling 59.0 413.0 7.0 -0.053 0.0 1000.0 -1000.0 -0.045 -1000.0 HIF-2-alpha transcription factor network 59.0 2566.0 43.0 -0.398 0.13 1000.0 -1000.0 -0.108 -1000.0 Integrins in angiogenesis 54.0 4568.0 84.0 -0.453 0.039 1000.0 -1000.0 -0.125 -1000.0 Calcium signaling in the CD4+ TCR pathway 54.0 1698.0 31.0 -0.332 0.015 1000.0 -1000.0 -0.155 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 52.0 2820.0 54.0 -0.573 0.029 1000.0 -1000.0 -0.143 -1000.0 PLK1 signaling events 52.0 4482.0 85.0 -0.316 0.015 1000.0 -1000.0 -0.079 -1000.0 Coregulation of Androgen receptor activity 51.0 3936.0 76.0 -0.874 0.036 1000.0 -1000.0 -0.073 -1000.0 p75(NTR)-mediated signaling 50.0 6355.0 125.0 -0.437 0.015 1000.0 -1000.0 -0.151 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 50.0 6292.0 125.0 -0.281 0.016 1000.0 -1000.0 -0.139 -1000.0 Reelin signaling pathway 47.0 2659.0 56.0 -0.234 0.015 1000.0 -1000.0 -0.128 -1000.0 IL2 signaling events mediated by STAT5 46.0 1024.0 22.0 -0.264 0.022 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by PTP1B 45.0 3423.0 76.0 -0.714 0.06 1000.0 -1000.0 -0.111 -1000.0 IL6-mediated signaling events 45.0 3412.0 75.0 -0.232 0.075 1000.0 -1000.0 -0.117 -1000.0 Glucocorticoid receptor regulatory network 44.0 5057.0 114.0 -0.44 0.174 1000.0 -1000.0 -0.113 -1000.0 IL2 signaling events mediated by PI3K 43.0 2517.0 58.0 -0.261 0.032 1000.0 -1000.0 -0.114 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 43.0 5195.0 120.0 -0.251 0.166 1000.0 -1000.0 -0.117 -1000.0 Regulation of Telomerase 41.0 4244.0 102.0 -0.712 0.035 1000.0 -1000.0 -0.145 -1000.0 BCR signaling pathway 41.0 4060.0 99.0 -0.19 0.032 1000.0 -1000.0 -0.136 -1000.0 Visual signal transduction: Rods 40.0 2114.0 52.0 -0.21 0.015 1000.0 -1000.0 -0.13 -1000.0 Syndecan-2-mediated signaling events 35.0 2433.0 69.0 -0.59 0.047 1000.0 -1000.0 -0.095 -1000.0 Sphingosine 1-phosphate (S1P) pathway 34.0 962.0 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 -0.038 -1000.0 Presenilin action in Notch and Wnt signaling 33.0 2027.0 61.0 -0.216 0.098 1000.0 -1000.0 -0.096 -1000.0 Signaling events regulated by Ret tyrosine kinase 33.0 2752.0 82.0 -0.119 0.015 1000.0 -1000.0 -0.116 -1000.0 Wnt signaling 33.0 234.0 7.0 -0.084 0.015 1000.0 -1000.0 -0.077 -1000.0 Aurora A signaling 32.0 1930.0 60.0 -0.222 0.05 1000.0 -1000.0 -0.092 -1000.0 VEGFR1 specific signals 32.0 1820.0 56.0 -0.24 0.039 1000.0 -1000.0 -0.121 -1000.0 Regulation of nuclear SMAD2/3 signaling 30.0 4163.0 136.0 -0.443 0.099 1000.0 -1000.0 -0.11 -1000.0 E-cadherin signaling events 29.0 149.0 5.0 -0.036 0.015 1000.0 -1000.0 -0.067 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 28.0 2123.0 74.0 -0.711 0.089 1000.0 -1000.0 -0.134 -1000.0 Nongenotropic Androgen signaling 27.0 1440.0 52.0 -0.107 0.04 1000.0 -1000.0 -0.085 -1000.0 ErbB4 signaling events 26.0 1796.0 69.0 -0.158 0.121 1000.0 -1000.0 -0.112 -1000.0 Regulation of Androgen