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 424.0 14421.0 34.0 -0.499 0.028 1000.0 -1000.0 -0.043 -1000.0 EGFR-dependent Endothelin signaling events 278.0 5858.0 21.0 -0.535 0.037 1000.0 -1000.0 -0.054 -1000.0 FOXA2 and FOXA3 transcription factor networks 217.0 10005.0 46.0 -1.041 0.031 1000.0 -1000.0 -0.092 -1000.0 PDGFR-alpha signaling pathway 202.0 8888.0 44.0 -0.242 0.036 1000.0 -1000.0 -0.048 -1000.0 HIF-1-alpha transcription factor network 187.0 14282.0 76.0 -0.65 0.043 1000.0 -1000.0 -0.136 -1000.0 TCR signaling in naïve CD8+ T cells 167.0 15614.0 93.0 -0.353 0.155 1000.0 -1000.0 -0.058 -1000.0 Glypican 1 network 150.0 7230.0 48.0 -0.41 0.048 1000.0 -1000.0 -0.041 -1000.0 TCGA08_p53 142.0 996.0 7.0 -0.259 0.146 1000.0 -1000.0 -0.014 -1000.0 Angiopoietin receptor Tie2-mediated signaling 140.0 12330.0 88.0 -0.46 0.032 1000.0 -1000.0 -0.077 -1000.0 TCGA08_retinoblastoma 133.0 1067.0 8.0 -0.373 0.097 1000.0 -1000.0 -0.007 -1000.0 BMP receptor signaling 113.0 9205.0 81.0 -0.447 0.055 1000.0 -1000.0 -0.078 -1000.0 Glypican 2 network 112.0 450.0 4.0 -0.023 -1000.0 1000.0 -1000.0 -0.005 -1000.0 Aurora B signaling 112.0 7544.0 67.0 -0.263 0.036 1000.0 -1000.0 -0.057 -1000.0 amb2 Integrin signaling 111.0 9114.0 82.0 -0.437 0.034 1000.0 -1000.0 -0.06 -1000.0 IL12-mediated signaling events 96.0 8367.0 87.0 -0.224 0.07 1000.0 -1000.0 -0.103 -1000.0 IL4-mediated signaling events 87.0 7987.0 91.0 -0.698 0.495 1000.0 -1000.0 -0.13 -1000.0 Syndecan-4-mediated signaling events 84.0 5673.0 67.0 -0.303 0.1 1000.0 -1000.0 -0.064 -1000.0 Effects of Botulinum toxin 80.0 2103.0 26.0 -0.195 0.028 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 74.0 5772.0 78.0 -0.273 0.05 1000.0 -1000.0 -0.066 -1000.0 Arf6 signaling events 69.0 4308.0 62.0 -0.535 0.06 1000.0 -1000.0 -0.049 -1000.0 Thromboxane A2 receptor signaling 66.0 6936.0 105.0 -0.535 0.034 1000.0 -1000.0 -0.061 -1000.0 Endothelins 65.0 6262.0 96.0 -0.491 0.027 1000.0 -1000.0 -0.069 -1000.0 FOXM1 transcription factor network 65.0 3353.0 51.0 -0.363 0.027 1000.0 -1000.0 -0.164 -1000.0 Syndecan-1-mediated signaling events 62.0 2132.0 34.0 -0.142 0.028 1000.0 -1000.0 -0.064 -1000.0 Signaling mediated by p38-alpha and p38-beta 62.0 2745.0 44.0 -0.087 0.027 1000.0 -1000.0 -0.041 -1000.0 LPA4-mediated signaling events 61.0 742.0 12.0 -0.079 0.009 1000.0 -1000.0 -0.029 -1000.0 JNK signaling in the CD4+ TCR pathway 60.0 1030.0 17.0 -0.09 0.027 1000.0 -1000.0 -0.044 -1000.0 S1P1 pathway 60.0 2161.0 36.0 -0.111 0.026 1000.0 -1000.0 -0.05 -1000.0 Coregulation of Androgen receptor activity 59.0 4491.0 76.0 -0.769 0.054 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by the Hedgehog family 56.0 2921.0 52.0 -0.124 0.042 1000.0 -1000.0 -0.058 -1000.0 Ephrin A reverse signaling 54.0 384.0 7.0 -0.021 -0.0 1000.0 -1000.0 -0.028 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 54.0 3705.0 68.0 -0.329 0.067 1000.0 -1000.0 -0.093 -1000.0 Caspase cascade in apoptosis 53.0 3952.0 74.0 -0.318 0.038 1000.0 -1000.0 -0.049 -1000.0 Aurora C signaling 53.0 375.0 7.0 -0.154 0.024 1000.0 -1000.0 -0.022 -1000.0 Reelin signaling pathway 53.0 2981.0 56.0 -0.118 0.072 1000.0 -1000.0 -0.061 -1000.0 Calcium signaling in the CD4+ TCR pathway 53.0 1654.0 31.0 -0.214 0.027 1000.0 -1000.0 -0.06 -1000.0 Integrins in angiogenesis 51.0 4305.0 84.0 -0.321 0.06 1000.0 -1000.0 -0.069 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 48.0 1606.0 33.0 -0.367 0.065 1000.0 -1000.0 -0.05 -1000.0 Fc-epsilon receptor I signaling in mast cells 47.0 4646.0 97.0 -0.131 0.047 1000.0 -1000.0 -0.071 -1000.0 PLK1 signaling events 47.0 4030.0 85.0 -0.155 0.038 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 47.0 5914.0 125.0 -0.135 0.04 1000.0 -1000.0 -0.069 -1000.0 p75(NTR)-mediated signaling 46.0 5784.0 125.0 -0.314 0.076 1000.0 -1000.0 -0.091 -1000.0 IL2 signaling events mediated by STAT5 45.0 992.0 22.0 -0.138 0.03 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by PTP1B 44.0 3409.0 76.0 -0.538 0.055 1000.0 -1000.0 -0.054 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 44.0 3303.0 74.0 -0.535 0.067 1000.0 -1000.0 -0.085 -1000.0 Ceramide signaling pathway 43.0 3268.0 76.0 -0.535 0.191 1000.0 -1000.0 -0.059 -1000.0 FoxO family signaling 43.0 2764.0 64.0 -0.625 0.072 1000.0 -1000.0 -0.065 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 41.0 2240.0 54.0 -0.323 0.04 1000.0 -1000.0 -0.09 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 41.0 4941.0 120.0 -0.177 0.1 1000.0 -1000.0 -0.068 -1000.0 IL27-mediated signaling events 40.0 2045.0 51.0 -0.696 0.087 1000.0 -1000.0 -0.065 -1000.0 Visual signal transduction: Rods 40.0 2124.0 52.0 -0.124 0.043 1000.0 -1000.0 -0.053 -1000.0 IL23-mediated signaling events 39.0 2358.0 60.0 -0.191 0.028 1000.0 -1000.0 -0.114 -1000.0 Glucocorticoid receptor regulatory network 37.0 4298.0 114.0 -0.323 0.147 1000.0 -1000.0 -0.069 -1000.0 IL2 signaling events mediated by PI3K 37.0 2191.0 58.0 -0.137 0.048 1000.0 -1000.0 -0.051 -1000.0 Wnt signaling 36.0 252.0 7.0 -0.047 0.027 1000.0 -1000.0 -0.034 -1000.0 Signaling events regulated by Ret tyrosine kinase 35.0 2881.0 82.0 -0.039 0.028 1000.0 -1000.0 -0.088 -1000.0 Plasma membrane estrogen receptor signaling 35.0 3062.0 86.0 -0.083 0.048 1000.0 -1000.0 -0.078 -1000.0 Noncanonical Wnt signaling pathway 33.0 859.0 26.0 -0.126 0.027 1000.0 -1000.0 -0.063 -1000.0 Nongenotropic Androgen signaling 33.0 1738.0 52.0 -0.055 0.044 1000.0 -1000.0 -0.049 -1000.0 Syndecan-2-mediated signaling events 32.0 2229.0 69.0 -0.437 0.054 1000.0 -1000.0 -0.045 -1000.0 HIF-2-alpha transcription factor network 32.0 1394.0 43.0 -0.221 0.072 1000.0 -1000.0 -0.064 -1000.0 BCR signaling pathway 32.0 3222.0 99.0 -0.09 0.055 1000.0 -1000.0 -0.074 -1000.0 PLK2 and PLK4 events 31.0 94.0 3.0 0.003 0.025 1000.0 -1000.0 -0.023 -1000.0 Regulation of Telomerase 30.0 3074.0 102.0 -0.536 0.069 1000.0 -1000.0 -0.078 -1000.0 VEGFR1 specific signals 30.0 1684.0 56.0 -0.124 0.028 1000.0 -1000.0 -0.064 -1000.0 ceramide signaling pathway 29.0 1457.0 