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 8.0 428.0 51.0 -0.652 0.039 1000.0 -1000.0 -0.104 -1000.0 HIF-1-alpha transcription factor network 6.0 475.0 76.0 -0.529 0.054 1000.0 -1000.0 -0.071 -1000.0 TCGA08_retinoblastoma 5.0 43.0 8.0 -0.11 0.054 1000.0 -1000.0 -0.002 -1000.0 Osteopontin-mediated events 4.0 178.0 38.0 -0.309 0.04 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by the Hedgehog family 4.0 232.0 52.0 -0.27 0.119 1000.0 -1000.0 -0.032 -1000.0 Endothelins 4.0 401.0 96.0 -0.271 0.051 1000.0 -1000.0 -0.042 -1000.0 IL23-mediated signaling events 4.0 282.0 60.0 -0.58 0.037 1000.0 -1000.0 -0.083 -1000.0 IL12-mediated signaling events 3.0 279.0 87.0 -0.285 0.04 1000.0 -1000.0 -0.061 -1000.0 IL4-mediated signaling events 3.0 319.0 91.0 -0.724 0.566 1000.0 -1000.0 -0.117 -1000.0 Fc-epsilon receptor I signaling in mast cells 3.0 315.0 97.0 -0.158 0.04 1000.0 -1000.0 -0.065 -1000.0 TCGA08_p53 3.0 24.0 7.0 -0.09 0.055 1000.0 -1000.0 -0.011 -1000.0 Signaling mediated by p38-alpha and p38-beta 3.0 144.0 44.0 -0.141 0.04 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 375.0 125.0 -0.122 0.055 1000.0 -1000.0 -0.053 -1000.0 IL27-mediated signaling events 3.0 175.0 51.0 -0.218 0.167 1000.0 -1000.0 -0.062 -1000.0 Wnt signaling 3.0 23.0 7.0 -0.098 0.039 1000.0 -1000.0 -0.015 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 255.0 68.0 -0.471 0.163 1000.0 -1000.0 -0.082 -1000.0 EGFR-dependent Endothelin signaling events 3.0 73.0 21.0 -0.109 0.054 1000.0 -1000.0 -0.015 -1000.0 Syndecan-1-mediated signaling events 2.0 90.0 34.0 -0.172 0.04 1000.0 -1000.0 -0.046 -1000.0 Visual signal transduction: Cones 2.0 110.0 38.0 -0.163 0.051 1000.0 -1000.0 -0.007 -1000.0 Noncanonical Wnt signaling pathway 2.0 54.0 26.0 -0.098 0.04 1000.0 -1000.0 -0.046 -1000.0 Syndecan-2-mediated signaling events 2.0 141.0 69.0 -0.193 0.057 1000.0 -1000.0 -0.038 -1000.0 BMP receptor signaling 2.0 190.0 81.0 -0.209 0.073 1000.0 -1000.0 -0.054 -1000.0 amb2 Integrin signaling 2.0 232.0 82.0 -0.153 0.05 1000.0 -1000.0 -0.042 -1000.0 Glucocorticoid receptor regulatory network 2.0 247.0 114.0 -0.404 0.085 1000.0 -1000.0 -0.057 -1000.0 IL1-mediated signaling events 2.0 149.0 62.0 -0.147 0.067 1000.0 -1000.0 -0.046 -1000.0 Ephrin B reverse signaling 2.0 133.0 48.0 -0.123 0.04 1000.0 -1000.0 -0.026 -1000.0 Syndecan-3-mediated signaling events 2.0 90.0 35.0 -0.193 0.061 1000.0 -1000.0 -0.04 -1000.0 Integrins in angiogenesis 2.0 191.0 84.0 -0.163 0.046 1000.0 -1000.0 -0.044 -1000.0 TCR signaling in naïve CD8+ T cells 2.0 207.0 93.0 -0.057 0.054 1000.0 -1000.0 -0.05 -1000.0 Glypican 2 network 2.0 9.0 4.0 -0.025 -0.0 1000.0 -1000.0 -0.0 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 77.0 31.0 -0.245 0.043 1000.0 -1000.0 -0.051 -1000.0 IL6-mediated signaling events 2.0 191.0 75.0 -0.452 0.046 1000.0 -1000.0 -0.049 -1000.0 BCR signaling pathway 2.0 265.0 99.0 -0.191 0.073 