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 191.0 9755.0 51.0 -0.973 0.011 1000.0 -1000.0 -0.126 -1000.0 Aurora B signaling 159.0 10682.0 67.0 -0.525 0.011 1000.0 -1000.0 -0.036 -1000.0 Signaling events regulated by Ret tyrosine kinase 119.0 9827.0 82.0 -0.189 0.011 1000.0 -1000.0 -0.04 -1000.0 HIF-1-alpha transcription factor network 117.0 8898.0 76.0 -0.489 0.017 1000.0 -1000.0 -0.07 -1000.0 Angiopoietin receptor Tie2-mediated signaling 105.0 9293.0 88.0 -0.32 0.043 1000.0 -1000.0 -0.072 -1000.0 Endothelins 102.0 9813.0 96.0 -0.333 0.011 1000.0 -1000.0 -0.046 -1000.0 PDGFR-alpha signaling pathway 96.0 4251.0 44.0 -0.291 0.025 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by the Hedgehog family 91.0 4753.0 52.0 -0.259 0.147 1000.0 -1000.0 -0.015 -1000.0 p75(NTR)-mediated signaling 83.0 10436.0 125.0 -0.2 0.03 1000.0 -1000.0 -0.056 -1000.0 Integrins in angiogenesis 73.0 6180.0 84.0 -0.288 0.024 1000.0 -1000.0 -0.052 -1000.0 Cellular roles of Anthrax toxin 68.0 2663.0 39.0 -0.127 0.019 1000.0 -1000.0 -0.014 -1000.0 Nongenotropic Androgen signaling 67.0 3496.0 52.0 -0.212 0.105 1000.0 -1000.0 -0.032 -1000.0 Aurora C signaling 66.0 468.0 7.0 -0.289 0.01 1000.0 -1000.0 -0.021 -1000.0 Fc-epsilon receptor I signaling in mast cells 66.0 6438.0 97.0 -0.123 0.028 1000.0 -1000.0 -0.043 -1000.0 S1P3 pathway 65.0 2749.0 42.0 -0.414 0.016 1000.0 -1000.0 -0.02 -1000.0 Wnt signaling 59.0 418.0 7.0 -0.089 -0.003 1000.0 -1000.0 -0.013 -1000.0 Signaling mediated by p38-alpha and p38-beta 57.0 2519.0 44.0 -0.08 0.011 1000.0 -1000.0 -0.034 -1000.0 Reelin signaling pathway 56.0 3146.0 56.0 -0.156 0.03 1000.0 -1000.0 -0.045 -1000.0 PLK1 signaling events 55.0 4704.0 85.0 -0.298 0.044 1000.0 -1000.0 -0.032 -1000.0 Effects of Botulinum toxin 54.0 1428.0 26.0 -0.112 0.018 1000.0 -1000.0 -0.036 -1000.0 Glypican 1 network 53.0 2570.0 48.0 -0.216 0.022 1000.0 -1000.0 -0.018 -1000.0 LPA4-mediated signaling events 52.0 635.0 12.0 -0.122 0.015 1000.0 -1000.0 -0.01 -1000.0 IGF1 pathway 51.0 2953.0 57.0 -0.077 0.022 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 49.0 3850.0 78.0 -0.102 0.044 1000.0 -1000.0 -0.035 -1000.0 Aurora A signaling 48.0 2934.0 60.0 -0.254 0.022 1000.0 -1000.0 -0.015 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 48.0 5787.0 120.0 -0.188 0.138 1000.0 -1000.0 -0.042 -1000.0 S1P5 pathway 45.0 781.0 17.0 -0.099 0.032 1000.0 -1000.0 -0.012 -1000.0 Noncanonical Wnt signaling pathway 44.0 1164.0 26.0 -0.136 0.011 1000.0 -1000.0 -0.023 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 44.0 3032.0 68.0 -0.205 0.081 1000.0 -1000.0 -0.076 -1000.0 TCGA08_retinoblastoma 44.0 353.0 8.0 -0.134 0.024 1000.0 -1000.0 -0.01 -1000.0 Thromboxane A2 receptor signaling 43.0 4615.0 105.0 -0.175 0.031 1000.0 -1000.0 -0.038 -1000.0 Plasma membrane estrogen receptor signaling 41.0 3601.0 86.0 -0.152 0.066 1000.0 -1000.0 -0.045 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 40.0 1373.0 34.0 -0.039 0.011 1000.0 -1000.0 -0.015 -1000.0 Syndecan-1-mediated signaling events 40.0 1382.0 34.0 -0.173 0.011 1000.0 -1000.0 -0.021 -1000.0 amb2 Integrin signaling 40.0 3345.0 82.0 -0.15 0.022 1000.0 -1000.0 -0.043 -1000.0 BMP receptor signaling 39.0 3193.0 81.0 -0.277 0.038 1000.0 -1000.0 -0.056 -1000.0 FOXA2 and FOXA3 transcription factor networks 38.0 1793.0 46.0 -0.22 0.015 1000.0 -1000.0 -0.055 -1000.0 Ras