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 6.0 310.0 51.0 -0.771 0.034 1000.0 -1000.0 -0.063 -1000.0 E-cadherin signaling events 6.0 34.0 5.0 -0.14 0.034 1000.0 -1000.0 0.016 -1000.0 Ephrin A reverse signaling 5.0 38.0 7.0 -0.11 -0.0 1000.0 -1000.0 -0.0 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 4.0 301.0 68.0 -0.505 0.323 1000.0 -1000.0 -0.052 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 314.0 74.0 -0.14 0.076 1000.0 -1000.0 -0.053 -1000.0 TCGA08_retinoblastoma 4.0 36.0 8.0 -0.053 0.085 1000.0 -1000.0 -0.003 -1000.0 IL23-mediated signaling events 4.0 292.0 60.0 -0.66 0.036 1000.0 -1000.0 -0.074 -1000.0 IL12-mediated signaling events 3.0 310.0 87.0 -0.408 0.06 1000.0 -1000.0 -0.045 -1000.0 PLK2 and PLK4 events 3.0 11.0 3.0 -0.04 -1000.0 1000.0 -1000.0 0.002 -1000.0 Signaling events mediated by the Hedgehog family 3.0 180.0 52.0 -0.137 0.067 1000.0 -1000.0 -0.028 -1000.0 Thromboxane A2 receptor signaling 3.0 418.0 105.0 -0.241 0.046 1000.0 -1000.0 -0.039 -1000.0 Ephrin B reverse signaling 3.0 160.0 48.0 -0.11 0.051 1000.0 -1000.0 -0.021 -1000.0 Endothelins 3.0 361.0 96.0 -0.329 0.047 1000.0 -1000.0 -0.04 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 269.0 76.0 -0.155 0.052 1000.0 -1000.0 -0.052 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 291.0 136.0 -0.412 0.094 1000.0 -1000.0 -0.029 -1000.0 Visual signal transduction: Cones 2.0 83.0 38.0 -0.069 0.039 1000.0 -1000.0 -0.0 -1000.0 Osteopontin-mediated events 2.0 77.0 38.0 -0.11 0.034 1000.0 -1000.0 -0.026 -1000.0 Noncanonical Wnt signaling pathway 2.0 52.0 26.0 -0.031 0.033 1000.0 -1000.0 -0.027 -1000.0 HIF-1-alpha transcription factor network 2.0 196.0 76.0 -0.208 0.059 1000.0 -1000.0 -0.028 -1000.0 Arf6 signaling events 2.0 126.0 62.0 -0.059 0.067 1000.0 -1000.0 -0.007 -1000.0 PLK1 signaling events 2.0 208.0 85.0 -0.131 0.049 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 2.0 106.0 44.0 -0.246 0.042 1000.0 -1000.0 -0.034 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 182.0 82.0 -0.062 0.05 1000.0 -1000.0 -0.04 -1000.0 Syndecan-3-mediated signaling events 2.0 80.0 35.0 -0.093 0.081 1000.0 -1000.0 -0.013 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 63.0 31.0 -0.111 0.044 1000.0 -1000.0 -0.038 -1000.0 Nongenotropic Androgen signaling 2.0 128.0 52.0 -0.205 0.1 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 327.0 125.0 -0.096 0.08 1000.0 -1000.0 -0.038 -1000.0 Wnt signaling 2.0 14.0 7.0 -0.026 0.033 1000.0 -1000.0 -0.003 -1000.0 IL6-mediated signaling events 2.0 156.0 75.0 -0.148 0.052 1000.0 -1000.0 -0.036 -1000.0 Syndecan-4-mediated signaling events 2.0 157.0 67.0 -0.106 0.045 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in keratinocytes 2.0 109.0 43.0 -0.14 0.039 1000.0 -1000.0 -0.02 -1000.0 Aurora B signaling 2.0 165.0 67.0 -0.178 0.049 1000.0 -1000.0 -0.034 -1000.0 Caspase cascade in apoptosis 1.0 123.0 74.0 -0.066 0.039 1000.0 -1000.0 -0.035 -1000.0 Coregulation of Androgen receptor activity 1.0 88.0 76.0 -0.087 0.059 1000.0 -1000.0 -0.038 -1000.0 ErbB4 signaling events 1.0 77.0 69.0 -0.121 0.051 1000.0 -1000.0 -0.025 -1000.0 Syndecan-1-mediated signaling events 1.0 60.0 34.0 -0.188 0.034 1000.0 -1000.0 -0.021 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 28.0 28.0 -0.041 0.045 1000.0 -1000.0 -0.008 -1000.0 Syndecan-2-mediated signaling events 1.0 87.0 69.0 -0.068 0.048 1000.0 -1000.0 -0.024 -1000.0 Cellular roles of Anthrax toxin 1.0 58.0 39.0 -0.179 0.033 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by PTP1B 1.0 76.0 76.0 -0.035 0.054 1000.0 -1000.0 -0.042 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 76.0 61.0 -0.181 0.081 1000.0 -1000.0 -0.04 -1000.0 Aurora A signaling 1.0 66.0 60.0 -0.094 0.086 1000.0 -1000.0 -0.011 -1000.0 p75(NTR)-mediated signaling 1.0 159.0 125.0 -0.188 0.081 1000.0 -1000.0 -0.035 -1000.0 IL4-mediated signaling events 1.0 166.0 91.0 -0.505 0.263 1000.0 -1000.0 -0.077 -1000.0 BMP receptor signaling 1.0 134.0 81.0 -0.068 0.066 1000.0 -1000.0 -0.027 -1000.0 Fc-epsilon receptor I signaling in mast cells 1.0 139.0 97.0 -0.111 0.055 1000.0 -1000.0 -0.036 -1000.0 amb2 Integrin signaling 1.0 107.0 82.0 -0.078 0.048 1000.0 -1000.0 -0.019 -1000.0 Nectin adhesion pathway 1.0 77.0 63.0 -0.14 0.064 1000.0 -1000.0 -0.056 -1000.0 Glucocorticoid receptor regulatory network 1.0 139.0 114.0 -0.265 0.075 1000.0 -1000.0 -0.044 -1000.0 Ceramide signaling pathway 1.0 108.0 76.0 -0.067 0.053 1000.0 -1000.0 -0.029 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 1.0 50.0 37.0 -0.097 0.057 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class III 1.0 50.0 40.0 -0.136 0.092 1000.0 -1000.0 -0.032 -1000.0 TRAIL signaling pathway 1.0 55.0 48.0 -0.006 0.059 1000.0 -1000.0 -0.034 -1000.0 IL1-mediated signaling events 1.0 120.0 62.0 -0.108 0.057 1000.0 -1000.0 -0.022 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 59.0 52.0 -0.251 0.098 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 1.0 57.0 36.0 -0.096 0.034 1000.0 -1000.0 -0.02 -1000.0 TCGA08_p53 1.0 9.0 7.0 -0.044 0.033 1000.0 -1000.0 -0.01 -1000.0 Signaling mediated by p38-alpha and p38-beta 1.0 78.0 44.0 -0.064 0.033 1000.0 -1000.0 -0.013 -1000.0 Integrins in angiogenesis 1.0 127.0 84.0 -0.084 0.08 1000.0 -1000.0 -0.031 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 45.0 45.0 -0.031 0.058 1000.0 -1000.0 -0.043 -1000.0 Canonical Wnt signaling pathway 1.0 56.0 51.0 -0.181 0.081 1000.0 -1000.0 -0.03 -1000.0 EPHB forward signaling 1.0 128.0 85.0 -0.061 0.076 1000.0 -1000.0 -0.043 -1000.0 Effects of Botulinum toxin 1.0 34.0 26.0 -0.158 0.054 1000.0 -1000.0 -0.002 -1000.0 LPA receptor mediated events 1.0 106.0 102.0 -0.159 0.049 1000.0 -1000.0 -0.108 -1000.0 BCR signaling pathway 1.0 192.0 99.0 -0.104 0.051 1000.0 -1000.0 -0.047 -1000.0 EGFR-dependent