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 TCGA08_retinoblastoma 258.0 2071.0 8.0 -0.841 0.217 1000.0 -1000.0 -0.042 -1000.0 HIF-1-alpha transcription factor network 201.0 15296.0 76.0 -1.33 0.026 1000.0 -1000.0 -0.179 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 183.0 6222.0 34.0 -0.605 0.016 1000.0 -1000.0 -0.109 -1000.0 TCR signaling in naïve CD8+ T cells 148.0 13797.0 93.0 -0.655 0.328 1000.0 -1000.0 -0.113 -1000.0 TCGA08_p53 146.0 1027.0 7.0 -0.652 0.313 1000.0 -1000.0 -0.019 -1000.0 Syndecan-4-mediated signaling events 120.0 8066.0 67.0 -0.638 0.108 1000.0 -1000.0 -0.138 -1000.0 Aurora B signaling 119.0 8035.0 67.0 -0.404 0.016 1000.0 -1000.0 -0.106 -1000.0 FOXA2 and FOXA3 transcription factor networks 117.0 5395.0 46.0 -1.219 0.025 1000.0 -1000.0 -0.095 -1000.0 IL12-mediated signaling events 116.0 10111.0 87.0 -0.69 0.162 1000.0 -1000.0 -0.141 -1000.0 Glypican 1 network 106.0 5123.0 48.0 -0.557 0.045 1000.0 -1000.0 -0.078 -1000.0 FOXM1 transcription factor network 105.0 5382.0 51.0 -0.823 0.04 1000.0 -1000.0 -0.205 -1000.0 PDGFR-alpha signaling pathway 104.0 4618.0 44.0 -0.274 0.034 1000.0 -1000.0 -0.096 -1000.0 amb2 Integrin signaling 84.0 6888.0 82.0 -0.55 0.016 1000.0 -1000.0 -0.124 -1000.0 IL4-mediated signaling events 78.0 7117.0 91.0 -0.838 0.544 1000.0 -1000.0 -0.168 -1000.0 Caspase cascade in apoptosis 77.0 5751.0 74.0 -0.325 0.161 1000.0 -1000.0 -0.093 -1000.0 JNK signaling in the CD4+ TCR pathway 77.0 1318.0 17.0 -0.412 0.016 1000.0 -1000.0 -0.092 -1000.0 EGFR-dependent Endothelin signaling events 74.0 1567.0 21.0 -0.666 0.016 1000.0 -1000.0 -0.111 -1000.0 Aurora C signaling 71.0 499.0 7.0 -0.393 0.012 1000.0 -1000.0 -0.064 -1000.0 VEGFR1 specific signals 71.0 3991.0 56.0 -0.467 0.046 1000.0 -1000.0 -0.115 -1000.0 Glypican 2 network 70.0 281.0 4.0 -0.123 -1000.0 1000.0 -1000.0 -0.052 -1000.0 Syndecan-1-mediated signaling events 67.0 2303.0 34.0 -0.413 0.016 1000.0 -1000.0 -0.108 -1000.0 BMP receptor signaling 63.0 5108.0 81.0 -0.689 0.016 1000.0 -1000.0 -0.13 -1000.0 HIF-2-alpha transcription factor network 61.0 2637.0 43.0 -0.76 0.34 1000.0 -1000.0 -0.121 -1000.0 IL23-mediated signaling events 61.0 3673.0 60.0 -0.392 0.021 1000.0 -1000.0 -0.186 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 61.0 2013.0 33.0 -0.83 0.016 1000.0 -1000.0 -0.089 -1000.0 Signaling events mediated by the Hedgehog family 51.0 2691.0 52.0 -0.436 0.118 1000.0 -1000.0 -0.111 -1000.0 Fc-epsilon receptor I signaling in mast cells 48.0 4663.0 97.0 -0.32 0.04 1000.0 -1000.0 -0.129 -1000.0 IL27-mediated signaling events 45.0 2319.0 51.0 -0.622 0.074 1000.0 -1000.0 -0.096 -1000.0 S1P1 pathway 43.0 1551.0 36.0 -0.378 0.018 1000.0 -1000.0 -0.092 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 42.0 2877.0 68.0 -0.545 0.063 1000.0 -1000.0 -0.174 -1000.0 Ephrin A reverse signaling 41.0 292.0 7.0 -0.059 -0.0 1000.0 -1000.0 -0.052 -1000.0 Effects of Botulinum toxin 41.0 1091.0 26.0 -0.363 0.016 1000.0 -1000.0 -0.092 -1000.0 Arf6 signaling