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 -0.025 0.022 1000.0 -1000.0 -0.015 -1000.0 Class IB PI3K non-lipid kinase events 14.0 42.0 3.0 -0.01 0.01 1000.0 -1000.0 -0.012 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1232.0 93.0 -0.064 0.051 1000.0 -1000.0 -0.039 -1000.0 Glypican 2 network 13.0 54.0 4.0 -0.042 0.014 1000.0 -1000.0 0.011 -1000.0 Wnt signaling 13.0 95.0 7.0 -0.088 0.012 1000.0 -1000.0 -0.018 -1000.0 HIF-1-alpha transcription factor network 12.0 957.0 76.0 -0.139 0.031 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by the Hedgehog family 11.0 598.0 52.0 -0.099 0.062 1000.0 -1000.0 -0.024 -1000.0 FOXA2 and FOXA3 transcription factor networks 11.0 510.0 46.0 -0.19 0.03 1000.0 -1000.0 -0.055 -1000.0 IL23-mediated signaling events 11.0 667.0 60.0 -0.055 0.101 1000.0 -1000.0 -0.072 -1000.0 IL12-mediated signaling events 10.0 911.0 87.0 -0.106 0.06 1000.0 -1000.0 -0.077 -1000.0 Glypican 1 network 10.0 496.0 48.0 -0.091 0.036 1000.0 -1000.0 -0.026 -1000.0 FOXM1 transcription factor network 10.0 533.0 51.0 -0.161 0.026 1000.0 -1000.0 -0.076 -1000.0 Noncanonical Wnt signaling pathway 9.0 247.0 26.0 -0.088 0.036 1000.0 -1000.0 -0.032 -1000.0 S1P4 pathway 9.0 233.0 25.0 -0.093 0.04 1000.0 -1000.0 -0.017 -1000.0 Thromboxane A2 receptor signaling 8.0 916.0 105.0 -0.067 0.048 1000.0 -1000.0 -0.04 -1000.0 Signaling events regulated by Ret tyrosine kinase 8.0 686.0 82.0 -0.068 0.03 1000.0 -1000.0 -0.052 -1000.0 S1P5 pathway 8.0 146.0 17.0 -0.093 0.061 1000.0 -1000.0 -0.008 -1000.0 EPHB forward signaling 8.0 718.0 85.0 -0.067 0.062 1000.0 -1000.0 -0.05 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 8.0 572.0 68.0 -0.092 0.05 1000.0 -1000.0 -0.061 -1000.0 S1P3 pathway 8.0 350.0 42.0 -0.111 0.034 1000.0 -1000.0 -0.021 -1000.0 Ras signaling in the CD4+ TCR pathway 8.0 147.0 17.0 -0.062 0.038 1000.0 -1000.0 -0.014 -1000.0 Osteopontin-mediated events 7.0 274.0 38.0 -0.051 0.026 1000.0 -1000.0 -0.031 -1000.0 BMP receptor signaling 7.0 600.0 81.0 -0.09 0.039 1000.0 -1000.0 -0.029 -1000.0 EPO signaling pathway 7.0 402.0 55.0 -0.056 0.027 1000.0 -1000.0 -0.035 -1000.0 PDGFR-alpha signaling pathway 7.0 340.0 44.0 -0.055 0.036 1000.0 -1000.0 -0.027 -1000.0 Ephrin B reverse signaling 7.0 348.0 48.0 -0.047 0.041 1000.0 -1000.0 -0.031 -1000.0 Endothelins 7.0 752.0 96.0 -0.198 0.039 1000.0 -1000.0 -0.046 -1000.0 Signaling mediated by p38-alpha and p38-beta 7.0 308.0 44.0 -0.071 0.034 1000.0 -1000.0 -0.027 -1000.0 Nongenotropic Androgen signaling 7.0 394.0 52.0 -0.117 0.036 1000.0 -1000.0 -0.031 -1000.0 Aurora B signaling 7.0 473.0 67.0 -0.122 0.024 1000.0 -1000.0 -0.031 -1000.0 Fc-epsilon receptor I signaling in mast cells 6.0 647.0 97.0 -0.064 0.032 1000.0 -1000.0 -0.051 -1000.0 amb2 Integrin signaling 6.0 561.0 82.0 -0.037 0.049 1000.0 -1000.0 -0.025 -1000.0 S1P1 pathway 6.0 248.0 36.0 -0.105 0.024 1000.0 -1000.0 -0.03 -1000.0 Calcium