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 227.0 7728.0 34.0 -0.512 0.03 1000.0 -1000.0 -0.057 -1000.0 HIF-1-alpha transcription factor network 192.0 14658.0 76.0 -1.099 0.046 1000.0 -1000.0 -0.13 -1000.0 TCR signaling in naïve CD8+ T cells 138.0 12867.0 93.0 -0.435 0.203 1000.0 -1000.0 -0.082 -1000.0 FOXA2 and FOXA3 transcription factor networks 127.0 5845.0 46.0 -1.097 0.036 1000.0 -1000.0 -0.098 -1000.0 TCGA08_retinoblastoma 113.0 911.0 8.0 -0.576 0.16 1000.0 -1000.0 -0.007 -1000.0 PDGFR-alpha signaling pathway 111.0 4923.0 44.0 -0.224 0.037 1000.0 -1000.0 -0.04 -1000.0 Syndecan-4-mediated signaling events 104.0 7033.0 67.0 -0.436 0.088 1000.0 -1000.0 -0.052 -1000.0 Aurora B signaling 92.0 6227.0 67.0 -0.259 0.042 1000.0 -1000.0 -0.044 -1000.0 IL12-mediated signaling events 91.0 7925.0 87.0 -0.449 0.115 1000.0 -1000.0 -0.108 -1000.0 TCGA08_p53 89.0 629.0 7.0 -0.421 0.221 1000.0 -1000.0 -0.014 -1000.0 EGFR-dependent Endothelin signaling events 83.0 1750.0 21.0 -0.566 0.043 1000.0 -1000.0 -0.063 -1000.0 Glypican 1 network 82.0 3941.0 48.0 -0.399 0.046 1000.0 -1000.0 -0.054 -1000.0 amb2 Integrin signaling 78.0 6427.0 82.0 -0.452 0.038 1000.0 -1000.0 -0.052 -1000.0 FOXM1 transcription factor network 74.0 3794.0 51.0 -0.563 0.031 1000.0 -1000.0 -0.11 -1000.0 BMP receptor signaling 71.0 5755.0 81.0 -0.528 0.054 1000.0 -1000.0 -0.09 -1000.0 Aurora C signaling 68.0 477.0 7.0 -0.261 0.027 1000.0 -1000.0 -0.016 -1000.0 Glypican 2 network 61.0 244.0 4.0 -0.04 -1000.0 1000.0 -1000.0 -0.006 -1000.0 IL4-mediated signaling events 57.0 5237.0 91.0 -0.787 0.489 1000.0 -1000.0 -0.106 -1000.0 Caspase cascade in apoptosis 55.0 4076.0 74.0 -0.289 0.094 1000.0 -1000.0 -0.052 -1000.0 Syndecan-1-mediated signaling events 52.0 1776.0 34.0 -0.251 0.03 1000.0 -1000.0 -0.058 -1000.0 JNK signaling in the CD4+ TCR pathway 51.0 869.0 17.0 -0.221 0.03 1000.0 -1000.0 -0.048 -1000.0 HIF-2-alpha transcription factor network 50.0 2169.0 43.0 -0.527 0.247 1000.0 -1000.0 -0.066 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 50.0 1678.0 33.0 -0.569 0.055 1000.0 -1000.0 -0.049 -1000.0 Fc-epsilon receptor I signaling in mast cells 49.0 4779.0 97.0 -0.236 0.041 1000.0 -1000.0 -0.082 -1000.0 Reelin signaling pathway 39.0 2190.0 56.0 -0.172 0.08 1000.0 -1000.0 -0.054 -1000.0 Effects of Botulinum toxin 38.0 1003.0 26.0 -0.235 0.04 1000.0 -1000.0 -0.033 -1000.0 Arf6 signaling events 37.0 2307.0 62.0 -0.566 0.065 1000.0 -1000.0 -0.048 -1000.0 Calcium signaling in the CD4+ TCR pathway 37.0 1160.0 31.0 -0.373 0.029 1000.0 -1000.0 -0.066 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 35.0 1890.0 54.0 -0.444 0.042 1000.0 -1000.0 -0.087 -1000.0 Signaling events mediated by the Hedgehog family 35.0 1857.0 52.0 -0.283 0.067 1000.0 -1000.0 -0.062 -1000.0 IL27-mediated signaling events 33.0 1706.0 51.0 -0.591 0.06 1000.0 -1000.0 -0.057 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 33.0 2283.0 68.0 -0.329 0.058 1000.0 -1000.0 -0.098 -1000.0 