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 IL4-mediated signaling events 146.0 13294.0 91.0 -1.308 1.042 1000.0 -1000.0 -0.099 -1000.0 BCR signaling pathway 139.0 13782.0 99.0 -0.763 0.026 1000.0 -1000.0 -0.055 -1000.0 TCR signaling in naïve CD8+ T cells 103.0 9669.0 93.0 -0.591 0.028 1000.0 -1000.0 -0.05 -1000.0 IL23-mediated signaling events 101.0 6094.0 60.0 -0.737 0.019 1000.0 -1000.0 -0.066 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 91.0 3110.0 34.0 -0.21 0.019 1000.0 -1000.0 -0.016 -1000.0 IL12-mediated signaling events 80.0 7017.0 87.0 -0.68 0.114 1000.0 -1000.0 -0.091 -1000.0 Caspase cascade in apoptosis 76.0 5654.0 74.0 -0.209 0.137 1000.0 -1000.0 -0.02 -1000.0 FAS signaling pathway (CD95) 68.0 3240.0 47.0 -0.163 0.121 1000.0 -1000.0 -0.018 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 66.0 4504.0 68.0 -0.625 0.119 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling events 62.0 314.0 5.0 -0.134 0.019 1000.0 -1000.0 -0.005 -1000.0 Calcium signaling in the CD4+ TCR pathway 58.0 1816.0 31.0 -0.432 0.019 1000.0 -1000.0 -0.031 -1000.0 Ras signaling in the CD4+ TCR pathway 56.0 956.0 17.0 -0.167 0.037 1000.0 -1000.0 -0.018 -1000.0 JNK signaling in the CD4+ TCR pathway 55.0 941.0 17.0 -0.203 0.019 1000.0 -1000.0 -0.022 -1000.0 IL27-mediated signaling events 52.0 2690.0 51.0 -0.265 0.166 1000.0 -1000.0 -0.046 -1000.0 Glypican 1 network 50.0 2438.0 48.0 -0.299 0.069 1000.0 -1000.0 -0.015 -1000.0 Signaling events regulated by Ret tyrosine kinase 50.0 4157.0 82.0 -0.129 0.019 1000.0 -1000.0 -0.051 -1000.0 Wnt signaling 48.0 342.0 7.0 -0.082 0.007 1000.0 -1000.0 -0.007 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 48.0 3576.0 74.0 -0.134 0.05 1000.0 -1000.0 -0.05 -1000.0 S1P4 pathway 46.0 1163.0 25.0 -0.164 0.028 1000.0 -1000.0 -0.011 -1000.0 Glucocorticoid receptor regulatory network 45.0 5226.0 114.0 -0.518 0.309 1000.0 -1000.0 -0.045 -1000.0 a4b1 and a4b7 Integrin signaling 44.0 222.0 5.0 -0.076 -0.019 1000.0 -1000.0 -0.003 -1000.0 Endothelins 44.0 4242.0 96.0 -0.178 0.02 1000.0 -1000.0 -0.04 -1000.0 amb2 Integrin signaling 42.0 3525.0 82.0 -0.271 0.026 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in the nascent adherens junction 42.0 3216.0 76.0 -0.134 0.028 1000.0 -1000.0 -0.057 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 41.0 1877.0 45.0 -0.275 0.046 1000.0 -1000.0 -0.055 -1000.0 TCGA08_retinoblastoma 41.0 333.0 8.0 -0.107 0.03 1000.0 -1000.0 -0.006 -1000.0 Thromboxane A2 receptor signaling 40.0 4288.0 105.0 -0.123 0.041 1000.0 -1000.0 -0.038 -1000.0 Syndecan-4-mediated signaling events 39.0 2675.0 67.0 -0.257 0.025 1000.0 -1000.0 -0.024 -1000.0 Angiopoietin receptor Tie2-mediated signaling 39.0 3490.0 88.0 -0.225 0.03 1000.0 -1000.0 -0.058 -1000.0 Syndecan-1-mediated signaling events 38.0 1306.0 34.0 -0.148 0.019 1000.0 -1000.0 -0.017 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 38.0 1438.0 37.0 -0.293 0.041 1000.0 -1000.0 -0.025 -1000.0 IL2 signaling events mediated by PI3K 