Endothelin signaling events 1.0 28.0 21.0 -0.031 0.058 1000.0 -1000.0 -0.03 -1000.0 Angiopoietin receptor Tie2-mediated signaling 1.0 124.0 88.0 -0.144 0.045 1000.0 -1000.0 -0.062 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 1.0 135.0 120.0 -0.159 0.098 1000.0 -1000.0 -0.038 -1000.0 Visual signal transduction: Rods 1.0 94.0 52.0 -0.069 0.044 1000.0 -1000.0 -0.006 -1000.0 Signaling events mediated by PRL 1.0 62.0 34.0 -0.156 0.045 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 1.0 121.0 78.0 -0.077 0.047 1000.0 -1000.0 -0.042 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 24.0 17.0 -0.045 0.036 1000.0 -1000.0 -0.018 -1000.0 LPA4-mediated signaling events 0.0 7.0 12.0 -0.051 0.01 1000.0 -1000.0 -0.013 -1000.0 ErbB2/ErbB3 signaling events 0.0 56.0 65.0 -0.072 0.048 1000.0 -1000.0 -0.059 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 4.0 23.0 -0.002 0.061 1000.0 -1000.0 -0.023 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 1.0 34.0 -0.043 0.082 1000.0 -1000.0 -0.019 -1000.0 Canonical NF-kappaB pathway 0.0 16.0 39.0 -0.031 0.068 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by HDAC Class II 0.0 26.0 75.0 -0.047 0.085 1000.0 -1000.0 -0.014 -1000.0 BARD1 signaling events 0.0 55.0 57.0 -0.059 0.066 1000.0 -1000.0 -0.033 -1000.0 Circadian rhythm pathway 0.0 13.0 22.0 -0.078 0.057 1000.0 -1000.0 -0.036 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 32.0 54.0 -0.024 0.084 1000.0 -1000.0 -0.02 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 6.0 17.0 0.0 0.069 1000.0 -1000.0 -0.024 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 4.0 5.0 0.009 0.033 1000.0 -1000.0 0.019 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 0.0 65.0 85.0 -0.243 0.082 1000.0 -1000.0 -0.045 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 46.0 65.0 -0.039 0.071 1000.0 -1000.0 -0.035 -1000.0 Arf6 downstream pathway 0.0 8.0 43.0 -0.05 0.069 1000.0 -1000.0 -0.02 -1000.0 Aurora C signaling 0.0 3.0 7.0 -0.0 0.042 1000.0 -1000.0 -0.006 -1000.0 FOXA2 and FOXA3 transcription factor networks 0.0 16.0 46.0 -0.03 0.065 1000.0 -1000.0 -0.08 -1000.0 Glypican 1 network 0.0 37.0 48.0 -0.042 0.061 1000.0 -1000.0 -0.015 -1000.0 EPO signaling pathway 0.0 38.0 55.0 -0.002 0.089 1000.0 -1000.0 -0.015 -1000.0 Insulin-mediated glucose transport 0.0 8.0 32.0 -0.0 0.069 1000.0 -1000.0 -0.019 -1000.0 mTOR signaling pathway 0.0 19.0 53.0 -0.028 0.061 1000.0 -1000.0 -0.029 -1000.0 IFN-gamma pathway 0.0 38.0 68.0 -0.043 0.057 1000.0 -1000.0 -0.047 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 15.0 68.0 -0.052 0.068 1000.0 -1000.0 -0.025 -1000.0 Reelin signaling pathway 0.0 23.0 56.0 -0.052 0.085 1000.0 -1000.0 -0.016 -1000.0 S1P5 pathway 0.0 4.0 17.0 -0.007 0.034 1000.0 -1000.0 -0.005 -1000.0 ceramide signaling pathway 0.0 31.0 49.0 -0.031 0.049 1000.0 -1000.0 -0.037 -1000.0 HIF-2-alpha transcription factor network 0.0 26.0 43.0 -0.117 