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 Glypican 2 network 226.0 906.0 4.0 -0.011 0.008 1000.0 -1000.0 -0.025 -1000.0 FOXM1 transcription factor network 192.0 9836.0 51.0 -0.028 0.418 1000.0 -1000.0 -0.16 -1000.0 Endothelins 126.0 12098.0 96.0 -0.436 0.125 1000.0 -1000.0 -0.046 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 118.0 8024.0 68.0 -0.391 0.246 1000.0 -1000.0 -0.06 -1000.0 HIF-1-alpha transcription factor network 116.0 8837.0 76.0 -0.03 0.288 1000.0 -1000.0 -0.056 -1000.0 Effects of Botulinum toxin 91.0 2376.0 26.0 -0.028 0.045 1000.0 -1000.0 -0.026 -1000.0 Osteopontin-mediated events 90.0 3455.0 38.0 -0.028 0.069 1000.0 -1000.0 -0.026 -1000.0 Ras signaling in the CD4+ TCR pathway 84.0 1433.0 17.0 -0.014 0.052 1000.0 -1000.0 -0.025 -1000.0 Arf6 signaling events 81.0 5035.0 62.0 -0.028 0.068 1000.0 -1000.0 -0.026 -1000.0 S1P5 pathway 80.0 1362.0 17.0 -0.05 0.049 1000.0 -1000.0 -0.026 -1000.0 HIF-2-alpha transcription factor network 80.0 3478.0 43.0 -0.057 0.074 1000.0 -1000.0 -0.037 -1000.0 LPA receptor mediated events 75.0 7660.0 102.0 -0.027 0.079 1000.0 -1000.0 -0.058 -1000.0 TCGA08_rtk_signaling 73.0 1916.0 26.0 -0.034 0.119 1000.0 -1000.0 -0.026 -1000.0 TCGA08_p53 72.0 510.0 7.0 -0.025 0.005 1000.0 -1000.0 -0.025 -1000.0 Syndecan-1-mediated signaling events 70.0 2393.0 34.0 -0.028 0.056 1000.0 -1000.0 -0.026 -1000.0 S1P4 pathway 68.0 1711.0 25.0 -0.049 0.032 1000.0 -1000.0 -0.025 -1000.0 Alternative NF-kappaB pathway 64.0 833.0 13.0 -0.028 0.046 1000.0 -1000.0 -0.026 -1000.0 Signaling events regulated by Ret tyrosine kinase 63.0 5198.0 82.0 -0.069 0.04 1000.0 -1000.0 -0.032 -1000.0 FoxO family signaling 63.0 4059.0 64.0 -0.058 0.094 1000.0 -1000.0 -0.064 -1000.0 IL6-mediated signaling events 63.0 4780.0 75.0 -0.027 0.215 1000.0 -1000.0 -0.079 -1000.0 Ceramide signaling pathway 61.0 4656.0 76.0 -0.095 0.056 1000.0 -1000.0 -0.026 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 61.0 2029.0 33.0 -0.069 0.053 1000.0 -1000.0 -0.026 -1000.0 Nongenotropic Androgen signaling 60.0 3126.0 52.0 -0.093 0.052 1000.0 -1000.0 -0.026 -1000.0 PLK2 and PLK4 events 53.0 161.0 3.0 -0.027 -0.023 1000.0 -1000.0 -0.026 -1000.0 a4b1 and a4b7 Integrin signaling 52.0 262.0 5.0 -0.028 0.039 1000.0 -1000.0 -0.026 -1000.0 IL2 signaling events mediated by PI3K 52.0 3041.0 58.0 -0.175 0.039 1000.0 -1000.0 -0.036 -1000.0 Sphingosine 1-phosphate (S1P) pathway 51.0 1438.0 28.0 -0.027 0.028 1000.0 -1000.0 -0.026 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 51.0 1915.0 37.0 -0.037 0.063 1000.0 -1000.0 -0.026 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 50.0 2642.0 52.0 -0.028 0.13 1000.0 -1000.0 -0.028 -1000.0 Wnt signaling 49.0 343.0 7.0 -0.028 0.022 1000.0 -1000.0 -0.025 -1000.0 Presenilin action in Notch and Wnt signaling 48.0 2976.0 61.0 -0.029 0.069 1000.0 -1000.0 -0.034 -1000.0 Thromboxane A2 receptor signaling 47.0 4960.0 105.0 -0.052 0.107 1000.0 -1000.0 -0.048 -1000.0 Syndecan-4-mediated signaling events 47.0 3159.0 67.0 -0.029 0.032 1000.0 -1000.0 -0.032 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 46.0 5563.0 120.0 -0.051 0.069 1000.0 -1000.0 -0.034 -1000.0 BARD1 signaling events 45.0 2614.0 57.0 -0.06 0.069 1000.0 -1000.0 -0.047 -1000.0 BMP receptor signaling 44.0 3608.0 81.0 -0.04 0.049 1000.0 -1000.0 -0.029 -1000.0 Regulation of p38-alpha and p38-beta 44.0 2417.0 54.0 -0.028 0.035 1000.0 -1000.0 -0.033 -1000.0 PLK1 signaling events 43.0 3694.0 85.0 -0.028 0.054 1000.0 -1000.0 -0.026 -1000.0 amb2 Integrin signaling 43.0 3528.0 82.0 -0.028 0.074 1000.0 -1000.0 -0.027 -1000.0 Plasma membrane estrogen receptor signaling 43.0 3716.0 86.0 -0.451 0.07 1000.0 -1000.0 -0.038 -1000.0 JNK signaling in the CD4+ TCR pathway 42.0 716.0 17.0 -0.124 0.054 1000.0 -1000.0 -0.026 -1000.0 Reelin signaling pathway 42.0 2383.0 56.0 -0.042 0.049 1000.0 -1000.0 -0.035 -1000.0 Paxillin-dependent events mediated by a4b1 42.0 1526.0 36.0 -0.052 0.047 1000.0 -1000.0 -0.028 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 42.0 1894.0 45.0 -0.061 0.053 1000.0 -1000.0 -0.03 -1000.0 p38 MAPK signaling pathway 42.0 1881.0 44.0 -0.028 0.054 1000.0 -1000.0 -0.026 -1000.0 Integrins in angiogenesis 41.0 3453.0 84.0 -0.048 0.068 1000.0 -1000.0 -0.038 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 40.0 3443.0 85.0 -0.044 0.115 1000.0 -1000.0 -0.034 -1000.0 p75(NTR)-mediated signaling 40.0 5124.0 125.0 -0.063 0.068 1000.0 -1000.0 -0.038 -1000.0 Nectin adhesion pathway 40.0 2557.0 63.0 -0.028 0.061 1000.0 -1000.0 -0.034 -1000.0 EGFR-dependent Endothelin signaling events 40.0 850.0 21.0 -0.028 0.027 1000.0 -1000.0 -0.029 -1000.0 Visual signal transduction: Cones 39.0 1518.0 38.0 -0.028 0.044 1000.0 -1000.0 -0.026 -1000.0 Syndecan-3-mediated signaling events 39.0 1397.0 35.0 -0.028 0.068 1000.0 -1000.0 -0.026 -1000.0 Regulation of nuclear SMAD2/3 signaling 38.0 5180.0 136.0 -0.217 0.088 1000.0 -1000.0 -0.034 -1000.0 E-cadherin signaling in the nascent adherens junction 38.0 2898.0 76.0 -0.052 0.074 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 38.0 3016.0 78.0 -0.062 0.034 1000.0 -1000.0 -0.049 -1000.0 Glypican 1 network 37.0 1802.0 48.0 -0.038 0.052 1000.0 -1000.0 -0.027 -1000.0 FAS signaling pathway (CD95) 37.0 1771.0 47.0 -0.133 0.035 1000.0 -1000.0 -0.037 -1000.0 EPHB forward signaling 37.0 3177.0 85.0 -0.063 0.067 1000.0 -1000.0 -0.043 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 35.0 1906.0 54.0 -0.036 0.039 1000.0 -1000.0 -0.027 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 35.0 2643.0 74.0 -0.237 0.065 1000.0 -1000.0 -0.044 -1000.0 EPO signaling pathway 34.0 1887.0 55.0 -0.029 0.039 1000.0 -1000.0 -0.029 -1000.0 IFN-gamma pathway 34.0 2339.0 68.0 -0.103 0.057 1000.0 -1000.0 -0.035 -1000.0 IL1-mediated signaling events 34.0 2157.0 62.0 -0.06 0.071 1000.0 -1000.0 -0.035 -1000.0 Signaling mediated by p38-alpha and p38-beta 34.0 1505.0 44.0 -0.042 0.056 1000.0 -1000.0 -0.026 -1000.0 Angiopoietin receptor Tie2-mediated signaling 33.0 2904.0 88.0 -0.03 0.109 1000.0 -1000.0 -0.054 -1000.0 Insulin-mediated