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 Reelin signaling pathway 27.0 1567.0 56.0 -0.193 0.072 1000.0 -1000.0 -0.036 -1000.0 Glypican 1 network 21.0 1010.0 48.0 -0.189 0.053 1000.0 -1000.0 -0.031 -1000.0 Ephrin A reverse signaling 20.0 144.0 7.0 -0.045 0.018 1000.0 -1000.0 -0.017 -1000.0 Signaling events regulated by Ret tyrosine kinase 20.0 1688.0 82.0 -0.134 0.034 1000.0 -1000.0 -0.051 -1000.0 IL4-mediated signaling events 18.0 1686.0 91.0 -0.675 0.465 1000.0 -1000.0 -0.162 -1000.0 PDGFR-beta signaling pathway 15.0 1457.0 97.0 -0.078 0.094 1000.0 -1000.0 -0.058 -1000.0 Fc-epsilon receptor I signaling in mast cells 14.0 1414.0 97.0 -0.116 0.047 1000.0 -1000.0 -0.06 -1000.0 TCGA08_retinoblastoma 14.0 117.0 8.0 -0.04 0.031 1000.0 -1000.0 -0.007 -1000.0 Angiopoietin receptor Tie2-mediated signaling 14.0 1236.0 88.0 -0.123 0.038 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by the Hedgehog family 13.0 694.0 52.0 -0.074 0.073 1000.0 -1000.0 -0.025 -1000.0 HIF-1-alpha transcription factor network 13.0 992.0 76.0 -0.448 0.034 1000.0 -1000.0 -0.143 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 13.0 1085.0 78.0 -0.183 0.04 1000.0 -1000.0 -0.051 -1000.0 Syndecan-1-mediated signaling events 12.0 414.0 34.0 -0.335 0.036 1000.0 -1000.0 -0.039 -1000.0 Visual signal transduction: Cones 12.0 486.0 38.0 -0.076 0.037 1000.0 -1000.0 -0.02 -1000.0 TCGA08_p53 12.0 89.0 7.0 -0.047 0.028 1000.0 -1000.0 -0.01 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 11.0 620.0 54.0 -0.107 0.035 1000.0 -1000.0 -0.049 -1000.0 p75(NTR)-mediated signaling 11.0 1458.0 125.0 -0.374 0.069 1000.0 -1000.0 -0.067 -1000.0 Nongenotropic Androgen signaling 11.0 581.0 52.0 -0.158 0.044 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by PRL 11.0 387.0 34.0 -0.087 0.088 1000.0 -1000.0 -0.038 -1000.0 BCR signaling pathway 10.0 1076.0 99.0 -0.108 0.031 1000.0 -1000.0 -0.046 -1000.0 Plasma membrane estrogen receptor signaling 10.0 929.0 86.0 -0.376 0.106 1000.0 -1000.0 -0.045 -1000.0 Visual signal transduction: Rods 10.0 545.0 52.0 -0.103 0.029 1000.0 -1000.0 -0.036 -1000.0 FOXA2 and FOXA3 transcription factor networks 9.0 430.0 46.0 -0.335 0.03 1000.0 -1000.0 -0.129 -1000.0 BMP receptor signaling 9.0 772.0 81.0 -0.081 0.051 1000.0 -1000.0 -0.049 -1000.0 VEGFR1 specific signals 9.0 514.0 56.0 0.0 0.098 1000.0 -1000.0 -0.041 -1000.0 Ras signaling in the CD4+ TCR pathway 9.0 155.0 17.0 -0.069 0.045 1000.0 -1000.0 -0.025 -1000.0 Endothelins 8.0 827.0 96.0 -0.367 0.092 1000.0 -1000.0 -0.059 -1000.0 Signaling mediated by p38-alpha and p38-beta 8.0 359.0 44.0 -0.035 0.027 1000.0 -1000.0 -0.033 -1000.0 Effects of Botulinum toxin 8.0 224.0 26.0 -0.076 0.047 1000.0 -1000.0 -0.011 -1000.0 Syndecan-2-mediated signaling events 7.0 519.0 69.0 -0.138 0.045 1000.0 -1000.0 -0.034 -1000.0 Presenilin action in Notch and Wnt signaling 7.0 431.0 61.0 -0.16 0.085 1000.0 -1000.0 -0.041 -1000.0 TCR signaling in naïve CD8+ T cells 7.0 733.0 