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 183.0 9338.0 51.0 -0.97 0.011 1000.0 -1000.0 -0.136 -1000.0 Aurora B signaling 160.0 10732.0 67.0 -0.52 0.011 1000.0 -1000.0 -0.038 -1000.0 HIF-1-alpha transcription factor network 125.0 9515.0 76.0 -0.487 0.017 1000.0 -1000.0 -0.065 -1000.0 Signaling events regulated by Ret tyrosine kinase 120.0 9865.0 82.0 -0.187 0.011 1000.0 -1000.0 -0.047 -1000.0 Endothelins 107.0 10300.0 96.0 -0.337 0.011 1000.0 -1000.0 -0.046 -1000.0 Angiopoietin receptor Tie2-mediated signaling 105.0 9284.0 88.0 -0.316 0.043 1000.0 -1000.0 -0.074 -1000.0 p75(NTR)-mediated signaling 91.0 11418.0 125.0 -0.199 0.03 1000.0 -1000.0 -0.055 -1000.0 PDGFR-alpha signaling pathway 91.0 4047.0 44.0 -0.294 0.025 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by the Hedgehog family 89.0 4633.0 52.0 -0.257 0.145 1000.0 -1000.0 -0.018 -1000.0 Integrins in angiogenesis 80.0 6795.0 84.0 -0.288 0.024 1000.0 -1000.0 -0.05 -1000.0 Cellular roles of Anthrax toxin 70.0 2747.0 39.0 -0.127 0.019 1000.0 -1000.0 -0.013 -1000.0 S1P3 pathway 69.0 2909.0 42.0 -0.411 0.016 1000.0 -1000.0 -0.025 -1000.0 Aurora C signaling 68.0 478.0 7.0 -0.288 0.009 1000.0 -1000.0 -0.017 -1000.0 Nongenotropic Androgen signaling 68.0 3581.0 52.0 -0.216 0.106 1000.0 -1000.0 -0.032 -1000.0 Wnt signaling 61.0 427.0 7.0 -0.089 -0.002 1000.0 -1000.0 -0.014 -1000.0 PLK1 signaling events 57.0 4868.0 85.0 -0.296 0.044 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-alpha and p38-beta 57.0 2548.0 44.0 -0.08 0.011 1000.0 -1000.0 -0.031 -1000.0 Reelin signaling pathway 56.0 3165.0 56.0 -0.154 0.03 1000.0 -1000.0 -0.043 -1000.0 Effects of Botulinum toxin 55.0 1450.0 26.0 -0.112 0.018 1000.0 -1000.0 -0.034 -1000.0 LPA4-mediated signaling events 54.0 653.0 12.0 -0.123 0.015 1000.0 -1000.0 -0.007 -1000.0 Glypican 1 network 54.0 2626.0 48.0 -0.216 0.022 1000.0 -1000.0 -0.012 -1000.0 IGF1 pathway 50.0 2852.0 57.0 -0.076 0.022 1000.0 -1000.0 -0.048 -1000.0 Aurora A signaling 49.0 2974.0 60.0 -0.253 0.022 1000.0 -1000.0 -0.017 -1000.0 Fc-epsilon receptor I signaling in mast cells 49.0 4802.0 97.0 -0.125 0.028 1000.0 -1000.0 -0.046 -1000.0 S1P4 pathway 49.0 1237.0 25.0 -0.1 0.024 1000.0 -1000.0 -0.013 -1000.0 S1P5 pathway 47.0 801.0 17.0 -0.1 0.032 1000.0 -1000.0 -0.013 -1000.0 Noncanonical Wnt signaling pathway 46.0 1197.0 26.0 -0.136 0.011 1000.0 -1000.0 -0.025 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 46.0 3159.0 68.0 -0.203 0.08 1000.0 -1000.0 -0.082 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 46.0 5574.0 120.0 -0.186 0.138 1000.0 -1000.0 -0.043 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 46.0 3646.0 78.0 -0.099 0.043 1000.0 -1000.0 -0.035 -1000.0 TCGA08_retinoblastoma 45.0 365.0 8.0 -0.135 0.024 1000.0 -1000.0 -0.009 -1000.0 Thromboxane A2 receptor signaling 44.0 4702.0 105.0 -0.176 0.031 1000.0 -1000.0 -0.039 -1000.0 BMP receptor signaling 42.0 3417.0 81.0 -0.278 0.038 1000.0 -1000.0 -0.041 -1000.0 Plasma membrane estrogen receptor