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 Signaling events mediated by the Hedgehog family 165.0 8614.0 52.0 -0.644 0.345 1000.0 -1000.0 -0.097 -1000.0 Angiopoietin receptor Tie2-mediated signaling 158.0 13905.0 88.0 -0.749 0.06 1000.0 -1000.0 -0.126 -1000.0 Aurora B signaling 139.0 9321.0 67.0 -0.625 0.005 1000.0 -1000.0 -0.085 -1000.0 FOXM1 transcription factor network 129.0 6583.0 51.0 -0.707 0.002 1000.0 -1000.0 -0.206 -1000.0 Endothelins 81.0 7816.0 96.0 -0.437 0.036 1000.0 -1000.0 -0.089 -1000.0 TCGA08_p53 67.0 470.0 7.0 -0.193 0.097 1000.0 -1000.0 -0.037 -1000.0 TCGA08_retinoblastoma 64.0 516.0 8.0 -0.278 0.087 1000.0 -1000.0 -0.03 -1000.0 Glypican 2 network 61.0 247.0 4.0 -0.085 -0.068 1000.0 -1000.0 -0.044 -1000.0 amb2 Integrin signaling 60.0 4929.0 82.0 -0.68 0.0 1000.0 -1000.0 -0.097 -1000.0 Thromboxane A2 receptor signaling 58.0 6091.0 105.0 -0.181 0.041 1000.0 -1000.0 -0.08 -1000.0 Visual signal transduction: Cones 53.0 2031.0 38.0 -0.288 0.009 1000.0 -1000.0 -0.079 -1000.0 Fc-epsilon receptor I signaling in mast cells 53.0 5224.0 97.0 -0.258 0.033 1000.0 -1000.0 -0.111 -1000.0 Aurora C signaling 51.0 363.0 7.0 -0.412 0.0 1000.0 -1000.0 -0.051 -1000.0 IL4-mediated signaling events 50.0 4603.0 91.0 -0.806 0.45 1000.0 -1000.0 -0.181 -1000.0 Glucocorticoid receptor regulatory network 50.0 5731.0 114.0 -0.56 0.361 1000.0 -1000.0 -0.088 -1000.0 Signaling events regulated by Ret tyrosine kinase 50.0 4171.0 82.0 -0.204 0.0 1000.0 -1000.0 -0.103 -1000.0 PLK1 signaling events 45.0 3828.0 85.0 -0.38 0.072 1000.0 -1000.0 -0.063 -1000.0 BMP receptor signaling 43.0 3557.0 81.0 -0.387 0.037 1000.0 -1000.0 -0.101 -1000.0 Arf6 signaling events 42.0 2638.0 62.0 -0.302 0.015 1000.0 -1000.0 -0.069 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 42.0 2188.0 52.0 -0.382 0.057 1000.0 -1000.0 -0.078 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 39.0 3060.0 78.0 -0.129 0.036 1000.0 -1000.0 -0.091 -1000.0 Nectin adhesion pathway 38.0 2435.0 63.0 -0.273 0.0 1000.0 -1000.0 -0.084 -1000.0 Glypican 1 network 37.0 1779.0 48.0 -0.223 0.032 1000.0 -1000.0 -0.059 -1000.0 Signaling mediated by p38-alpha and p38-beta 36.0 1620.0 44.0 -0.126 0.0 1000.0 -1000.0 -0.059 -1000.0 Nongenotropic Androgen signaling 35.0 1835.0 52.0 -0.152 0.048 1000.0 -1000.0 -0.07 -1000.0 HIF-1-alpha transcription factor network 32.0 2455.0 76.0 -0.442 0.017 1000.0 -1000.0 -0.214 -1000.0 Integrins in angiogenesis 32.0 2711.0 84.0 -0.461 0.031 1000.0 -1000.0 -0.115 -1000.0 FOXA2 and FOXA3 transcription factor networks 31.0 1448.0 46.0 -0.768 0.072 1000.0 -1000.0 -0.119 -1000.0 Calcium signaling in the CD4+ TCR pathway 30.0 935.0 31.0 -0.21 0.012 1000.0 -1000.0 -0.133 -1000.0 Syndecan-3-mediated signaling events 28.0 990.0 35.0 -0.343 0.0 1000.0 -1000.0 -0.078 -1000.0 IL23-mediated signaling events 28.0 1713.0 60.0 -0.241 0.018 1000.0 -1000.0 -0.18 -1000.0 Coregulation of Androgen receptor activity 27.0 2092.0 76.0 -0.396 0.031 1000.0 -1000.0 -0.073 -1000.0 Aurora A