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 FOXM1 transcription factor network 130.0 6663.0 51.0 -0.857 0.016 1000.0 -1000.0 -0.132 -1000.0 Glypican 2 network 103.0 412.0 4.0 -0.166 -0.127 1000.0 -1000.0 -0.011 -1000.0 Aurora B signaling 94.0 6364.0 67.0 -0.513 0.016 1000.0 -1000.0 -0.057 -1000.0 Signaling events regulated by Ret tyrosine kinase 72.0 5937.0 82.0 -0.315 0.016 1000.0 -1000.0 -0.073 -1000.0 Signaling mediated by p38-alpha and p38-beta 72.0 3176.0 44.0 -0.258 0.016 1000.0 -1000.0 -0.049 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 72.0 4945.0 68.0 -0.724 0.358 1000.0 -1000.0 -0.096 -1000.0 Nongenotropic Androgen signaling 61.0 3196.0 52.0 -0.251 0.141 1000.0 -1000.0 -0.055 -1000.0 Signaling events mediated by the Hedgehog family 60.0 3150.0 52.0 -0.183 0.181 1000.0 -1000.0 -0.047 -1000.0 IL4-mediated signaling events 59.0 5374.0 91.0 -0.78 0.557 1000.0 -1000.0 -0.103 -1000.0 Endothelins 56.0 5377.0 96.0 -0.327 0.042 1000.0 -1000.0 -0.059 -1000.0 IGF1 pathway 55.0 3158.0 57.0 -0.254 0.047 1000.0 -1000.0 -0.079 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 52.0 4092.0 78.0 -0.265 0.093 1000.0 -1000.0 -0.048 -1000.0 Reelin signaling pathway 50.0 2801.0 56.0 -0.237 0.04 1000.0 -1000.0 -0.078 -1000.0 TCGA08_p53 50.0 354.0 7.0 -0.173 0.078 1000.0 -1000.0 -0.011 -1000.0 Thromboxane A2 receptor signaling 49.0 5169.0 105.0 -0.205 0.037 1000.0 -1000.0 -0.057 -1000.0 Aurora C signaling 48.0 342.0 7.0 -0.22 0.0 1000.0 -1000.0 -0.024 -1000.0 TCGA08_retinoblastoma 48.0 390.0 8.0 -0.248 0.068 1000.0 -1000.0 -0.012 -1000.0 Fc-epsilon receptor I signaling in mast cells 46.0 4556.0 97.0 -0.197 0.042 1000.0 -1000.0 -0.072 -1000.0 p75(NTR)-mediated signaling 45.0 5663.0 125.0 -0.174 0.046 1000.0 -1000.0 -0.085 -1000.0 PLK1 signaling events 43.0 3735.0 85.0 -0.374 0.051 1000.0 -1000.0 -0.037 -1000.0 IL23-mediated signaling events 43.0 2620.0 60.0 -0.615 0.016 1000.0 -1000.0 -0.111 -1000.0 Ephrin A reverse signaling 42.0 295.0 7.0 -0.072 0.0 1000.0 -1000.0 -0.018 -1000.0 HIF-1-alpha transcription factor network 42.0 3226.0 76.0 -0.361 0.033 1000.0 -1000.0 -0.064 -1000.0 Plasma membrane estrogen receptor signaling 42.0 3636.0 86.0 -0.252 0.122 1000.0 -1000.0 -0.067 -1000.0 Ras signaling in the CD4+ TCR pathway 42.0 721.0 17.0 -0.159 0.022 1000.0 -1000.0 -0.023 -1000.0 Integrins in angiogenesis 41.0 3493.0 84.0 -0.276 0.032 1000.0 -1000.0 -0.076 -1000.0 Rapid glucocorticoid signaling 41.0 837.0 20.0 -0.24 0.037 1000.0 -1000.0 -0.01 -1000.0 BMP receptor signaling 40.0 3244.0 81.0 -0.331 0.053 1000.0 -1000.0 -0.082 -1000.0 Glypican 1 network 38.0 1849.0 48.0 -0.264 0.036 1000.0 -1000.0 -0.025 -1000.0 amb2 Integrin signaling 38.0 3149.0 82.0 -0.336 0.021 1000.0 -1000.0 -0.068 -1000.0 Calcium signaling in the CD4+ TCR pathway 38.0 1181.0 31.0 -0.299 0.016 1000.0 -1000.0 -0.072 -1000.0 IL6-mediated signaling events 38.0 2862.0 75.0 -0.25 0.07 1000.0 -1000.0 -0.063 -1000.0 Syndecan-1-mediated signaling events 37.0 1287.0 34.0 -0.283 0.016 