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 6.0 314.0 51.0 -0.775 0.035 1000.0 -1000.0 -0.065 -1000.0 E-cadherin signaling events 6.0 34.0 5.0 -0.132 0.034 1000.0 -1000.0 0.016 -1000.0 Ephrin A reverse signaling 5.0 37.0 7.0 -0.104 0.002 1000.0 -1000.0 -0.0 -1000.0 Thromboxane A2 receptor signaling 4.0 455.0 105.0 -0.246 0.05 1000.0 -1000.0 -0.032 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 300.0 68.0 -0.51 0.323 1000.0 -1000.0 -0.063 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 327.0 74.0 -0.132 0.077 1000.0 -1000.0 -0.038 -1000.0 TCGA08_retinoblastoma 4.0 39.0 8.0 -0.049 0.072 1000.0 -1000.0 -0.004 -1000.0 IL23-mediated signaling events 4.0 285.0 60.0 -0.666 0.036 1000.0 -1000.0 -0.081 -1000.0 IL12-mediated signaling events 3.0 315.0 87.0 -0.409 0.059 1000.0 -1000.0 -0.038 -1000.0 PLK2 and PLK4 events 3.0 11.0 3.0 -0.038 -1000.0 1000.0 -1000.0 0.002 -1000.0 Signaling events mediated by the Hedgehog family 3.0 161.0 52.0 -0.136 0.064 1000.0 -1000.0 -0.026 -1000.0 Ephrin B reverse signaling 3.0 154.0 48.0 -0.111 0.046 1000.0 -1000.0 -0.022 -1000.0 Endothelins 3.0 354.0 96.0 -0.333 0.046 1000.0 -1000.0 -0.038 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 274.0 76.0 -0.152 0.053 1000.0 -1000.0 -0.047 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 303.0 136.0 -0.423 0.086 1000.0 -1000.0 -0.037 -1000.0 Syndecan-1-mediated signaling events 2.0 71.0 34.0 -0.177 0.034 1000.0 -1000.0 -0.024 -1000.0 Visual signal transduction: Cones 2.0 85.0 38.0 -0.063 0.04 1000.0 -1000.0 -0.0 -1000.0 Osteopontin-mediated events 2.0 96.0 38.0 -0.103 0.034 1000.0 -1000.0 -0.021 -1000.0 HIF-1-alpha transcription factor network 2.0 198.0 76.0 -0.211 0.063 1000.0 -1000.0 -0.03 -1000.0 Arf6 signaling events 2.0 129.0 62.0 -0.054 0.068 1000.0 -1000.0 -0.011 -1000.0 PLK1 signaling events 2.0 226.0 85.0 -0.133 0.05 1000.0 -1000.0 -0.019 -1000.0 PDGFR-alpha signaling pathway 2.0 95.0 44.0 -0.236 0.042 1000.0 -1000.0 -0.019 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 186.0 82.0 -0.059 0.052 1000.0 -1000.0 -0.04 -1000.0 Syndecan-3-mediated signaling events 2.0 81.0 35.0 -0.091 0.082 1000.0 -1000.0 -0.018 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 64.0 31.0 -0.104 0.045 1000.0 -1000.0 -0.029 -1000.0 Nongenotropic Androgen signaling 2.0 132.0 52.0 -0.207 0.1 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 323.0 125.0 -0.091 0.081 1000.0 -1000.0 -0.034 -1000.0 Wnt signaling 2.0 14.0 7.0 -0.023 0.033 1000.0 -1000.0 -0.003 -1000.0 IL6-mediated signaling events 2.0 152.0 75.0 -0.151 0.055 1000.0 -1000.0 -0.049 -1000.0 BCR signaling pathway 2.0 215.0 99.0 -0.104 0.051 1000.0 -1000.0 -0.047 -1000.0 Syndecan-4-mediated signaling events 2.0 166.0 67.0 -0.099 0.045 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling in keratinocytes 2.0 120.0 43.0 -0.131 0.038 1000.0 -1000.0 -0.019 -1000.0 Aurora B signaling 2.0 160.0 67.0 -0.172 0.052 1000.0 -1000.0 -0.029 -1000.0 ErbB2/ErbB3 signaling events 1.0 72.0 65.0 -0.072 0.049 1000.0 -1000.0 -0.061 -1000.0 Caspase cascade in apoptosis 1.0 122.0 74.0 -0.062 0.036 1000.0 -1000.0 -0.031 -1000.0 Coregulation of Androgen receptor activity 1.0 101.0 76.0 -0.081 0.06 1000.0 -1000.0 -0.028 -1000.0 ErbB4 signaling events 1.0 86.0 69.0 -0.114 0.051 1000.0 -1000.0 -0.025 -1000.0 Noncanonical Wnt signaling pathway 1.0 51.0 26.0 -0.027 0.033 1000.0 -1000.0 -0.023 -1000.0 Syndecan-2-mediated signaling events 1.0 89.0 69.0 -0.063 0.049 1000.0 -1000.0 -0.023 -1000.0 Cellular roles of Anthrax toxin 1.0 60.0 39.0 -0.176 0.034 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by PTP1B 1.0 81.0 76.0 -0.036 0.055 1000.0 -1000.0 -0.043 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 84.0 61.0 -0.171 0.083 1000.0 -1000.0 -0.035 -1000.0 Aurora A signaling 1.0 63.0 60.0 -0.087 0.081 1000.0 -1000.0 -0.008 -1000.0 p75(NTR)-mediated signaling 1.0 162.0 125.0 -0.177 0.082 1000.0 -1000.0 -0.025 -1000.0 IL4-mediated signaling events 1.0 146.0 91.0 -0.518 0.27 1000.0 -1000.0 -0.087 -1000.0 BMP receptor signaling 1.0 133.0 81.0 -0.064 0.067 1000.0 -1000.0 -0.027 -1000.0 EPO signaling pathway 1.0 69.0 55.0 -0.0 0.09 1000.0 -1000.0 -0.022 -1000.0 Fc-epsilon receptor I signaling in mast cells 1.0 155.0 97.0 -0.104 0.057 1000.0 -1000.0 -0.065 -1000.0 amb2 Integrin signaling 1.0 116.0 82.0 -0.076 0.05 1000.0 -1000.0 -0.015 -1000.0 Nectin adhesion pathway 1.0 85.0 63.0 -0.132 0.068 1000.0 -1000.0 -0.047 -1000.0 Glucocorticoid receptor regulatory network 1.0 145.0 114.0 -0.274 0.075 1000.0 -1000.0 -0.046 -1000.0 Ceramide signaling pathway 1.0 103.0 76.0 -0.054 0.054 1000.0 -1000.0 -0.028 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 49.0 37.0 -0.091 0.059 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by HDAC Class III 1.0 47.0 40.0 -0.133 0.093 1000.0 -1000.0 -0.033 -1000.0 TRAIL signaling pathway 1.0 57.0 48.0 -0.004 0.061 1000.0 -1000.0 -0.02 -1000.0 IL1-mediated signaling events 1.0 122.0 62.0 -0.102 0.057 1000.0 -1000.0 -0.022 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 62.0 52.0 -0.249 0.103 1000.0 -1000.0 -0.032 -1000.0 S1P1 pathway 1.0 54.0 36.0 -0.097 0.034 1000.0 -1000.0 -0.037 -1000.0 TCGA08_p53 1.0 9.0 7.0 -0.042 0.033 1000.0 -1000.0 -0.008 -1000.0 FAS signaling pathway (CD95) 1.0 58.0 47.0 -0.042 0.048 1000.0 -1000.0 -0.039 -1000.0 Signaling mediated by p38-alpha and p38-beta 1.0 77.0 44.0 -0.063 0.033 1000.0 -1000.0 -0.023 -1000.0 Integrins in angiogenesis 1.0 126.0 84.0 -0.079 0.081 1000.0 -1000.0 -0.029 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 52.0 45.0 -0.03 0.061 1000.0 -1000.0 -0.034 -1000.0 Canonical Wnt signaling pathway 1.0 70.0 51.0 -0.171 0.079 1000.0 -1000.0 -0.032 -1000.0 EPHB forward signaling 1.0 136.0 85.0 -0.058 0.077 1000.0 -1000.0 -0.039 -1000.0 Effects of Botulinum toxin 1.0 33.0 26.0 -0.148 