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 17.0 124.0 7.0 -0.024 0.022 1000.0 -1000.0 -0.013 -1000.0 Wnt signaling 14.0 101.0 7.0 -0.087 0.012 1000.0 -1000.0 -0.016 -1000.0 Class IB PI3K non-lipid kinase events 14.0 42.0 3.0 -0.011 0.011 1000.0 -1000.0 -0.012 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1252.0 93.0 -0.072 0.05 1000.0 -1000.0 -0.04 -1000.0 Glypican 2 network 13.0 54.0 4.0 -0.041 0.014 1000.0 -1000.0 0.01 -1000.0 HIF-1-alpha transcription factor network 12.0 986.0 76.0 -0.134 0.031 1000.0 -1000.0 -0.028 -1000.0 IL23-mediated signaling events 12.0 723.0 60.0 -0.054 0.103 1000.0 -1000.0 -0.058 -1000.0 Noncanonical Wnt signaling pathway 11.0 294.0 26.0 -0.087 0.037 1000.0 -1000.0 -0.03 -1000.0 IL12-mediated signaling events 10.0 952.0 87.0 -0.107 0.06 1000.0 -1000.0 -0.065 -1000.0 Signaling events mediated by the Hedgehog family 10.0 539.0 52.0 -0.099 0.061 1000.0 -1000.0 -0.027 -1000.0 FOXA2 and FOXA3 transcription factor networks 10.0 483.0 46.0 -0.184 0.03 1000.0 -1000.0 -0.081 -1000.0 Glypican 1 network 10.0 496.0 48.0 -0.09 0.036 1000.0 -1000.0 -0.026 -1000.0 Thromboxane A2 receptor signaling 9.0 1000.0 105.0 -0.067 0.048 1000.0 -1000.0 -0.032 -1000.0 FOXM1 transcription factor network 9.0 508.0 51.0 -0.158 0.027 1000.0 -1000.0 -0.082 -1000.0 S1P4 pathway 9.0 227.0 25.0 -0.091 0.04 1000.0 -1000.0 -0.021 -1000.0 Signaling events regulated by Ret tyrosine kinase 8.0 697.0 82.0 -0.068 0.031 1000.0 -1000.0 -0.054 -1000.0 S1P5 pathway 8.0 146.0 17.0 -0.091 0.06 1000.0 -1000.0 -0.012 -1000.0 Endothelins 8.0 813.0 96.0 -0.198 0.04 1000.0 -1000.0 -0.034 -1000.0 Nongenotropic Androgen signaling 8.0 429.0 52.0 -0.116 0.037 1000.0 -1000.0 -0.024 -1000.0 Ras signaling in the CD4+ TCR pathway 8.0 147.0 17.0 -0.061 0.038 1000.0 -1000.0 -0.015 -1000.0 Osteopontin-mediated events 7.0 293.0 38.0 -0.05 0.026 1000.0 -1000.0 -0.028 -1000.0 BMP receptor signaling 7.0 600.0 81.0 -0.089 0.04 1000.0 -1000.0 -0.027 -1000.0 EPO signaling pathway 7.0 397.0 55.0 -0.056 0.027 1000.0 -1000.0 -0.039 -1000.0 Fc-epsilon receptor I signaling in mast cells 7.0 679.0 97.0 -0.064 0.032 1000.0 -1000.0 -0.048 -1000.0 PDGFR-alpha signaling pathway 7.0 345.0 44.0 -0.055 0.035 1000.0 -1000.0 -0.03 -1000.0 amb2 Integrin signaling 7.0 574.0 82.0 -0.037 0.05 1000.0 -1000.0 -0.023 -1000.0 S1P1 pathway 7.0 252.0 36.0 -0.104 0.024 1000.0 -1000.0 -0.029 -1000.0 Signaling mediated by p38-alpha and p38-beta 7.0 325.0 44.0 -0.07 0.034 1000.0 -1000.0 -0.024 -1000.0 EPHB forward signaling 7.0 668.0 85.0 -0.067 0.061 1000.0 -1000.0 -0.054 -1000.0 LPA receptor mediated events 7.0 732.0 102.0 -0.087 0.036 1000.0 -1000.0 -0.069 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 7.0 540.0 68.0 -0.092 0.05 1000.0 -1000.0 -0.062 -1000.0 Aurora B signaling 7.0 488.0 67.0 -0.121 0.024 1000.0 -1000.0 -0.042 -1000.0 Syndecan-1-mediated signaling events 6.0 222.0 34.0 -0.035 0.05 1000.0 -1000.0 -0.033 -1000.0 