events 40.0 2485.0 62.0 -0.666 0.016 1000.0 -1000.0 -0.086 -1000.0 Calcium signaling in the CD4+ TCR pathway 38.0 1194.0 31.0 -0.455 0.016 1000.0 -1000.0 -0.155 -1000.0 p75(NTR)-mediated signaling 36.0 4581.0 125.0 -0.414 0.016 1000.0 -1000.0 -0.149 -1000.0 IL2 signaling events mediated by PI3K 35.0 2030.0 58.0 -0.432 0.032 1000.0 -1000.0 -0.108 -1000.0 LPA4-mediated signaling events 34.0 417.0 12.0 -0.165 0.026 1000.0 -1000.0 -0.041 -1000.0 IL2 signaling events mediated by STAT5 34.0 751.0 22.0 -0.435 0.038 1000.0 -1000.0 -0.081 -1000.0 Coregulation of Androgen receptor activity 31.0 2356.0 76.0 -0.915 0.033 1000.0 -1000.0 -0.073 -1000.0 PLK1 signaling events 31.0 2656.0 85.0 -0.376 0.016 1000.0 -1000.0 -0.08 -1000.0 Integrins in angiogenesis 31.0 2613.0 84.0 -0.378 0.04 1000.0 -1000.0 -0.132 -1000.0 BCR signaling pathway 31.0 3154.0 99.0 -0.343 0.035 1000.0 -1000.0 -0.14 -1000.0 Glucocorticoid receptor regulatory network 30.0 3429.0 114.0 -0.408 0.162 1000.0 -1000.0 -0.098 -1000.0 Regulation of Telomerase 30.0 3129.0 102.0 -0.667 0.051 1000.0 -1000.0 -0.139 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 29.0 2279.0 78.0 -0.316 0.045 1000.0 -1000.0 -0.111 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 28.0 1541.0 54.0 -0.65 0.031 1000.0 -1000.0 -0.132 -1000.0 EPO signaling pathway 28.0 1566.0 55.0 -0.286 0.018 1000.0 -1000.0 -0.132 -1000.0 IL6-mediated signaling events 27.0 2091.0 75.0 -0.287 0.076 1000.0 -1000.0 -0.127 -1000.0 Reelin signaling pathway 24.0 1392.0 56.0 -0.238 0.016 1000.0 -1000.0 -0.121 -1000.0 Visual signal transduction: Rods 24.0 1256.0 52.0 -0.288 0.016 1000.0 -1000.0 -0.122 -1000.0 Signaling events mediated by PTP1B 23.0 1765.0 76.0 -0.669 0.049 1000.0 -1000.0 -0.116 -1000.0 Angiopoietin receptor Tie2-mediated signaling 23.0 2094.0 88.0 -0.312 0.075 1000.0 -1000.0 -0.157 -1000.0 Aurora A signaling 22.0 1323.0 60.0 -0.238 0.053 1000.0 -1000.0 -0.107 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 22.0 1005.0 45.0 -0.566 0.062 1000.0 -1000.0 -0.128 -1000.0 Syndecan-2-mediated signaling events 21.0 1454.0 69.0 -0.55 0.053 1000.0 -1000.0 -0.104 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 21.0 2530.0 120.0 -0.164 0.141 1000.0 -1000.0 -0.112 -1000.0 Endothelins 18.0 1780.0 96.0 -0.347 0.086 1000.0 -1000.0 -0.101 -1000.0 Wnt signaling 18.0 127.0 7.0 -0.068 0.016 1000.0 -1000.0 -0.085 -1000.0 Class I PI3K signaling events 18.0 1325.0 73.0 -0.472 0.036 1000.0 -1000.0 -0.107 -1000.0 Regulation of nuclear SMAD2/3 signaling 17.0 2404.0 136.0 -0.452 0.1 1000.0 -1000.0 -0.128 -1000.0 Presenilin action in Notch and Wnt signaling 17.0 1039.0 61.0 -0.187 0.092 1000.0 -1000.0 -0.108 -1000.0 S1P3 pathway 17.0 720.0 42.0 -0.374 0.062 1000.0 -1000.0 -0.089 -1000.0 Thromboxane A2 receptor signaling 16.0 1776.0 105.0 -0.666 0.067 1000.0 -1000.0 -0.111 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 16.0 610.0 37.0 -0.294 0.026 1000.0 -1000.0 -0.129 -1000.0 LPA receptor mediated events 16.0 1665.0 102.0 -0.398 0.06 