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 185.0 9471.0 51.0 -0.04 0.815 1000.0 -1000.0 -0.089 -1000.0 Glypican 2 network 132.0 530.0 4.0 0.085 0.137 1000.0 -1000.0 0.017 -1000.0 Angiopoietin receptor Tie2-mediated signaling 107.0 9439.0 88.0 -0.533 0.103 1000.0 -1000.0 -0.049 -1000.0 Aurora B signaling 100.0 6738.0 67.0 -0.154 0.291 1000.0 -1000.0 -0.028 -1000.0 HIF-1-alpha transcription factor network 95.0 7280.0 76.0 -0.052 0.438 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by the Hedgehog family 85.0 4465.0 52.0 -0.221 0.105 1000.0 -1000.0 -0.03 -1000.0 Endothelins 64.0 6219.0 96.0 -0.296 0.2 1000.0 -1000.0 -0.029 -1000.0 PLK1 signaling events 63.0 5373.0 85.0 -0.053 0.204 1000.0 -1000.0 -0.03 -1000.0 Aurora C signaling 55.0 387.0 7.0 -0.0 0.173 1000.0 -1000.0 -0.005 -1000.0 Signaling mediated by p38-alpha and p38-beta 50.0 2203.0 44.0 -0.098 0.021 1000.0 -1000.0 -0.016 -1000.0 Visual signal transduction: Cones 48.0 1844.0 38.0 -0.088 0.12 1000.0 -1000.0 -0.015 -1000.0 Signaling events regulated by Ret tyrosine kinase 48.0 3939.0 82.0 -0.081 0.063 1000.0 -1000.0 -0.043 -1000.0 FOXA2 and FOXA3 transcription factor networks 47.0 2206.0 46.0 -0.204 0.154 1000.0 -1000.0 -0.063 -1000.0 IL4-mediated signaling events 44.0 4092.0 91.0 -0.647 0.356 1000.0 -1000.0 -0.088 -1000.0 Osteopontin-mediated events 43.0 1647.0 38.0 -0.004 0.251 1000.0 -1000.0 -0.033 -1000.0 Fc-epsilon receptor I signaling in mast cells 42.0 4166.0 97.0 -0.102 0.021 1000.0 -1000.0 -0.041 -1000.0 BMP receptor signaling 40.0 3278.0 81.0 -0.179 0.232 1000.0 -1000.0 -0.022 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 40.0 2127.0 52.0 -0.138 0.045 1000.0 -1000.0 -0.024 -1000.0 Syndecan-1-mediated signaling events 39.0 1331.0 34.0 -0.0 0.219 1000.0 -1000.0 -0.019 -1000.0 amb2 Integrin signaling 39.0 3277.0 82.0 -0.297 0.076 1000.0 -1000.0 -0.024 -1000.0 Ephrin B reverse signaling 39.0 1887.0 48.0 -0.079 0.079 1000.0 -1000.0 -0.025 -1000.0 Visual signal transduction: Rods 37.0 1946.0 52.0 -0.088 0.101 1000.0 -1000.0 -0.03 -1000.0 p75(NTR)-mediated signaling 32.0 4005.0 125.0 -0.139 0.14 1000.0 -1000.0 -0.043 -1000.0 IL23-mediated signaling events 30.0 1835.0 60.0 -0.191 0.027 1000.0 -1000.0 -0.09 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 29.0 2017.0 68.0 -0.149 0.065 1000.0 -1000.0 -0.048 -1000.0 Glucocorticoid receptor regulatory network 28.0 3198.0 114.0 -0.27 0.177 1000.0 -1000.0 -0.037 -1000.0 LPA4-mediated signaling events 27.0 325.0 12.0 -0.072 -0.0 1000.0 -1000.0 -0.016 -1000.0 Integrins in angiogenesis 27.0 2278.0 84.0 -0.084 0.247 1000.0 -1000.0 -0.041 -1000.0 Arf6 signaling events 26.0 1666.0 62.0 -0.106 0.074 1000.0 -1000.0 -0.029 -1000.0 HIF-2-alpha transcription factor network 26.0 1138.0 43.0 -0.135 0.148 1000.0 -1000.0 -0.038 -1000.0 Canonical Wnt signaling pathway 26.0 1359.0 51.0 -0.205 0.094 1000.0 -1000.0 -0.026 -1000.0 TCGA08_retinoblastoma 26.0 215.0 8.0 -0.022 0.1 1000.0 -1000.0 -0.005 