38.0 2256.0 58.0 -0.193 0.046 1000.0 -1000.0 -0.025 -1000.0 IL2 signaling events mediated by STAT5 38.0 841.0 22.0 -0.195 0.02 1000.0 -1000.0 -0.034 -1000.0 Regulation of p38-alpha and p38-beta 36.0 1973.0 54.0 -0.34 0.049 1000.0 -1000.0 -0.039 -1000.0 LPA receptor mediated events 34.0 3561.0 102.0 -0.131 0.025 1000.0 -1000.0 -0.051 -1000.0 Class I PI3K signaling events 34.0 2487.0 73.0 -0.449 0.048 1000.0 -1000.0 -0.027 -1000.0 HIF-1-alpha transcription factor network 32.0 2455.0 76.0 -0.114 0.084 1000.0 -1000.0 -0.045 -1000.0 Fc-epsilon receptor I signaling in mast cells 32.0 3133.0 97.0 -0.135 0.033 1000.0 -1000.0 -0.054 -1000.0 Ephrin A reverse signaling 30.0 213.0 7.0 -0.071 0.008 1000.0 -1000.0 -0.002 -1000.0 IFN-gamma pathway 30.0 2073.0 68.0 -0.178 0.028 1000.0 -1000.0 -0.05 -1000.0 ceramide signaling pathway 29.0 1423.0 49.0 -0.175 0.028 1000.0 -1000.0 -0.019 -1000.0 Visual signal transduction: Cones 28.0 1086.0 38.0 -0.209 0.017 1000.0 -1000.0 -0.011 -1000.0 TRAIL signaling pathway 27.0 1302.0 48.0 -0.057 0.022 1000.0 -1000.0 -0.024 -1000.0 Visual signal transduction: Rods 27.0 1448.0 52.0 -0.209 0.019 1000.0 -1000.0 -0.047 -1000.0 Noncanonical Wnt signaling pathway 26.0 678.0 26.0 -0.082 0.019 1000.0 -1000.0 -0.013 -1000.0 Atypical NF-kappaB pathway 26.0 810.0 31.0 -0.196 0.033 1000.0 -1000.0 -0.009 -1000.0 FOXA2 and FOXA3 transcription factor networks 25.0 1190.0 46.0 -0.503 0.027 1000.0 -1000.0 -0.031 -1000.0 BMP receptor signaling 25.0 2104.0 81.0 -0.23 0.059 1000.0 -1000.0 -0.053 -1000.0 TCGA08_p53 25.0 178.0 7.0 -0.072 0.051 1000.0 -1000.0 -0.004 -1000.0 E-cadherin signaling in keratinocytes 24.0 1038.0 43.0 -0.134 0.022 1000.0 -1000.0 -0.02 -1000.0 Sphingosine 1-phosphate (S1P) pathway 23.0 660.0 28.0 -0.164 0.049 1000.0 -1000.0 -0.01 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 23.0 1227.0 52.0 -0.192 0.031 1000.0 -1000.0 -0.019 -1000.0 Osteopontin-mediated events 22.0 849.0 38.0 -0.049 0.035 1000.0 -1000.0 -0.024 -1000.0 Aurora C signaling 22.0 156.0 7.0 -0.098 0.017 1000.0 -1000.0 -0.007 -1000.0 IL6-mediated signaling events 21.0 1590.0 75.0 -0.188 0.068 1000.0 -1000.0 -0.019 -1000.0 Arf6 signaling events 20.0 1288.0 62.0 -0.175 0.045 1000.0 -1000.0 -0.013 -1000.0 Signaling events mediated by PTP1B 20.0 1556.0 76.0 -0.34 0.032 1000.0 -1000.0 -0.041 -1000.0 Paxillin-dependent events mediated by a4b1 20.0 734.0 36.0 -0.077 0.059 1000.0 -1000.0 -0.031 -1000.0 Integrins in angiogenesis 20.0 1737.0 84.0 -0.2 0.043 1000.0 -1000.0 -0.045 -1000.0 Syndecan-2-mediated signaling events 19.0 1362.0 69.0 -0.257 0.046 1000.0 -1000.0 -0.014 -1000.0 p75(NTR)-mediated signaling 19.0 2425.0 125.0 -0.175 0.054 1000.0 -1000.0 -0.053 -1000.0 Effects of Botulinum toxin 17.0 448.0 26.0 -0.066 0.025 1000.0 -1000.0 -0.009 -1000.0 EPO signaling pathway 16.0 908.0 55.0 -0.079 0.029 1000.0 -1000.0 -0.051 -1000.0 EGFR-dependent Endothelin signaling events 16.0 353.0 21.0 -0.031 0.028 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by the Hedgehog