receptor activity 26.0 1860.0 70.0 -0.919 0.039 1000.0 -1000.0 -0.101 -1000.0 Ceramide signaling pathway 25.0 1933.0 76.0 -0.711 0.233 1000.0 -1000.0 -0.092 -1000.0 FoxO family signaling 25.0 1640.0 64.0 -0.658 0.117 1000.0 -1000.0 -0.1 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 25.0 1127.0 45.0 -0.335 0.068 1000.0 -1000.0 -0.127 -1000.0 Plasma membrane estrogen receptor signaling 24.0 2118.0 86.0 -0.125 0.052 1000.0 -1000.0 -0.112 -1000.0 S1P3 pathway 24.0 1032.0 42.0 -0.212 0.035 1000.0 -1000.0 -0.077 -1000.0 Noncanonical Wnt signaling pathway 23.0 604.0 26.0 -0.154 0.015 1000.0 -1000.0 -0.118 -1000.0 Canonical Wnt signaling pathway 23.0 1188.0 51.0 -0.215 0.102 1000.0 -1000.0 -0.086 -1000.0 LPA receptor mediated events 22.0 2331.0 102.0 -0.282 0.043 1000.0 -1000.0 -0.131 -1000.0 Visual signal transduction: Cones 21.0 805.0 38.0 -0.04 0.015 1000.0 -1000.0 -0.09 -1000.0 EPO signaling pathway 21.0 1190.0 55.0 -0.146 0.038 1000.0 -1000.0 -0.143 -1000.0 S1P5 pathway 21.0 365.0 17.0 -0.093 0.041 1000.0 -1000.0 -0.072 -1000.0 Ephrin B reverse signaling 21.0 1044.0 48.0 -0.096 0.074 1000.0 -1000.0 -0.104 -1000.0 Class IB PI3K non-lipid kinase events 21.0 63.0 3.0 -0.005 -1000.0 1000.0 -1000.0 -0.027 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 20.0 773.0 37.0 -0.153 0.015 1000.0 -1000.0 -0.121 -1000.0 FAS signaling pathway (CD95) 19.0 933.0 47.0 -0.257 0.025 1000.0 -1000.0 -0.067 -1000.0 Osteopontin-mediated events 18.0 697.0 38.0 -0.058 0.053 1000.0 -1000.0 -0.153 -1000.0 a4b1 and a4b7 Integrin signaling 18.0 90.0 5.0 -0.019 0.015 1000.0 -1000.0 -0.056 -1000.0 Insulin-mediated glucose transport 18.0 583.0 32.0 -0.148 0.071 1000.0 -1000.0 -0.092 -1000.0 IFN-gamma pathway 18.0 1273.0 68.0 -0.28 0.04 1000.0 -1000.0 -0.127 -1000.0 IL1-mediated signaling events 17.0 1098.0 62.0 -0.171 0.054 1000.0 -1000.0 -0.147 -1000.0 Signaling mediated by p38-alpha and p38-beta 17.0 760.0 44.0 -0.093 0.021 1000.0 -1000.0 -0.07 -1000.0 TCGA08_rtk_signaling 17.0 452.0 26.0 -0.331 0.037 1000.0 -1000.0 -0.028 -1000.0 Class I PI3K signaling events 17.0 1262.0 73.0 -0.24 0.033 1000.0 -1000.0 -0.107 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 15.0 1307.0 85.0 -0.062 0.059 1000.0 -1000.0 -0.111 -1000.0 EPHB forward signaling 15.0 1282.0 85.0 -0.096 0.054 1000.0 -1000.0 -0.141 -1000.0 S1P4 pathway 15.0 385.0 25.0 -0.093 0.03 1000.0 -1000.0 -0.074 -1000.0 Syndecan-3-mediated signaling events 14.0 513.0 35.0 -0.083 0.015 1000.0 -1000.0 -0.105 -1000.0 E-cadherin signaling in the nascent adherens junction 14.0 1126.0 76.0 -0.038 0.056 1000.0 -1000.0 -0.117 -1000.0 BARD1 signaling events 12.0 735.0 57.0 -0.161 0.031 1000.0 -1000.0 -0.092 -1000.0 Signaling events mediated by PRL 12.0 409.0 34.0 -0.064 0.032 1000.0 -1000.0 -0.086 -1000.0 p38 MAPK signaling pathway 12.0 570.0 44.0 -0.134 0.042 1000.0 -1000.0 -0.082 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 11.0 