1000.0 -1000.0 -0.059 -1000.0 Syndecan-4-mediated signaling events 2.0 187.0 67.0 -0.117 0.056 1000.0 -1000.0 -0.037 -1000.0 Insulin Pathway 2.0 148.0 74.0 -0.127 0.065 1000.0 -1000.0 -0.041 -1000.0 Plasma membrane estrogen receptor signaling 2.0 253.0 86.0 -0.196 0.186 1000.0 -1000.0 -0.063 -1000.0 Visual signal transduction: Rods 2.0 155.0 52.0 -0.218 0.048 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 191.0 78.0 -0.124 0.045 1000.0 -1000.0 -0.051 -1000.0 Caspase cascade in apoptosis 1.0 124.0 74.0 -0.064 0.052 1000.0 -1000.0 -0.052 -1000.0 Coregulation of Androgen receptor activity 1.0 91.0 76.0 -0.209 0.051 1000.0 -1000.0 -0.036 -1000.0 ErbB4 signaling events 1.0 75.0 69.0 -0.316 0.074 1000.0 -1000.0 -0.049 -1000.0 PLK2 and PLK4 events 1.0 5.0 3.0 -0.013 0.039 1000.0 -1000.0 -0.006 -1000.0 Thromboxane A2 receptor signaling 1.0 199.0 105.0 -0.089 0.052 1000.0 -1000.0 -0.054 -1000.0 Cellular roles of Anthrax toxin 1.0 55.0 39.0 -0.062 0.036 1000.0 -1000.0 -0.029 -1000.0 Arf6 signaling events 1.0 114.0 62.0 -0.109 0.04 1000.0 -1000.0 -0.018 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 143.0 85.0 -0.129 0.043 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by PTP1B 1.0 145.0 76.0 -0.146 0.1 1000.0 -1000.0 -0.04 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 67.0 65.0 -0.245 0.078 1000.0 -1000.0 -0.043 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 73.0 61.0 -0.167 0.061 1000.0 -1000.0 -0.039 -1000.0 FOXA2 and FOXA3 transcription factor networks 1.0 78.0 46.0 -0.257 0.045 1000.0 -1000.0 -0.072 -1000.0 Glypican 1 network 1.0 53.0 48.0 -0.011 0.054 1000.0 -1000.0 -0.028 -1000.0 PLK1 signaling events 1.0 86.0 85.0 -0.138 0.059 1000.0 -1000.0 -0.03 -1000.0 mTOR signaling pathway 1.0 104.0 53.0 -0.093 0.039 1000.0 -1000.0 -0.041 -1000.0 IFN-gamma pathway 1.0 104.0 68.0 -0.111 0.04 1000.0 -1000.0 -0.061 -1000.0 Nectin adhesion pathway 1.0 124.0 63.0 -0.099 0.06 1000.0 -1000.0 -0.056 -1000.0 Ceramide signaling pathway 1.0 92.0 76.0 -0.064 0.055 1000.0 -1000.0 -0.048 -1000.0 TRAIL signaling pathway 1.0 83.0 48.0 -0.029 0.04 1000.0 -1000.0 -0.045 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 70.0 52.0 -0.092 0.083 1000.0 -1000.0 -0.031 -1000.0 HIF-2-alpha transcription factor network 1.0 61.0 43.0 -0.169 0.078 1000.0 -1000.0 -0.037 -1000.0 S1P1 pathway 1.0 57.0 36.0 -0.132 0.039 1000.0 -1000.0 -0.039 -1000.0 FAS signaling pathway (CD95) 1.0 87.0 47.0 -0.112 0.049 1000.0 -1000.0 -0.038 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 17.0 15.0 -0.041 0.039 1000.0 -1000.0 -0.028 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 56.0 45.0 -0.06 0.054 1000.0 -1000.0 -0.056 -1000.0 Canonical Wnt signaling pathway 1.0 79.0 51.0 -0.167 0.095 1000.0 -1000.0 -0.047 -1000.0 EPHB forward signaling 1.0 115.0 85.0 -0.071 0.084 1000.0 -1000.0 -0.071 -1000.0 Effects of Botulinum toxin 1.0 33.0 26.0 -0.033 0.035 1000.0 -1000.0 -0.003 -1000.0 Nongenotropic Androgen signaling 1.0 53.0 52.0 -0.029 0.049 1000.0 -1000.0 -0.035 -1000.0 TCGA08_rtk_signaling 1.0 30.0 26.0 -0.085 0.04 1000.0 -1000.0 -0.004 -1000.0 LPA receptor mediated events 1.0 166.0 102.0 -0.223 0.068 1000.0 -1000.0 -0.074 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 123.0 74.0 -0.128 0.058 1000.0 -1000.0 -0.069 -1000.0 IGF1 pathway 1.0 67.0 57.0 -0.052 0.063 1000.0 -1000.0 -0.039 -1000.0 VEGFR1 specific signals 1.0 60.0 56.0 -0.023 0.039 1000.0 -1000.0 -0.048 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 33.0 33.0 -0.134 0.097 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling in keratinocytes 1.0 44.0 43.0 -0.085 0.04 1000.0 -1000.0 -0.044 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.029 0.029 1000.0 -1000.0 -0.013 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 -0.007 0.035 1000.0 -1000.0 0.014 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 22.0 17.0 -0.0 0.042 1000.0 -1000.0 -0.021 -1000.0 Aurora B signaling 1.0 127.0 67.0 -0.128 0.044 1000.0 -1000.0 -0.041 -1000.0 LPA4-mediated signaling events 0.0 5.0 12.0 -0.005 0.058 1000.0 -1000.0 -0.019 -1000.0 ErbB2/ErbB3 signaling events 0.0 28.0 65.0 -0.024 0.072 1000.0 -1000.0 -0.06 -1000.0 Regulation of nuclear SMAD2/3 signaling 0.0 94.0 136.0 -0.165 0.161 1000.0 -1000.0 -0.045 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 7.0 23.0 -0.003 0.068 1000.0 -1000.0 -0.029 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 8.0 34.0 -0.043 0.085 1000.0 -1000.0 -0.031 -1000.0 Canonical NF-kappaB pathway 0.0 11.0 39.0 -0.0 0.081 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class II 0.0 43.0 75.0 -0.119 0.076 1000.0 -1000.0 -0.028 -1000.0 BARD1 signaling events 0.0 14.0 57.0 -0.071 0.074 1000.0 -1000.0 -0.044 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 25.0 28.0 -0.034 0.043 1000.0 -1000.0 -0.017 -1000.0 Circadian rhythm pathway 0.0 14.0 22.0 -0.097 0.078 1000.0 -1000.0 -0.04 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 26.0 54.0 -0.04 0.052 1000.0 -1000.0 -0.065 -1000.0 Ephrin A reverse signaling 0.0 6.0 7.0 -0.0 0.029 1000.0 -1000.0 -0.006 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 3.0 17.0 -0.003 0.084 1000.0 -1000.0 -0.034 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.037 0.057 1000.0 -1000.0 0.012 -1000.0 Aurora A signaling 0.0 46.0 60.0 -0.065 0.081 1000.0 -1000.0 -0.021 -1000.0 p75(NTR)-mediated signaling 0.0 115.0 125.0 -0.177 0.086 1000.0 -1000.0 -0.058 -1000.0 Arf6 downstream pathway 0.0 26.0 43.0 -0.041 0.054 1000.0 -1000.0 -0.032 -1000.0 Aurora C signaling 0.0 5.0 7.0 -0.026 0.042 1000.0 -1000.0 -0.015 -1000.0 EPO signaling pathway 0.0 18.0 55.0 0.0 0.08 1000.0 -1000.0 -0.036 -1000.0 Insulin-mediated glucose transport 0.0 9.0 32.0 -0.024 0.05 1000.0 -1000.0 -0.029 -1000.0 PDGFR-alpha signaling pathway 0.0 34.0 44.0 -0.067 0.064 1000.0 -1000.0 -0.035 