PLK1 signaling events 32.0 2766.0 85.0 -0.191 0.043 1000.0 -1000.0 -0.039 -1000.0 IL2 signaling events mediated by STAT5 32.0 712.0 22.0 -0.297 0.036 1000.0 -1000.0 -0.054 -1000.0 IL23-mediated signaling events 32.0 1942.0 60.0 -0.261 0.03 1000.0 -1000.0 -0.083 -1000.0 Ephrin A reverse signaling 31.0 217.0 7.0 -0.023 0.012 1000.0 -1000.0 -0.023 -1000.0 p75(NTR)-mediated signaling 31.0 3909.0 125.0 -0.305 0.079 1000.0 -1000.0 -0.098 -1000.0 LPA4-mediated signaling events 30.0 366.0 12.0 -0.103 0.011 1000.0 -1000.0 -0.031 -1000.0 Coregulation of Androgen receptor activity 29.0 2279.0 76.0 -0.848 0.055 1000.0 -1000.0 -0.034 -1000.0 S1P1 pathway 28.0 1032.0 36.0 -0.247 0.03 1000.0 -1000.0 -0.053 -1000.0 IL2 signaling events mediated by PI3K 27.0 1601.0 58.0 -0.295 0.047 1000.0 -1000.0 -0.048 -1000.0 Integrins in angiogenesis 26.0 2192.0 84.0 -0.264 0.068 1000.0 -1000.0 -0.074 -1000.0 BCR signaling pathway 26.0 2600.0 99.0 -0.221 0.057 1000.0 -1000.0 -0.081 -1000.0 Glucocorticoid receptor regulatory network 25.0 2873.0 114.0 -0.337 0.149 1000.0 -1000.0 -0.073 -1000.0 VEGFR1 specific signals 25.0 1401.0 56.0 -0.316 0.03 1000.0 -1000.0 -0.068 -1000.0 Ceramide signaling pathway 23.0 1767.0 76.0 -0.566 0.206 1000.0 -1000.0 -0.049 -1000.0 Regulation of Telomerase 23.0 2382.0 102.0 -0.566 0.062 1000.0 -1000.0 -0.081 -1000.0 Wnt signaling 22.0 160.0 7.0 -0.044 0.028 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by PTP1B 21.0 1668.0 76.0 -0.568 0.066 1000.0 -1000.0 -0.062 -1000.0 Angiopoietin receptor Tie2-mediated signaling 21.0 1905.0 88.0 -0.202 0.046 1000.0 -1000.0 -0.082 -1000.0 Visual signal transduction: Rods 21.0 1097.0 52.0 -0.157 0.04 1000.0 -1000.0 -0.062 -1000.0 FoxO family signaling 20.0 1325.0 64.0 -0.554 0.096 1000.0 -1000.0 -0.064 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 20.0 928.0 45.0 -0.369 0.078 1000.0 -1000.0 -0.071 -1000.0 Noncanonical Wnt signaling pathway 19.0 506.0 26.0 -0.099 0.029 1000.0 -1000.0 -0.057 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 19.0 2339.0 120.0 -0.111 0.081 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 19.0 1539.0 78.0 -0.243 0.046 1000.0 -1000.0 -0.07 -1000.0 Syndecan-2-mediated signaling events 18.0 1302.0 69.0 -0.452 0.064 1000.0 -1000.0 -0.059 -1000.0 EPO signaling pathway 18.0 1023.0 55.0 -0.167 0.036 1000.0 -1000.0 -0.081 -1000.0 IL6-mediated signaling events 18.0 1355.0 75.0 -0.221 0.059 1000.0 -1000.0 -0.06 -1000.0 Regulation of nuclear SMAD2/3 signaling 16.0 2201.0 136.0 -0.291 0.101 1000.0 -1000.0 -0.056 -1000.0 Presenilin action in Notch and Wnt signaling 16.0 1001.0 61.0 -0.139 0.085 1000.0 -1000.0 -0.055 -1000.0 Aurora A signaling 16.0 987.0 60.0 -0.151 0.063 1000.0 -1000.0 -0.034 -1000.0 Endothelins 16.0 1548.0 96.0 -0.329 0.049 1000.0 -1000.0 -0.068 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 16.0 1189.0 74.0 -0.566 0.106 1000.0 -1000.0 -0.09 -1000.0 Thromboxane A2 receptor signaling 15.0 1624.0 105.0 -0.566 0.046 1000.0 -1000.0 -0.063 -1000.0 S1P5 pathway 15.0 257.0 17.0 -0.075 0.029 1000.0 -1000.0 -0.026 -1000.0 LPA receptor mediated events 15.0 1603.0 102.0 -0.251 0.052 1000.0 -1000.0 -0.083 -1000.0 Class I PI3K signaling events 15.0 1099.0 73.0 -0.305 0.08 1000.0 -1000.0 -0.069 -1000.0 IFN-gamma pathway 14.0 1000.0 68.0 -0.246 0.043 1000.0 -1000.0 -0.08 -1000.0 Signaling events regulated by Ret tyrosine kinase 14.0 1167.0 82.0 -0.029 0.03 1000.0 -1000.0 -0.09 -1000.0 Canonical Wnt signaling pathway 14.0 725.0 51.0 -0.139 0.098 1000.0 -1000.0 -0.064 -1000.0 E-cadherin signaling in keratinocytes 14.0 632.0 43.0 -0.217 0.042 1000.0 -1000.0 -0.043 -1000.0 Signaling mediated by p38-alpha and p38-beta 13.0 609.0 44.0 -0.04 0.054 1000.0 -1000.0 -0.039 -1000.0 Nongenotropic Androgen signaling 13.0 716.0 52.0 -0.114 0.045 1000.0 -1000.0 -0.05 -1000.0 S1P3 pathway 13.0 553.0 42.0 -0.244 0.052 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 -0.02 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 12.0 457.0 37.0 -0.171 0.058 1000.0 -1000.0 -0.052 -1000.0 Plasma membrane estrogen receptor signaling 12.0 1040.0 86.0 -0.148 0.053 1000.0 -1000.0 -0.095 -1000.0 Regulation of Androgen receptor activity 12.0 908.0 70.0 -0.915 0.054 1000.0 -1000.0 -0.065 -1000.0 Sphingosine 1-phosphate (S1P) pathway 11.0 325.0 28.0 -0.075 0.049 1000.0 -1000.0 -0.041 -1000.0 FAS signaling pathway (CD95) 11.0 555.0 47.0 -0.283 0.049 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 11.0 1402.0 125.0 -0.244 0.044 1000.0 -1000.0 -0.084 -1000.0 TCGA08_rtk_signaling 11.0 302.0 26.0 -0.224 0.057 1000.0 -1000.0 -0.018 -1000.0 ErbB4 signaling events 10.0 750.0 69.0 -0.158 0.094 1000.0 -1000.0 -0.075 -1000.0 S1P4 pathway 10.0 271.0 25.0 -0.075 0.039 1000.0 -1000.0 -0.041 -1000.0 E-cadherin signaling events 10.0 54.0 5.0 0.007 0.026 1000.0 -1000.0 -0.001 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 45.0 5.0 0.011 0.029 1000.0 -1000.0 -0.013 -1000.0 ceramide signaling pathway 9.0 449.0 49.0 -0.066 0.045 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by PRL 9.0 307.0 34.0 -0.045 0.063 1000.0 -1000.0 -0.054 -1000.0 Visual signal transduction: Cones 8.0 318.0 38.0 -0.013 0.044 1000.0 -1000.0 -0.022 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 7.0 660.0 85.0 -0.039 0.082 1000.0 -1000.0 -0.063 -1000.0 mTOR signaling pathway 7.0 387.0 53.0 -0.061 0.054 1000.0 -1000.0 -0.055 -1000.0 Ephrin B reverse signaling 7.0 351.0 48.0 -0.049 0.054 1000.0 -1000.0 -0.038 -1000.0 Canonical NF-kappaB pathway 6.0 267.0 39.0 -0.116 0.058 1000.0 -1000.0 -0.065 -1000.0 IL1-mediated signaling events 6.0 382.0 62.0 -0.04 0.065 1000.0 -1000.0 -0.082 -1000.0 Syndecan-3-mediated signaling events 6.0 235.0 35.0 -0.012 0.079 1000.0 -1000.0 -0.053 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 462.0 76.0 -0.032 0.051 1000.0 -1000.0 -0.083 -1000.0 ErbB2/ErbB3 signaling events 5.0 334.0 65.0 -0.127 0.042 1000.0 -1000.0 -0.072 -1000.0 Cellular roles of Anthrax toxin 5.0 209.0 