49.0 -0.023 0.041 1000.0 -1000.0 -0.06 -1000.0 Regulation of Androgen receptor activity 29.0 2044.0 70.0 -0.853 0.043 1000.0 -1000.0 -0.061 -1000.0 IFN-gamma pathway 27.0 1857.0 68.0 -0.187 0.04 1000.0 -1000.0 -0.087 -1000.0 S1P3 pathway 27.0 1135.0 42.0 -0.108 0.034 1000.0 -1000.0 -0.043 -1000.0 Regulation of nuclear SMAD2/3 signaling 26.0 3618.0 136.0 -0.327 0.096 1000.0 -1000.0 -0.055 -1000.0 Sphingosine 1-phosphate (S1P) pathway 26.0 738.0 28.0 -0.042 0.036 1000.0 -1000.0 -0.033 -1000.0 Presenilin action in Notch and Wnt signaling 26.0 1588.0 61.0 -0.139 0.076 1000.0 -1000.0 -0.071 -1000.0 Syndecan-3-mediated signaling events 26.0 936.0 35.0 -0.028 0.076 1000.0 -1000.0 -0.043 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 26.0 1210.0 45.0 -0.172 0.075 1000.0 -1000.0 -0.073 -1000.0 LPA receptor mediated events 24.0 2463.0 102.0 -0.142 0.045 1000.0 -1000.0 -0.086 -1000.0 E-cadherin signaling events 24.0 120.0 5.0 -0.005 0.026 1000.0 -1000.0 -0.004 -1000.0 TCGA08_rtk_signaling 23.0 602.0 26.0 -0.24 0.059 1000.0 -1000.0 -0.02 -1000.0 Ephrin B reverse signaling 22.0 1100.0 48.0 -0.039 0.037 1000.0 -1000.0 -0.043 -1000.0 Regulation of p38-alpha and p38-beta 22.0 1215.0 54.0 -0.044 0.059 1000.0 -1000.0 -0.061 -1000.0 E-cadherin signaling in keratinocytes 22.0 956.0 43.0 -0.231 0.038 1000.0 -1000.0 -0.054 -1000.0 ErbB4 signaling events 21.0 1495.0 69.0 -0.14 0.095 1000.0 -1000.0 -0.061 -1000.0 IL6-mediated signaling events 21.0 1591.0 75.0 -0.171 0.05 1000.0 -1000.0 -0.066 -1000.0 Ras signaling in the CD4+ TCR pathway 21.0 358.0 17.0 -0.0 0.048 1000.0 -1000.0 -0.032 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 20.0 1736.0 85.0 -0.052 0.061 1000.0 -1000.0 -0.064 -1000.0 EPO signaling pathway 20.0 1144.0 55.0 -0.067 0.043 1000.0 -1000.0 -0.067 -1000.0 Canonical Wnt signaling pathway 20.0 1058.0 51.0 -0.138 0.068 1000.0 -1000.0 -0.064 -1000.0 Class IB PI3K non-lipid kinase events 20.0 60.0 3.0 -0.014 0.014 1000.0 -1000.0 -0.009 -1000.0 Aurora A signaling 19.0 1148.0 60.0 -0.105 0.065 1000.0 -1000.0 -0.032 -1000.0 FAS signaling pathway (CD95) 19.0 908.0 47.0 -0.138 0.041 1000.0 -1000.0 -0.052 -1000.0 Class I PI3K signaling events 19.0 1421.0 73.0 -0.124 0.051 1000.0 -1000.0 -0.058 -1000.0 Signaling events mediated by PRL 19.0 667.0 34.0 -0.043 0.039 1000.0 -1000.0 -0.046 -1000.0 Insulin-mediated glucose transport 18.0 595.0 32.0 -0.072 0.049 1000.0 -1000.0 -0.041 -1000.0 S1P5 pathway 18.0 319.0 17.0 -0.036 0.027 1000.0 -1000.0 -0.029 -1000.0 EPHB forward signaling 18.0 1568.0 85.0 -0.046 0.058 1000.0 -1000.0 -0.084 -1000.0 Osteopontin-mediated events 17.0 650.0 38.0 -0.014 0.052 1000.0 -1000.0 -0.06 -1000.0 a4b1 and a4b7 Integrin signaling 17.0 87.0 5.0 0.012 0.028 1000.0 -1000.0 -0.01 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 17.0 638.0 37.0 -0.076 0.052 1000.0 -1000.0 -0.051 -1000.0 Visual signal transduction: Cones 16.0 641.0 38.0 -0.029 0.04 1000.0 -1000.0 -0.021 -1000.0 PDGFR-beta signaling pathway 16.0 1559.0 97.0 -0.04 0.065 1000.0 -1000.0 -0.069 -1000.0 ErbB2/ErbB3 signaling events 15.0 1013.0 65.0 -0.078 0.037 1000.0 -1000.0 -0.066 -1000.0 IL1-mediated signaling events 15.0 984.0 62.0 -0.107 0.063 1000.0 -1000.0 -0.071 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 15.0 781.0 52.0 -0.068 0.088 1000.0 -1000.0 -0.054 -1000.0 E-cadherin signaling in the nascent adherens junction 15.0 1195.0 76.0 -0.027 0.048 1000.0 -1000.0 -0.081 -1000.0 S1P4 pathway 15.0 394.0 25.0 -0.036 0.038 1000.0 -1000.0 -0.037 -1000.0 Cellular roles of Anthrax toxin 14.0 565.0 39.0 -0.059 0.034 1000.0 -1000.0 -0.025 -1000.0 Hedgehog signaling events mediated by Gli proteins 13.0 849.0 65.0 -0.004 0.049 1000.0 -1000.0 -0.056 -1000.0 mTOR signaling pathway 13.0 705.0 53.0 -0.018 0.05 1000.0 -1000.0 -0.05 -1000.0 Nectin adhesion pathway 13.0 851.0 63.0 -0.006 0.061 1000.0 -1000.0 -0.054 -1000.0 BARD1 signaling events 11.0 636.0 57.0 -0.066 0.063 1000.0 -1000.0 -0.056 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 11.0 956.0 83.0 -0.072 0.054 1000.0 -1000.0 -0.052 -1000.0 p38 MAPK signaling pathway 11.0 491.0 44.0 -0.059 0.05 1000.0 -1000.0 -0.045 -1000.0 Canonical NF-kappaB pathway 10.0 394.0 39.0 -0.053 0.062 1000.0 -1000.0 -0.053 -1000.0 Signaling mediated by p38-gamma and p38-delta 9.0 143.0 15.0 -0.0 0.028 1000.0 -1000.0 -0.036 -1000.0 Class I PI3K signaling events mediated by Akt 8.0 571.0 68.0 -0.072 0.054 1000.0 -1000.0 -0.048 -1000.0 Retinoic acid receptors-mediated signaling 8.0 481.0 58.0 -0.023 0.054 1000.0 -1000.0 -0.052 -1000.0 Arf6 trafficking events 8.0 578.0 71.0 -0.153 0.047 1000.0 -1000.0 -0.049 -1000.0 Insulin Pathway 8.0 633.0 74.0 -0.033 0.069 1000.0 -1000.0 -0.071 -1000.0 Signaling events mediated by HDAC Class I 7.0 743.0 104.0 -0.053 0.066 1000.0 -1000.0 -0.061 -1000.0 IGF1 pathway 7.0 453.0 57.0 -0.034 0.062 1000.0 -1000.0 -0.072 -1000.0 Signaling events mediated by HDAC Class III 5.0 211.0 40.0 -0.049 0.049 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by HDAC Class II 4.0 369.0 75.0 -0.034 0.069 1000.0 -1000.0 -0.04 -1000.0 Circadian rhythm pathway 4.0 103.0 22.0 -0.012 0.055 1000.0 -1000.0 -0.042 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 169.0 36.0 -0.046 0.05 1000.0 -1000.0 -0.052 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 3.0 75.0 23.0 -0.008 0.052 1000.0 -1000.0 -0.04 -1000.0 TRAIL signaling pathway 3.0 161.0 48.0 -0.006 0.069 1000.0 -1000.0 -0.053 -1000.0 Atypical NF-kappaB pathway 3.0 118.0 31.0 0.0 0.039 1000.0 -1000.0 -0.048 -1000.0 Rapid glucocorticoid signaling 3.0 76.0 20.0 -0.016 0.035 1000.0 -1000.0 -0.007 -1000.0 Arf1 pathway 3.0 215.0 54.0 -0.0 0.042 1000.0 -1000.0 -0.024 -1000.0 Arf6 downstream pathway 2.0 92.0 43.0 -0.043 0.044 1000.0 -1000.0 -0.035 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 1.0 34.0 27.0 -0.0 0.064 1000.0 -1000.0 -0.043 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.0 0.069 1000.0 -1000.0 -0.009 -1000.0 Total 6049 331470 7203 -24.7947187552 -992.734557854 131000 -131000 -7.22408746809 -131000