IL4-mediated signaling events 6.0 564.0 91.0 -0.174 0.049 1000.0 -1000.0 -0.068 -1000.0 Ephrin B reverse signaling 6.0 332.0 48.0 -0.047 0.041 1000.0 -1000.0 -0.029 -1000.0 Calcium signaling in the CD4+ TCR pathway 6.0 207.0 31.0 -0.013 0.093 1000.0 -1000.0 -0.05 -1000.0 IL6-mediated signaling events 6.0 520.0 75.0 -0.177 0.042 1000.0 -1000.0 -0.033 -1000.0 BCR signaling pathway 6.0 605.0 99.0 -0.08 0.042 1000.0 -1000.0 -0.054 -1000.0 EGFR-dependent Endothelin signaling events 6.0 146.0 21.0 -0.055 0.033 1000.0 -1000.0 -0.036 -1000.0 IGF1 pathway 6.0 378.0 57.0 -0.054 0.047 1000.0 -1000.0 -0.041 -1000.0 Plasma membrane estrogen receptor signaling 6.0 554.0 86.0 -0.219 0.064 1000.0 -1000.0 -0.042 -1000.0 Coregulation of Androgen receptor activity 5.0 397.0 76.0 -0.09 0.045 1000.0 -1000.0 -0.023 -1000.0 Arf6 signaling events 5.0 337.0 62.0 -0.071 0.055 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by PTP1B 5.0 442.0 76.0 -0.073 0.042 1000.0 -1000.0 -0.033 -1000.0 p75(NTR)-mediated signaling 5.0 640.0 125.0 -0.122 0.064 1000.0 -1000.0 -0.056 -1000.0 PLK1 signaling events 5.0 478.0 85.0 -0.058 0.032 1000.0 -1000.0 -0.022 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 75.0 15.0 -0.076 0.023 1000.0 -1000.0 -0.027 -1000.0 Syndecan-3-mediated signaling events 5.0 204.0 35.0 -0.069 0.068 1000.0 -1000.0 -0.034 -1000.0 IL2 signaling events mediated by PI3K 5.0 296.0 58.0 -0.046 0.04 1000.0 -1000.0 -0.027 -1000.0 Integrins in angiogenesis 5.0 472.0 84.0 -0.059 0.052 1000.0 -1000.0 -0.049 -1000.0 IL2 signaling events mediated by STAT5 5.0 117.0 22.0 -0.098 0.039 1000.0 -1000.0 -0.033 -1000.0 Syndecan-4-mediated signaling events 5.0 373.0 67.0 -0.041 0.05 1000.0 -1000.0 -0.034 -1000.0 S1P3 pathway 5.0 246.0 42.0 -0.11 0.034 1000.0 -1000.0 -0.023 -1000.0 LPA4-mediated signaling events 4.0 50.0 12.0 -0.018 0.013 1000.0 -1000.0 -0.019 -1000.0 Caspase cascade in apoptosis 4.0 319.0 74.0 -0.027 0.053 1000.0 -1000.0 -0.036 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 4.0 169.0 34.0 -0.025 0.053 1000.0 -1000.0 -0.03 -1000.0 Syndecan-2-mediated signaling events 4.0 294.0 69.0 -0.035 0.035 1000.0 -1000.0 -0.025 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 22.0 5.0 0.018 0.031 1000.0 -1000.0 0.006 -1000.0 Aurora C signaling 4.0 31.0 7.0 -0.02 0.014 1000.0 -1000.0 -0.013 -1000.0 Glucocorticoid receptor regulatory network 4.0 563.0 114.0 -0.132 0.049 1000.0 -1000.0 -0.041 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 154.0 37.0 -0.058 0.055 1000.0 -1000.0 -0.02 -1000.0 Reelin signaling pathway 4.0 263.0 56.0 -0.052 0.067 1000.0 -1000.0 -0.031 -1000.0 TCGA08_p53 4.0 30.0 7.0 -0.016 0.026 1000.0 -1000.0 -0.011 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 423.0 88.0 -0.114 0.035 1000.0 -1000.0 -0.059 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 4.0 525.0 120.0 -0.103 0.081 1000.0 -1000.0 -0.046 -1000.0 Visual signal transduction: Rods 4.0 227.0 52.0 -0.053 0.048 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 336.0 78.0 -0.05 0.052 1000.0 -1000.0 -0.04 -1000.0 ErbB2/ErbB3 signaling events 3.0 258.0 65.0 -0.056 0.033 1000.0 -1000.0 -0.056 -1000.0 Sphingosine 1-phosphate (S1P) pathway 3.0 97.0 28.0 -0.091 0.047 1000.0 -1000.0 -0.021 -1000.0 Visual signal transduction: Cones 3.0 144.0 38.0 -0.016 0.05 1000.0 -1000.0 -0.022 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 182.0 54.0 -0.022 0.054 1000.0 -1000.0 -0.04 -1000.0 JNK signaling in the CD4+ TCR pathway 3.0 63.0 17.0 -0.022 0.057 1000.0 -1000.0 -0.023 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 322.0 85.0 -0.063 0.06 1000.0 -1000.0 -0.044 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 226.0 65.0 -0.102 0.044 1000.0 -1000.0 -0.036 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 200.0 61.0 -0.065 0.064 1000.0 -1000.0 -0.039 -1000.0 mTOR signaling pathway 3.0 160.0 53.0 -0.049 0.026 1000.0 -1000.0 -0.036 -1000.0 Nectin adhesion pathway 3.0 250.0 63.0 -0.045 0.052 1000.0 -1000.0 -0.042 -1000.0 Ceramide signaling pathway 3.0 229.0 76.0 -0.068 0.056 1000.0 -1000.0 -0.024 -1000.0 TRAIL signaling pathway 3.0 166.0 48.0 -0.044 0.049 1000.0 -1000.0 -0.027 -1000.0 IL1-mediated signaling events 3.0 222.0 62.0 -0.033 0.062 1000.0 -1000.0 -0.051 -1000.0 ceramide signaling pathway 3.0 191.0 49.0 -0.027 0.046 1000.0 -1000.0 -0.029 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 156.0 52.0 -0.041 0.068 1000.0 -1000.0 -0.032 -1000.0 HIF-2-alpha transcription factor network 3.0 152.0 43.0 -0.073 0.045 1000.0 -1000.0 -0.042 -1000.0 FAS signaling pathway (CD95) 3.0 168.0 47.0 -0.043 0.037 1000.0 -1000.0 -0.02 -1000.0 Canonical Wnt signaling pathway 3.0 203.0 51.0 -0.062 0.059 1000.0 -1000.0 -0.042 -1000.0 Regulation of p38-alpha and p38-beta 3.0 180.0 54.0 -0.061 0.054 1000.0 -1000.0 -0.045 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 239.0 74.0 -0.047 0.055 1000.0 -1000.0 -0.056 -1000.0 Class I PI3K signaling events 3.0 263.0 73.0 -0.032 0.049 1000.0 -1000.0 -0.034 -1000.0 Rapid glucocorticoid signaling 3.0 66.0 20.0 -0.003 0.037 1000.0 -1000.0 -0.013 -1000.0 PDGFR-beta signaling pathway 3.0 368.0 97.0 -0.055 0.057 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling in keratinocytes 3.0 163.0 43.0 -0.02 0.051 1000.0 -1000.0 -0.024 -1000.0 E-cadherin signaling events 3.0 18.0 5.0 0.021 0.053 1000.0 -1000.0 0.006 -1000.0 Regulation of Androgen receptor activity 3.0 214.0 70.0 -0.125 0.038 1000.0 -1000.0 -0.037 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 283.0 136.0 -0.064 0.066 1000.0 -1000.0 -0.023 -1000.0 ErbB4 signaling events 2.0 172.0 69.0 -0.064 0.035 1000.0 -1000.0 -0.032 -1000.0 BARD1 signaling events 2.0 130.0 57.0 -0.05 0.041 1000.0 -1000.0 -0.033 -1000.0 Cellular roles of Anthrax toxin 2.0 97.0 39.0 -0.065 0.025 1000.0 -1000.0 -0.018 -1000.0 IFN-gamma pathway 2.0 201.0 68.0 -0.062 0.061 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by