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 Signaling events mediated by the Hedgehog family 160.0 8321.0 52.0 -0.653 0.352 1000.0 -1000.0 -0.094 -1000.0 Angiopoietin receptor Tie2-mediated signaling 159.0 14023.0 88.0 -0.77 0.06 1000.0 -1000.0 -0.144 -1000.0 Aurora B signaling 137.0 9214.0 67.0 -0.621 0.005 1000.0 -1000.0 -0.078 -1000.0 FOXM1 transcription factor network 122.0 6266.0 51.0 -0.706 0.002 1000.0 -1000.0 -0.194 -1000.0 Endothelins 75.0 7219.0 96.0 -0.448 0.038 1000.0 -1000.0 -0.108 -1000.0 Glypican 2 network 61.0 245.0 4.0 -0.085 -0.07 1000.0 -1000.0 -0.054 -1000.0 TCGA08_retinoblastoma 60.0 480.0 8.0 -0.278 0.085 1000.0 -1000.0 -0.033 -1000.0 amb2 Integrin signaling 58.0 4837.0 82.0 -0.683 0.0 1000.0 -1000.0 -0.104 -1000.0 Thromboxane A2 receptor signaling 52.0 5524.0 105.0 -0.177 0.039 1000.0 -1000.0 -0.082 -1000.0 Visual signal transduction: Cones 51.0 1965.0 38.0 -0.281 0.009 1000.0 -1000.0 -0.072 -1000.0 Aurora C signaling 50.0 355.0 7.0 -0.411 -0.0 1000.0 -1000.0 -0.051 -1000.0 Fc-epsilon receptor I signaling in mast cells 50.0 4904.0 97.0 -0.254 0.033 1000.0 -1000.0 -0.109 -1000.0 IL4-mediated signaling events 49.0 4470.0 91.0 -0.805 0.442 1000.0 -1000.0 -0.19 -1000.0 Glucocorticoid receptor regulatory network 49.0 5604.0 114.0 -0.559 0.367 1000.0 -1000.0 -0.09 -1000.0 Signaling events regulated by Ret tyrosine kinase 49.0 4025.0 82.0 -0.203 0.0 1000.0 -1000.0 -0.106 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 46.0 2410.0 52.0 -0.382 0.057 1000.0 -1000.0 -0.071 -1000.0 PLK1 signaling events 44.0 3781.0 85.0 -0.365 0.071 1000.0 -1000.0 -0.065 -1000.0 Arf6 signaling events 40.0 2515.0 62.0 -0.301 0.015 1000.0 -1000.0 -0.076 -1000.0 BMP receptor signaling 40.0 3246.0 81.0 -0.387 0.033 1000.0 -1000.0 -0.104 -1000.0 Canonical Wnt signaling pathway 38.0 1953.0 51.0 -0.469 0.165 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 36.0 2828.0 78.0 -0.125 0.035 1000.0 -1000.0 -0.091 -1000.0 Signaling mediated by p38-alpha and p38-beta 35.0 1571.0 44.0 -0.129 0.0 1000.0 -1000.0 -0.065 -1000.0 Presenilin action in Notch and Wnt signaling 34.0 2094.0 61.0 -0.47 0.013 1000.0 -1000.0 -0.093 -1000.0 TCGA08_p53 33.0 234.0 7.0 -0.193 0.097 1000.0 -1000.0 -0.032 -1000.0 Integrins in angiogenesis 33.0 2795.0 84.0 -0.465 0.002 1000.0 -1000.0 -0.119 -1000.0 Nongenotropic Androgen signaling 33.0 1718.0 52.0 -0.154 0.046 1000.0 -1000.0 -0.072 -1000.0 Nectin adhesion pathway 32.0 2072.0 63.0 -0.277 0.0 1000.0 -1000.0 -0.097 -1000.0 Glypican 1 network 31.0 1523.0 48.0 -0.218 0.03 1000.0 -1000.0 -0.059 -1000.0 FOXA2 and FOXA3 transcription factor networks 29.0 1365.0 46.0 -0.782 0.073 1000.0 -1000.0 -0.124 -1000.0 HIF-1-alpha transcription factor network 28.0 2192.0 76.0 -0.439 0.016 1000.0 -1000.0 -0.217 -1000.0 Coregulation of Androgen receptor activity 27.0 2067.0 76.0 -0.396 0.029 1000.0 -1000.0 -0.067 -1000.0 LPA4-mediated signaling events 26.0 314.0 12.0 -0.143 0.017 1000.0 -1000.0 -0.035 -1000.0 