signaling 42.0 3679.0 86.0 -0.152 0.066 1000.0 -1000.0 -0.042 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 41.0 1420.0 34.0 -0.039 0.011 1000.0 -1000.0 -0.014 -1000.0 Syndecan-1-mediated signaling events 41.0 1411.0 34.0 -0.174 0.011 1000.0 -1000.0 -0.02 -1000.0 amb2 Integrin signaling 41.0 3427.0 82.0 -0.148 0.022 1000.0 -1000.0 -0.045 -1000.0 Ephrin A reverse signaling 38.0 267.0 7.0 -0.023 -0.0 1000.0 -1000.0 -0.01 -1000.0 FOXA2 and FOXA3 transcription factor networks 38.0 1764.0 46.0 -0.225 0.016 1000.0 -1000.0 -0.062 -1000.0 S1P1 pathway 38.0 1375.0 36.0 -0.123 0.011 1000.0 -1000.0 -0.031 -1000.0 Ras signaling in the CD4+ TCR pathway 38.0 658.0 17.0 -0.077 0.015 1000.0 -1000.0 -0.019 -1000.0 Osteopontin-mediated events 34.0 1314.0 38.0 -0.118 0.014 1000.0 -1000.0 -0.053 -1000.0 Ephrin B reverse signaling 33.0 1600.0 48.0 -0.095 0.015 1000.0 -1000.0 -0.04 -1000.0 TCGA08_p53 32.0 228.0 7.0 -0.089 0.047 1000.0 -1000.0 -0.007 -1000.0 LPA receptor mediated events 31.0 3235.0 102.0 -0.142 0.029 1000.0 -1000.0 -0.055 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 30.0 2611.0 85.0 -0.21 0.012 1000.0 -1000.0 -0.034 -1000.0 Glypican 2 network 30.0 120.0 4.0 -0.014 -0.001 1000.0 -1000.0 -0.006 -1000.0 IL4-mediated signaling events 29.0 2727.0 91.0 -0.52 0.265 1000.0 -1000.0 -0.134 -1000.0 FAS signaling pathway (CD95) 29.0 1406.0 47.0 -0.075 0.037 1000.0 -1000.0 -0.025 -1000.0 EGFR-dependent Endothelin signaling events 29.0 616.0 21.0 -0.114 0.02 1000.0 -1000.0 -0.042 -1000.0 Arf6 signaling events 28.0 1747.0 62.0 -0.087 0.027 1000.0 -1000.0 -0.028 -1000.0 Visual signal transduction: Rods 28.0 1504.0 52.0 -0.11 0.011 1000.0 -1000.0 -0.046 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 27.0 1490.0 54.0 -0.144 0.022 1000.0 -1000.0 -0.05 -1000.0 Syndecan-4-mediated signaling events 27.0 1826.0 67.0 -0.255 0.016 1000.0 -1000.0 -0.051 -1000.0 Visual signal transduction: Cones 26.0 994.0 38.0 -0.081 0.011 1000.0 -1000.0 -0.03 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 26.0 1379.0 52.0 -0.079 0.023 1000.0 -1000.0 -0.034 -1000.0 Coregulation of Androgen receptor activity 25.0 1964.0 76.0 -0.132 0.022 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 24.0 3019.0 125.0 -0.067 0.029 1000.0 -1000.0 -0.054 -1000.0 Hedgehog signaling events mediated by Gli proteins 23.0 1539.0 65.0 -0.1 0.038 1000.0 -1000.0 -0.037 -1000.0 Syndecan-2-mediated signaling events 22.0 1532.0 69.0 -0.105 0.028 1000.0 -1000.0 -0.011 -1000.0 Presenilin action in Notch and Wnt signaling 22.0 1346.0 61.0 -0.118 0.031 1000.0 -1000.0 -0.043 -1000.0 Glucocorticoid receptor regulatory network 22.0 2513.0 114.0 -0.239 0.046 1000.0 -1000.0 -0.046 -1000.0 Calcium signaling in the CD4+ TCR pathway 22.0 708.0 31.0 -0.118 0.015 1000.0 -1000.0 -0.047 -1000.0 TCGA08_rtk_signaling 22.0 594.0 26.0 -0.147 0.023 1000.0 -1000.0 -0.011 -1000.0 IL2 signaling events mediated by STAT5 22.0 488.0 22.0 -0.103 0.056 1000.0 -1000.0 -0.028 -1000.0 BCR signaling pathway 22.0 