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 26.0 3130.0 120.0 -0.165 0.143 1000.0 -1000.0 -0.04 -1000.0 EGFR-dependent Endothelin signaling events 25.0 525.0 21.0 -0.024 0.074 1000.0 -1000.0 -0.028 -1000.0 Thromboxane A2 receptor signaling 24.0 2617.0 105.0 -0.102 0.074 1000.0 -1000.0 -0.036 -1000.0 Presenilin action in Notch and Wnt signaling 24.0 1479.0 61.0 -0.206 0.094 1000.0 -1000.0 -0.029 -1000.0 Aurora A signaling 24.0 1469.0 60.0 -0.029 0.192 1000.0 -1000.0 -0.018 -1000.0 Reelin signaling pathway 24.0 1376.0 56.0 -0.038 0.047 1000.0 -1000.0 -0.023 -1000.0 TCGA08_p53 24.0 172.0 7.0 -0.021 0.019 1000.0 -1000.0 -0.008 -1000.0 IL6-mediated signaling events 24.0 1802.0 75.0 -0.149 0.053 1000.0 -1000.0 -0.039 -1000.0 Wnt signaling 23.0 161.0 7.0 -0.026 0.038 1000.0 -1000.0 -0.006 -1000.0 Noncanonical Wnt signaling pathway 21.0 564.0 26.0 -0.047 0.038 1000.0 -1000.0 -0.023 -1000.0 Glypican 1 network 21.0 1018.0 48.0 -0.053 0.037 1000.0 -1000.0 -0.021 -1000.0 Effects of Botulinum toxin 21.0 563.0 26.0 -0.0 0.042 1000.0 -1000.0 -0.01 -1000.0 Nongenotropic Androgen signaling 20.0 1063.0 52.0 -0.069 0.049 1000.0 -1000.0 -0.026 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 19.0 647.0 33.0 -0.077 0.098 1000.0 -1000.0 -0.022 -1000.0 S1P4 pathway 19.0 492.0 25.0 -0.028 0.027 1000.0 -1000.0 -0.014 -1000.0 FoxO family signaling 18.0 1200.0 64.0 0.0 0.211 1000.0 -1000.0 -0.035 -1000.0 Syndecan-4-mediated signaling events 18.0 1257.0 67.0 -0.046 0.135 1000.0 -1000.0 -0.026 -1000.0 ErbB4 signaling events 17.0 1209.0 69.0 -0.112 0.141 1000.0 -1000.0 -0.026 -1000.0 PDGFR-alpha signaling pathway 17.0 778.0 44.0 -0.184 0.037 1000.0 -1000.0 -0.03 -1000.0 IL1-mediated signaling events 17.0 1095.0 62.0 -0.076 0.042 1000.0 -1000.0 -0.04 -1000.0 LPA receptor mediated events 17.0 1776.0 102.0 -0.056 0.072 1000.0 -1000.0 -0.061 -1000.0 Regulation of Androgen receptor activity 17.0 1205.0 70.0 -0.137 0.123 1000.0 -1000.0 -0.027 -1000.0 Syndecan-2-mediated signaling events 16.0 1147.0 69.0 -0.046 0.057 1000.0 -1000.0 -0.032 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 15.0 513.0 34.0 -0.035 0.059 1000.0 -1000.0 -0.022 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 15.0 816.0 54.0 -0.033 0.109 1000.0 -1000.0 -0.031 -1000.0 S1P5 pathway 15.0 262.0 17.0 -0.02 0.021 1000.0 -1000.0 -0.002 -1000.0 FAS signaling pathway (CD95) 15.0 736.0 47.0 -0.231 0.034 1000.0 -1000.0 -0.026 -1000.0 EPHB forward signaling 15.0 1295.0 85.0 -0.032 0.088 1000.0 -1000.0 -0.044 -1000.0 Calcium signaling in the CD4+ TCR pathway 15.0 493.0 31.0 -0.037 0.034 1000.0 -1000.0 -0.028 -1000.0 Class IB PI3K non-lipid kinase events 15.0 45.0 3.0 -0.007 0.007 1000.0 -1000.0 -0.019 -1000.0 IL12-mediated signaling events 14.0 1291.0 87.0 -0.133 0.059 1000.0 -1000.0 -0.054 -1000.0 PLK2 and PLK4 events 14.0 42.0 3.0 -0.007 0.038 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PTP1B 14.0 1083.0 76.0 -0.053 0.075 1000.0 -1000.0 -0.029 -1000.0 Ceramide signaling pathway 