Syndecan-3-mediated signaling events 26.0 925.0 35.0 -0.341 0.0 1000.0 -1000.0 -0.079 -1000.0 IL23-mediated signaling events 25.0 1549.0 60.0 -0.243 0.018 1000.0 -1000.0 -0.199 -1000.0 IL6-mediated signaling events 24.0 1826.0 75.0 -0.474 0.05 1000.0 -1000.0 -0.104 -1000.0 ErbB4 signaling events 23.0 1605.0 69.0 -0.386 0.198 1000.0 -1000.0 -0.094 -1000.0 Calcium signaling in the CD4+ TCR pathway 22.0 693.0 31.0 -0.212 0.012 1000.0 -1000.0 -0.146 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 22.0 1560.0 68.0 -0.228 0.015 1000.0 -1000.0 -0.17 -1000.0 Visual signal transduction: Rods 22.0 1175.0 52.0 -0.176 0.0 1000.0 -1000.0 -0.095 -1000.0 Regulation of Androgen receptor activity 22.0 1564.0 70.0 -0.415 0.018 1000.0 -1000.0 -0.08 -1000.0 Syndecan-1-mediated signaling events 21.0 746.0 34.0 -0.354 0.0 1000.0 -1000.0 -0.076 -1000.0 Aurora A signaling 21.0 1293.0 60.0 -0.486 0.029 1000.0 -1000.0 -0.069 -1000.0 Reelin signaling pathway 21.0 1214.0 56.0 -0.13 0.003 1000.0 -1000.0 -0.12 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 21.0 2740.0 125.0 -0.207 0.0 1000.0 -1000.0 -0.138 -1000.0 Wnt signaling 21.0 150.0 7.0 -0.095 0.0 1000.0 -1000.0 -0.056 -1000.0 IL12-mediated signaling events 20.0 1772.0 87.0 -0.154 0.017 1000.0 -1000.0 -0.151 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 20.0 661.0 33.0 -0.269 0.0 1000.0 -1000.0 -0.076 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 20.0 2477.0 120.0 -0.27 0.127 1000.0 -1000.0 -0.102 -1000.0 Osteopontin-mediated events 18.0 717.0 38.0 -0.296 0.0 1000.0 -1000.0 -0.127 -1000.0 Plasma membrane estrogen receptor signaling 18.0 1571.0 86.0 -0.177 0.032 1000.0 -1000.0 -0.095 -1000.0 p75(NTR)-mediated signaling 16.0 2085.0 125.0 -0.344 0.0 1000.0 -1000.0 -0.127 -1000.0 TCR signaling in naïve CD8+ T cells 16.0 1534.0 93.0 -0.063 0.036 1000.0 -1000.0 -0.098 -1000.0 PDGFR-alpha signaling pathway 15.0 665.0 44.0 -0.207 0.014 1000.0 -1000.0 -0.07 -1000.0 HIF-2-alpha transcription factor network 15.0 659.0 43.0 -0.373 0.203 1000.0 -1000.0 -0.12 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 14.0 795.0 54.0 -0.147 0.02 1000.0 -1000.0 -0.118 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 14.0 1210.0 85.0 -0.154 0.01 1000.0 -1000.0 -0.088 -1000.0 Effects of Botulinum toxin 14.0 374.0 26.0 -0.074 0.005 1000.0 -1000.0 -0.068 -1000.0 Regulation of nuclear SMAD2/3 signaling 13.0 1834.0 136.0 -0.33 0.093 1000.0 -1000.0 -0.097 -1000.0 Ephrin A reverse signaling 13.0 91.0 7.0 -0.023 0.003 1000.0 -1000.0 -0.039 -1000.0 Caspase cascade in apoptosis 11.0 866.0 74.0 -0.069 0.035 1000.0 -1000.0 -0.066 -1000.0 Noncanonical Wnt signaling pathway 11.0 301.0 26.0 -0.101 0.0 1000.0 -1000.0 -0.098 -1000.0 FAS signaling pathway (CD95) 11.0 539.0 47.0 -0.197 0.009 1000.0 -1000.0 -0.062 -1000.0 Syndecan-2-mediated signaling events 10.0 705.0 69.0 -0.167 0.033 1000.0 -1000.0 -0.069 -1000.0 EGFR-dependent Endothelin signaling events 10.0 217.0 21.0 -0.063 0.0 1000.0 -1000.0 -0.094 -1000.0 