glucose transport 32.0 1037.0 32.0 -0.044 0.036 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class III 32.0 1310.0 40.0 -0.028 0.025 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 32.0 4109.0 125.0 -0.034 0.048 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling in keratinocytes 32.0 1377.0 43.0 -0.027 0.053 1000.0 -1000.0 -0.026 -1000.0 Circadian rhythm pathway 31.0 687.0 22.0 -0.027 0.061 1000.0 -1000.0 -0.025 -1000.0 Retinoic acid receptors-mediated signaling 30.0 1786.0 58.0 -0.055 0.05 1000.0 -1000.0 -0.03 -1000.0 Class I PI3K signaling events 30.0 2246.0 73.0 -0.028 0.047 1000.0 -1000.0 -0.027 -1000.0 Arf6 trafficking events 30.0 2173.0 71.0 -0.03 0.035 1000.0 -1000.0 -0.027 -1000.0 Regulation of Telomerase 30.0 3110.0 102.0 -0.034 0.064 1000.0 -1000.0 -0.043 -1000.0 Noncanonical Wnt signaling pathway 29.0 769.0 26.0 -0.028 0.032 1000.0 -1000.0 -0.026 -1000.0 Aurora A signaling 29.0 1741.0 60.0 -0.028 0.051 1000.0 -1000.0 -0.026 -1000.0 Canonical Wnt signaling pathway 29.0 1490.0 51.0 -0.047 0.089 1000.0 -1000.0 -0.03 -1000.0 Caspase cascade in apoptosis 28.0 2137.0 74.0 -0.06 0.056 1000.0 -1000.0 -0.028 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 28.0 658.0 23.0 -0.028 0.052 1000.0 -1000.0 -0.026 -1000.0 Syndecan-2-mediated signaling events 28.0 1991.0 69.0 -0.041 0.043 1000.0 -1000.0 -0.035 -1000.0 Arf6 downstream pathway 28.0 1227.0 43.0 -0.028 0.047 1000.0 -1000.0 -0.026 -1000.0 IL2 signaling events mediated by STAT5 28.0 618.0 22.0 -0.029 0.037 1000.0 -1000.0 -0.029 -1000.0 VEGFR1 specific signals 28.0 1569.0 56.0 -0.05 0.047 1000.0 -1000.0 -0.028 -1000.0 Aurora B signaling 28.0 1884.0 67.0 -0.028 0.066 1000.0 -1000.0 -0.026 -1000.0 mTOR signaling pathway 27.0 1471.0 53.0 -0.033 0.045 1000.0 -1000.0 -0.028 -1000.0 Class I PI3K signaling events mediated by Akt 27.0 1863.0 68.0 -0.044 0.05 1000.0 -1000.0 -0.027 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 27.0 2248.0 83.0 -0.064 0.052 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class I 27.0 2889.0 104.0 -0.035 0.061 1000.0 -1000.0 -0.03 -1000.0 PDGFR-alpha signaling pathway 26.0 1184.0 44.0 -0.033 0.045 1000.0 -1000.0 -0.026 -1000.0 BCR signaling pathway 26.0 2623.0 99.0 -0.041 0.071 1000.0 -1000.0 -0.043 -1000.0 IL12-mediated signaling events 25.0 2235.0 87.0 -0.093 0.044 1000.0 -1000.0 -0.076 -1000.0 Signaling events mediated by the Hedgehog family 25.0 1350.0 52.0 -0.028 0.042 1000.0 -1000.0 -0.027 -1000.0 TRAIL signaling pathway 25.0 1231.0 48.0 -0.058 0.072 1000.0 -1000.0 -0.026 -1000.0 PDGFR-beta signaling pathway 25.0 2425.0 97.0 -0.055 0.105 1000.0 -1000.0 -0.038 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 24.0 817.0 34.0 -0.042 0.078 1000.0 -1000.0 -0.036 -1000.0 Ephrin B reverse signaling 24.0 1189.0 48.0 -0.028 0.046 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by PRL 24.0 840.0 34.0 -0.027 0.039 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class II 23.0 1754.0 75.0 -0.037 0.064 1000.0 -1000.0 -0.028 -1000.0 IL23-mediated signaling events 