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 FOXM1 transcription factor network 6.0 315.0 51.0 -0.907 0.04 1000.0 -1000.0 -0.11 -1000.0 E-cadherin signaling events 6.0 34.0 5.0 -0.122 0.04 1000.0 -1000.0 0.019 -1000.0 Ephrin A reverse signaling 5.0 37.0 7.0 -0.095 0.01 1000.0 -1000.0 -0.0 -1000.0 TCGA08_retinoblastoma 5.0 40.0 8.0 -0.051 0.095 1000.0 -1000.0 -0.004 -1000.0 Syndecan-1-mediated signaling events 4.0 143.0 34.0 -0.164 0.04 1000.0 -1000.0 -0.021 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 291.0 68.0 -0.51 0.318 1000.0 -1000.0 -0.076 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 306.0 74.0 -0.122 0.078 1000.0 -1000.0 -0.051 -1000.0 IL23-mediated signaling events 4.0 282.0 60.0 -0.669 0.042 1000.0 -1000.0 -0.093 -1000.0 IL12-mediated signaling events 3.0 291.0 87.0 -0.4 0.076 1000.0 -1000.0 -0.046 -1000.0 PLK2 and PLK4 events 3.0 9.0 3.0 -0.022 -1000.0 1000.0 -1000.0 -0.001 -1000.0 Signaling events mediated by the Hedgehog family 3.0 177.0 52.0 -0.113 0.059 1000.0 -1000.0 -0.026 -1000.0 Thromboxane A2 receptor signaling 3.0 413.0 105.0 -0.254 0.056 1000.0 -1000.0 -0.031 -1000.0 Endothelins 3.0 340.0 96.0 -0.334 0.047 1000.0 -1000.0 -0.044 -1000.0 Syndecan-3-mediated signaling events 3.0 124.0 35.0 -0.123 0.078 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 412.0 125.0 -0.104 0.07 1000.0 -1000.0 -0.025 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 244.0 76.0 -0.14 0.064 1000.0 -1000.0 -0.051 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 280.0 136.0 -0.466 0.105 1000.0 -1000.0 -0.044 -1000.0 Visual signal transduction: Cones 2.0 77.0 38.0 -0.051 0.046 1000.0 -1000.0 -0.0 -1000.0 Osteopontin-mediated events 2.0 84.0 38.0 -0.079 0.04 1000.0 -1000.0 -0.022 -1000.0 Noncanonical Wnt signaling pathway 2.0 61.0 26.0 -0.041 0.04 1000.0 -1000.0 -0.051 -1000.0 HIF-1-alpha transcription factor network 2.0 191.0 76.0 -0.213 0.077 1000.0 -1000.0 -0.024 -1000.0 Arf6 signaling events 2.0 156.0 62.0 -0.066 0.091 1000.0 -1000.0 -0.012 -1000.0 EPO signaling pathway 2.0 127.0 55.0 0.0 0.091 1000.0 -1000.0 -0.018 -1000.0 PLK1 signaling events 2.0 247.0 85.0 -0.168 0.058 1000.0 -1000.0 -0.036 -1000.0 PDGFR-alpha signaling pathway 2.0 91.0 44.0 -0.209 0.051 1000.0 -1000.0 -0.028 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 177.0 82.0 -0.068 0.064 1000.0 -1000.0 -0.04 -1000.0 Ephrin B reverse signaling 2.0 132.0 48.0 -0.108 0.044 1000.0 -1000.0 -0.034 -1000.0 TCGA08_p53 2.0 14.0 7.0 -0.04 0.039 1000.0 -1000.0 -0.003 -1000.0 Nongenotropic Androgen signaling 2.0 134.0 52.0 -0.205 0.103 1000.0 -1000.0 -0.025 -1000.0 Wnt signaling 2.0 14.0 7.0 -0.029 0.039 1000.0 -1000.0 -0.001 -1000.0 IL6-mediated signaling events 2.0 159.0 75.0 -0.164 0.058 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by PRL 2.0 69.0 34.0 -0.185 0.04 1000.0 -1000.0 -0.026 -1000.0 Aurora B signaling 2.0 151.0 67.0 -0.158 0.06 1000.0 -1000.0 -0.041 -1000.0 Caspase cascade in apoptosis 1.0 114.0 74.0 -0.117 0.05 1000.0 -1000.0 -0.032 -1000.0 Coregulation of Androgen receptor activity 1.0 96.0 76.0 -0.078 0.07 1000.0 -1000.0 -0.018 -1000.0 ErbB4 signaling events 1.0 89.0 69.0 -0.103 0.055 1000.0 -1000.0 -0.022 -1000.0 BARD1 signaling events 1.0 59.0 57.0 -0.073 0.084 1000.0 -1000.0 -0.054 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 29.0 28.0 -0.044 0.053 1000.0 -1000.0 -0.007 -1000.0 Syndecan-2-mediated signaling events 1.0 92.0 69.0 -0.052 0.054 1000.0 -1000.0 -0.024 -1000.0 Cellular roles of Anthrax toxin 1.0 68.0 39.0 -0.179 0.042 1000.0 -1000.0 -0.018 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 76.0 61.0 -0.16 0.078 1000.0 -1000.0 -0.049 -1000.0 Aurora A signaling 1.0 83.0 60.0 -0.078 0.096 1000.0 -1000.0 -0.006 -1000.0 p75(NTR)-mediated signaling 1.0 154.0 125.0 -0.164 0.078 1000.0 -1000.0 -0.022 -1000.0 IL4-mediated signaling events 1.0 130.0 91.0 -0.536 0.282 1000.0 -1000.0 -0.109 -1000.0 BMP receptor signaling 1.0 122.0 81.0 -0.058 0.085 1000.0 -1000.0 -0.02 -1000.0 Fc-epsilon receptor I signaling in mast cells 1.0 149.0 97.0 -0.08 0.067 1000.0 -1000.0 -0.062 -1000.0 amb2 Integrin signaling 1.0 115.0 82.0 -0.081 0.073 1000.0 -1000.0 -0.017 -1000.0 Nectin adhesion pathway 1.0 67.0 63.0 -0.122 0.086 1000.0 -1000.0 -0.048 -1000.0 Glucocorticoid receptor regulatory network 1.0 130.0 114.0 -0.284 0.088 1000.0 -1000.0 -0.046 -1000.0 Ceramide signaling pathway 1.0 77.0 76.0 -0.092 0.077 1000.0 -1000.0 -0.026 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 44.0 37.0 -0.074 0.076 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by HDAC Class III 1.0 71.0 40.0 -0.141 0.114 1000.0 -1000.0 -0.039 -1000.0 TRAIL signaling pathway 1.0 56.0 48.0 -0.0 0.075 1000.0 -1000.0 -0.018 -1000.0 IL1-mediated signaling events 1.0 121.0 62.0 -0.1 0.081 1000.0 -1000.0 -0.025 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 73.0 52.0 -0.254 0.12 1000.0 -1000.0 -0.019 -1000.0 S1P1 pathway 1.0 67.0 36.0 -0.132 0.04 1000.0 -1000.0 -0.034 -1000.0 FAS signaling pathway (CD95) 1.0 60.0 47.0 -0.038 0.055 1000.0 -1000.0 -0.04 -1000.0 Signaling mediated by p38-alpha and p38-beta 1.0 74.0 44.0 -0.058 0.039 1000.0 -1000.0 -0.018 -1000.0 Integrins in angiogenesis 1.0 115.0 84.0 -0.071 0.096 1000.0 -1000.0 -0.033 -1000.0 TCR signaling in naïve CD8+ T cells 1.0 130.0 93.0 -0.138 0.164 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 47.0 45.0 -0.024 0.075 1000.0 -1000.0 -0.034 -1000.0 Canonical Wnt signaling pathway 1.0 70.0 51.0 -0.159 0.09 1000.0 -1000.0 -0.042 -1000.0 EPHB forward signaling 1.0 110.0 85.0 -0.053 0.081 1000.0 -1000.0 -0.04 -1000.0 Effects of Botulinum toxin 1.0 49.0 26.0 -0.138 0.068 1000.0 -1000.0 -0.002 -1000.0 Glypican 2 network 1.0 6.0 4.0 0.0 0.02 1000.0 -1000.0 0.0 -1000.0 Calcium signaling in the CD4+ TCR pathway 1.0 41.0 31.0 -0.09 0.052 1000.0 -1000.0 -0.06 -1000.0 IL27-mediated signaling events 1.0 56.0 51.0 -0.093 0.063 1000.0 -1000.0 -0.054 -1000.0 LPA receptor mediated events 1.0 103.0 102.0 -0.133 0.061 1000.0 -1000.0 -0.089 -1000.0 Class I PI3K signaling events 1.0 114.0 73.0 -0.071 0.052 1000.0 -1000.0 -0.032 -1000.0 BCR signaling pathway 1.0 175.0 99.0 -0.097 0.055 1000.0 -1000.0 -0.057 -1000.0 EGFR-dependent Endothelin signaling events 1.0 28.0 21.0 -0.021 0.073 1000.0 -1000.0 -0.0 -1000.0 Syndecan-4-mediated signaling events 1.0 97.0 67.0 -0.088 0.053 1000.0 -1000.0 -0.03 -1000.0 Angiopoietin receptor Tie2-mediated signaling 1.0 127.0 88.0 -0.144 0.053 1000.0 -1000.0 -0.069 -1000.0 Rapid glucocorticoid signaling 1.0 28.0 20.0 -0.085 0.04 1000.0 -1000.0 -0.0 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 144.0 120.0 -0.139 0.111 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Rods 1.0 89.0 52.0 -0.055 0.056 1000.0 -1000.0 -0.01 -1000.0 E-cadherin signaling in keratinocytes 1.0 64.0 43.0 -0.121 0.044 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 137.0 78.0 -0.08 0.053 1000.0 -1000.0 -0.052 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 26.0 17.0 -0.033 0.034 1000.0 -1000.0 -0.024 -1000.0 LPA4-mediated signaling events 0.0 7.0 12.0 -0.052 0.011 1000.0 -1000.0 -0.018 -1000.0 ErbB2/ErbB3 signaling events 0.0 52.0 65.0 -0.059 0.053 1000.0 -1000.0 -0.084 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 5.0 23.0 -0.003 0.071 1000.0 -1000.0 -0.018 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 8.0 34.0 -0.042 0.083 1000.0 -1000.0 -0.028 -1000.0 Canonical NF-kappaB pathway 0.0 16.0 39.0 -0.024 0.097 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by HDAC Class II 0.0 33.0 75.0 -0.053 0.103 1000.0 -1000.0 -0.01 -1000.0 Circadian rhythm pathway 0.0 17.0 22.0 -0.066 0.065 1000.0 -1000.0 -0.04 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 33.0 54.0 -0.034 0.069 1000.0 -1000.0 -0.02 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 7.0 17.0 -0.001 0.065 1000.0 -1000.0 -0.013 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.017 0.04 1000.0 -1000.0 0.024 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 54.0 85.0 -0.323 0.076 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by PTP1B 0.0 65.0 76.0 -0.038 0.06 1000.0 -1000.0 -0.037 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 56.0 65.0 -0.04 0.076 1000.0 -1000.0 -0.027 -1000.0 Arf6 downstream pathway 0.0 13.0 43.0 -0.052 0.076 1000.0 -1000.0 -0.03 -1000.0 Aurora C signaling 0.0 3.0 7.0 0.0 0.058 1000.0 -1000.0 -0.001 -1000.0 FOXA2 and FOXA3 transcription factor networks 0.0 18.0 46.0 -0.075 0.057 1000.0 -1000.0 -0.046 -1000.0 Glypican 1 network 0.0 39.0 48.0 -0.04 0.073 1000.0 -1000.0 -0.021 -1000.0 Insulin-mediated glucose transport 0.0 9.0 32.0 -0.0 0.054 1000.0 -1000.0 -0.017 -1000.0 mTOR signaling pathway 0.0 31.0 53.0 -0.112 0.055 1000.0 -1000.0 -0.032 -1000.0 