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 Aurora B signaling 185.0 12405.0 67.0 -0.293 0.37 1000.0 -1000.0 -0.03 -1000.0 Aurora C signaling 118.0 827.0 7.0 -0.0 0.228 1000.0 -1000.0 -0.007 -1000.0 Endothelins 117.0 11313.0 96.0 -0.39 0.164 1000.0 -1000.0 -0.039 -1000.0 Signaling events regulated by Ret tyrosine kinase 111.0 9130.0 82.0 -0.146 0.038 1000.0 -1000.0 -0.032 -1000.0 Angiopoietin receptor Tie2-mediated signaling 103.0 9087.0 88.0 -0.304 0.114 1000.0 -1000.0 -0.05 -1000.0 p75(NTR)-mediated signaling 97.0 12175.0 125.0 -0.166 0.075 1000.0 -1000.0 -0.038 -1000.0 FOXM1 transcription factor network 88.0 4511.0 51.0 -0.284 0.28 1000.0 -1000.0 -0.057 -1000.0 PDGFR-alpha signaling pathway 85.0 3765.0 44.0 -0.276 0.036 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by the Hedgehog family 84.0 4401.0 52.0 -0.203 0.111 1000.0 -1000.0 -0.017 -1000.0 Integrins in angiogenesis 80.0 6728.0 84.0 -0.259 0.096 1000.0 -1000.0 -0.026 -1000.0 HIF-1-alpha transcription factor network 75.0 5769.0 76.0 -0.25 0.045 1000.0 -1000.0 -0.04 -1000.0 PLK1 signaling events 75.0 6409.0 85.0 -0.056 0.25 1000.0 -1000.0 -0.026 -1000.0 Reelin signaling pathway 74.0 4152.0 56.0 -0.117 0.045 1000.0 -1000.0 -0.019 -1000.0 Cellular roles of Anthrax toxin 65.0 2555.0 39.0 -0.092 0.053 1000.0 -1000.0 -0.016 -1000.0 Fc-epsilon receptor I signaling in mast cells 62.0 6104.0 97.0 -0.096 0.024 1000.0 -1000.0 -0.048 -1000.0 Effects of Botulinum toxin 61.0 1611.0 26.0 -0.104 0.114 1000.0 -1000.0 -0.007 -1000.0 S1P3 pathway 60.0 2557.0 42.0 -0.394 0.031 1000.0 -1000.0 -0.022 -1000.0 Nongenotropic Androgen signaling 59.0 3094.0 52.0 -0.231 0.136 1000.0 -1000.0 -0.023 -1000.0 Aurora A signaling 58.0 3493.0 60.0 -0.137 0.22 1000.0 -1000.0 -0.017 -1000.0 Wnt signaling 56.0 395.0 7.0 -0.066 0.035 1000.0 -1000.0 0.0 -1000.0 Noncanonical Wnt signaling pathway 51.0 1330.0 26.0 -0.123 0.035 1000.0 -1000.0 -0.019 -1000.0 IGF1 pathway 50.0 2873.0 57.0 -0.078 0.035 1000.0 -1000.0 -0.021 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 49.0 5920.0 120.0 -0.152 0.115 1000.0 -1000.0 -0.032 -1000.0 Ephrin B reverse signaling 48.0 2308.0 48.0 -0.092 0.028 1000.0 -1000.0 -0.028 -1000.0 TCGA08_p53 48.0 337.0 7.0 -0.033 0.019 1000.0 -1000.0 -0.007 -1000.0 Signaling mediated by p38-alpha and p38-beta 48.0 2118.0 44.0 -0.075 0.023 1000.0 -1000.0 -0.021 -1000.0 Glypican 1 network 46.0 2238.0 48.0 -0.168 0.102 1000.0 -1000.0 -0.022 -1000.0 TCGA08_retinoblastoma 45.0 364.0 8.0 -0.04 0.129 1000.0 -1000.0 -0.004 -1000.0 LPA4-mediated signaling events 44.0 531.0 12.0 -0.109 0.0 1000.0 -1000.0 -0.016 -1000.0 Thromboxane A2 receptor signaling 44.0 4636.0 105.0 -0.133 0.048 1000.0 -1000.0 -0.029 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 44.0 3011.0 68.0 -0.153 0.075 1000.0 -1000.0 -0.055 -1000.0 FOXA2 and FOXA3 transcription factor networks 42.0 1957.0 46.0 -0.191 0.183 1000.0 -1000.0 -0.061 -1000.0 Osteopontin-mediated events 41.0 1586.0 38.0 -0.087 0.096 1000.0 -1000.0 -0.023 