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 Angiopoietin receptor Tie2-mediated signaling 36.0 3208.0 88.0 -0.543 0.113 1000.0 -1000.0 -0.055 -1000.0 Signaling mediated by p38-alpha and p38-beta 33.0 1495.0 44.0 -0.353 0.032 1000.0 -1000.0 -0.014 -1000.0 Class IB PI3K non-lipid kinase events 33.0 99.0 3.0 -0.116 -1000.0 1000.0 -1000.0 -0.016 -1000.0 Nongenotropic Androgen signaling 32.0 1672.0 52.0 -0.439 0.276 1000.0 -1000.0 -0.018 -1000.0 Endothelins 27.0 2614.0 96.0 -0.583 0.059 1000.0 -1000.0 -0.031 -1000.0 PDGFR-alpha signaling pathway 26.0 1186.0 44.0 -0.557 0.058 1000.0 -1000.0 -0.024 -1000.0 IL4-mediated signaling events 23.0 2147.0 91.0 -0.872 0.564 1000.0 -1000.0 -0.036 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 22.0 775.0 34.0 -0.123 0.033 1000.0 -1000.0 -0.024 -1000.0 HIF-1-alpha transcription factor network 21.0 1613.0 76.0 -0.293 0.047 1000.0 -1000.0 -0.026 -1000.0 Calcium signaling in the CD4+ TCR pathway 21.0 653.0 31.0 -0.354 0.032 1000.0 -1000.0 -0.037 -1000.0 Thromboxane A2 receptor signaling 20.0 2112.0 105.0 -0.263 0.076 1000.0 -1000.0 -0.029 -1000.0 Reelin signaling pathway 20.0 1172.0 56.0 -0.19 0.062 1000.0 -1000.0 -0.02 -1000.0 Signaling events regulated by Ret tyrosine kinase 19.0 1612.0 82.0 -0.259 0.051 1000.0 -1000.0 -0.038 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 19.0 1307.0 68.0 -0.494 0.108 1000.0 -1000.0 -0.037 -1000.0 IL23-mediated signaling events 19.0 1179.0 60.0 -0.548 0.064 1000.0 -1000.0 -0.018 -1000.0 IL6-mediated signaling events 17.0 1318.0 75.0 -0.237 0.054 1000.0 -1000.0 -0.027 -1000.0 Osteopontin-mediated events 16.0 625.0 38.0 -0.238 0.035 1000.0 -1000.0 -0.013 -1000.0 TCGA08_retinoblastoma 14.0 114.0 8.0 -0.028 0.029 1000.0 -1000.0 -0.0 -1000.0 FOXM1 transcription factor network 14.0 745.0 51.0 -0.542 0.032 1000.0 -1000.0 -0.019 -1000.0 Coregulation of Androgen receptor activity 13.0 1009.0 76.0 -0.294 0.059 1000.0 -1000.0 -0.015 -1000.0 IL12-mediated signaling events 12.0 1109.0 87.0 -0.592 0.087 1000.0 -1000.0 -0.04 -1000.0 amb2 Integrin signaling 12.0 1052.0 82.0 -0.282 0.04 1000.0 -1000.0 -0.012 -1000.0 Glucocorticoid receptor regulatory network 12.0 1446.0 114.0 -0.504 0.182 1000.0 -1000.0 -0.04 -1000.0 S1P1 pathway 12.0 448.0 36.0 -0.354 0.031 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by the Hedgehog family 11.0 608.0 52.0 -0.344 0.037 1000.0 -1000.0 -0.018 -1000.0 TCR signaling in naïve CD8+ T cells 11.0 1059.0 93.0 -0.126 0.045 1000.0 -1000.0 -0.034 -1000.0 ErbB2/ErbB3 signaling events 10.0 683.0 65.0 -0.23 0.045 1000.0 -1000.0 -0.063 -1000.0 Fc-epsilon receptor I signaling in mast cells 10.0 977.0 97.0 -0.237 0.033 1000.0 -1000.0 -0.058 -1000.0 Integrins in angiogenesis 10.0 876.0 84.0 -0.101 0.055 1000.0 -1000.0 -0.025 -1000.0 PDGFR-beta signaling pathway 10.0 999.0 97.0 -0.099 0.039 1000.0 -1000.0 -0.036 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 9.0 530.0 54.0 -0.19 0.047 1000.0 -1000.0 -0.021 -1000.0 Arf6 signaling events 9.0 561.0 62.0 -0.22 0.063 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by PTP1B 9.0 707.0 76.0 -0.202 0.048 1000.0 -1000.0 -0.029 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 9.0 519.0 52.0 -0.155 0.068 1000.0 -1000.0 -0.021 -1000.0 Ras signaling in the CD4+ TCR pathway 9.0 163.0 17.0 -0.186 0.042 1000.0 -1000.0 -0.014 -1000.0 BARD1 signaling events 8.0 501.0 57.0 -0.066 0.06 1000.0 -1000.0 -0.034 -1000.0 JNK signaling in the CD4+ TCR pathway 8.0 141.0 17.0 -0.115 0.032 1000.0 -1000.0 -0.03 -1000.0 BMP receptor signaling 8.0 687.0 81.0 -0.202 0.062 1000.0 -1000.0 -0.027 -1000.0 Glypican 1 network 8.0 385.0 48.0 -0.13 0.053 1000.0 -1000.0 -0.021 -1000.0 Retinoic acid receptors-mediated signaling 8.0 464.0 58.0 -0.142 0.062 1000.0 -1000.0 -0.022 -1000.0 Wnt signaling 8.0 61.0 7.0 -0.125 0.022 1000.0 -1000.0 -0.009 -1000.0 Insulin Pathway 8.0 602.0 74.0 -0.317 0.074 1000.0 -1000.0 -0.026 -1000.0 Noncanonical Wnt signaling pathway 7.0 202.0 26.0 -0.134 0.032 1000.0 -1000.0 -0.027 -1000.0 BCR signaling pathway 7.0 774.0 99.0 -0.155 0.059 1000.0 -1000.0 -0.057 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 7.0 959.0 120.0 -0.372 0.172 1000.0 -1000.0 -0.038 -1000.0 Regulation of Androgen receptor activity 7.0 557.0 70.0 -0.163 0.044 1000.0 -1000.0 -0.039 -1000.0 FOXA2 and FOXA3 transcription factor networks 6.0 320.0 46.0 -0.647 0.036 1000.0 -1000.0 -0.018 -1000.0 Nectin adhesion pathway 6.0 386.0 63.0 -0.073 0.08 1000.0 -1000.0 -0.034 -1000.0 FAS signaling pathway (CD95) 6.0 298.0 47.0 -0.436 0.048 1000.0 -1000.0 -0.027 -1000.0 LPA receptor mediated events 6.0 681.0 102.0 -0.237 0.033 1000.0 -1000.0 -0.073 -1000.0 Syndecan-4-mediated signaling events 6.0 463.0 67.0 -0.186 0.046 1000.0 -1000.0 -0.025 -1000.0 Aurora B signaling 6.0 421.0 67.0 -0.452 0.072 1000.0 -1000.0 -0.038 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 807.0 136.0 -0.283 0.073 1000.0 -1000.0 -0.029 -1000.0 Syndecan-2-mediated signaling events 5.0 405.0 69.0 -0.186 0.046 1000.0 -1000.0 -0.034 -1000.0 a4b1 and a4b7 Integrin signaling 5.0 29.0 5.0 -0.008 0.023 1000.0 -1000.0 0.014 -1000.0 Presenilin action in Notch and Wnt signaling 5.0 360.0 61.0 -0.237 0.082 1000.0 -1000.0 -0.028 -1000.0 IL2 signaling events mediated by PI3K 5.0 325.0 58.0 -0.185 0.05 1000.0 -1000.0 -0.025 -1000.0 LPA4-mediated signaling events 4.0 58.0 12.0 -0.115 0.009 1000.0 -1000.0 -0.019 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 424.0 85.0 -0.397 0.063 1000.0 -1000.0 -0.032 -1000.0 Plasma membrane estrogen receptor signaling 4.0 366.0 86.0 -0.062 0.057 1000.0 -1000.0 -0.047 -1000.0 Syndecan-1-mediated signaling events 3.0 120.0 34.0 -0.127 0.032 1000.0 -1000.0 -0.021 -1000.0 p75(NTR)-mediated signaling 3.0 499.0 125.0 -0.127 0.081 1000.0 -1000.0 -0.046 -1000.0 PLK1 signaling events 3.0 286.0 85.0 -0.034 0.052 1000.0 -1000.0 -0.034 -1000.0 Ceramide signaling pathway 3.0 233.0 76.0 -0.061 