14.0 1126.0 76.0 -0.02 0.074 1000.0 -1000.0 -0.025 -1000.0 BCR signaling pathway 14.0 1418.0 99.0 -0.046 0.081 1000.0 -1000.0 -0.039 -1000.0 Plasma membrane estrogen receptor signaling 14.0 1268.0 86.0 -0.063 0.06 1000.0 -1000.0 -0.038 -1000.0 Coregulation of Androgen receptor activity 13.0 1020.0 76.0 -0.06 0.097 1000.0 -1000.0 -0.014 -1000.0 Nectin adhesion pathway 13.0 873.0 63.0 -0.041 0.05 1000.0 -1000.0 -0.045 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1218.0 93.0 -0.031 0.033 1000.0 -1000.0 -0.037 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 12.0 1070.0 85.0 -0.066 0.036 1000.0 -1000.0 -0.035 -1000.0 S1P1 pathway 12.0 434.0 36.0 -0.086 0.021 1000.0 -1000.0 -0.026 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 12.0 928.0 74.0 -0.093 0.074 1000.0 -1000.0 -0.048 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 12.0 948.0 78.0 -0.041 0.022 1000.0 -1000.0 -0.036 -1000.0 ErbB2/ErbB3 signaling events 11.0 772.0 65.0 -0.05 0.03 1000.0 -1000.0 -0.049 -1000.0 Caspase cascade in apoptosis 11.0 845.0 74.0 -0.03 0.078 1000.0 -1000.0 -0.028 -1000.0 BARD1 signaling events 11.0 683.0 57.0 -0.046 0.117 1000.0 -1000.0 -0.04 -1000.0 Regulation of p38-alpha and p38-beta 11.0 596.0 54.0 -0.038 0.058 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by HDAC Class III 10.0 432.0 40.0 -0.061 0.065 1000.0 -1000.0 -0.029 -1000.0 Syndecan-3-mediated signaling events 10.0 384.0 35.0 -0.114 0.046 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 9.0 1167.0 125.0 -0.184 0.041 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by PRL 9.0 307.0 34.0 -0.023 0.089 1000.0 -1000.0 -0.03 -1000.0 IL27-mediated signaling events 8.0 444.0 51.0 -0.044 0.036 1000.0 -1000.0 -0.036 -1000.0 IL2 signaling events mediated by STAT5 8.0 192.0 22.0 -0.028 0.1 1000.0 -1000.0 -0.029 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 957.0 136.0 -0.17 0.074 1000.0 -1000.0 -0.029 -1000.0 Ephrin A reverse signaling 7.0 55.0 7.0 -0.014 0.029 1000.0 -1000.0 -0.011 -1000.0 Class I PI3K signaling events 7.0 537.0 73.0 -0.038 0.053 1000.0 -1000.0 -0.026 -1000.0 Insulin Pathway 7.0 539.0 74.0 -0.099 0.051 1000.0 -1000.0 -0.038 -1000.0 VEGFR1 specific signals 7.0 418.0 56.0 -0.184 0.049 1000.0 -1000.0 -0.028 -1000.0 PDGFR-beta signaling pathway 7.0 753.0 97.0 -0.035 0.052 1000.0 -1000.0 -0.04 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 169.0 28.0 -0.019 0.032 1000.0 -1000.0 -0.018 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 118.0 17.0 -0.008 0.046 1000.0 -1000.0 -0.026 -1000.0 Cellular roles of Anthrax toxin 6.0 261.0 39.0 -0.031 0.028 1000.0 -1000.0 -0.015 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 449.0 65.0 -0.133 0.047 1000.0 -1000.0 -0.038 -1000.0 EPO signaling pathway 6.0 380.0 55.0 -0.026 0.045 1000.0 -1000.0 -0.025 -1000.0 mTOR signaling pathway 6.0 335.0 53.0 -0.057 0.025 1000.0 -1000.0 -0.028 -1000.0 IFN-gamma pathway 6.0 428.0 68.0 -0.029 0.061 1000.0 -1000.0 -0.039 -1000.0 Retinoic acid receptors-mediated