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 40.0 1375.0 34.0 -0.017 0.029 1000.0 -1000.0 -0.021 -1000.0 BMP receptor signaling 40.0 3253.0 81.0 -0.23 0.043 1000.0 -1000.0 -0.022 -1000.0 Plasma membrane estrogen receptor signaling 40.0 3455.0 86.0 -0.192 0.081 1000.0 -1000.0 -0.031 -1000.0 Syndecan-1-mediated signaling events 39.0 1341.0 34.0 -0.048 0.158 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 39.0 3078.0 78.0 -0.136 0.056 1000.0 -1000.0 -0.034 -1000.0 amb2 Integrin signaling 38.0 3137.0 82.0 -0.104 0.128 1000.0 -1000.0 -0.021 -1000.0 Ephrin A reverse signaling 34.0 241.0 7.0 -0.026 0.013 1000.0 -1000.0 -0.007 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 34.0 2971.0 85.0 -0.206 0.031 1000.0 -1000.0 -0.036 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 33.0 1823.0 54.0 -0.1 0.048 1000.0 -1000.0 -0.023 -1000.0 LPA receptor mediated events 33.0 3461.0 102.0 -0.134 0.128 1000.0 -1000.0 -0.058 -1000.0 IL4-mediated signaling events 32.0 2939.0 91.0 -0.302 0.092 1000.0 -1000.0 -0.083 -1000.0 S1P1 pathway 32.0 1164.0 36.0 -0.149 0.022 1000.0 -1000.0 -0.023 -1000.0 EPHB forward signaling 32.0 2768.0 85.0 -0.055 0.048 1000.0 -1000.0 -0.042 -1000.0 Ras signaling in the CD4+ TCR pathway 32.0 550.0 17.0 -0.09 0.023 1000.0 -1000.0 -0.018 -1000.0 Visual signal transduction: Rods 30.0 1564.0 52.0 -0.057 0.112 1000.0 -1000.0 -0.011 -1000.0 Arf6 signaling events 29.0 1827.0 62.0 -0.061 0.043 1000.0 -1000.0 -0.039 -1000.0 S1P4 pathway 29.0 735.0 25.0 -0.065 0.038 1000.0 -1000.0 -0.013 -1000.0 EGFR-dependent Endothelin signaling events 28.0 601.0 21.0 -0.083 0.047 1000.0 -1000.0 -0.028 -1000.0 Glucocorticoid receptor regulatory network 27.0 3169.0 114.0 -0.149 0.206 1000.0 -1000.0 -0.038 -1000.0 FAS signaling pathway (CD95) 27.0 1292.0 47.0 -0.048 0.038 1000.0 -1000.0 -0.024 -1000.0 S1P5 pathway 26.0 453.0 17.0 -0.065 0.036 1000.0 -1000.0 -0.004 -1000.0 HIF-2-alpha transcription factor network 26.0 1149.0 43.0 -0.165 0.076 1000.0 -1000.0 -0.022 -1000.0 Syndecan-4-mediated signaling events 26.0 1776.0 67.0 -0.204 0.128 1000.0 -1000.0 -0.026 -1000.0 Insulin Pathway 26.0 1935.0 74.0 -0.097 0.114 1000.0 -1000.0 -0.03 -1000.0 Coregulation of Androgen receptor activity 25.0 1915.0 76.0 -0.09 0.124 1000.0 -1000.0 -0.014 -1000.0 Presenilin action in Notch and Wnt signaling 25.0 1581.0 61.0 -0.087 0.083 1000.0 -1000.0 -0.026 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 25.0 1349.0 52.0 -0.055 0.047 1000.0 -1000.0 -0.019 -1000.0 Glypican 2 network 25.0 102.0 4.0 0.023 0.043 1000.0 -1000.0 0.021 -1000.0 TCGA08_rtk_signaling 25.0 663.0 26.0 -0.096 0.032 1000.0 -1000.0 -0.013 -1000.0 Visual signal transduction: Cones 24.0 943.0 38.0 -0.057 0.033 1000.0 -1000.0 -0.017 -1000.0 Syndecan-2-mediated signaling events 24.0 1701.0 69.0 -0.01 0.102 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by PTP1B 24.0 1851.0 76.0 -0.089 0.037 1000.0 -1000.0 -0.044 -1000.0 TCR signaling in naïve CD8+ T cells 24.0 2299.0 93.0 -0.014 0.052 1000.0 -1000.0 -0.033 -1000.0 Calcium signaling