0.089 1000.0 -1000.0 -0.02 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 117.0 37.0 -0.026 0.052 1000.0 -1000.0 -0.02 -1000.0 IL1-mediated signaling events 3.0 192.0 62.0 -0.053 0.076 1000.0 -1000.0 -0.02 -1000.0 ceramide signaling pathway 3.0 154.0 49.0 -0.019 0.047 1000.0 -1000.0 -0.018 -1000.0 HIF-2-alpha transcription factor network 3.0 141.0 43.0 -0.102 0.104 1000.0 -1000.0 -0.042 -1000.0 Ephrin B reverse signaling 3.0 172.0 48.0 -0.073 0.051 1000.0 -1000.0 -0.025 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 109.0 36.0 -0.043 0.054 1000.0 -1000.0 -0.027 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 3.0 148.0 45.0 -0.035 0.082 1000.0 -1000.0 -0.024 -1000.0 Canonical Wnt signaling pathway 3.0 156.0 51.0 -0.07 0.074 1000.0 -1000.0 -0.041 -1000.0 Glypican 2 network 3.0 12.0 4.0 0.013 0.023 1000.0 -1000.0 0.018 -1000.0 IL27-mediated signaling events 3.0 180.0 51.0 -0.188 0.061 1000.0 -1000.0 -0.046 -1000.0 TCGA08_rtk_signaling 3.0 95.0 26.0 -0.156 0.043 1000.0 -1000.0 -0.012 -1000.0 IL2 signaling events mediated by STAT5 3.0 76.0 22.0 -0.052 0.036 1000.0 -1000.0 -0.017 -1000.0 IGF1 pathway 3.0 207.0 57.0 -0.021 0.068 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 3.0 238.0 78.0 -0.028 0.065 1000.0 -1000.0 -0.031 -1000.0 Caspase cascade in apoptosis 2.0 164.0 74.0 -0.071 0.079 1000.0 -1000.0 -0.024 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 52.0 23.0 -0.057 0.061 1000.0 -1000.0 -0.012 -1000.0 ErbB4 signaling events 2.0 201.0 69.0 -0.104 0.062 1000.0 -1000.0 -0.02 -1000.0 Cellular roles of Anthrax toxin 2.0 100.0 39.0 -0.099 0.044 1000.0 -1000.0 -0.018 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 155.0 65.0 -0.013 0.077 1000.0 -1000.0 -0.029 -1000.0 Aurora C signaling 2.0 16.0 7.0 -0.006 0.027 1000.0 -1000.0 -0.009 -1000.0 mTOR signaling pathway 2.0 154.0 53.0 -0.022 0.043 1000.0 -1000.0 -0.027 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 218.0 83.0 -0.094 0.062 1000.0 -1000.0 -0.012 -1000.0 Atypical NF-kappaB pathway 2.0 75.0 31.0 -0.008 0.036 1000.0 -1000.0 -0.009 -1000.0 EPHB forward signaling 2.0 189.0 85.0 -0.129 0.077 1000.0 -1000.0 -0.05 -1000.0 Regulation of p38-alpha and p38-beta 2.0 151.0 54.0 -0.049 0.074 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 306.0 125.0 -0.073 0.063 1000.0 -1000.0 -0.037 -1000.0 Class I PI3K signaling events 2.0 161.0 73.0 -0.055 0.058 1000.0 -1000.0 -0.025 -1000.0 Regulation of Telomerase 2.0 226.0 102.0 -0.238 0.08 1000.0 -1000.0 -0.02 -1000.0 S1P3 pathway 2.0 100.0 42.0 -0.04 0.048 1000.0 -1000.0 -0.029 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 75.0 33.0 -0.036 0.078 1000.0 -1000.0 -0.019 -1000.0 Rapid glucocorticoid signaling 2.0 45.0 20.0 -0.011 0.034 1000.0 -1000.0 -0.002 -1000.0 Visual signal transduction: Rods 2.0 143.0 52.0 -0.165 0.078 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PRL 2.0 100.0 34.0 -0.087 0.047 1000.0 -1000.0 -0.034 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 