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 Ephrin A reverse signaling 72.0 505.0 7.0 -0.341 0.003 1000.0 -1000.0 -0.029 -1000.0 IL23-mediated signaling events 40.0 2449.0 60.0 -0.694 0.014 1000.0 -1000.0 -0.15 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 36.0 1247.0 34.0 -0.202 0.014 1000.0 -1000.0 -0.052 -1000.0 PDGFR-alpha signaling pathway 30.0 1362.0 44.0 -0.22 0.029 1000.0 -1000.0 -0.047 -1000.0 HIF-1-alpha transcription factor network 28.0 2172.0 76.0 -0.453 0.023 1000.0 -1000.0 -0.114 -1000.0 IL12-mediated signaling events 27.0 2362.0 87.0 -0.453 0.072 1000.0 -1000.0 -0.114 -1000.0 IL4-mediated signaling events 27.0 2499.0 91.0 -0.683 0.533 1000.0 -1000.0 -0.129 -1000.0 Wnt signaling 26.0 183.0 7.0 -0.126 -0.035 1000.0 -1000.0 -0.024 -1000.0 Glypican 2 network 25.0 101.0 4.0 -0.069 -0.021 1000.0 -1000.0 -0.024 -1000.0 Endothelins 24.0 2312.0 96.0 -0.198 0.015 1000.0 -1000.0 -0.074 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 24.0 1686.0 68.0 -0.427 0.192 1000.0 -1000.0 -0.113 -1000.0 Signaling events regulated by Ret tyrosine kinase 23.0 1919.0 82.0 -0.273 0.014 1000.0 -1000.0 -0.085 -1000.0 Reelin signaling pathway 22.0 1274.0 56.0 -0.312 0.024 1000.0 -1000.0 -0.074 -1000.0 Signaling mediated by p38-alpha and p38-beta 22.0 1010.0 44.0 -0.22 0.014 1000.0 -1000.0 -0.057 -1000.0 Visual signal transduction: Cones 21.0 830.0 38.0 -0.214 0.011 1000.0 -1000.0 -0.058 -1000.0 Noncanonical Wnt signaling pathway 21.0 564.0 26.0 -0.157 0.014 1000.0 -1000.0 -0.055 -1000.0 Arf6 signaling events 21.0 1322.0 62.0 -0.188 0.014 1000.0 -1000.0 -0.062 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 20.0 1076.0 52.0 -0.219 0.039 1000.0 -1000.0 -0.048 -1000.0 Syndecan-3-mediated signaling events 20.0 703.0 35.0 -0.237 0.043 1000.0 -1000.0 -0.051 -1000.0 IL6-mediated signaling events 20.0 1500.0 75.0 -0.247 0.052 1000.0 -1000.0 -0.078 -1000.0 Syndecan-1-mediated signaling events 19.0 675.0 34.0 -0.202 0.014 1000.0 -1000.0 -0.049 -1000.0 Calcium signaling in the CD4+ TCR pathway 18.0 587.0 31.0 -0.218 0.014 1000.0 -1000.0 -0.085 -1000.0 Osteopontin-mediated events 17.0 657.0 38.0 -0.129 0.018 1000.0 -1000.0 -0.097 -1000.0 Glucocorticoid receptor regulatory network 17.0 2018.0 114.0 -0.404 0.336 1000.0 -1000.0 -0.063 -1000.0 TCR signaling in naïve CD8+ T cells 17.0 1636.0 93.0 -0.186 0.033 1000.0 -1000.0 -0.078 -1000.0 Visual signal transduction: Rods 17.0 895.0 52.0 -0.316 0.014 1000.0 -1000.0 -0.074 -1000.0 E-cadherin signaling events 17.0 85.0 5.0 -0.062 0.011 1000.0 -1000.0 -0.018 -1000.0 EPHB forward signaling 16.0 1363.0 85.0 -0.185 0.122 1000.0 -1000.0 -0.084 -1000.0 BMP receptor signaling 15.0 1258.0 81.0 -0.185 0.049 1000.0 -1000.0 -0.089 -1000.0 Syndecan-4-mediated signaling events 15.0 1042.0 67.0 -0.115 0.014 1000.0 -1000.0 -0.092 -1000.0 amb2 Integrin signaling 14.0 1229.0 82.0 -0.234 0.018 1000.0 -1000.0 -0.075 -1000.0 HIF-2-alpha transcription factor network 14.0 632.0 43.0 -0.204 0.135 1000.0 -1000.0 -0.085 -1000.0 Integrins in angiogenesis 14.0 1204.0 84.0 -0.132 0.031 1000.0 -1000.0 -0.085 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 14.0 1787.0 120.0 -0.222 0.15 1000.0 -1000.0 -0.075 -1000.0 Class IB PI3K non-lipid kinase events 14.0 42.0 3.0 -0.034 -1000.0 1000.0 -1000.0 -0.009 -1000.0 Thromboxane A2 receptor signaling 13.0 1406.0 105.0 -0.132 0.04 1000.0 -1000.0 -0.067 -1000.0 FOXA2 and FOXA3 transcription factor networks 13.0 618.0 46.0 -0.31 0.015 1000.0 -1000.0 -0.062 -1000.0 IL1-mediated signaling events 13.0 839.0 62.0 -0.201 0.066 1000.0 -1000.0 -0.097 -1000.0 EGFR-dependent Endothelin signaling events 13.0 273.0 21.0 -0.132 0.021 1000.0 -1000.0 -0.068 -1000.0 ErbB2/ErbB3 signaling events 12.0 828.0 65.0 -0.282 0.021 1000.0 -1000.0 -0.063 -1000.0 Signaling events mediated by PTP1B 12.0 970.0 76.0 -0.192 0.036 1000.0 -1000.0 -0.074 -1000.0 BCR signaling pathway 12.0 1277.0 99.0 -0.168 0.026 1000.0 -1000.0 -0.079 -1000.0 Angiopoietin receptor Tie2-mediated signaling 12.0 1068.0 88.0 -0.169 0.019 1000.0 -1000.0 -0.096 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 11.0 594.0 54.0 -0.312 0.029 1000.0 -1000.0 -0.09 -1000.0 Signaling events mediated by the Hedgehog family 11.0 609.0 52.0 -0.104 0.07 1000.0 -1000.0 -0.059 -1000.0 Presenilin action in Notch and Wnt signaling 11.0 728.0 61.0 -0.193 0.059 1000.0 -1000.0 -0.075 -1000.0 Glypican 1 network 11.0 541.0 48.0 -0.134 0.021 1000.0 -1000.0 -0.05 -1000.0 Nongenotropic Androgen signaling 11.0 615.0 52.0 -0.087 0.031 1000.0 -1000.0 -0.057 -1000.0 Rapid glucocorticoid signaling 11.0 220.0 20.0 -0.217 0.014 1000.0 -1000.0 -0.018 -1000.0 Ras signaling in the CD4+ TCR pathway 11.0 195.0 17.0 -0.122 0.025 1000.0 -1000.0 -0.034 -1000.0 LPA4-mediated signaling events 10.0 128.0 12.0 -0.066 0.014 1000.0 -1000.0 -0.018 -1000.0 Caspase cascade in apoptosis 10.0 776.0 74.0 -0.102 0.024 1000.0 -1000.0 -0.037 -1000.0 JNK signaling in the CD4+ TCR pathway 10.0 185.0 17.0 -0.121 0.014 1000.0 -1000.0 -0.032 -1000.0 p75(NTR)-mediated signaling 10.0 1259.0 125.0 -0.132 0.043 1000.0 -1000.0 -0.092 -1000.0 Signaling mediated by p38-gamma and p38-delta 10.0 163.0 15.0 -0.042 0.014 1000.0 -1000.0 -0.024 -1000.0 LPA receptor mediated events 10.0 1062.0 102.0 -0.174 0.026 1000.0 -1000.0 -0.083 -1000.0 FOXM1 transcription factor network 10.0 511.0 51.0 -0.144 0.074 1000.0 -1000.0 -0.157 -1000.0 ErbB4 signaling events 9.0 657.0 69.0 -0.261 0.068 1000.0 -1000.0 -0.077 -1000.0 Syndecan-2-mediated signaling events 9.0 645.0 69.0 -0.161 0.035 1000.0 -1000.0 -0.044 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 45.0 5.0 -0.026 0.004 1000.0 -1000.0 -0.022 -1000.0 Fc-epsilon receptor I signaling in mast cells 9.0 938.0 97.0 -0.18 0.039 1000.0 -1000.0 -0.081 -1000.0 Ephrin B reverse signaling 9.0 470.0 48.0 -0.1 0.034 1000.0 -1000.0 -0.065 -1000.0 Canonical Wnt signaling pathway 9.0 477.0 51.0 -0.193 0.09 1000.0 -1000.0 -0.067 -1000.0 Aurora B signaling 9.0 638.0 67.0 -0.206 0.017 1000.0 -1000.0 -0.075 -1000.0 Coregulation of Androgen receptor activity 8.0 662.0 76.0 -0.222 0.049 1000.0 -1000.0 -0.033 -1000.0 Nectin adhesion pathway 8.0 521.0 63.0 -0.076 0.026 1000.0 -1000.0 -0.069 -1000.0 TRAIL signaling pathway 8.0 397.0 48.0 -0.059 0.025 1000.0 -1000.0 -0.064 -1000.0 Retinoic acid receptors-mediated signaling 8.0 503.0 58.0 -0.154 0.03 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 8.0 1001.0 125.0 -0.117 0.037 1000.0 -1000.0 -0.087 -1000.0 IL27-mediated signaling events 8.0 422.0 51.0 -0.193 0.032 1000.0 -1000.0 -0.078 -1000.0 IL2 signaling events mediated by STAT5 8.0 180.0 22.0 -0.084 0.015 1000.0 -1000.0 -0.036 -1000.0 VEGFR1 specific signals 8.0 487.0 56.0 -0.099 0.014 1000.0 -1000.0 -0.068 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 8.0 678.0 78.0 -0.119 0.041 1000.0 -1000.0 -0.062 -1000.0 Regulation of Androgen receptor activity 8.0 622.0 70.0 -0.232 0.034 1000.0 -1000.0 -0.061 -1000.0 Cellular roles of Anthrax toxin 7.0 297.0 39.0 -0.088 0.017 1000.0 -1000.0 -0.022 -1000.0 FAS signaling pathway (CD95) 7.0 367.0 47.0 -0.247 0.03 1000.0 -1000.0 -0.037 -1000.0 IL2 signaling events mediated by PI3K 7.0 423.0 58.0 -0.087 0.03 1000.0 -1000.0 -0.083 -1000.0 TCGA08_rtk_signaling 7.0 182.0 26.0 -0.164 0.026 1000.0 -1000.0 -0.021 -1000.0 TCGA08_retinoblastoma 7.0 58.0 8.0 -0.014 0.017 1000.0 -1000.0 -0.016 -1000.0 Insulin Pathway 7.0 576.0 74.0 -0.146 0.028 1000.0 -1000.0 -0.091 -1000.0 Regulation of nuclear SMAD2/3 signaling 6.0 892.0 136.0 -0.189 0.186 1000.0 -1000.0 -0.073 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 190.0 28.0 -0.099 0.023 1000.0 -1000.0 -0.031 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 6.0 516.0 85.0 -0.092 0.021 1000.0 -1000.0 -0.076 -1000.0 Aurora C signaling 6.0 48.0 7.0 -0.042 0.0 1000.0 -1000.0 -0.025 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 6.0 242.0 37.0 -0.129 0.024 1000.0 -1000.0 -0.053 -1000.0 S1P1 pathway 6.0 239.0 36.0 -0.098 0.014 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by PRL 6.0 205.0 34.0 -0.053 0.021 1000.0 -1000.0 -0.023 -1000.0 Circadian rhythm pathway 5.0 127.0 22.0 -0.144 0.021 1000.0 -1000.0 -0.035 -1000.0 Plasma membrane estrogen receptor signaling 5.0 509.0 86.0 -0.099 0.033 1000.0 -1000.0 -0.073 -1000.0 S1P3 pathway 5.0 212.0 42.0 -0.099 0.035 1000.0 -1000.0 -0.034 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 5.0 180.0 33.0 -0.204 0.041 1000.0 -1000.0 -0.052 -1000.0 EPO signaling pathway 4.0 239.0 55.0 -0.11 0.05 1000.0 -1000.0 -0.085 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 4.0 392.0 83.0 -0.121 0.053 1000.0 -1000.0 -0.072 -1000.0 Regulation of p38-alpha and p38-beta 4.0 257.0 54.0 -0.097 0.037 1000.0 -1000.0 -0.055 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 331.0 74.0 -0.132 0.043 1000.0 -1000.0 -0.082 -1000.0 PDGFR-beta signaling pathway 4.0 475.0 97.0 -0.089 0.04 1000.0 -1000.0 -0.077 -1000.0 E-cadherin signaling in keratinocytes 4.0 209.0 43.0 -0.132 0.031 1000.0 -1000.0 -0.062 -1000.0 