signaling in the CD4+ TCR pathway 6.0 198.0 31.0 -0.013 0.092 1000.0 -1000.0 -0.05 -1000.0 LPA receptor mediated events 6.0 710.0 102.0 -0.087 0.036 1000.0 -1000.0 -0.062 -1000.0 IL6-mediated signaling events 6.0 497.0 75.0 -0.178 0.042 1000.0 -1000.0 -0.036 -1000.0 BCR signaling pathway 6.0 611.0 99.0 -0.081 0.042 1000.0 -1000.0 -0.066 -1000.0 EGFR-dependent Endothelin signaling events 6.0 144.0 21.0 -0.055 0.033 1000.0 -1000.0 -0.035 -1000.0 IGF1 pathway 6.0 381.0 57.0 -0.054 0.047 1000.0 -1000.0 -0.039 -1000.0 Plasma membrane estrogen receptor signaling 6.0 568.0 86.0 -0.219 0.064 1000.0 -1000.0 -0.04 -1000.0 Syndecan-1-mediated signaling events 5.0 197.0 34.0 -0.035 0.05 1000.0 -1000.0 -0.035 -1000.0 Arf6 signaling events 5.0 334.0 62.0 -0.072 0.056 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by PTP1B 5.0 427.0 76.0 -0.073 0.042 1000.0 -1000.0 -0.026 -1000.0 IL4-mediated signaling events 5.0 520.0 91.0 -0.176 0.049 1000.0 -1000.0 -0.083 -1000.0 PLK1 signaling events 5.0 468.0 85.0 -0.059 0.032 1000.0 -1000.0 -0.026 -1000.0 Syndecan-3-mediated signaling events 5.0 206.0 35.0 -0.07 0.068 1000.0 -1000.0 -0.022 -1000.0 IL2 signaling events mediated by PI3K 5.0 293.0 58.0 -0.047 0.04 1000.0 -1000.0 -0.028 -1000.0 Integrins in angiogenesis 5.0 449.0 84.0 -0.059 0.053 1000.0 -1000.0 -0.049 -1000.0 IL2 signaling events mediated by STAT5 5.0 117.0 22.0 -0.098 0.038 1000.0 -1000.0 -0.035 -1000.0 Syndecan-4-mediated signaling events 5.0 370.0 67.0 -0.042 0.05 1000.0 -1000.0 -0.031 -1000.0 Caspase cascade in apoptosis 4.0 315.0 74.0 -0.027 0.053 1000.0 -1000.0 -0.029 -1000.0 Coregulation of Androgen receptor activity 4.0 362.0 76.0 -0.091 0.045 1000.0 -1000.0 -0.02 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 4.0 162.0 34.0 -0.025 0.053 1000.0 -1000.0 -0.023 -1000.0 Syndecan-2-mediated signaling events 4.0 295.0 69.0 -0.035 0.034 1000.0 -1000.0 -0.035 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 22.0 5.0 0.018 0.031 1000.0 -1000.0 0.01 -1000.0 p75(NTR)-mediated signaling 4.0 624.0 125.0 -0.124 0.064 1000.0 -1000.0 -0.056 -1000.0 Aurora C signaling 4.0 31.0 7.0 -0.02 0.014 1000.0 -1000.0 -0.009 -1000.0 Glucocorticoid receptor regulatory network 4.0 532.0 114.0 -0.132 0.049 1000.0 -1000.0 -0.046 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 150.0 37.0 -0.058 0.055 1000.0 -1000.0 -0.024 -1000.0 Reelin signaling pathway 4.0 230.0 56.0 -0.052 0.066 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 Signaling mediated by p38-gamma and p38-delta 4.0 73.0 15.0 -0.077 0.023 1000.0 -1000.0 -0.029 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 437.0 88.0 -0.114 0.034 1000.0 -1000.0 -0.055 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 4.0 511.0 120.0 -0.103 0.082 1000.0 -1000.0 -0.042 -1000.0 Visual signal transduction: Rods 4.0 233.0 52.0 -0.054 0.048 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 319.0 