93.0 -0.038 0.041 1000.0 -1000.0 -0.043 -1000.0 Canonical Wnt signaling pathway 7.0 361.0 51.0 -0.16 0.09 1000.0 -1000.0 -0.036 -1000.0 Calcium signaling in the CD4+ TCR pathway 7.0 230.0 31.0 -0.183 0.026 1000.0 -1000.0 -0.047 -1000.0 Wnt signaling 7.0 54.0 7.0 -0.057 0.023 1000.0 -1000.0 -0.016 -1000.0 LPA receptor mediated events 7.0 760.0 102.0 -0.142 0.034 1000.0 -1000.0 -0.06 -1000.0 Coregulation of Androgen receptor activity 6.0 516.0 76.0 -0.127 0.063 1000.0 -1000.0 -0.022 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 6.0 205.0 34.0 -0.021 0.056 1000.0 -1000.0 -0.032 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 117.0 17.0 -0.145 0.058 1000.0 -1000.0 -0.035 -1000.0 amb2 Integrin signaling 6.0 506.0 82.0 -0.126 0.045 1000.0 -1000.0 -0.044 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 102.0 15.0 -0.124 0.026 1000.0 -1000.0 -0.035 -1000.0 EPHB forward signaling 6.0 528.0 85.0 -0.036 0.069 1000.0 -1000.0 -0.06 -1000.0 IGF1 pathway 6.0 364.0 57.0 -0.034 0.051 1000.0 -1000.0 -0.051 -1000.0 Caspase cascade in apoptosis 5.0 440.0 74.0 -0.08 0.063 1000.0 -1000.0 -0.05 -1000.0 Osteopontin-mediated events 5.0 227.0 38.0 -0.071 0.039 1000.0 -1000.0 -0.05 -1000.0 Noncanonical Wnt signaling pathway 5.0 133.0 26.0 -0.057 0.038 1000.0 -1000.0 -0.041 -1000.0 Nectin adhesion pathway 5.0 370.0 63.0 -0.324 0.072 1000.0 -1000.0 -0.041 -1000.0 S1P5 pathway 5.0 100.0 17.0 -0.098 0.088 1000.0 -1000.0 -0.015 -1000.0 S1P1 pathway 5.0 184.0 36.0 -0.135 0.028 1000.0 -1000.0 -0.046 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 5.0 616.0 120.0 -0.072 0.073 1000.0 -1000.0 -0.042 -1000.0 S1P4 pathway 5.0 130.0 25.0 -0.097 0.044 1000.0 -1000.0 -0.025 -1000.0 Regulation of Androgen receptor activity 5.0 367.0 70.0 -0.199 0.055 1000.0 -1000.0 -0.051 -1000.0 Aurora B signaling 5.0 367.0 67.0 -0.425 0.101 1000.0 -1000.0 -0.03 -1000.0 Thromboxane A2 receptor signaling 4.0 513.0 105.0 -0.066 0.04 1000.0 -1000.0 -0.042 -1000.0 Arf6 signaling events 4.0 304.0 62.0 -0.036 0.063 1000.0 -1000.0 -0.031 -1000.0 PLK1 signaling events 4.0 389.0 85.0 -0.009 0.056 1000.0 -1000.0 -0.029 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 275.0 68.0 -0.056 0.066 1000.0 -1000.0 -0.035 -1000.0 Glucocorticoid receptor regulatory network 4.0 467.0 114.0 -0.201 0.101 1000.0 -1000.0 -0.067 -1000.0 Ceramide signaling pathway 4.0 375.0 76.0 -0.032 0.067 1000.0 -1000.0 -0.035 -1000.0 HIF-2-alpha transcription factor network 4.0 195.0 43.0 -0.177 0.082 1000.0 -1000.0 -0.07 -1000.0 EGFR-dependent Endothelin signaling events 4.0 101.0 21.0 -0.035 0.038 1000.0 -1000.0 -0.041 -1000.0 Syndecan-4-mediated signaling events 4.0 288.0 67.0 -0.134 0.046 1000.0 -1000.0 -0.034 -1000.0 S1P3 pathway 4.0 192.0 42.0 -0.092 0.043 1000.0 -1000.0 -0.028 -1000.0 FOXM1 transcription factor network 4.0 248.0 51.0 -0.289 0.026 1000.0 -1000.0 -0.165 -1000.0 Signaling events mediated by PTP1B 3.0 295.0 76.0 -0.033 0.055 1000.0 -1000.0 -0.029 -1000.0 