0.119 1000.0 -1000.0 -0.048 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 45.0 83.0 -0.025 0.067 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by HDAC Class I 0.0 38.0 104.0 -0.063 0.071 1000.0 -1000.0 -0.028 -1000.0 FoxO family signaling 0.0 27.0 64.0 -0.082 0.065 1000.0 -1000.0 -0.04 -1000.0 FAS signaling pathway (CD95) 0.0 31.0 47.0 -0.044 0.047 1000.0 -1000.0 -0.024 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 13.0 15.0 -0.059 0.033 1000.0 -1000.0 -0.013 -1000.0 Retinoic acid receptors-mediated signaling 0.0 22.0 58.0 -0.042 0.067 1000.0 -1000.0 -0.035 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 30.0 36.0 -0.097 0.064 1000.0 -1000.0 -0.031 -1000.0 Atypical NF-kappaB pathway 0.0 15.0 31.0 -0.013 0.047 1000.0 -1000.0 -0.01 -1000.0 IL2 signaling events mediated by PI3K 0.0 20.0 58.0 -0.017 0.058 1000.0 -1000.0 -0.034 -1000.0 TCR signaling in naïve CD8+ T cells 0.0 83.0 93.0 -0.144 0.169 1000.0 -1000.0 -0.041 -1000.0 Regulation of p38-alpha and p38-beta 0.0 43.0 54.0 -0.041 0.075 1000.0 -1000.0 -0.04 -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 37.0 51.0 -0.103 0.068 1000.0 -1000.0 -0.043 -1000.0 TCGA08_rtk_signaling 0.0 25.0 26.0 -0.052 0.071 1000.0 -1000.0 -0.012 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.081 1000.0 -1000.0 -0.023 -1000.0 IL2 signaling events mediated by STAT5 0.0 19.0 22.0 -0.08 0.044 1000.0 -1000.0 -0.024 -1000.0 Class I PI3K signaling events 0.0 70.0 73.0 -0.06 0.067 1000.0 -1000.0 -0.024 -1000.0 Arf6 trafficking events 0.0 18.0 71.0 -0.053 0.066 1000.0 -1000.0 -0.022 -1000.0 Regulation of Telomerase 0.0 80.0 102.0 -0.128 0.087 1000.0 -1000.0 -0.036 -1000.0 IGF1 pathway 0.0 17.0 57.0 -0.03 0.088 1000.0 -1000.0 -0.024 -1000.0 Insulin Pathway 0.0 37.0 74.0 -0.044 0.081 1000.0 -1000.0 -0.025 -1000.0 Plasma membrane estrogen receptor signaling 0.0 47.0 86.0 -0.043 0.049 1000.0 -1000.0 -0.043 -1000.0 VEGFR1 specific signals 0.0 6.0 56.0 -0.019 0.073 1000.0 -1000.0 -0.027 -1000.0 S1P3 pathway 0.0 18.0 42.0 -0.041 0.05 1000.0 -1000.0 -0.026 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 14.0 33.0 -0.055 0.087 1000.0 -1000.0 -0.032 -1000.0 Rapid glucocorticoid signaling 0.0 19.0 20.0 -0.097 0.028 1000.0 -1000.0 -0.003 -1000.0 PDGFR-beta signaling pathway 0.0 71.0 97.0 -0.04 0.094 1000.0 -1000.0 -0.028 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.031 0.032 1000.0 -1000.0 -0.018 -1000.0 S1P4 pathway 0.0 4.0 25.0 -0.0 0.045 1000.0 -1000.0 -0.012 -1000.0 p38 MAPK signaling pathway 0.0 35.0 44.0 -0.043 0.058 1000.0 -1000.0 -0.018 -1000.0 Arf1 pathway 0.0 2.0 54.0 -0.001 0.046 1000.0 -1000.0 -0.015 -1000.0 Alternative NF-kappaB pathway 0.0 5.0 13.0 -0.0 0.066 1000.0 -1000.0 -0.0 -1000.0 Regulation of Androgen receptor activity 0.0 60.0 70.0 -0.192 0.057 1000.0 -1000.0 -0.043 -1000.0 Total 130 10629 7203 -13.8468317651 -991.781064375 131000 -131000 -3.69450896438 -131000