34.0 28.0 -0.0 0.064 1000.0 -1000.0 -0.014 -1000.0 Aurora A signaling 1.0 68.0 60.0 -0.016 0.072 1000.0 -1000.0 -0.011 -1000.0 EPO signaling pathway 1.0 80.0 55.0 -0.009 0.086 1000.0 -1000.0 -0.015 -1000.0 IFN-gamma pathway 1.0 103.0 68.0 -0.0 0.081 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by HDAC Class III 1.0 55.0 40.0 -0.051 0.052 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class I 1.0 147.0 104.0 -0.055 0.077 1000.0 -1000.0 -0.027 -1000.0 FoxO family signaling 1.0 102.0 64.0 -0.032 0.082 1000.0 -1000.0 -0.016 -1000.0 Effects of Botulinum toxin 1.0 39.0 26.0 -0.015 0.05 1000.0 -1000.0 -0.003 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 80.0 74.0 -0.061 0.071 1000.0 -1000.0 -0.05 -1000.0 Arf6 trafficking events 1.0 77.0 71.0 -0.055 0.057 1000.0 -1000.0 -0.029 -1000.0 VEGFR1 specific signals 1.0 72.0 56.0 -0.019 0.072 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling in keratinocytes 1.0 60.0 43.0 -0.024 0.052 1000.0 -1000.0 -0.022 -1000.0 S1P4 pathway 1.0 48.0 25.0 0.0 0.049 1000.0 -1000.0 -0.015 -1000.0 Canonical NF-kappaB pathway 0.0 27.0 39.0 -0.015 0.073 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by HDAC Class II 0.0 61.0 75.0 -0.044 0.088 1000.0 -1000.0 -0.018 -1000.0 PLK2 and PLK4 events 0.0 1.0 3.0 0.019 -1000.0 1000.0 -1000.0 -0.005 -1000.0 Visual signal transduction: Cones 0.0 5.0 38.0 -0.007 0.072 1000.0 -1000.0 -0.004 -1000.0 Circadian rhythm pathway 0.0 7.0 22.0 -0.012 0.065 1000.0 -1000.0 -0.023 -1000.0 Ephrin A reverse signaling 0.0 2.0 7.0 -0.0 0.032 1000.0 -1000.0 -0.0 -1000.0 Arf6 downstream pathway 0.0 22.0 43.0 -0.056 0.058 1000.0 -1000.0 -0.028 -1000.0 Insulin-mediated glucose transport 0.0 15.0 32.0 -0.0 0.06 1000.0 -1000.0 -0.011 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 42.0 68.0 -0.045 0.06 1000.0 -1000.0 -0.018 -1000.0 TRAIL signaling pathway 0.0 33.0 48.0 -0.0 0.078 1000.0 -1000.0 -0.023 -1000.0 S1P5 pathway 0.0 5.0 17.0 -0.034 0.039 1000.0 -1000.0 -0.007 -1000.0 TCGA08_p53 0.0 0.0 7.0 -0.007 0.027 1000.0 -1000.0 -0.006 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 13.0 15.0 -0.008 0.032 1000.0 -1000.0 -0.023 -1000.0 Syndecan-3-mediated signaling events 0.0 23.0 35.0 -0.023 0.081 1000.0 -1000.0 -0.018 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 46.0 76.0 -0.005 0.079 1000.0 -1000.0 -0.044 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 4.0 27.0 -0.0 0.079 1000.0 -1000.0 -0.023 -1000.0 EGFR-dependent Endothelin signaling events 0.0 12.0 21.0 -0.008 0.076 1000.0 -1000.0 -0.034 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.028 0.053 1000.0 -1000.0 0.016 -1000.0 p38 MAPK signaling pathway 0.0 27.0 44.0 -0.003 0.066 1000.0 -1000.0 -0.009 -1000.0 Arf1 pathway 0.0 16.0 54.0 -0.001 0.058 1000.0 -1000.0 -0.01 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.088 1000.0 -1000.0 0.0 -1000.0 Total 862 56160 7203 -19.6905198217 -1991.62132657 131000 -131000 -3.17255988577 -131000