0.055 1000.0 -1000.0 -0.002 -1000.0 TCGA08_rtk_signaling 1.0 26.0 26.0 -0.053 0.069 1000.0 -1000.0 -0.006 -1000.0 LPA receptor mediated events 1.0 114.0 102.0 -0.157 0.049 1000.0 -1000.0 -0.08 -1000.0 Class I PI3K signaling events 1.0 84.0 73.0 -0.059 0.067 1000.0 -1000.0 -0.021 -1000.0 EGFR-dependent Endothelin signaling events 1.0 34.0 21.0 -0.028 0.06 1000.0 -1000.0 -0.03 -1000.0 Angiopoietin receptor Tie2-mediated signaling 1.0 127.0 88.0 -0.142 0.045 1000.0 -1000.0 -0.056 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 130.0 120.0 -0.15 0.099 1000.0 -1000.0 -0.039 -1000.0 Visual signal transduction: Rods 1.0 98.0 52.0 -0.063 0.044 1000.0 -1000.0 -0.008 -1000.0 Signaling events mediated by PRL 1.0 64.0 34.0 -0.154 0.045 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 124.0 78.0 -0.078 0.047 1000.0 -1000.0 -0.041 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 27.0 17.0 -0.034 0.036 1000.0 -1000.0 -0.021 -1000.0 LPA4-mediated signaling events 0.0 7.0 12.0 -0.048 0.01 1000.0 -1000.0 -0.009 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 4.0 23.0 -0.002 0.062 1000.0 -1000.0 -0.015 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 5.0 34.0 -0.044 0.083 1000.0 -1000.0 -0.024 -1000.0 Canonical NF-kappaB pathway 0.0 16.0 39.0 -0.03 0.078 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by HDAC Class II 0.0 29.0 75.0 -0.047 0.086 1000.0 -1000.0 -0.011 -1000.0 BARD1 signaling events 0.0 52.0 57.0 -0.055 0.068 1000.0 -1000.0 -0.034 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 27.0 28.0 -0.037 0.045 1000.0 -1000.0 -0.012 -1000.0 Circadian rhythm pathway 0.0 17.0 22.0 -0.073 0.058 1000.0 -1000.0 -0.032 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 41.0 54.0 -0.02 0.085 1000.0 -1000.0 -0.02 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 6.0 17.0 0.0 0.066 1000.0 -1000.0 -0.014 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.011 0.034 1000.0 -1000.0 0.017 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 79.0 85.0 -0.25 0.074 1000.0 -1000.0 -0.033 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 44.0 65.0 -0.041 0.072 1000.0 -1000.0 -0.041 -1000.0 Arf6 downstream pathway 0.0 8.0 43.0 -0.051 0.07 1000.0 -1000.0 -0.028 -1000.0 Aurora C signaling 0.0 3.0 7.0 -0.0 0.042 1000.0 -1000.0 -0.004 -1000.0 FOXA2 and FOXA3 transcription factor networks 0.0 17.0 46.0 -0.032 0.061 1000.0 -1000.0 -0.066 -1000.0 Glypican 1 network 0.0 41.0 48.0 -0.039 0.062 1000.0 -1000.0 -0.019 -1000.0 Insulin-mediated glucose transport 0.0 9.0 32.0 -0.0 0.07 1000.0 -1000.0 -0.01 -1000.0 mTOR signaling pathway 0.0 22.0 53.0 -0.026 0.069 1000.0 -1000.0 -0.03 -1000.0 IFN-gamma pathway 0.0 45.0 68.0 -0.041 0.058 1000.0 -1000.0 -0.04 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 16.0 68.0 -0.052 0.068 1000.0 -1000.0 -0.022 -1000.0 Reelin signaling pathway 0.0 28.0 56.0 -0.048 0.087 1000.0 -1000.0 -0.013 -1000.0 S1P5 pathway 