IFN-gamma pathway 0.0 40.0 68.0 -0.05 0.055 1000.0 -1000.0 -0.04 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 21.0 68.0 -0.036 0.062 1000.0 -1000.0 -0.023 -1000.0 Reelin signaling pathway 0.0 30.0 56.0 -0.04 0.102 1000.0 -1000.0 -0.022 -1000.0 S1P5 pathway 0.0 0.0 17.0 -0.011 0.04 1000.0 -1000.0 -0.007 -1000.0 ceramide signaling pathway 0.0 44.0 49.0 -0.024 0.057 1000.0 -1000.0 -0.028 -1000.0 HIF-2-alpha transcription factor network 0.0 30.0 43.0 -0.105 0.097 1000.0 -1000.0 -0.043 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 40.0 83.0 -0.018 0.082 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by HDAC Class I 0.0 33.0 104.0 -0.048 0.077 1000.0 -1000.0 -0.029 -1000.0 FoxO family signaling 0.0 30.0 64.0 -0.152 0.059 1000.0 -1000.0 -0.046 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 11.0 15.0 -0.044 0.039 1000.0 -1000.0 -0.029 -1000.0 Retinoic acid receptors-mediated signaling 0.0 35.0 58.0 -0.05 0.079 1000.0 -1000.0 -0.033 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 27.0 36.0 -0.074 0.075 1000.0 -1000.0 -0.031 -1000.0 Atypical NF-kappaB pathway 0.0 12.0 31.0 -0.006 0.055 1000.0 -1000.0 -0.008 -1000.0 IL2 signaling events mediated by PI3K 0.0 24.0 58.0 -0.013 0.068 1000.0 -1000.0 -0.035 -1000.0 Regulation of p38-alpha and p38-beta 0.0 43.0 54.0 -0.03 0.092 1000.0 -1000.0 -0.029 -1000.0 TCGA08_rtk_signaling 0.0 24.0 26.0 -0.032 0.048 1000.0 -1000.0 -0.005 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.0 0.092 1000.0 -1000.0 -0.019 -1000.0 IL2 signaling events mediated by STAT5 0.0 19.0 22.0 -0.068 0.041 1000.0 -1000.0 -0.029 -1000.0 Arf6 trafficking events 0.0 29.0 71.0 -0.048 0.052 1000.0 -1000.0 -0.03 -1000.0 Regulation of Telomerase 0.0 87.0 102.0 -0.133 0.098 1000.0 -1000.0 -0.053 -1000.0 IGF1 pathway 0.0 20.0 57.0 -0.033 0.097 1000.0 -1000.0 -0.027 -1000.0 Insulin Pathway 0.0 45.0 74.0 -0.034 0.084 1000.0 -1000.0 -0.022 -1000.0 Plasma membrane estrogen receptor signaling 0.0 73.0 86.0 -0.033 0.066 1000.0 -1000.0 -0.046 -1000.0 VEGFR1 specific signals 0.0 10.0 56.0 -0.014 0.085 1000.0 -1000.0 -0.032 -1000.0 S1P3 pathway 0.0 15.0 42.0 -0.039 0.053 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 16.0 33.0 -0.047 0.093 1000.0 -1000.0 -0.027 -1000.0 PDGFR-beta signaling pathway 0.0 88.0 97.0 -0.076 0.111 1000.0 -1000.0 -0.029 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.037 0.037 1000.0 -1000.0 -0.024 -1000.0 S1P4 pathway 0.0 3.0 25.0 -0.0 0.053 1000.0 -1000.0 -0.01 -1000.0 p38 MAPK signaling pathway 0.0 36.0 44.0 -0.03 0.072 1000.0 -1000.0 -0.015 -1000.0 Arf1 pathway 0.0 4.0 54.0 -0.002 0.049 1000.0 -1000.0 -0.011 -1000.0 Alternative NF-kappaB pathway 0.0 6.0 13.0 -0.0 0.059 1000.0 -1000.0 -0.0 -1000.0 Regulation of Androgen receptor activity 0.0 54.0 70.0 -0.168 0.068 1000.0 -1000.0 -0.056 -1000.0 Total 142 11014 7203 -13.8045440118 -990.882939177 131000 -131000 -3.92771792314 -131000