HDAC Class III 2.0 98.0 40.0 -0.044 0.048 1000.0 -1000.0 -0.032 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 194.0 83.0 -0.027 0.043 1000.0 -1000.0 -0.027 -1000.0 Retinoic acid receptors-mediated signaling 2.0 156.0 58.0 -0.042 0.041 1000.0 -1000.0 -0.033 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 87.0 36.0 -0.036 0.054 1000.0 -1000.0 -0.027 -1000.0 Atypical NF-kappaB pathway 2.0 66.0 31.0 -0.019 0.038 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 131.0 45.0 -0.026 0.047 1000.0 -1000.0 -0.037 -1000.0 Effects of Botulinum toxin 2.0 74.0 26.0 -0.019 0.043 1000.0 -1000.0 -0.011 -1000.0 IL27-mediated signaling events 2.0 141.0 51.0 -0.046 0.039 1000.0 -1000.0 -0.042 -1000.0 TCGA08_rtk_signaling 2.0 67.0 26.0 -0.019 0.048 1000.0 -1000.0 -0.008 -1000.0 Regulation of Telomerase 2.0 249.0 102.0 -0.133 0.049 1000.0 -1000.0 -0.03 -1000.0 Insulin Pathway 2.0 179.0 74.0 -0.101 0.062 1000.0 -1000.0 -0.045 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 85.0 33.0 -0.018 0.056 1000.0 -1000.0 -0.026 -1000.0 Canonical NF-kappaB pathway 1.0 42.0 39.0 -0.019 0.043 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class II 1.0 108.0 75.0 -0.023 0.053 1000.0 -1000.0 -0.028 -1000.0 Circadian rhythm pathway 1.0 43.0 22.0 -0.046 0.023 1000.0 -1000.0 -0.024 -1000.0 Aurora A signaling 1.0 99.0 60.0 -0.06 0.044 1000.0 -1000.0 -0.027 -1000.0 Insulin-mediated glucose transport 1.0 53.0 32.0 -0.046 0.042 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class I 1.0 107.0 104.0 -0.045 0.054 1000.0 -1000.0 -0.031 -1000.0 FoxO family signaling 1.0 109.0 64.0 -0.056 0.035 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 225.0 125.0 -0.046 0.053 1000.0 -1000.0 -0.055 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 148.0 76.0 -0.038 0.06 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by PRL 1.0 55.0 34.0 -0.034 0.034 1000.0 -1000.0 -0.036 -1000.0 p38 MAPK signaling pathway 1.0 78.0 44.0 -0.018 0.041 1000.0 -1000.0 -0.019 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 12.0 23.0 -0.016 0.041 1000.0 -1000.0 -0.024 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 -0.019 -1000.0 1000.0 -1000.0 -0.023 -1000.0 Arf6 downstream pathway 0.0 21.0 43.0 -0.042 0.043 1000.0 -1000.0 -0.022 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 63.0 68.0 -0.034 0.053 1000.0 -1000.0 -0.03 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.021 0.045 1000.0 -1000.0 -0.033 -1000.0 Arf6 trafficking events 0.0 64.0 71.0 -0.029 0.041 1000.0 -1000.0 -0.025 -1000.0 TCGA08_retinoblastoma 0.0 7.0 8.0 -0.005 0.026 1000.0 -1000.0 -0.007 -1000.0 VEGFR1 specific signals 0.0 41.0 56.0 -0.031 0.048 1000.0 -1000.0 -0.032 -1000.0 Arf1 pathway 0.0 31.0 54.0 -0.011 0.042 1000.0 -1000.0 -0.016 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.057 1000.0 -1000.0 -0.0 -1000.0 Total 590 35536 7203 -7.90395806386 -994.179826773 131000 -131000 -4.24328960267 -131000