in the CD4+ TCR pathway 24.0 763.0 31.0 -0.088 0.042 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 24.0 3063.0 125.0 -0.054 0.044 1000.0 -1000.0 -0.026 -1000.0 Regulation of Androgen receptor activity 23.0 1628.0 70.0 -0.039 0.191 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by STAT5 22.0 490.0 22.0 -0.096 0.076 1000.0 -1000.0 -0.021 -1000.0 BCR signaling pathway 22.0 2206.0 99.0 -0.038 0.058 1000.0 -1000.0 -0.04 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 22.0 736.0 33.0 -0.122 0.125 1000.0 -1000.0 -0.029 -1000.0 Hedgehog signaling events mediated by Gli proteins 21.0 1386.0 65.0 -0.093 0.052 1000.0 -1000.0 -0.033 -1000.0 Canonical Wnt signaling pathway 21.0 1112.0 51.0 -0.048 0.083 1000.0 -1000.0 -0.026 -1000.0 EPO signaling pathway 20.0 1106.0 55.0 -0.042 0.039 1000.0 -1000.0 -0.014 -1000.0 Regulation of p38-alpha and p38-beta 20.0 1084.0 54.0 -0.133 0.053 1000.0 -1000.0 -0.038 -1000.0 IL6-mediated signaling events 20.0 1510.0 75.0 -0.086 0.089 1000.0 -1000.0 -0.03 -1000.0 mTOR signaling pathway 19.0 1024.0 53.0 -0.029 0.025 1000.0 -1000.0 -0.032 -1000.0 Class I PI3K signaling events mediated by Akt 19.0 1334.0 68.0 -0.082 0.206 1000.0 -1000.0 -0.022 -1000.0 IL1-mediated signaling events 19.0 1187.0 62.0 -0.026 0.068 1000.0 -1000.0 -0.029 -1000.0 BARD1 signaling events 18.0 1039.0 57.0 -0.045 0.132 1000.0 -1000.0 -0.038 -1000.0 Regulation of nuclear SMAD2/3 signaling 17.0 2335.0 136.0 -0.086 0.138 1000.0 -1000.0 -0.026 -1000.0 IL12-mediated signaling events 17.0 1539.0 87.0 -0.288 0.06 1000.0 -1000.0 -0.051 -1000.0 IFN-gamma pathway 17.0 1203.0 68.0 -0.179 0.073 1000.0 -1000.0 -0.04 -1000.0 Nectin adhesion pathway 17.0 1090.0 63.0 -0.038 0.054 1000.0 -1000.0 -0.036 -1000.0 Syndecan-3-mediated signaling events 17.0 601.0 35.0 -0.06 0.097 1000.0 -1000.0 -0.009 -1000.0 Rapid glucocorticoid signaling 17.0 351.0 20.0 -0.031 0.026 1000.0 -1000.0 -0.009 -1000.0 Retinoic acid receptors-mediated signaling 16.0 974.0 58.0 -0.017 0.05 1000.0 -1000.0 -0.03 -1000.0 IL2 signaling events mediated by PI3K 16.0 943.0 58.0 -0.033 0.117 1000.0 -1000.0 -0.023 -1000.0 Regulation of Telomerase 16.0 1633.0 102.0 -0.241 0.086 1000.0 -1000.0 -0.026 -1000.0 ErbB2/ErbB3 signaling events 15.0 982.0 65.0 -0.073 0.048 1000.0 -1000.0 -0.047 -1000.0 JNK signaling in the CD4+ TCR pathway 15.0 268.0 17.0 -0.045 0.056 1000.0 -1000.0 -0.022 -1000.0 Insulin-mediated glucose transport 15.0 511.0 32.0 -0.083 0.206 1000.0 -1000.0 -0.014 -1000.0 FoxO family signaling 15.0 973.0 64.0 -0.016 0.206 1000.0 -1000.0 -0.029 -1000.0 PDGFR-beta signaling pathway 15.0 1525.0 97.0 -0.021 0.049 1000.0 -1000.0 -0.034 -1000.0 Ceramide signaling pathway 14.0 1134.0 76.0 -0.048 0.06 1000.0 -1000.0 -0.023 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 14.0 1170.0 83.0 -0.022 0.206 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by PRL 14.0 483.0 34.0 -0.037 0.091 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling in keratinocytes 14.0 621.0 43.0 -0.008 0.038 1000.0 -1000.0 -0.011 -1000.0 Caspase cascade in apoptosis 13.0 972.0 74.0 -0.029 0.148 1000.0 -1000.0 -0.022 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 13.0 623.0 45.0 -0.005 0.057 1000.0 -1000.0 -0.03 -1000.0 IL23-mediated signaling events 13.0 832.0 60.0 -0.007 0.232 1000.0 -1000.0 -0.093 -1000.0 ErbB4 signaling events 12.0 853.0 69.0 -0.049 0.055 1000.0 -1000.0 -0.023 -1000.0 Sphingosine 1-phosphate (S1P) pathway 12.0 353.0 28.0 -0.065 0.041 1000.0 -1000.0 -0.014 -1000.0 ceramide signaling pathway 12.0 629.0 49.0 -0.01 0.054 1000.0 -1000.0 -0.023 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 11.0 417.0 37.0 -0.021 0.063 1000.0 -1000.0 -0.018 -1000.0 Signaling mediated by p38-gamma and p38-delta 11.0 173.0 15.0 -0.011 0.022 1000.0 -1000.0 -0.024 -1000.0 IL27-mediated signaling events 11.0 569.0 51.0 -0.032 0.039 1000.0 -1000.0 -0.032 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 11.0 840.0 74.0 -0.048 0.077 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling in the nascent adherens junction 11.0 852.0 76.0 -0.03 0.056 1000.0 -1000.0 -0.036 -1000.0 Class IB PI3K non-lipid kinase events 10.0 30.0 3.0 -0.022 0.022 1000.0 -1000.0 -0.019 -1000.0 Canonical NF-kappaB pathway 9.0 372.0 39.0 -0.008 0.053 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class III 8.0 346.0 40.0 -0.052 0.04 1000.0 -1000.0 -0.031 -1000.0 p38 MAPK signaling pathway 8.0 356.0 44.0 -0.003 0.064 1000.0 -1000.0 -0.012 -1000.0 Signaling events mediated by HDAC Class II 7.0 562.0 75.0 -0.033 0.044 1000.0 -1000.0 -0.019 -1000.0 Arf6 trafficking events 7.0 508.0 71.0 -0.155 0.041 1000.0 -1000.0 -0.031 -1000.0 Class I PI3K signaling events 6.0 500.0 73.0 -0.023 0.042 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by HDAC Class I 5.0 522.0 104.0 -0.035 0.057 1000.0 -1000.0 -0.035 -1000.0 Arf6 downstream pathway 4.0 185.0 43.0 -0.037 0.041 1000.0 -1000.0 -0.027 -1000.0 TRAIL signaling pathway 4.0 222.0 48.0 -0.01 0.049 1000.0 -1000.0 -0.026 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 174.0 36.0 -0.041 0.043 1000.0 -1000.0 -0.023 -1000.0 VEGFR1 specific signals 4.0 268.0 56.0 -0.041 0.047 1000.0 -1000.0 -0.026 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 3.0 78.0 23.0 0.002 0.045 1000.0 -1000.0 -0.013 -1000.0 PLK2 and PLK4 events 3.0 11.0 3.0 -0.011 0.025 1000.0 -1000.0 -0.015 -1000.0 Arf1 pathway 3.0 183.0 54.0 -0.006 0.041 1000.0 -1000.0 -0.01 -1000.0 a4b1 and a4b7 Integrin signaling 2.0 10.0 5.0 0.022 0.033 1000.0 -1000.0 0.016 -1000.0 Atypical NF-kappaB pathway 2.0 86.0 31.0 -0.011 0.026 1000.0 -1000.0 -0.016 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 2.0 59.0 27.0 -0.013 0.054 1000.0 -1000.0 -0.026 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 0.019 0.038 1000.0 -1000.0 0.018 -1000.0 Circadian rhythm pathway 0.0 19.0 22.0 -0.005 0.048 1000.0 -1000.0 -0.02 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 -0.0 0.059 1000.0 -1000.0 -0.0 -1000.0 Total 4123 247768 7203 -11.6765637425 10.3374094826 131000 -131000 -3.38495127801 -131000