signaling 27.0 1660.0 60.0 -0.489 0.028 1000.0 -1000.0 -0.069 -1000.0 Canonical Wnt signaling pathway 27.0 1421.0 51.0 -0.467 0.164 1000.0 -1000.0 -0.079 -1000.0 LPA4-mediated signaling events 26.0 323.0 12.0 -0.141 0.017 1000.0 -1000.0 -0.034 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 26.0 1795.0 68.0 -0.227 0.015 1000.0 -1000.0 -0.165 -1000.0 Presenilin action in Notch and Wnt signaling 25.0 1573.0 61.0 -0.467 0.016 1000.0 -1000.0 -0.076 -1000.0 Reelin signaling pathway 24.0 1392.0 56.0 -0.13 0.003 1000.0 -1000.0 -0.115 -1000.0 IL6-mediated signaling events 24.0 1813.0 75.0 -0.477 0.05 1000.0 -1000.0 -0.116 -1000.0 Regulation of Androgen receptor activity 22.0 1600.0 70.0 -0.417 0.018 1000.0 -1000.0 -0.083 -1000.0 Syndecan-1-mediated signaling events 21.0 725.0 34.0 -0.356 0.0 1000.0 -1000.0 -0.083 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 21.0 2703.0 125.0 -0.202 0.0 1000.0 -1000.0 -0.13 -1000.0 Visual signal transduction: Rods 21.0 1135.0 52.0 -0.179 0.0 1000.0 -1000.0 -0.092 -1000.0 ErbB4 signaling events 20.0 1439.0 69.0 -0.384 0.198 1000.0 -1000.0 -0.107 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 20.0 686.0 33.0 -0.269 0.0 1000.0 -1000.0 -0.076 -1000.0 IL12-mediated signaling events 19.0 1723.0 87.0 -0.163 0.019 1000.0 -1000.0 -0.147 -1000.0 Osteopontin-mediated events 19.0 739.0 38.0 -0.289 0.0 1000.0 -1000.0 -0.125 -1000.0 Plasma membrane estrogen receptor signaling 19.0 1644.0 86.0 -0.181 0.031 1000.0 -1000.0 -0.1 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 19.0 2369.0 120.0 -0.267 0.129 1000.0 -1000.0 -0.086 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 18.0 975.0 54.0 -0.15 0.02 1000.0 -1000.0 -0.11 -1000.0 HIF-2-alpha transcription factor network 18.0 791.0 43.0 -0.375 0.206 1000.0 -1000.0 -0.12 -1000.0 Wnt signaling 18.0 132.0 7.0 -0.094 0.0 1000.0 -1000.0 -0.063 -1000.0 Ephrin A reverse signaling 17.0 121.0 7.0 -0.024 0.002 1000.0 -1000.0 -0.037 -1000.0 TCR signaling in naïve CD8+ T cells 17.0 1602.0 93.0 -0.066 0.035 1000.0 -1000.0 -0.103 -1000.0 PDGFR-alpha signaling pathway 16.0 720.0 44.0 -0.202 0.021 1000.0 -1000.0 -0.073 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 15.0 1275.0 85.0 -0.159 0.011 1000.0 -1000.0 -0.092 -1000.0 p75(NTR)-mediated signaling 15.0 1936.0 125.0 -0.345 0.0 1000.0 -1000.0 -0.12 -1000.0 Regulation of nuclear SMAD2/3 signaling 12.0 1647.0 136.0 -0.335 0.094 1000.0 -1000.0 -0.097 -1000.0 Caspase cascade in apoptosis 11.0 864.0 74.0 -0.071 0.035 1000.0 -1000.0 -0.064 -1000.0 Sphingosine 1-phosphate (S1P) pathway 11.0 314.0 28.0 -0.181 0.02 1000.0 -1000.0 -0.063 -1000.0 Noncanonical Wnt signaling pathway 11.0 299.0 26.0 -0.103 0.0 1000.0 -1000.0 -0.099 -1000.0 Syndecan-2-mediated signaling events 11.0 775.0 69.0 -0.168 0.031 1000.0 -1000.0 -0.072 -1000.0 Signaling events mediated by HDAC Class III 11.0 443.0 40.0 -0.147 0.05 1000.0 -1000.0 -0.048 -1000.0 FAS signaling pathway (CD95) 11.0 536.0 47.0 -0.19 0.009 1000.0 -1000.0 -0.058 -1000.0 Ras