0.0 2.0 17.0 -0.008 0.034 1000.0 -1000.0 -0.005 -1000.0 ceramide signaling pathway 0.0 34.0 49.0 -0.03 0.049 1000.0 -1000.0 -0.028 -1000.0 HIF-2-alpha transcription factor network 0.0 27.0 43.0 -0.115 0.117 1000.0 -1000.0 -0.046 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 46.0 83.0 -0.023 0.067 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by HDAC Class I 0.0 39.0 104.0 -0.064 0.072 1000.0 -1000.0 -0.031 -1000.0 FoxO family signaling 0.0 23.0 64.0 -0.086 0.063 1000.0 -1000.0 -0.037 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 12.0 15.0 -0.054 0.033 1000.0 -1000.0 -0.01 -1000.0 Retinoic acid receptors-mediated signaling 0.0 21.0 58.0 -0.039 0.067 1000.0 -1000.0 -0.035 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 29.0 36.0 -0.091 0.065 1000.0 -1000.0 -0.029 -1000.0 Atypical NF-kappaB pathway 0.0 13.0 31.0 -0.01 0.047 1000.0 -1000.0 -0.009 -1000.0 IL2 signaling events mediated by PI3K 0.0 20.0 58.0 -0.015 0.06 1000.0 -1000.0 -0.039 -1000.0 TCR signaling in naïve CD8+ T cells 0.0 85.0 93.0 -0.108 0.126 1000.0 -1000.0 -0.038 -1000.0 Regulation of p38-alpha and p38-beta 0.0 42.0 54.0 -0.036 0.079 1000.0 -1000.0 -0.043 -1000.0 Glypican 2 network 0.0 2.0 4.0 -0.0 0.015 1000.0 -1000.0 -0.0 -1000.0 IL27-mediated signaling events 0.0 38.0 51.0 -0.097 0.068 1000.0 -1000.0 -0.042 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.082 1000.0 -1000.0 -0.02 -1000.0 IL2 signaling events mediated by STAT5 0.0 20.0 22.0 -0.075 0.044 1000.0 -1000.0 -0.029 -1000.0 Arf6 trafficking events 0.0 18.0 71.0 -0.049 0.064 1000.0 -1000.0 -0.024 -1000.0 Regulation of Telomerase 0.0 89.0 102.0 -0.125 0.088 1000.0 -1000.0 -0.025 -1000.0 IGF1 pathway 0.0 15.0 57.0 -0.036 0.09 1000.0 -1000.0 -0.024 -1000.0 Insulin Pathway 0.0 42.0 74.0 -0.04 0.082 1000.0 -1000.0 -0.021 -1000.0 Plasma membrane estrogen receptor signaling 0.0 52.0 86.0 -0.034 0.053 1000.0 -1000.0 -0.046 -1000.0 VEGFR1 specific signals 0.0 15.0 56.0 -0.017 0.073 1000.0 -1000.0 -0.023 -1000.0 S1P3 pathway 0.0 16.0 42.0 -0.038 0.05 1000.0 -1000.0 -0.034 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 16.0 33.0 -0.051 0.088 1000.0 -1000.0 -0.033 -1000.0 Rapid glucocorticoid signaling 0.0 19.0 20.0 -0.092 0.029 1000.0 -1000.0 -0.001 -1000.0 PDGFR-beta signaling pathway 0.0 66.0 97.0 -0.036 0.095 1000.0 -1000.0 -0.028 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.032 0.032 1000.0 -1000.0 -0.019 -1000.0 S1P4 pathway 0.0 4.0 25.0 -0.0 0.045 1000.0 -1000.0 -0.013 -1000.0 p38 MAPK signaling pathway 0.0 37.0 44.0 -0.039 0.061 1000.0 -1000.0 -0.014 -1000.0 Arf1 pathway 0.0 3.0 54.0 -0.001 0.046 1000.0 -1000.0 -0.011 -1000.0 Alternative NF-kappaB pathway 0.0 5.0 13.0 -0.0 0.067 1000.0 -1000.0 -0.0 -1000.0 Regulation of Androgen receptor activity 0.0 54.0 70.0 -0.181 0.058 1000.0 -1000.0 -0.041 -1000.0 Total 136 11006 7203 -13.4870053971 -991.748933873 131000 -131000 -3.54379822854 -131000