2205.0 99.0 -0.06 0.047 1000.0 -1000.0 -0.047 -1000.0 Insulin Pathway 21.0 1557.0 74.0 -0.132 0.03 1000.0 -1000.0 -0.049 -1000.0 Regulation of Androgen receptor activity 21.0 1536.0 70.0 -0.218 0.023 1000.0 -1000.0 -0.048 -1000.0 IL6-mediated signaling events 20.0 1553.0 75.0 -0.118 0.062 1000.0 -1000.0 -0.043 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 20.0 665.0 33.0 -0.156 0.034 1000.0 -1000.0 -0.025 -1000.0 Retinoic acid receptors-mediated signaling 19.0 1105.0 58.0 -0.052 0.022 1000.0 -1000.0 -0.043 -1000.0 Regulation of nuclear SMAD2/3 signaling 18.0 2472.0 136.0 -0.156 0.054 1000.0 -1000.0 -0.034 -1000.0 Signaling events mediated by PTP1B 18.0 1390.0 76.0 -0.115 0.024 1000.0 -1000.0 -0.045 -1000.0 Nectin adhesion pathway 18.0 1180.0 63.0 -0.067 0.021 1000.0 -1000.0 -0.04 -1000.0 Canonical Wnt signaling pathway 18.0 932.0 51.0 -0.097 0.05 1000.0 -1000.0 -0.031 -1000.0 Regulation of p38-alpha and p38-beta 18.0 993.0 54.0 -0.176 0.043 1000.0 -1000.0 -0.036 -1000.0 Rapid glucocorticoid signaling 18.0 374.0 20.0 -0.051 0.011 1000.0 -1000.0 -0.007 -1000.0 Sphingosine 1-phosphate (S1P) pathway 17.0 501.0 28.0 -0.1 0.032 1000.0 -1000.0 -0.017 -1000.0 BARD1 signaling events 16.0 967.0 57.0 -0.127 0.028 1000.0 -1000.0 -0.033 -1000.0 Class I PI3K signaling events mediated by Akt 16.0 1138.0 68.0 -0.239 0.04 1000.0 -1000.0 -0.021 -1000.0 Signaling mediated by p38-gamma and p38-delta 16.0 240.0 15.0 -0.017 0.021 1000.0 -1000.0 -0.014 -1000.0 Regulation of Telomerase 16.0 1664.0 102.0 -0.301 0.038 1000.0 -1000.0 -0.052 -1000.0 IL12-mediated signaling events 15.0 1314.0 87.0 -0.301 0.045 1000.0 -1000.0 -0.094 -1000.0 IL1-mediated signaling events 14.0 900.0 62.0 -0.038 0.04 1000.0 -1000.0 -0.05 -1000.0 TCR signaling in naïve CD8+ T cells 14.0 1338.0 93.0 -0.044 0.04 1000.0 -1000.0 -0.046 -1000.0 EPHB forward signaling 14.0 1264.0 85.0 -0.034 0.03 1000.0 -1000.0 -0.051 -1000.0 Signaling events mediated by PRL 14.0 479.0 34.0 -0.127 0.018 1000.0 -1000.0 -0.015 -1000.0 IFN-gamma pathway 13.0 923.0 68.0 -0.226 0.048 1000.0 -1000.0 -0.051 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 13.0 1127.0 83.0 -0.239 0.044 1000.0 -1000.0 -0.043 -1000.0 FoxO family signaling 13.0 884.0 64.0 -0.239 0.042 1000.0 -1000.0 -0.045 -1000.0 ErbB4 signaling events 12.0 838.0 69.0 -0.072 0.03 1000.0 -1000.0 -0.056 -1000.0 Insulin-mediated glucose transport 12.0 407.0 32.0 -0.239 0.025 1000.0 -1000.0 -0.03 -1000.0 Syndecan-3-mediated signaling events 12.0 427.0 35.0 -0.089 0.03 1000.0 -1000.0 -0.023 -1000.0 PDGFR-beta signaling pathway 12.0 1256.0 97.0 -0.021 0.039 1000.0 -1000.0 -0.043 -1000.0 EPO signaling pathway 11.0 612.0 55.0 -0.025 0.035 1000.0 -1000.0 -0.045 -1000.0 mTOR signaling pathway 11.0 627.0 53.0 -0.026 0.018 1000.0 -1000.0 -0.036 -1000.0 HIF-2-alpha transcription factor network 11.0 498.0 43.0 -0.142 0.022 1000.0 -1000.0 -0.049 -1000.0 IL2 signaling events mediated by PI3K 11.0 681.0 58.0 -0.113 0.043 1000.0 -1000.0 -0.053 -1000.0 Class IB PI3K non-lipid kinase events 11.0 33.