signaling in the CD4+ TCR pathway 11.0 194.0 17.0 -0.057 0.008 1000.0 -1000.0 -0.074 -1000.0 JNK signaling in the CD4+ TCR pathway 10.0 175.0 17.0 -0.044 0.022 1000.0 -1000.0 -0.079 -1000.0 Effects of Botulinum toxin 10.0 275.0 26.0 -0.071 0.005 1000.0 -1000.0 -0.07 -1000.0 BCR signaling pathway 10.0 1072.0 99.0 -0.113 0.04 1000.0 -1000.0 -0.117 -1000.0 EGFR-dependent Endothelin signaling events 10.0 228.0 21.0 -0.065 0.0 1000.0 -1000.0 -0.091 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 9.0 313.0 34.0 -0.029 0.0 1000.0 -1000.0 -0.077 -1000.0 S1P1 pathway 9.0 329.0 36.0 -0.061 0.01 1000.0 -1000.0 -0.09 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 9.0 734.0 74.0 -0.171 0.068 1000.0 -1000.0 -0.108 -1000.0 Syndecan-4-mediated signaling events 9.0 625.0 67.0 -0.168 0.01 1000.0 -1000.0 -0.109 -1000.0 Hedgehog signaling events mediated by Gli proteins 8.0 582.0 65.0 -0.598 0.044 1000.0 -1000.0 -0.092 -1000.0 IL2 signaling events mediated by STAT5 8.0 183.0 22.0 -0.148 0.06 1000.0 -1000.0 -0.073 -1000.0 S1P4 pathway 8.0 218.0 25.0 -0.065 0.003 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by PTP1B 7.0 546.0 76.0 -0.102 0.033 1000.0 -1000.0 -0.093 -1000.0 TRAIL signaling pathway 7.0 368.0 48.0 -0.096 0.046 1000.0 -1000.0 -0.075 -1000.0 Cellular roles of Anthrax toxin 6.0 265.0 39.0 -0.092 0.017 1000.0 -1000.0 -0.037 -1000.0 Retinoic acid receptors-mediated signaling 6.0 384.0 58.0 -0.221 0.034 1000.0 -1000.0 -0.086 -1000.0 Regulation of p38-alpha and p38-beta 6.0 339.0 54.0 -0.087 0.036 1000.0 -1000.0 -0.09 -1000.0 IL27-mediated signaling events 6.0 310.0 51.0 -0.118 0.011 1000.0 -1000.0 -0.107 -1000.0 LPA receptor mediated events 6.0 703.0 102.0 -0.102 0.035 1000.0 -1000.0 -0.104 -1000.0 IGF1 pathway 6.0 344.0 57.0 -0.021 0.04 1000.0 -1000.0 -0.115 -1000.0 S1P3 pathway 6.0 272.0 42.0 -0.181 0.041 1000.0 -1000.0 -0.072 -1000.0 Signaling events mediated by PRL 6.0 220.0 34.0 -0.127 0.028 1000.0 -1000.0 -0.068 -1000.0 BARD1 signaling events 5.0 303.0 57.0 -0.127 0.022 1000.0 -1000.0 -0.077 -1000.0 Ephrin B reverse signaling 5.0 275.0 48.0 -0.071 0.04 1000.0 -1000.0 -0.079 -1000.0 IL2 signaling events mediated by PI3K 5.0 305.0 58.0 -0.226 0.074 1000.0 -1000.0 -0.105 -1000.0 Arf6 trafficking events 5.0 409.0 71.0 -0.085 0.032 1000.0 -1000.0 -0.082 -1000.0 Insulin Pathway 5.0 382.0 74.0 -0.105 0.032 1000.0 -1000.0 -0.11 -1000.0 ErbB2/ErbB3 signaling events 4.0 277.0 65.0 -0.078 0.054 1000.0 -1000.0 -0.087 -1000.0 Signaling events mediated by HDAC Class II 4.0 350.0 75.0 -0.081 0.0 1000.0 -1000.0 -0.074 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 20.0 5.0 -0.009 -0.001 1000.0 -1000.0 -0.042 -1000.0 IL1-mediated signaling events 4.0 298.0 62.0 -0.061 0.042 1000.0 -1000.0 -0.119 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 4.0 385.0 83.0 -0.069 0.05 1000.0 -1000.0 -0.095 -1000.0 Signaling events mediated by HDAC Class I 4.0 416.0 104.0 -0.081 0.041 1000.0 -1000.0 -0.093 -1000.0 EPHB forward signaling 4.0 413.0 85.0 -0.072 