78.0 -0.051 0.052 1000.0 -1000.0 -0.031 -1000.0 LPA4-mediated signaling events 3.0 38.0 12.0 -0.018 0.013 1000.0 -1000.0 -0.018 -1000.0 ErbB2/ErbB3 signaling events 3.0 229.0 65.0 -0.056 0.033 1000.0 -1000.0 -0.05 -1000.0 Sphingosine 1-phosphate (S1P) pathway 3.0 110.0 28.0 -0.093 0.047 1000.0 -1000.0 -0.021 -1000.0 Visual signal transduction: Cones 3.0 140.0 38.0 -0.016 0.049 1000.0 -1000.0 -0.024 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 165.0 54.0 -0.022 0.053 1000.0 -1000.0 -0.041 -1000.0 JNK signaling in the CD4+ TCR pathway 3.0 58.0 17.0 -0.022 0.057 1000.0 -1000.0 -0.024 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 313.0 85.0 -0.063 0.059 1000.0 -1000.0 -0.047 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 230.0 65.0 -0.103 0.044 1000.0 -1000.0 -0.031 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 200.0 61.0 -0.065 0.064 1000.0 -1000.0 -0.034 -1000.0 Nectin adhesion pathway 3.0 243.0 63.0 -0.045 0.052 1000.0 -1000.0 -0.046 -1000.0 TRAIL signaling pathway 3.0 172.0 48.0 -0.044 0.05 1000.0 -1000.0 -0.026 -1000.0 IL1-mediated signaling events 3.0 215.0 62.0 -0.03 0.062 1000.0 -1000.0 -0.049 -1000.0 ceramide signaling pathway 3.0 194.0 49.0 -0.027 0.046 1000.0 -1000.0 -0.025 -1000.0 HIF-2-alpha transcription factor network 3.0 139.0 43.0 -0.073 0.045 1000.0 -1000.0 -0.041 -1000.0 FAS signaling pathway (CD95) 3.0 155.0 47.0 -0.044 0.036 1000.0 -1000.0 -0.031 -1000.0 Canonical Wnt signaling pathway 3.0 190.0 51.0 -0.062 0.058 1000.0 -1000.0 -0.038 -1000.0 Regulation of p38-alpha and p38-beta 3.0 176.0 54.0 -0.061 0.054 1000.0 -1000.0 -0.044 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 237.0 74.0 -0.047 0.056 1000.0 -1000.0 -0.055 -1000.0 Class I PI3K signaling events 3.0 252.0 73.0 -0.032 0.049 1000.0 -1000.0 -0.031 -1000.0 PDGFR-beta signaling pathway 3.0 355.0 97.0 -0.055 0.057 1000.0 -1000.0 -0.051 -1000.0 E-cadherin signaling in keratinocytes 3.0 144.0 43.0 -0.02 0.051 1000.0 -1000.0 -0.029 -1000.0 ErbB4 signaling events 2.0 163.0 69.0 -0.065 0.035 1000.0 -1000.0 -0.034 -1000.0 BARD1 signaling events 2.0 129.0 57.0 -0.048 0.041 1000.0 -1000.0 -0.035 -1000.0 Circadian rhythm pathway 2.0 44.0 22.0 -0.046 0.023 1000.0 -1000.0 -0.025 -1000.0 Cellular roles of Anthrax toxin 2.0 97.0 39.0 -0.066 0.025 1000.0 -1000.0 -0.02 -1000.0 mTOR signaling pathway 2.0 152.0 53.0 -0.049 0.026 1000.0 -1000.0 -0.034 -1000.0 IFN-gamma pathway 2.0 190.0 68.0 -0.062 0.061 1000.0 -1000.0 -0.045 -1000.0 Ceramide signaling pathway 2.0 222.0 76.0 -0.067 0.056 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class III 2.0 95.0 40.0 -0.044 0.048 1000.0 -1000.0 -0.026 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 153.0 52.0 -0.041 0.068 1000.0 -1000.0 -0.032 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 195.0 83.0 -0.028 0.043 1000.0 -1000.0 -0.026 -1000.0 Retinoic acid receptors-mediated signaling 2.0 152.0 