1000.0 -1000.0 -0.033 -1000.0 TCR signaling in naïve CD8+ T cells 37.0 3519.0 93.0 -0.147 0.063 1000.0 -1000.0 -0.067 -1000.0 LPA receptor mediated events 36.0 3674.0 102.0 -0.234 0.032 1000.0 -1000.0 -0.065 -1000.0 Glucocorticoid receptor regulatory network 35.0 4038.0 114.0 -0.605 0.27 1000.0 -1000.0 -0.069 -1000.0 PDGFR-alpha signaling pathway 34.0 1516.0 44.0 -0.336 0.033 1000.0 -1000.0 -0.053 -1000.0 S1P1 pathway 34.0 1253.0 36.0 -0.315 0.016 1000.0 -1000.0 -0.047 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 33.0 3997.0 120.0 -0.328 0.183 1000.0 -1000.0 -0.07 -1000.0 S1P5 pathway 31.0 541.0 17.0 -0.167 0.112 1000.0 -1000.0 -0.027 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 31.0 1655.0 52.0 -0.316 0.028 1000.0 -1000.0 -0.048 -1000.0 IL12-mediated signaling events 29.0 2574.0 87.0 -0.418 0.035 1000.0 -1000.0 -0.093 -1000.0 Visual signal transduction: Cones 29.0 1130.0 38.0 -0.13 0.017 1000.0 -1000.0 -0.056 -1000.0 LPA4-mediated signaling events 28.0 345.0 12.0 -0.171 0.023 1000.0 -1000.0 -0.015 -1000.0 Osteopontin-mediated events 28.0 1095.0 38.0 -0.186 0.017 1000.0 -1000.0 -0.084 -1000.0 BCR signaling pathway 28.0 2814.0 99.0 -0.191 0.037 1000.0 -1000.0 -0.076 -1000.0 S1P4 pathway 28.0 703.0 25.0 -0.167 0.031 1000.0 -1000.0 -0.034 -1000.0 JNK signaling in the CD4+ TCR pathway 27.0 459.0 17.0 -0.155 0.019 1000.0 -1000.0 -0.026 -1000.0 Coregulation of Androgen receptor activity 26.0 2013.0 76.0 -0.236 0.033 1000.0 -1000.0 -0.042 -1000.0 Syndecan-2-mediated signaling events 26.0 1835.0 69.0 -0.087 0.031 1000.0 -1000.0 -0.026 -1000.0 S1P3 pathway 26.0 1112.0 42.0 -0.166 0.032 1000.0 -1000.0 -0.027 -1000.0 Aurora A signaling 25.0 1554.0 60.0 -0.364 0.031 1000.0 -1000.0 -0.043 -1000.0 Angiopoietin receptor Tie2-mediated signaling 25.0 2287.0 88.0 -0.233 0.048 1000.0 -1000.0 -0.091 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 24.0 1338.0 54.0 -0.203 0.031 1000.0 -1000.0 -0.086 -1000.0 Arf6 signaling events 24.0 1510.0 62.0 -0.236 0.03 1000.0 -1000.0 -0.042 -1000.0 Class IB PI3K non-lipid kinase events 24.0 72.0 3.0 -0.024 -1000.0 1000.0 -1000.0 -0.008 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 22.0 755.0 34.0 -0.052 0.016 1000.0 -1000.0 -0.051 -1000.0 Syndecan-4-mediated signaling events 22.0 1498.0 67.0 -0.19 0.02 1000.0 -1000.0 -0.067 -1000.0 FAS signaling pathway (CD95) 21.0 1010.0 47.0 -0.569 0.019 1000.0 -1000.0 -0.026 -1000.0 Wnt signaling 21.0 153.0 7.0 -0.058 0.016 1000.0 -1000.0 -0.022 -1000.0 Presenilin action in Notch and Wnt signaling 20.0 1262.0 61.0 -0.181 0.044 1000.0 -1000.0 -0.053 -1000.0 Visual signal transduction: Rods 20.0 1047.0 52.0 -0.21 0.016 1000.0 -1000.0 -0.073 -1000.0 Canonical Wnt signaling pathway 19.0 1007.0 51.0 -0.181 0.083 1000.0 -1000.0 -0.039 -1000.0 Noncanonical Wnt signaling pathway 18.0 487.0 26.0 -0.1 0.016 1000.0 -1000.0 -0.044 -1000.0 Sphingosine 1-phosphate (S1P) pathway 17.0 500.0 28.0 -0.167 0.03 1000.0 -1000.0 -0.022 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 