S1P4 pathway 10.0 262.0 25.0 -0.066 0.002 1000.0 -1000.0 -0.064 -1000.0 Ras signaling in the CD4+ TCR pathway 10.0 179.0 17.0 -0.054 0.008 1000.0 -1000.0 -0.076 -1000.0 JNK signaling in the CD4+ TCR pathway 9.0 163.0 17.0 -0.039 0.023 1000.0 -1000.0 -0.083 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 9.0 699.0 74.0 -0.17 0.068 1000.0 -1000.0 -0.112 -1000.0 BCR signaling pathway 9.0 977.0 99.0 -0.108 0.039 1000.0 -1000.0 -0.11 -1000.0 Syndecan-4-mediated signaling events 9.0 605.0 67.0 -0.167 0.009 1000.0 -1000.0 -0.098 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 8.0 305.0 34.0 -0.028 0.0 1000.0 -1000.0 -0.075 -1000.0 Sphingosine 1-phosphate (S1P) pathway 8.0 229.0 28.0 -0.177 0.02 1000.0 -1000.0 -0.074 -1000.0 Hedgehog signaling events mediated by Gli proteins 8.0 576.0 65.0 -0.6 0.043 1000.0 -1000.0 -0.086 -1000.0 S1P1 pathway 8.0 320.0 36.0 -0.061 0.01 1000.0 -1000.0 -0.078 -1000.0 IL2 signaling events mediated by STAT5 8.0 177.0 22.0 -0.147 0.059 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by HDAC Class III 7.0 293.0 40.0 -0.15 0.051 1000.0 -1000.0 -0.054 -1000.0 TRAIL signaling pathway 7.0 353.0 48.0 -0.097 0.046 1000.0 -1000.0 -0.078 -1000.0 IL27-mediated signaling events 7.0 387.0 51.0 -0.123 0.011 1000.0 -1000.0 -0.085 -1000.0 Cellular roles of Anthrax toxin 6.0 255.0 39.0 -0.09 0.017 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by PTP1B 6.0 514.0 76.0 -0.101 0.033 1000.0 -1000.0 -0.099 -1000.0 Retinoic acid receptors-mediated signaling 6.0 369.0 58.0 -0.22 0.034 1000.0 -1000.0 -0.079 -1000.0 S1P3 pathway 6.0 260.0 42.0 -0.177 0.042 1000.0 -1000.0 -0.063 -1000.0 BARD1 signaling events 5.0 288.0 57.0 -0.126 0.022 1000.0 -1000.0 -0.08 -1000.0 IL1-mediated signaling events 5.0 347.0 62.0 -0.058 0.042 1000.0 -1000.0 -0.114 -1000.0 Ephrin B reverse signaling 5.0 275.0 48.0 -0.07 0.04 1000.0 -1000.0 -0.078 -1000.0 IL2 signaling events mediated by PI3K 5.0 299.0 58.0 -0.225 0.073 1000.0 -1000.0 -0.102 -1000.0 Regulation of p38-alpha and p38-beta 5.0 315.0 54.0 -0.095 0.037 1000.0 -1000.0 -0.092 -1000.0 LPA receptor mediated events 5.0 597.0 102.0 -0.1 0.034 1000.0 -1000.0 -0.105 -1000.0 IGF1 pathway 5.0 291.0 57.0 -0.02 0.04 1000.0 -1000.0 -0.123 -1000.0 Insulin Pathway 5.0 442.0 74.0 -0.104 0.031 1000.0 -1000.0 -0.122 -1000.0 Signaling events mediated by PRL 5.0 191.0 34.0 -0.126 0.029 1000.0 -1000.0 -0.073 -1000.0 ErbB2/ErbB3 signaling events 4.0 286.0 65.0 -0.077 0.054 1000.0 -1000.0 -0.084 -1000.0 Signaling events mediated by HDAC Class II 4.0 328.0 75.0 -0.079 0.0 1000.0 -1000.0 -0.07 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 4.0 362.0 83.0 -0.07 0.049 1000.0 -1000.0 -0.095 -1000.0 Signaling events mediated by HDAC Class I 4.0 430.0 104.0 -0.079 0.041 1000.0 -1000.0 -0.08 -1000.0 EPHB forward signaling 4.0 374.0 85.0 -0.07 0.032 1000.0 -1000.0 -0.105 -1000.0 Arf6 trafficking events 4.0 294.0 71.0 -0.087 0.032 1000.0 -1000.0 -0.091 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 