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 57.0 68.0 -0.034 0.064 1000.0 -1000.0 -0.043 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 12.0 37.0 -0.004 0.09 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by HDAC Class III 0.0 20.0 40.0 -0.091 0.071 1000.0 -1000.0 -0.022 -1000.0 Reelin signaling pathway 0.0 55.0 56.0 -0.041 0.057 1000.0 -1000.0 -0.043 -1000.0 Signaling events regulated by Ret tyrosine kinase 0.0 75.0 82.0 -0.051 0.06 1000.0 -1000.0 -0.077 -1000.0 S1P5 pathway 0.0 6.0 17.0 -0.03 0.04 1000.0 -1000.0 -0.014 -1000.0 ceramide signaling pathway 0.0 28.0 49.0 -0.064 0.044 1000.0 -1000.0 -0.047 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 24.0 83.0 -0.03 0.074 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class I 0.0 21.0 104.0 -0.05 0.083 1000.0 -1000.0 -0.037 -1000.0 FoxO family signaling 0.0 56.0 64.0 -0.24 0.054 1000.0 -1000.0 -0.053 -1000.0 Retinoic acid receptors-mediated signaling 0.0 39.0 58.0 -0.018 0.079 1000.0 -1000.0 -0.055 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 12.0 36.0 -0.076 0.081 1000.0 -1000.0 -0.038 -1000.0 Atypical NF-kappaB pathway 0.0 12.0 31.0 -0.0 0.057 1000.0 -1000.0 -0.027 -1000.0 IL2 signaling events mediated by PI3K 0.0 39.0 58.0 -0.031 0.091 1000.0 -1000.0 -0.043 -1000.0 Regulation of p38-alpha and p38-beta 0.0 38.0 54.0 -0.033 0.077 1000.0 -1000.0 -0.04 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 58.0 76.0 -0.049 0.06 1000.0 -1000.0 -0.075 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.065 1000.0 -1000.0 -0.038 -1000.0 IL2 signaling events mediated by STAT5 0.0 13.0 22.0 -0.063 0.045 1000.0 -1000.0 -0.043 -1000.0 Class I PI3K signaling events 0.0 52.0 73.0 -0.037 0.04 1000.0 -1000.0 -0.042 -1000.0 Arf6 trafficking events 0.0 7.0 71.0 -0.043 0.046 1000.0 -1000.0 -0.031 -1000.0 Regulation of Telomerase 0.0 92.0 102.0 -0.119 0.075 1000.0 -1000.0 -0.054 -1000.0 S1P3 pathway 0.0 25.0 42.0 -0.034 0.043 1000.0 -1000.0 -0.037 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 54.0 88.0 -0.113 0.096 1000.0 -1000.0 -0.074 -1000.0 Rapid glucocorticoid signaling 0.0 10.0 20.0 -0.0 0.04 1000.0 -1000.0 -0.007 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 0.0 90.0 120.0 -0.089 0.082 1000.0 -1000.0 -0.052 -1000.0 PDGFR-beta signaling pathway 0.0 46.0 97.0 -0.045 0.09 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by PRL 0.0 30.0 34.0 -0.109 0.057 1000.0 -1000.0 -0.038 -1000.0 S1P4 pathway 0.0 9.0 25.0 -0.0 0.048 1000.0 -1000.0 -0.028 -1000.0 p38 MAPK signaling pathway 0.0 34.0 44.0 -0.076 0.065 1000.0 -1000.0 -0.035 -1000.0 Arf1 pathway 0.0 5.0 54.0 -0.001 0.047 1000.0 -1000.0 -0.021 -1000.0 Alternative NF-kappaB pathway 0.0 1.0 13.0 0.0 0.093 1000.0 -1000.0 0.0 -1000.0 Regulation of Androgen receptor activity 0.0 47.0 70.0 -0.212 0.05 1000.0 -1000.0 -0.05 -1000.0 Total 147 12063 7203 -15.8027169338 8.54597600666 131000 -131000 -5.28840377423 -131000