17.0 564.0 33.0 -0.288 0.046 1000.0 -1000.0 -0.047 -1000.0 ErbB2/ErbB3 signaling events 16.0 1075.0 65.0 -0.238 0.027 1000.0 -1000.0 -0.06 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 16.0 1397.0 85.0 -0.218 0.023 1000.0 -1000.0 -0.063 -1000.0 Effects of Botulinum toxin 16.0 416.0 26.0 -0.072 0.016 1000.0 -1000.0 -0.056 -1000.0 Caspase cascade in apoptosis 15.0 1155.0 74.0 -0.058 0.043 1000.0 -1000.0 -0.029 -1000.0 ErbB4 signaling events 15.0 1089.0 69.0 -0.238 0.038 1000.0 -1000.0 -0.07 -1000.0 FOXA2 and FOXA3 transcription factor networks 15.0 725.0 46.0 -0.192 0.095 1000.0 -1000.0 -0.037 -1000.0 Regulation of Androgen receptor activity 14.0 988.0 70.0 -0.22 0.03 1000.0 -1000.0 -0.048 -1000.0 Hedgehog signaling events mediated by Gli proteins 13.0 863.0 65.0 -0.167 0.067 1000.0 -1000.0 -0.047 -1000.0 Nectin adhesion pathway 13.0 881.0 63.0 -0.054 0.03 1000.0 -1000.0 -0.061 -1000.0 IL27-mediated signaling events 13.0 713.0 51.0 -0.25 0.029 1000.0 -1000.0 -0.066 -1000.0 EGFR-dependent Endothelin signaling events 13.0 293.0 21.0 -0.071 0.023 1000.0 -1000.0 -0.062 -1000.0 IL2 signaling events mediated by STAT5 12.0 284.0 22.0 -0.122 0.068 1000.0 -1000.0 -0.036 -1000.0 Regulation of nuclear SMAD2/3 signaling 11.0 1527.0 136.0 -0.198 0.069 1000.0 -1000.0 -0.063 -1000.0 Cellular roles of Anthrax toxin 11.0 464.0 39.0 -0.103 0.018 1000.0 -1000.0 -0.019 -1000.0 IL2 signaling events mediated by PI3K 11.0 653.0 58.0 -0.209 0.055 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by PTP1B 10.0 815.0 76.0 -0.137 0.036 1000.0 -1000.0 -0.065 -1000.0 Syndecan-3-mediated signaling events 10.0 364.0 35.0 -0.132 0.046 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by HDAC Class III 9.0 383.0 40.0 -0.226 0.026 1000.0 -1000.0 -0.031 -1000.0 IL1-mediated signaling events 9.0 615.0 62.0 -0.094 0.075 1000.0 -1000.0 -0.081 -1000.0 Ephrin B reverse signaling 9.0 468.0 48.0 -0.057 0.018 1000.0 -1000.0 -0.059 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 9.0 788.0 83.0 -0.276 0.043 1000.0 -1000.0 -0.056 -1000.0 Regulation of p38-alpha and p38-beta 9.0 510.0 54.0 -0.153 0.043 1000.0 -1000.0 -0.05 -1000.0 BARD1 signaling events 8.0 468.0 57.0 -0.164 0.045 1000.0 -1000.0 -0.048 -1000.0 a4b1 and a4b7 Integrin signaling 8.0 44.0 5.0 -0.004 0.009 1000.0 -1000.0 -0.015 -1000.0 Class I PI3K signaling events mediated by Akt 8.0 569.0 68.0 -0.212 0.061 1000.0 -1000.0 -0.044 -1000.0 EPHB forward signaling 8.0 697.0 85.0 -0.047 0.041 1000.0 -1000.0 -0.078 -1000.0 Regulation of Telomerase 8.0 886.0 102.0 -0.169 0.038 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by PRL 8.0 273.0 34.0 -0.1 0.026 1000.0 -1000.0 -0.028 -1000.0 E-cadherin signaling events 8.0 42.0 5.0 -0.006 0.016 1000.0 -1000.0 -0.016 -1000.0 EPO signaling pathway 7.0 403.0 55.0 -0.047 0.057 1000.0 -1000.0 -0.073 -1000.0 IFN-gamma pathway 7.0 487.0 68.0 -0.182 0.056 1000.0 -1000.0 -0.079 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 7.0 280.0 37.0 -0.031 0.035 1000.0 -1000.0 -0.044 