1000.0 -1000.0 -0.126 -1000.0 Sphingosine 1-phosphate (S1P) pathway 15.0 426.0 28.0 -0.138 0.023 1000.0 -1000.0 -0.081 -1000.0 Ceramide signaling pathway 15.0 1164.0 76.0 -0.666 0.232 1000.0 -1000.0 -0.091 -1000.0 FoxO family signaling 15.0 997.0 64.0 -0.569 0.122 1000.0 -1000.0 -0.112 -1000.0 PLK2 and PLK4 events 14.0 44.0 3.0 -0.016 0.011 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling events 14.0 71.0 5.0 -0.023 0.016 1000.0 -1000.0 -0.07 -1000.0 IFN-gamma pathway 13.0 887.0 68.0 -0.373 0.018 1000.0 -1000.0 -0.13 -1000.0 FAS signaling pathway (CD95) 13.0 647.0 47.0 -0.422 0.028 1000.0 -1000.0 -0.075 -1000.0 Canonical Wnt signaling pathway 13.0 713.0 51.0 -0.186 0.096 1000.0 -1000.0 -0.088 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 13.0 1729.0 125.0 -0.39 0.043 1000.0 -1000.0 -0.148 -1000.0 Regulation of Androgen receptor activity 13.0 932.0 70.0 -0.957 0.04 1000.0 -1000.0 -0.094 -1000.0 Nongenotropic Androgen signaling 12.0 639.0 52.0 -0.177 0.071 1000.0 -1000.0 -0.086 -1000.0 ErbB4 signaling events 11.0 796.0 69.0 -0.179 0.105 1000.0 -1000.0 -0.133 -1000.0 S1P5 pathway 11.0 197.0 17.0 -0.138 0.046 1000.0 -1000.0 -0.074 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 11.0 836.0 74.0 -0.666 0.099 1000.0 -1000.0 -0.137 -1000.0 S1P4 pathway 11.0 287.0 25.0 -0.138 0.033 1000.0 -1000.0 -0.075 -1000.0 Visual signal transduction: Cones 9.0 363.0 38.0 -0.041 0.016 1000.0 -1000.0 -0.095 -1000.0 Noncanonical Wnt signaling pathway 9.0 254.0 26.0 -0.115 0.016 1000.0 -1000.0 -0.128 -1000.0 a4b1 and a4b7 Integrin signaling 9.0 48.0 5.0 -0.02 0.016 1000.0 -1000.0 -0.051 -1000.0 TCGA08_rtk_signaling 9.0 238.0 26.0 -0.276 0.041 1000.0 -1000.0 -0.033 -1000.0 Signaling events regulated by Ret tyrosine kinase 8.0 692.0 82.0 -0.064 0.025 1000.0 -1000.0 -0.126 -1000.0 Class IB PI3K non-lipid kinase events 8.0 24.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by PRL 7.0 245.0 34.0 -0.055 0.045 1000.0 -1000.0 -0.091 -1000.0 Canonical NF-kappaB pathway 6.0 268.0 39.0 -0.187 0.075 1000.0 -1000.0 -0.115 -1000.0 Insulin-mediated glucose transport 6.0 192.0 32.0 -0.083 0.068 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by HDAC Class III 6.0 242.0 40.0 -0.058 0.032 1000.0 -1000.0 -0.066 -1000.0 IL1-mediated signaling events 6.0 400.0 62.0 -0.09 0.059 1000.0 -1000.0 -0.136 -1000.0 Ephrin B reverse signaling 6.0 335.0 48.0 -0.03 0.031 1000.0 -1000.0 -0.104 -1000.0 Signaling mediated by p38-alpha and p38-beta 6.0 271.0 44.0 -0.046 0.049 1000.0 -1000.0 -0.069 -1000.0 Plasma membrane estrogen receptor signaling 6.0 540.0 86.0 -0.163 0.07 1000.0 -1000.0 -0.131 -1000.0 p38 MAPK signaling pathway 6.0 276.0 44.0 -0.099 0.049 1000.0 -1000.0 -0.101 -1000.0 ErbB2/ErbB3 signaling events 5.0 387.0 65.0 -0.128 0.059 1000.0 -1000.0 -0.103 -1000.0 Arf6 downstream pathway 5.0 225.0 43.0 -0.033 0.033 1000.0 -1000.0 -0.057 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 85.0 15.0 0.0 0.036 1000.0 -1000.0 -0.049 -1000.0 Syndecan-3-mediated signaling events 