614.0 52.0 -0.123 0.081 1000.0 -1000.0 -0.095 -1000.0 PDGFR-beta signaling pathway 11.0 1157.0 97.0 -0.131 0.078 1000.0 -1000.0 -0.127 -1000.0 Cellular roles of Anthrax toxin 10.0 393.0 39.0 -0.09 0.026 1000.0 -1000.0 -0.05 -1000.0 Arf6 trafficking events 10.0 775.0 71.0 -0.227 0.043 1000.0 -1000.0 -0.108 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 173.0 17.0 -0.018 0.046 1000.0 -1000.0 -0.062 -1000.0 Canonical NF-kappaB pathway 9.0 371.0 39.0 -0.117 0.085 1000.0 -1000.0 -0.114 -1000.0 Regulation of p38-alpha and p38-beta 9.0 506.0 54.0 -0.077 0.069 1000.0 -1000.0 -0.079 -1000.0 ErbB2/ErbB3 signaling events 8.0 579.0 65.0 -0.15 0.048 1000.0 -1000.0 -0.093 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 682.0 83.0 -0.148 0.074 1000.0 -1000.0 -0.106 -1000.0 E-cadherin signaling in keratinocytes 8.0 348.0 43.0 -0.343 0.049 1000.0 -1000.0 -0.112 -1000.0 Signaling mediated by p38-gamma and p38-delta 7.0 114.0 15.0 -0.0 0.033 1000.0 -1000.0 -0.053 -1000.0 Circadian rhythm pathway 6.0 146.0 22.0 -0.035 0.049 1000.0 -1000.0 -0.09 -1000.0 Nectin adhesion pathway 6.0 430.0 63.0 -0.04 0.07 1000.0 -1000.0 -0.107 -1000.0 Signaling events mediated by HDAC Class III 6.0 277.0 40.0 -0.037 0.029 1000.0 -1000.0 -0.058 -1000.0 IGF1 pathway 6.0 368.0 57.0 -0.054 0.06 1000.0 -1000.0 -0.142 -1000.0 Signaling events mediated by HDAC Class II 5.0 425.0 75.0 -0.065 0.05 1000.0 -1000.0 -0.093 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 363.0 65.0 -0.039 0.084 1000.0 -1000.0 -0.098 -1000.0 Signaling events mediated by HDAC Class I 5.0 585.0 104.0 -0.065 0.061 1000.0 -1000.0 -0.105 -1000.0 Insulin Pathway 5.0 372.0 74.0 -0.041 0.047 1000.0 -1000.0 -0.136 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 309.0 68.0 -0.148 0.057 1000.0 -1000.0 -0.099 -1000.0 ceramide signaling pathway 4.0 200.0 49.0 -0.071 0.054 1000.0 -1000.0 -0.072 -1000.0 Retinoic acid receptors-mediated signaling 4.0 282.0 58.0 -0.072 0.048 1000.0 -1000.0 -0.101 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 179.0 36.0 -0.052 0.029 1000.0 -1000.0 -0.109 -1000.0 Rapid glucocorticoid signaling 4.0 82.0 20.0 -0.022 0.015 1000.0 -1000.0 -0.057 -1000.0 Arf6 downstream pathway 3.0 151.0 43.0 -0.032 0.032 1000.0 -1000.0 -0.065 -1000.0 Atypical NF-kappaB pathway 3.0 99.0 31.0 -0.023 0.033 1000.0 -1000.0 -0.107 -1000.0 mTOR signaling pathway 2.0 114.0 53.0 -0.004 0.042 1000.0 -1000.0 -0.094 -1000.0 TRAIL signaling pathway 2.0 125.0 48.0 -0.01 0.063 1000.0 -1000.0 -0.099 -1000.0 Arf1 pathway 1.0 73.0 54.0 -0.016 0.033 1000.0 -1000.0 -0.072 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 12.0 23.0 -0.004 0.06 1000.0 -1000.0 -0.104 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.001 0.037 1000.0 -1000.0 -0.08 -1000.0 Alternative NF-kappaB pathway 0.0 6.0 13.0 -0.001 0.015 1000.0 -1000.0 -0.099 -1000.0 Total 6714 368653 7203 -36.7495182392 -1992.86232652 131000 -131000 -13.3303798604 -131000