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.007 -1000.0 ErbB2/ErbB3 signaling events 10.0 672.0 65.0 -0.12 0.022 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class III 10.0 407.0 40.0 -0.078 0.016 1000.0 -1000.0 -0.021 -1000.0 JNK signaling in the CD4+ TCR pathway 9.0 166.0 17.0 -0.014 0.034 1000.0 -1000.0 -0.019 -1000.0 Ceramide signaling pathway 8.0 615.0 76.0 -0.068 0.036 1000.0 -1000.0 -0.023 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 8.0 328.0 37.0 -0.02 0.027 1000.0 -1000.0 -0.026 -1000.0 ceramide signaling pathway 8.0 403.0 49.0 -0.031 0.038 1000.0 -1000.0 -0.016 -1000.0 IL27-mediated signaling events 8.0 409.0 51.0 -0.053 0.014 1000.0 -1000.0 -0.059 -1000.0 Caspase cascade in apoptosis 7.0 543.0 74.0 -0.032 0.035 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class II 7.0 533.0 75.0 -0.051 0.029 1000.0 -1000.0 -0.025 -1000.0 IL23-mediated signaling events 7.0 444.0 60.0 -0.047 0.043 1000.0 -1000.0 -0.116 -1000.0 p38 MAPK signaling pathway 7.0 324.0 44.0 -0.046 0.028 1000.0 -1000.0 -0.036 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 270.0 45.0 -0.032 0.057 1000.0 -1000.0 -0.048 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 373.0 74.0 -0.075 0.062 1000.0 -1000.0 -0.05 -1000.0 Canonical NF-kappaB pathway 4.0 176.0 39.0 -0.032 0.058 1000.0 -1000.0 -0.048 -1000.0 PLK2 and PLK4 events 4.0 12.0 3.0 0.008 0.015 1000.0 -1000.0 -0.008 -1000.0 TRAIL signaling pathway 4.0 198.0 48.0 -0.001 0.037 1000.0 -1000.0 -0.041 -1000.0 Class I PI3K signaling events 4.0 316.0 73.0 -0.015 0.053 1000.0 -1000.0 -0.034 -1000.0 Arf6 trafficking events 4.0 351.0 71.0 -0.193 0.035 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by HDAC Class I 3.0 377.0 104.0 -0.032 0.044 1000.0 -1000.0 -0.034 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 143.0 36.0 -0.031 0.032 1000.0 -1000.0 -0.039 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 46.0 23.0 -0.004 0.036 1000.0 -1000.0 -0.018 -1000.0 a4b1 and a4b7 Integrin signaling 2.0 11.0 5.0 0.009 0.015 1000.0 -1000.0 -0.008 -1000.0 VEGFR1 specific signals 2.0 138.0 56.0 -0.062 0.052 1000.0 -1000.0 -0.025 -1000.0 Arf6 downstream pathway 1.0 50.0 43.0 -0.023 0.023 1000.0 -1000.0 -0.021 -1000.0 Atypical NF-kappaB pathway 1.0 36.0 31.0 -0.0 0.04 1000.0 -1000.0 -0.017 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 95.0 76.0 -0.003 0.048 1000.0 -1000.0 -0.047 -1000.0 E-cadherin signaling in keratinocytes 1.0 80.0 43.0 -0.034 0.037 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 0.009 0.021 1000.0 -1000.0 -0.011 -1000.0 Circadian rhythm pathway 0.0 15.0 22.0 -0.011 0.04 1000.0 -1000.0 -0.025 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.028 1000.0 -1000.0 -0.032 -1000.0 Arf1 pathway 0.0 8.0 54.0 -0.0 0.028 1000.0 -1000.0 -0.018 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 0.0 0.033 1000.0 -1000.0 -0.013 -1000.0 Total 4001 238234 7203 -17.2989568793 4.34967422178 131000 -131000 -4.74454681249 -131000