5.0 209.0 35.0 -0.039 0.016 1000.0 -1000.0 -0.117 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 407.0 76.0 -0.026 0.067 1000.0 -1000.0 -0.122 -1000.0 Arf6 trafficking events 5.0 413.0 71.0 -0.123 0.058 1000.0 -1000.0 -0.106 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 85.0 17.0 -0.037 0.055 1000.0 -1000.0 -0.064 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 363.0 85.0 -0.037 0.079 1000.0 -1000.0 -0.108 -1000.0 EPHB forward signaling 4.0 376.0 85.0 -0.075 0.069 1000.0 -1000.0 -0.137 -1000.0 BARD1 signaling events 3.0 217.0 57.0 -0.166 0.044 1000.0 -1000.0 -0.102 -1000.0 Osteopontin-mediated events 3.0 123.0 38.0 -0.03 0.096 1000.0 -1000.0 -0.148 -1000.0 Cellular roles of Anthrax toxin 3.0 119.0 39.0 -0.022 0.027 1000.0 -1000.0 -0.042 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 138.0 36.0 -0.026 0.031 1000.0 -1000.0 -0.101 -1000.0 PDGFR-beta signaling pathway 3.0 386.0 97.0 -0.058 0.087 1000.0 -1000.0 -0.122 -1000.0 E-cadherin signaling in keratinocytes 3.0 133.0 43.0 -0.291 0.054 1000.0 -1000.0 -0.119 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 134.0 65.0 -0.06 0.093 1000.0 -1000.0 -0.097 -1000.0 ceramide signaling pathway 2.0 131.0 49.0 -0.116 0.054 1000.0 -1000.0 -0.074 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 119.0 52.0 -0.031 0.093 1000.0 -1000.0 -0.107 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 181.0 83.0 -0.083 0.081 1000.0 -1000.0 -0.112 -1000.0 Signaling events mediated by HDAC Class I 2.0 216.0 104.0 -0.029 0.063 1000.0 -1000.0 -0.101 -1000.0 Retinoic acid receptors-mediated signaling 2.0 128.0 58.0 -0.025 0.062 1000.0 -1000.0 -0.112 -1000.0 Regulation of p38-alpha and p38-beta 2.0 150.0 54.0 -0.041 0.073 1000.0 -1000.0 -0.094 -1000.0 Insulin Pathway 2.0 200.0 74.0 -0.034 0.055 1000.0 -1000.0 -0.141 -1000.0 Signaling events mediated by HDAC Class II 1.0 127.0 75.0 -0.027 0.051 1000.0 -1000.0 -0.092 -1000.0 Circadian rhythm pathway 1.0 33.0 22.0 -0.019 0.064 1000.0 -1000.0 -0.089 -1000.0 mTOR signaling pathway 1.0 102.0 53.0 -0.01 0.044 1000.0 -1000.0 -0.087 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 103.0 68.0 -0.083 0.059 1000.0 -1000.0 -0.105 -1000.0 Nectin adhesion pathway 1.0 92.0 63.0 -0.016 0.078 1000.0 -1000.0 -0.11 -1000.0 Atypical NF-kappaB pathway 1.0 55.0 31.0 -0.02 0.037 1000.0 -1000.0 -0.105 -1000.0 IGF1 pathway 1.0 110.0 57.0 -0.065 0.071 1000.0 -1000.0 -0.137 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 2.0 23.0 -0.001 0.062 1000.0 -1000.0 -0.111 -1000.0 TRAIL signaling pathway 0.0 32.0 48.0 -0.002 0.07 1000.0 -1000.0 -0.095 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.039 1000.0 -1000.0 -0.082 -1000.0 Rapid glucocorticoid signaling 0.0 16.0 20.0 -0.006 0.016 1000.0 -1000.0 -0.065 -1000.0 Arf1 pathway 0.0 31.0 54.0 -0.01 0.043 1000.0 -1000.0 -0.078 -1000.0 Alternative NF-kappaB pathway 0.0 10.0 13.0 -0.005 0.016 1000.0 -1000.0 -0.107 -1000.0 Total 4180 224701 7203 -39.8860234341 -991.853868918 131000 -131000 -13.6416309817 -131000