EPO signaling pathway 3.0 191.0 55.0 -0.007 0.066 1000.0 -1000.0 -0.044 -1000.0 Insulin-mediated glucose transport 3.0 97.0 32.0 -0.143 0.044 1000.0 -1000.0 -0.027 -1000.0 mTOR signaling pathway 3.0 168.0 53.0 -0.059 0.034 1000.0 -1000.0 -0.046 -1000.0 IFN-gamma pathway 3.0 247.0 68.0 -0.04 0.037 1000.0 -1000.0 -0.054 -1000.0 IL1-mediated signaling events 3.0 210.0 62.0 -0.041 0.06 1000.0 -1000.0 -0.04 -1000.0 Ephrin B reverse signaling 3.0 153.0 48.0 -0.041 0.043 1000.0 -1000.0 -0.028 -1000.0 FAS signaling pathway (CD95) 3.0 141.0 47.0 -0.019 0.046 1000.0 -1000.0 -0.037 -1000.0 Retinoic acid receptors-mediated signaling 3.0 231.0 58.0 -0.152 0.048 1000.0 -1000.0 -0.031 -1000.0 Syndecan-3-mediated signaling events 3.0 137.0 35.0 -0.11 0.069 1000.0 -1000.0 -0.03 -1000.0 Integrins in angiogenesis 3.0 327.0 84.0 -0.079 0.061 1000.0 -1000.0 -0.04 -1000.0 Regulation of p38-alpha and p38-beta 3.0 163.0 54.0 -0.042 0.053 1000.0 -1000.0 -0.042 -1000.0 Glypican 2 network 3.0 12.0 4.0 0.018 0.03 1000.0 -1000.0 0.01 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 242.0 76.0 -0.013 0.09 1000.0 -1000.0 -0.062 -1000.0 Class I PI3K signaling events 3.0 263.0 73.0 -0.017 0.042 1000.0 -1000.0 -0.041 -1000.0 IL23-mediated signaling events 3.0 233.0 60.0 -0.155 0.035 1000.0 -1000.0 -0.124 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 130.0 33.0 -0.039 0.063 1000.0 -1000.0 -0.021 -1000.0 ErbB2/ErbB3 signaling events 2.0 190.0 65.0 -0.034 0.038 1000.0 -1000.0 -0.06 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 317.0 136.0 -0.119 0.05 1000.0 -1000.0 -0.044 -1000.0 IL12-mediated signaling events 2.0 249.0 87.0 -0.035 0.055 1000.0 -1000.0 -0.091 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 58.0 28.0 -0.084 0.043 1000.0 -1000.0 -0.022 -1000.0 Cellular roles of Anthrax toxin 2.0 93.0 39.0 -0.014 0.032 1000.0 -1000.0 -0.02 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 200.0 85.0 -0.026 0.061 1000.0 -1000.0 -0.046 -1000.0 Arf6 downstream pathway 2.0 93.0 43.0 -0.029 0.041 1000.0 -1000.0 -0.028 -1000.0 PDGFR-alpha signaling pathway 2.0 114.0 44.0 -0.012 0.066 1000.0 -1000.0 -0.039 -1000.0 ceramide signaling pathway 2.0 112.0 49.0 -0.0 0.043 1000.0 -1000.0 -0.038 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 244.0 83.0 -0.118 0.069 1000.0 -1000.0 -0.032 -1000.0 FoxO family signaling 2.0 139.0 64.0 -0.04 0.068 1000.0 -1000.0 -0.074 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 271.0 125.0 -0.015 0.094 1000.0 -1000.0 -0.051 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 2.0 191.0 68.0 -0.183 0.035 1000.0 -1000.0 -0.097 -1000.0 Arf6 trafficking events 2.0 159.0 71.0 -0.046 0.048 1000.0 -1000.0 -0.028 -1000.0 Regulation of Telomerase 2.0 249.0 102.0 -0.177 0.064 1000.0 -1000.0 -0.049 -1000.0 Insulin Pathway 2.0 155.0 74.0 -0.019 0.086 1000.0 -1000.0 -0.054 -1000.0 Arf1 pathway 2.0 150.0 54.0 -0.005 0.068 1000.0 -1000.0 -0.019 -1000.0 LPA4-mediated signaling events 1.0 14.0 