58.0 -0.042 0.041 1000.0 -1000.0 -0.031 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 87.0 36.0 -0.036 0.054 1000.0 -1000.0 -0.032 -1000.0 Atypical NF-kappaB pathway 2.0 67.0 31.0 -0.019 0.038 1000.0 -1000.0 -0.026 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 99.0 45.0 -0.026 0.047 1000.0 -1000.0 -0.039 -1000.0 Effects of Botulinum toxin 2.0 77.0 26.0 -0.019 0.043 1000.0 -1000.0 -0.014 -1000.0 IL27-mediated signaling events 2.0 152.0 51.0 -0.047 0.039 1000.0 -1000.0 -0.044 -1000.0 TCGA08_rtk_signaling 2.0 73.0 26.0 -0.019 0.048 1000.0 -1000.0 -0.007 -1000.0 Regulation of Telomerase 2.0 248.0 102.0 -0.134 0.049 1000.0 -1000.0 -0.031 -1000.0 Insulin Pathway 2.0 174.0 74.0 -0.103 0.062 1000.0 -1000.0 -0.044 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 85.0 33.0 -0.019 0.056 1000.0 -1000.0 -0.027 -1000.0 Rapid glucocorticoid signaling 2.0 56.0 20.0 -0.003 0.037 1000.0 -1000.0 -0.012 -1000.0 E-cadherin signaling events 2.0 12.0 5.0 0.021 0.052 1000.0 -1000.0 0.011 -1000.0 Regulation of Androgen receptor activity 2.0 208.0 70.0 -0.126 0.038 1000.0 -1000.0 -0.036 -1000.0 Regulation of nuclear SMAD2/3 signaling 1.0 267.0 136.0 -0.064 0.067 1000.0 -1000.0 -0.024 -1000.0 Canonical NF-kappaB pathway 1.0 42.0 39.0 -0.019 0.043 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by HDAC Class II 1.0 102.0 75.0 -0.023 0.053 1000.0 -1000.0 -0.028 -1000.0 Aurora A signaling 1.0 95.0 60.0 -0.061 0.044 1000.0 -1000.0 -0.026 -1000.0 Insulin-mediated glucose transport 1.0 54.0 32.0 -0.046 0.042 1000.0 -1000.0 -0.024 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 77.0 68.0 -0.034 0.054 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by HDAC Class I 1.0 107.0 104.0 -0.045 0.054 1000.0 -1000.0 -0.028 -1000.0 FoxO family signaling 1.0 99.0 64.0 -0.056 0.035 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 211.0 125.0 -0.046 0.053 1000.0 -1000.0 -0.051 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 124.0 76.0 -0.037 0.06 1000.0 -1000.0 -0.051 -1000.0 TCGA08_retinoblastoma 1.0 11.0 8.0 -0.005 0.026 1000.0 -1000.0 -0.006 -1000.0 Signaling events mediated by PRL 1.0 53.0 34.0 -0.034 0.034 1000.0 -1000.0 -0.039 -1000.0 p38 MAPK signaling pathway 1.0 72.0 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 -0.026 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 -0.019 -1000.0 1000.0 -1000.0 -0.022 -1000.0 Arf6 downstream pathway 0.0 14.0 43.0 -0.042 0.043 1000.0 -1000.0 -0.021 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.021 0.047 1000.0 -1000.0 -0.033 -1000.0 Arf6 trafficking events 0.0 61.0 71.0 -0.029 0.04 1000.0 -1000.0 -0.029 -1000.0 VEGFR1 specific signals 0.0 43.0 56.0 -0.032 0.048 1000.0 -1000.0 -0.031 -1000.0 Arf1 pathway 0.0 32.0 54.0 -0.011 0.041 1000.0 -1000.0 -0.015 -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 578 34761 7203 -7.94886275681 -994.189028475 131000 -131000 -4.23459672666 -131000