signaling 6.0 363.0 58.0 -0.091 0.04 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 273.0 45.0 -0.023 0.049 1000.0 -1000.0 -0.034 -1000.0 Arf6 trafficking events 6.0 496.0 71.0 -0.037 0.038 1000.0 -1000.0 -0.032 -1000.0 S1P3 pathway 6.0 267.0 42.0 -0.025 0.034 1000.0 -1000.0 -0.02 -1000.0 Ras signaling in the CD4+ TCR pathway 6.0 104.0 17.0 -0.005 0.031 1000.0 -1000.0 -0.019 -1000.0 ceramide signaling pathway 5.0 286.0 49.0 -0.01 0.026 1000.0 -1000.0 -0.024 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 5.0 455.0 83.0 -0.058 0.041 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by HDAC Class I 5.0 537.0 104.0 -0.034 0.047 1000.0 -1000.0 -0.033 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 78.0 15.0 -0.018 0.022 1000.0 -1000.0 -0.026 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 420.0 76.0 -0.032 0.055 1000.0 -1000.0 -0.041 -1000.0 Regulation of Telomerase 5.0 555.0 102.0 -0.021 0.096 1000.0 -1000.0 -0.044 -1000.0 p38 MAPK signaling pathway 5.0 223.0 44.0 -0.008 0.061 1000.0 -1000.0 -0.023 -1000.0 Arf6 downstream pathway 4.0 194.0 43.0 -0.05 0.054 1000.0 -1000.0 -0.02 -1000.0 IL2 signaling events mediated by PI3K 4.0 267.0 58.0 -0.014 0.07 1000.0 -1000.0 -0.026 -1000.0 TCGA08_rtk_signaling 4.0 110.0 26.0 -0.009 0.047 1000.0 -1000.0 -0.009 -1000.0 IGF1 pathway 4.0 242.0 57.0 -0.032 0.047 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling in keratinocytes 4.0 182.0 43.0 -0.014 0.039 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class II 3.0 286.0 75.0 -0.02 0.056 1000.0 -1000.0 -0.024 -1000.0 Circadian rhythm pathway 3.0 75.0 22.0 -0.004 0.046 1000.0 -1000.0 -0.031 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 268.0 68.0 -0.027 0.045 1000.0 -1000.0 -0.022 -1000.0 Canonical NF-kappaB pathway 2.0 96.0 39.0 -0.017 0.042 1000.0 -1000.0 -0.02 -1000.0 Insulin-mediated glucose transport 2.0 65.0 32.0 -0.016 0.038 1000.0 -1000.0 -0.024 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 82.0 37.0 -0.026 0.05 1000.0 -1000.0 -0.019 -1000.0 a4b1 and a4b7 Integrin signaling 1.0 7.0 5.0 0.019 0.03 1000.0 -1000.0 0.019 -1000.0 TRAIL signaling pathway 1.0 89.0 48.0 -0.018 0.045 1000.0 -1000.0 -0.024 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 56.0 36.0 -0.036 0.039 1000.0 -1000.0 -0.03 -1000.0 Atypical NF-kappaB pathway 1.0 37.0 31.0 -0.018 0.029 1000.0 -1000.0 -0.021 -1000.0 Rapid glucocorticoid signaling 1.0 35.0 20.0 -0.008 0.026 1000.0 -1000.0 -0.009 -1000.0 E-cadherin signaling events 1.0 6.0 5.0 0.019 0.039 1000.0 -1000.0 0.018 -1000.0 Arf1 pathway 1.0 83.0 54.0 -0.008 0.033 1000.0 -1000.0 -0.014 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 22.0 23.0 -0.0 0.036 1000.0 -1000.0 -0.012 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 17.0 27.0 -0.019 0.045 1000.0 -1000.0 -0.028 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.055 1000.0 -1000.0 -0.0 -1000.0 Total 2760 163002 7203 -9.58915306886 10.8908829259 131000 -131000 -3.70391660662 -131000