17.0 5.0 -0.008 -0.002 1000.0 -1000.0 -0.045 -1000.0 IFN-gamma pathway 3.0 233.0 68.0 -0.068 0.065 1000.0 -1000.0 -0.124 -1000.0 TCGA08_rtk_signaling 3.0 79.0 26.0 -0.066 0.038 1000.0 -1000.0 -0.036 -1000.0 Class I PI3K signaling events 3.0 262.0 73.0 -0.05 0.026 1000.0 -1000.0 -0.093 -1000.0 Regulation of Telomerase 3.0 385.0 102.0 -0.116 0.025 1000.0 -1000.0 -0.117 -1000.0 VEGFR1 specific signals 3.0 208.0 56.0 -0.207 0.044 1000.0 -1000.0 -0.09 -1000.0 p38 MAPK signaling pathway 3.0 159.0 44.0 -0.068 0.034 1000.0 -1000.0 -0.079 -1000.0 Circadian rhythm pathway 2.0 56.0 22.0 -0.03 0.038 1000.0 -1000.0 -0.072 -1000.0 Ceramide signaling pathway 2.0 175.0 76.0 -0.025 0.04 1000.0 -1000.0 -0.081 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 90.0 37.0 -0.01 0.027 1000.0 -1000.0 -0.099 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 131.0 45.0 -0.027 0.061 1000.0 -1000.0 -0.112 -1000.0 PDGFR-beta signaling pathway 2.0 220.0 97.0 -0.04 0.054 1000.0 -1000.0 -0.104 -1000.0 Class IB PI3K non-lipid kinase events 2.0 6.0 3.0 -0.003 -1000.0 1000.0 -1000.0 -0.034 -1000.0 PLK2 and PLK4 events 1.0 4.0 3.0 -0.002 0.018 1000.0 -1000.0 -0.027 -1000.0 Insulin-mediated glucose transport 1.0 50.0 32.0 -0.057 0.034 1000.0 -1000.0 -0.079 -1000.0 S1P5 pathway 1.0 30.0 17.0 -0.01 0.006 1000.0 -1000.0 -0.059 -1000.0 FoxO family signaling 1.0 97.0 64.0 -0.089 0.08 1000.0 -1000.0 -0.106 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 45.0 36.0 -0.008 0.02 1000.0 -1000.0 -0.085 -1000.0 Rapid glucocorticoid signaling 1.0 35.0 20.0 -0.008 0.007 1000.0 -1000.0 -0.049 -1000.0 E-cadherin signaling in keratinocytes 1.0 85.0 43.0 -0.022 0.042 1000.0 -1000.0 -0.094 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.0 0.036 1000.0 -1000.0 -0.073 -1000.0 Canonical NF-kappaB pathway 0.0 33.0 39.0 -0.019 0.071 1000.0 -1000.0 -0.101 -1000.0 Arf6 downstream pathway 0.0 11.0 43.0 -0.024 0.025 1000.0 -1000.0 -0.052 -1000.0 EPO signaling pathway 0.0 49.0 55.0 -0.008 0.065 1000.0 -1000.0 -0.117 -1000.0 mTOR signaling pathway 0.0 7.0 53.0 -0.003 0.03 1000.0 -1000.0 -0.072 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 57.0 68.0 -0.057 0.043 1000.0 -1000.0 -0.078 -1000.0 ceramide signaling pathway 0.0 45.0 49.0 -0.013 0.043 1000.0 -1000.0 -0.062 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 13.0 15.0 -0.001 0.027 1000.0 -1000.0 -0.066 -1000.0 Atypical NF-kappaB pathway 0.0 12.0 31.0 -0.002 0.03 1000.0 -1000.0 -0.081 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 49.0 76.0 -0.023 0.053 1000.0 -1000.0 -0.105 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.001 0.025 1000.0 -1000.0 -0.063 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.0 0.0 1000.0 -1000.0 -0.051 -1000.0 Arf1 pathway 0.0 32.0 54.0 -0.023 0.022 1000.0 -1000.0 -0.058 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.001 0.0 1000.0 -1000.0 -0.07 -1000.0 Total 2587 162965 7203 -24.9077794506 -994.758067922 131000 -131000 -11.6255807291 -131000