0.033 1000.0 -1000.0 -0.104 -1000.0 Regulation of Telomerase 4.0 408.0 102.0 -0.118 0.025 1000.0 -1000.0 -0.132 -1000.0 p38 MAPK signaling pathway 4.0 219.0 44.0 -0.069 0.034 1000.0 -1000.0 -0.074 -1000.0 IFN-gamma pathway 3.0 242.0 68.0 -0.069 0.065 1000.0 -1000.0 -0.119 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 3.0 137.0 45.0 -0.027 0.061 1000.0 -1000.0 -0.105 -1000.0 TCGA08_rtk_signaling 3.0 90.0 26.0 -0.065 0.038 1000.0 -1000.0 -0.035 -1000.0 Class I PI3K signaling events 3.0 253.0 73.0 -0.054 0.026 1000.0 -1000.0 -0.092 -1000.0 VEGFR1 specific signals 3.0 212.0 56.0 -0.202 0.043 1000.0 -1000.0 -0.093 -1000.0 Circadian rhythm pathway 2.0 59.0 22.0 -0.032 0.038 1000.0 -1000.0 -0.072 -1000.0 EPO signaling pathway 2.0 117.0 55.0 -0.007 0.066 1000.0 -1000.0 -0.114 -1000.0 Ceramide signaling pathway 2.0 171.0 76.0 -0.028 0.041 1000.0 -1000.0 -0.07 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 107.0 37.0 -0.012 0.025 1000.0 -1000.0 -0.092 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 79.0 36.0 -0.01 0.02 1000.0 -1000.0 -0.083 -1000.0 PDGFR-beta signaling pathway 2.0 231.0 97.0 -0.044 0.054 1000.0 -1000.0 -0.104 -1000.0 Class IB PI3K non-lipid kinase events 2.0 6.0 3.0 -0.003 -1000.0 1000.0 -1000.0 -0.033 -1000.0 Insulin-mediated glucose transport 1.0 53.0 32.0 -0.057 0.034 1000.0 -1000.0 -0.074 -1000.0 S1P5 pathway 1.0 26.0 17.0 -0.01 0.006 1000.0 -1000.0 -0.07 -1000.0 FoxO family signaling 1.0 98.0 64.0 -0.089 0.081 1000.0 -1000.0 -0.097 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 15.0 15.0 -0.001 0.027 1000.0 -1000.0 -0.07 -1000.0 Rapid glucocorticoid signaling 1.0 31.0 20.0 -0.007 0.007 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling in keratinocytes 1.0 62.0 43.0 -0.023 0.043 1000.0 -1000.0 -0.09 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 2.0 23.0 -0.001 0.036 1000.0 -1000.0 -0.085 -1000.0 Canonical NF-kappaB pathway 0.0 33.0 39.0 -0.019 0.072 1000.0 -1000.0 -0.101 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 -0.001 0.019 1000.0 -1000.0 -0.029 -1000.0 Arf6 downstream pathway 0.0 21.0 43.0 -0.024 0.025 1000.0 -1000.0 -0.052 -1000.0 mTOR signaling pathway 0.0 14.0 53.0 -0.004 0.03 1000.0 -1000.0 -0.07 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 60.0 68.0 -0.057 0.043 1000.0 -1000.0 -0.076 -1000.0 ceramide signaling pathway 0.0 45.0 49.0 -0.013 0.044 1000.0 -1000.0 -0.059 -1000.0 Atypical NF-kappaB pathway 0.0 9.0 31.0 -0.001 0.03 1000.0 -1000.0 -0.08 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 52.0 76.0 -0.026 0.053 1000.0 -1000.0 -0.1 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 2.0 27.0 -0.001 0.025 1000.0 -1000.0 -0.058 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.0 0.0 1000.0 -1000.0 -0.051 -1000.0 Arf1 pathway 0.0 32.0 54.0 -0.022 0.022 1000.0 -1000.0 -0.058 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.001 0.0 1000.0 -1000.0 -0.078 -1000.0 Total 2715 168473 7203 -24.936240564 -994.699286097 131000 -131000 -11.5065057207 -131000