12.0 -0.018 0.0 1000.0 -1000.0 -0.02 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.026 0.035 1000.0 -1000.0 0.007 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 88.0 65.0 -0.09 0.047 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class III 1.0 62.0 40.0 -0.048 0.05 1000.0 -1000.0 -0.023 -1000.0 TRAIL signaling pathway 1.0 64.0 48.0 -0.012 0.052 1000.0 -1000.0 -0.03 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 89.0 52.0 -0.102 0.061 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by HDAC Class I 1.0 105.0 104.0 -0.052 0.063 1000.0 -1000.0 -0.031 -1000.0 IL2 signaling events mediated by PI3K 1.0 96.0 58.0 -0.012 0.042 1000.0 -1000.0 -0.048 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 71.0 45.0 0.001 0.068 1000.0 -1000.0 -0.045 -1000.0 IL27-mediated signaling events 1.0 97.0 51.0 -0.062 0.057 1000.0 -1000.0 -0.04 -1000.0 TCGA08_rtk_signaling 1.0 51.0 26.0 -0.023 0.062 1000.0 -1000.0 -0.016 -1000.0 IL6-mediated signaling events 1.0 138.0 75.0 -0.018 0.061 1000.0 -1000.0 -0.078 -1000.0 Rapid glucocorticoid signaling 1.0 21.0 20.0 -0.016 0.028 1000.0 -1000.0 -0.011 -1000.0 p38 MAPK signaling pathway 1.0 57.0 44.0 -0.005 0.052 1000.0 -1000.0 -0.023 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 6.0 23.0 0.011 0.035 1000.0 -1000.0 -0.032 -1000.0 Canonical NF-kappaB pathway 0.0 21.0 39.0 -0.008 0.054 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by HDAC Class II 0.0 51.0 75.0 -0.015 0.07 1000.0 -1000.0 -0.03 -1000.0 ErbB4 signaling events 0.0 67.0 69.0 -0.047 0.087 1000.0 -1000.0 -0.045 -1000.0 BARD1 signaling events 0.0 18.0 57.0 -0.056 0.072 1000.0 -1000.0 -0.039 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 -0.014 0.025 1000.0 -1000.0 -0.024 -1000.0 Circadian rhythm pathway 0.0 10.0 22.0 -0.01 0.058 1000.0 -1000.0 -0.044 -1000.0 Aurora A signaling 0.0 33.0 60.0 -0.01 0.073 1000.0 -1000.0 -0.021 -1000.0 Aurora C signaling 0.0 1.0 7.0 -0.0 0.042 1000.0 -1000.0 -0.011 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 35.0 37.0 -0.013 0.065 1000.0 -1000.0 -0.03 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 21.0 36.0 -0.05 0.053 1000.0 -1000.0 -0.037 -1000.0 Atypical NF-kappaB pathway 0.0 4.0 31.0 -0.011 0.06 1000.0 -1000.0 -0.021 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 0.0 60.0 74.0 -0.053 0.066 1000.0 -1000.0 -0.059 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.015 0.048 1000.0 -1000.0 -0.036 -1000.0 IL2 signaling events mediated by STAT5 0.0 9.0 22.0 -0.005 0.036 1000.0 -1000.0 -0.047 -1000.0 E-cadherin signaling in keratinocytes 0.0 25.0 43.0 -0.043 0.081 1000.0 -1000.0 -0.035 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.026 0.026 1000.0 -1000.0 -0.012 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.026 0.052 1000.0 -1000.0 0.01 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.072 1000.0 -1000.0 0.0 -1000.0 Total 656 42211 7203 -11.9027766101 7.42640056047 131000 -131000 -5.43114757233 -131000