family 15.0 811.0 52.0 -0.277 0.043 1000.0 -1000.0 -0.016 -1000.0 Cellular roles of Anthrax toxin 15.0 608.0 39.0 -0.147 0.019 1000.0 -1000.0 -0.015 -1000.0 Nectin adhesion pathway 15.0 951.0 63.0 -0.243 0.046 1000.0 -1000.0 -0.042 -1000.0 Ceramide signaling pathway 15.0 1187.0 76.0 -0.175 0.042 1000.0 -1000.0 -0.014 -1000.0 Plasma membrane estrogen receptor signaling 15.0 1290.0 86.0 -0.093 0.048 1000.0 -1000.0 -0.051 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 14.0 1199.0 85.0 -0.075 0.042 1000.0 -1000.0 -0.043 -1000.0 S1P5 pathway 14.0 247.0 17.0 -0.093 0.019 1000.0 -1000.0 -0.011 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 14.0 1155.0 78.0 -0.148 0.055 1000.0 -1000.0 -0.044 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 13.0 1112.0 83.0 -0.157 0.084 1000.0 -1000.0 -0.02 -1000.0 EPHB forward signaling 13.0 1180.0 85.0 -0.059 0.041 1000.0 -1000.0 -0.057 -1000.0 Nongenotropic Androgen signaling 13.0 676.0 52.0 -0.093 0.037 1000.0 -1000.0 -0.028 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 13.0 1641.0 120.0 -0.115 0.078 1000.0 -1000.0 -0.046 -1000.0 LPA4-mediated signaling events 12.0 155.0 12.0 -0.056 0.02 1000.0 -1000.0 -0.008 -1000.0 Coregulation of Androgen receptor activity 12.0 942.0 76.0 -0.108 0.038 1000.0 -1000.0 -0.014 -1000.0 Reelin signaling pathway 12.0 705.0 56.0 -0.107 0.052 1000.0 -1000.0 -0.046 -1000.0 IL1-mediated signaling events 11.0 738.0 62.0 -0.069 0.07 1000.0 -1000.0 -0.05 -1000.0 Ephrin B reverse signaling 11.0 575.0 48.0 -0.119 0.021 1000.0 -1000.0 -0.036 -1000.0 Syndecan-3-mediated signaling events 11.0 413.0 35.0 -0.055 0.054 1000.0 -1000.0 -0.021 -1000.0 Glypican 2 network 11.0 47.0 4.0 0.004 0.01 1000.0 -1000.0 -0.003 -1000.0 S1P3 pathway 11.0 486.0 42.0 -0.091 0.037 1000.0 -1000.0 -0.02 -1000.0 ErbB4 signaling events 10.0 735.0 69.0 -0.123 0.053 1000.0 -1000.0 -0.047 -1000.0 Presenilin action in Notch and Wnt signaling 10.0 621.0 61.0 -0.11 0.055 1000.0 -1000.0 -0.036 -1000.0 S1P1 pathway 10.0 391.0 36.0 -0.094 0.021 1000.0 -1000.0 -0.035 -1000.0 ErbB2/ErbB3 signaling events 9.0 607.0 65.0 -0.024 0.042 1000.0 -1000.0 -0.046 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 9.0 495.0 54.0 -0.127 0.033 1000.0 -1000.0 -0.059 -1000.0 Canonical Wnt signaling pathway 9.0 509.0 51.0 -0.078 0.071 1000.0 -1000.0 -0.027 -1000.0 PDGFR-beta signaling pathway 9.0 937.0 97.0 -0.342 0.061 1000.0 -1000.0 -0.048 -1000.0 Regulation of Androgen receptor activity 9.0 665.0 70.0 -0.14 0.056 1000.0 -1000.0 -0.038 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 8.0 270.0 33.0 -0.108 0.055 1000.0 -1000.0 -0.011 -1000.0 Rapid glucocorticoid signaling 8.0 170.0 20.0 -0.02 0.02 1000.0 -1000.0 -0.005 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 1051.0 136.0 -0.107 0.082 1000.0 -1000.0 -0.024 -1000.0 Regulation of Telomerase 7.0 715.0 102.0 -0.172 0.069 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by HDAC Class I 6.0 667.0 104.0 -0.095 0.063 1000.0 -1000.0 -0.025 