Canonical NF-kappaB pathway 3.0 135.0 39.0 -0.08 0.064 1000.0 -1000.0 -0.077 -1000.0 BARD1 signaling events 3.0 180.0 57.0 -0.016 0.057 1000.0 -1000.0 -0.057 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 225.0 65.0 -0.059 0.065 1000.0 -1000.0 -0.063 -1000.0 Arf6 downstream pathway 3.0 159.0 43.0 -0.031 0.021 1000.0 -1000.0 -0.035 -1000.0 PLK1 signaling events 3.0 268.0 85.0 -0.05 0.023 1000.0 -1000.0 -0.04 -1000.0 mTOR signaling pathway 3.0 203.0 53.0 -0.084 0.03 1000.0 -1000.0 -0.059 -1000.0 Ceramide signaling pathway 3.0 285.0 76.0 -0.079 0.023 1000.0 -1000.0 -0.043 -1000.0 S1P5 pathway 3.0 57.0 17.0 -0.038 0.02 1000.0 -1000.0 -0.032 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 3.0 167.0 45.0 -0.079 0.053 1000.0 -1000.0 -0.086 -1000.0 Effects of Botulinum toxin 3.0 96.0 26.0 -0.034 0.014 1000.0 -1000.0 -0.063 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 231.0 76.0 -0.062 0.039 1000.0 -1000.0 -0.078 -1000.0 Class I PI3K signaling events 3.0 219.0 73.0 -0.097 0.035 1000.0 -1000.0 -0.073 -1000.0 Regulation of Telomerase 3.0 320.0 102.0 -0.132 0.05 1000.0 -1000.0 -0.096 -1000.0 IGF1 pathway 3.0 210.0 57.0 -0.029 0.035 1000.0 -1000.0 -0.086 -1000.0 S1P4 pathway 3.0 83.0 25.0 -0.038 0.024 1000.0 -1000.0 -0.05 -1000.0 p38 MAPK signaling pathway 3.0 137.0 44.0 -0.116 0.031 1000.0 -1000.0 -0.063 -1000.0 PLK2 and PLK4 events 2.0 6.0 3.0 0.004 0.017 1000.0 -1000.0 -0.015 -1000.0 Insulin-mediated glucose transport 2.0 64.0 32.0 -0.031 0.037 1000.0 -1000.0 -0.063 -1000.0 IFN-gamma pathway 2.0 186.0 68.0 -0.168 0.06 1000.0 -1000.0 -0.086 -1000.0 Signaling events mediated by HDAC Class III 2.0 96.0 40.0 -0.047 0.025 1000.0 -1000.0 -0.037 -1000.0 ceramide signaling pathway 2.0 113.0 49.0 -0.079 0.035 1000.0 -1000.0 -0.044 -1000.0 TCGA08_p53 2.0 16.0 7.0 -0.009 0.014 1000.0 -1000.0 -0.011 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 104.0 36.0 -0.036 0.031 1000.0 -1000.0 -0.068 -1000.0 Atypical NF-kappaB pathway 2.0 82.0 31.0 -0.033 0.034 1000.0 -1000.0 -0.042 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 38.0 23.0 -0.052 0.051 1000.0 -1000.0 -0.051 -1000.0 Signaling events mediated by HDAC Class II 1.0 137.0 75.0 -0.032 0.039 1000.0 -1000.0 -0.042 -1000.0 Aurora A signaling 1.0 105.0 60.0 -0.04 0.037 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by HDAC Class I 1.0 168.0 104.0 -0.079 0.057 1000.0 -1000.0 -0.07 -1000.0 FoxO family signaling 1.0 70.0 64.0 -0.042 0.138 1000.0 -1000.0 -0.065 -1000.0 Arf6 trafficking events 1.0 108.0 71.0 -0.056 0.047 1000.0 -1000.0 -0.072 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 52.0 68.0 -0.041 0.054 1000.0 -1000.0 -0.048 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 8.0 27.0 -0.004 0.037 1000.0 -1000.0 -0.05 -1000.0 Arf1 pathway 0.0 11.0 54.0 -0.001 0.035 1000.0 -1000.0 -0.035 -1000.0 Alternative NF-kappaB pathway 0.0 10.0 13.0 -0.004 0.038 1000.0 -1000.0 -0.035 -1000.0 Total 1375 77909 7203 -19.2303496874 -994.492135256 131000 -131000 -8.09969943756 -131000