39.0 -0.01 0.039 1000.0 -1000.0 -0.031 -1000.0 Insulin-mediated glucose transport 5.0 165.0 32.0 -0.043 0.057 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by HDAC Class III 5.0 234.0 40.0 -0.054 0.055 1000.0 -1000.0 -0.03 -1000.0 EPHB forward signaling 5.0 466.0 85.0 -0.054 0.074 1000.0 -1000.0 -0.095 -1000.0 PDGFR-beta signaling pathway 5.0 503.0 97.0 -0.018 0.086 1000.0 -1000.0 -0.082 -1000.0 Class IB PI3K non-lipid kinase events 5.0 15.0 3.0 -0.023 0.023 1000.0 -1000.0 -0.002 -1000.0 p38 MAPK signaling pathway 5.0 252.0 44.0 -0.065 0.057 1000.0 -1000.0 -0.052 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 101.0 17.0 -0.01 0.055 1000.0 -1000.0 -0.037 -1000.0 Regulation of p38-alpha and p38-beta 4.0 256.0 54.0 -0.022 0.068 1000.0 -1000.0 -0.061 -1000.0 Insulin Pathway 4.0 336.0 74.0 -0.032 0.08 1000.0 -1000.0 -0.085 -1000.0 BARD1 signaling events 3.0 220.0 57.0 -0.097 0.076 1000.0 -1000.0 -0.072 -1000.0 Osteopontin-mediated events 3.0 114.0 38.0 0.0 0.087 1000.0 -1000.0 -0.06 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 231.0 65.0 -0.007 0.103 1000.0 -1000.0 -0.056 -1000.0 Arf6 downstream pathway 3.0 165.0 43.0 -0.048 0.049 1000.0 -1000.0 -0.034 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 226.0 68.0 -0.043 0.056 1000.0 -1000.0 -0.048 -1000.0 Nectin adhesion pathway 3.0 190.0 63.0 -0.0 0.058 1000.0 -1000.0 -0.069 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 162.0 52.0 -0.014 0.1 1000.0 -1000.0 -0.05 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 59.0 15.0 0.0 0.031 1000.0 -1000.0 -0.034 -1000.0 Arf6 trafficking events 3.0 256.0 71.0 -0.116 0.062 1000.0 -1000.0 -0.05 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 223.0 83.0 -0.043 0.074 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by HDAC Class I 2.0 208.0 104.0 -0.057 0.075 1000.0 -1000.0 -0.046 -1000.0 Retinoic acid receptors-mediated signaling 2.0 118.0 58.0 -0.016 0.053 1000.0 -1000.0 -0.063 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 76.0 36.0 -0.053 0.055 1000.0 -1000.0 -0.052 -1000.0 Atypical NF-kappaB pathway 2.0 62.0 31.0 0.0 0.037 1000.0 -1000.0 -0.036 -1000.0 IGF1 pathway 2.0 145.0 57.0 -0.048 0.079 1000.0 -1000.0 -0.077 -1000.0 Signaling events mediated by HDAC Class II 1.0 112.0 75.0 -0.041 0.063 1000.0 -1000.0 -0.04 -1000.0 Circadian rhythm pathway 1.0 24.0 22.0 -0.014 0.069 1000.0 -1000.0 -0.044 -1000.0 Arf1 pathway 1.0 75.0 54.0 -0.0 0.049 1000.0 -1000.0 -0.026 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 15.0 23.0 -0.027 0.057 1000.0 -1000.0 -0.05 -1000.0 TRAIL signaling pathway 0.0 30.0 48.0 -0.0 0.073 1000.0 -1000.0 -0.059 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 -0.0 0.071 1000.0 -1000.0 -0.055 -1000.0 Rapid glucocorticoid signaling 0.0 8.0 20.0 -0.007 0.037 1000.0 -1000.0 -0.014 -1000.0 Alternative NF-kappaB pathway 0.0 10.0 13.0 -0.0 0.062 1000.0 -1000.0 -0.01 -1000.0 Total 3640 201778 7203 -29.7490657508 -991.509275609 131000 -131000 -7.42068238094 -131000