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 7.0 570.0 74.0 -0.248 0.077 1000.0 -1000.0 -0.077 -1000.0 Arf6 trafficking events 7.0 533.0 71.0 -0.415 0.05 1000.0 -1000.0 -0.061 -1000.0 Insulin Pathway 7.0 570.0 74.0 -0.258 0.042 1000.0 -1000.0 -0.082 -1000.0 PDGFR-beta signaling pathway 7.0 754.0 97.0 -0.056 0.054 1000.0 -1000.0 -0.075 -1000.0 TRAIL signaling pathway 6.0 316.0 48.0 -0.011 0.051 1000.0 -1000.0 -0.057 -1000.0 Ceramide signaling pathway 5.0 384.0 76.0 -0.248 0.044 1000.0 -1000.0 -0.028 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 89.0 15.0 -0.0 0.032 1000.0 -1000.0 -0.021 -1000.0 Retinoic acid receptors-mediated signaling 5.0 315.0 58.0 -0.08 0.036 1000.0 -1000.0 -0.062 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 5.0 247.0 45.0 -0.032 0.068 1000.0 -1000.0 -0.077 -1000.0 TCGA08_rtk_signaling 5.0 134.0 26.0 -0.069 0.048 1000.0 -1000.0 -0.014 -1000.0 PLK2 and PLK4 events 4.0 14.0 3.0 0.005 0.019 1000.0 -1000.0 -0.009 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 369.0 76.0 -0.02 0.058 1000.0 -1000.0 -0.07 -1000.0 Signaling events mediated by HDAC Class II 3.0 269.0 75.0 -0.086 0.039 1000.0 -1000.0 -0.037 -1000.0 HIF-2-alpha transcription factor network 3.0 147.0 43.0 -0.155 0.158 1000.0 -1000.0 -0.061 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 123.0 36.0 -0.035 0.036 1000.0 -1000.0 -0.056 -1000.0 Class I PI3K signaling events 3.0 253.0 73.0 -0.054 0.041 1000.0 -1000.0 -0.057 -1000.0 E-cadherin signaling in keratinocytes 3.0 129.0 43.0 -0.046 0.048 1000.0 -1000.0 -0.056 -1000.0 p38 MAPK signaling pathway 3.0 160.0 44.0 -0.044 0.047 1000.0 -1000.0 -0.054 -1000.0 Canonical NF-kappaB pathway 2.0 91.0 39.0 -0.021 0.092 1000.0 -1000.0 -0.069 -1000.0 ceramide signaling pathway 2.0 99.0 49.0 -0.024 0.051 1000.0 -1000.0 -0.033 -1000.0 FoxO family signaling 2.0 160.0 64.0 -0.067 0.098 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 310.0 125.0 -0.054 0.099 1000.0 -1000.0 -0.082 -1000.0 Circadian rhythm pathway 1.0 36.0 22.0 -0.016 0.053 1000.0 -1000.0 -0.039 -1000.0 Insulin-mediated glucose transport 1.0 60.0 32.0 -0.142 0.042 1000.0 -1000.0 -0.046 -1000.0 mTOR signaling pathway 1.0 63.0 53.0 -0.006 0.042 1000.0 -1000.0 -0.056 -1000.0 VEGFR1 specific signals 1.0 89.0 56.0 -0.051 0.071 1000.0 -1000.0 -0.041 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 12.0 23.0 0.007 0.055 1000.0 -1000.0 -0.045 -1000.0 Arf6 downstream pathway 0.0 20.0 43.0 -0.039 0.039 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by HDAC Class I 0.0 81.0 104.0 -0.031 0.066 1000.0 -1000.0 -0.059 -1000.0 Atypical NF-kappaB pathway 0.0 23.0 31.0 -0.0 0.056 1000.0 -1000.0 -0.026 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 24.0 27.0 -0.002 0.039 1000.0 -1000.0 -0.045 -1000.0 Arf1 pathway 0.0 6.0 54.0 -0.0 0.04 1000.0 -1000.0 -0.028 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.046 1000.0 -1000.0 -0.026 -1000.0 Total 3095 179636 7203 -24.6106680552 -993.215730207 131000 -131000 -6.84726276483 -131000