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 103.0 15.0 -0.03 0.027 1000.0 -1000.0 -0.01 -1000.0 Signaling mediated by p38-alpha and p38-beta 6.0 306.0 44.0 -0.039 0.028 1000.0 -1000.0 -0.012 -1000.0 Insulin Pathway 6.0 459.0 74.0 -0.061 0.048 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by PRL 6.0 209.0 34.0 -0.089 0.049 1000.0 -1000.0 -0.012 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.01 0.01 1000.0 -1000.0 -0.0 -1000.0 Aurora B signaling 6.0 444.0 67.0 -0.148 0.057 1000.0 -1000.0 -0.031 -1000.0 Canonical NF-kappaB pathway 5.0 232.0 39.0 -0.095 0.085 1000.0 -1000.0 -0.046 -1000.0 Hedgehog signaling events mediated by Gli proteins 5.0 386.0 65.0 -0.093 0.085 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by HDAC Class III 5.0 201.0 40.0 -0.094 0.035 1000.0 -1000.0 -0.008 -1000.0 TCGA08_rtk_signaling 5.0 146.0 26.0 -0.055 0.05 1000.0 -1000.0 -0.009 -1000.0 FOXM1 transcription factor network 5.0 271.0 51.0 -0.115 0.288 1000.0 -1000.0 -0.105 -1000.0 PDGFR-alpha signaling pathway 4.0 176.0 44.0 -0.013 0.041 1000.0 -1000.0 -0.02 -1000.0 Insulin-mediated glucose transport 3.0 118.0 32.0 -0.035 0.049 1000.0 -1000.0 -0.019 -1000.0 FoxO family signaling 3.0 202.0 64.0 -0.43 0.176 1000.0 -1000.0 -0.032 -1000.0 Retinoic acid receptors-mediated signaling 3.0 199.0 58.0 -0.05 0.057 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 490.0 125.0 -0.12 0.083 1000.0 -1000.0 -0.059 -1000.0 VEGFR1 specific signals 3.0 176.0 56.0 -0.052 0.065 1000.0 -1000.0 -0.02 -1000.0 p38 MAPK signaling pathway 3.0 152.0 44.0 -0.046 0.042 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by HDAC Class II 2.0 175.0 75.0 -0.063 0.055 1000.0 -1000.0 -0.024 -1000.0 Arf6 downstream pathway 2.0 91.0 43.0 -0.031 0.036 1000.0 -1000.0 -0.021 -1000.0 IGF1 pathway 2.0 126.0 57.0 -0.046 0.054 1000.0 -1000.0 -0.048 -1000.0 Aurora A signaling 1.0 103.0 60.0 -0.023 0.052 1000.0 -1000.0 -0.008 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 83.0 68.0 -0.044 0.059 1000.0 -1000.0 -0.025 -1000.0 HIF-2-alpha transcription factor network 1.0 83.0 43.0 -0.161 0.164 1000.0 -1000.0 -0.048 -1000.0 Arf6 trafficking events 1.0 118.0 71.0 -0.028 0.049 1000.0 -1000.0 -0.035 -1000.0 Arf1 pathway 1.0 105.0 54.0 -0.034 0.034 1000.0 -1000.0 -0.011 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.015 0.056 1000.0 -1000.0 -0.01 -1000.0 BARD1 signaling events 0.0 6.0 57.0 -0.047 0.08 1000.0 -1000.0 -0.013 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.017 0.025 1000.0 -1000.0 -0.003 -1000.0 Circadian rhythm pathway 0.0 12.0 22.0 -0.016 0.06 1000.0 -1000.0 -0.024 -1000.0 PLK1 signaling events 0.0 45.0 85.0 -0.013 0.05 1000.0 -1000.0 -0.023 -1000.0 mTOR signaling pathway 0.0 18.0 53.0 -0.005 0.041 1000.0 -1000.0 -0.036 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 9.0 27.0 -0.001 0.046 1000.0 -1000.0 -0.029 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.056 1000.0 -1000.0 -0.003 -1000.0 Total 3197 191352 7203 -21.5360824272 7.58145630614 131000 -131000 -4.01540319918 -131000