23.0 1380.0 60.0 -0.028 0.105 1000.0 -1000.0 -0.104 -1000.0 Signaling events mediated by PTP1B 22.0 1687.0 76.0 -0.028 0.065 1000.0 -1000.0 -0.026 -1000.0 TCGA08_retinoblastoma 22.0 179.0 8.0 -0.017 0.033 1000.0 -1000.0 -0.003 -1000.0 ErbB2/ErbB3 signaling events 21.0 1386.0 65.0 -0.051 0.038 1000.0 -1000.0 -0.05 -1000.0 Canonical NF-kappaB pathway 21.0 820.0 39.0 -0.046 0.052 1000.0 -1000.0 -0.026 -1000.0 TCR signaling in naïve CD8+ T cells 21.0 1969.0 93.0 -0.327 0.372 1000.0 -1000.0 -0.037 -1000.0 Insulin Pathway 21.0 1554.0 74.0 -0.05 0.073 1000.0 -1000.0 -0.033 -1000.0 S1P3 pathway 20.0 875.0 42.0 -0.05 0.028 1000.0 -1000.0 -0.026 -1000.0 Arf1 pathway 20.0 1119.0 54.0 -0.064 0.035 1000.0 -1000.0 -0.026 -1000.0 Fc-epsilon receptor I signaling in mast cells 19.0 1882.0 97.0 -0.1 0.056 1000.0 -1000.0 -0.054 -1000.0 ceramide signaling pathway 18.0 889.0 49.0 -0.028 0.053 1000.0 -1000.0 -0.029 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 18.0 502.0 27.0 -0.043 0.059 1000.0 -1000.0 -0.029 -1000.0 Signaling mediated by p38-gamma and p38-delta 17.0 264.0 15.0 -0.038 0.0 1000.0 -1000.0 -0.026 -1000.0 Atypical NF-kappaB pathway 17.0 548.0 31.0 -0.038 0.035 1000.0 -1000.0 -0.028 -1000.0 ErbB4 signaling events 16.0 1120.0 69.0 -0.051 0.048 1000.0 -1000.0 -0.03 -1000.0 S1P1 pathway 16.0 602.0 36.0 -0.051 0.046 1000.0 -1000.0 -0.028 -1000.0 Rapid glucocorticoid signaling 16.0 322.0 20.0 -0.027 0.017 1000.0 -1000.0 -0.025 -1000.0 Hedgehog signaling events mediated by Gli proteins 15.0 1016.0 65.0 -0.031 0.044 1000.0 -1000.0 -0.026 -1000.0 Aurora C signaling 15.0 108.0 7.0 -0.027 0.046 1000.0 -1000.0 -0.026 -1000.0 Glucocorticoid receptor regulatory network 15.0 1808.0 114.0 -0.088 0.119 1000.0 -1000.0 -0.049 -1000.0 IGF1 pathway 15.0 859.0 57.0 -0.057 0.06 1000.0 -1000.0 -0.032 -1000.0 Visual signal transduction: Rods 15.0 787.0 52.0 -0.057 0.062 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling events 14.0 71.0 5.0 -0.027 0.051 1000.0 -1000.0 -0.025 -1000.0 Cellular roles of Anthrax toxin 12.0 479.0 39.0 -0.032 0.026 1000.0 -1000.0 -0.025 -1000.0 IL4-mediated signaling events 12.0 1149.0 91.0 -0.124 0.063 1000.0 -1000.0 -0.175 -1000.0 Ephrin A reverse signaling 11.0 82.0 7.0 -0.03 0.036 1000.0 -1000.0 -0.026 -1000.0 Class IB PI3K non-lipid kinase events 11.0 33.0 3.0 -0.027 -1000.0 1000.0 -1000.0 -0.025 -1000.0 Regulation of Androgen receptor activity 9.0 674.0 70.0 -0.059 0.049 1000.0 -1000.0 -0.031 -1000.0 Calcium signaling in the CD4+ TCR pathway 7.0 219.0 31.0 -0.07 0.019 1000.0 -1000.0 -0.025 -1000.0 IL27-mediated signaling events 7.0 399.0 51.0 -0.054 0.048 1000.0 -1000.0 -0.035 -1000.0 Coregulation of Androgen receptor activity 6.0 485.0 76.0 -0.031 0.049 1000.0 -1000.0 -0.027 -1000.0 FOXA2 and FOXA3 transcription factor networks 5.0 239.0 46.0 -0.029 0.029 1000.0 -1000.0 -0.09 -1000.0 LPA4-mediated signaling events 4.0 50.0 12.0 -0.026 0.0 1000.0 -1000.0 -0.019 -1000.0 Total 5256 283269 7203 -7.61830967682 -991.725713968 131000 -131000 -4.62141563108 -131000