signaling in the CD4+ TCR pathway 36.0 615.0 17.0 -0.075 0.016 1000.0 -1000.0 -0.015 -1000.0 Osteopontin-mediated events 35.0 1332.0 38.0 -0.116 0.014 1000.0 -1000.0 -0.054 -1000.0 Ephrin A reverse signaling 35.0 251.0 7.0 -0.021 -0.0 1000.0 -1000.0 -0.007 -1000.0 IL4-mediated signaling events 35.0 3205.0 91.0 -0.522 0.265 1000.0 -1000.0 -0.124 -1000.0 LPA receptor mediated events 33.0 3453.0 102.0 -0.142 0.029 1000.0 -1000.0 -0.049 -1000.0 Ephrin B reverse signaling 32.0 1553.0 48.0 -0.094 0.015 1000.0 -1000.0 -0.037 -1000.0 TCGA08_p53 31.0 222.0 7.0 -0.089 0.047 1000.0 -1000.0 -0.009 -1000.0 FAS signaling pathway (CD95) 31.0 1457.0 47.0 -0.074 0.037 1000.0 -1000.0 -0.021 -1000.0 EGFR-dependent Endothelin signaling events 31.0 654.0 21.0 -0.116 0.019 1000.0 -1000.0 -0.036 -1000.0 S1P1 pathway 29.0 1046.0 36.0 -0.124 0.011 1000.0 -1000.0 -0.036 -1000.0 Glypican 2 network 29.0 117.0 4.0 -0.014 -0.001 1000.0 -1000.0 -0.013 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 28.0 1516.0 54.0 -0.142 0.022 1000.0 -1000.0 -0.052 -1000.0 Visual signal transduction: Rods 27.0 1437.0 52.0 -0.11 0.011 1000.0 -1000.0 -0.046 -1000.0 Arf6 signaling events 26.0 1665.0 62.0 -0.085 0.027 1000.0 -1000.0 -0.036 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 26.0 1364.0 52.0 -0.079 0.023 1000.0 -1000.0 -0.036 -1000.0 TCGA08_rtk_signaling 26.0 677.0 26.0 -0.148 0.023 1000.0 -1000.0 -0.01 -1000.0 Coregulation of Androgen receptor activity 25.0 1936.0 76.0 -0.131 0.022 1000.0 -1000.0 -0.025 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 25.0 2200.0 85.0 -0.207 0.012 1000.0 -1000.0 -0.041 -1000.0 Syndecan-4-mediated signaling events 25.0 1711.0 67.0 -0.256 0.016 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Cones 24.0 917.0 38.0 -0.081 0.011 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 23.0 2890.0 125.0 -0.065 0.029 1000.0 -1000.0 -0.053 -1000.0 Glucocorticoid receptor regulatory network 22.0 2577.0 114.0 -0.24 0.045 1000.0 -1000.0 -0.046 -1000.0 Calcium signaling in the CD4+ TCR pathway 22.0 697.0 31.0 -0.116 0.015 1000.0 -1000.0 -0.045 -1000.0 IL2 signaling events mediated by STAT5 22.0 485.0 22.0 -0.105 0.056 1000.0 -1000.0 -0.022 -1000.0 BCR signaling pathway 22.0 2178.0 99.0 -0.06 0.047 1000.0 -1000.0 -0.048 -1000.0 S1P4 pathway 22.0 561.0 25.0 -0.099 0.024 1000.0 -1000.0 -0.017 -1000.0 Syndecan-2-mediated signaling events 21.0 1508.0 69.0 -0.103 0.028 1000.0 -1000.0 -0.014 -1000.0 Hedgehog signaling events mediated by Gli proteins 21.0 1425.0 65.0 -0.099 0.038 1000.0 -1000.0 -0.035 -1000.0 Presenilin action in Notch and Wnt signaling 21.0 1291.0 61.0 -0.116 0.03 1000.0 -1000.0 -0.04 -1000.0 Insulin Pathway 21.0 1573.0 74.0 -0.134 0.03 1000.0 -1000.0 -0.047 -1000.0 Regulation of Androgen receptor activity 21.0 1487.0 70.0 -0.218 0.023 1000.0 -1000.0 -0.055 -1000.0 IL6-mediated signaling events 20.0 1532.0 75.0 -0.116 0.061 1000.0 -1000.0 -0.04 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 19.0 649.0 33.0 -0.157 0.034 1000.0 -1000.0 -0.021 -1000.0 Rapid glucocorticoid signaling 18.0 363.0 20.0 -0.051 0.011 1000.0 -1000.0 -0.006 -1000.0 Regulation of nuclear SMAD2/3 signaling 17.0 2434.0 136.0 -0.155 0.053 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by PTP1B 17.0 1355.0 76.0 -0.116 0.024 1000.0 -1000.0 -0.046 -1000.0 Nectin adhesion pathway 17.0 1084.0 63.0 -0.065 0.021 1000.0 -1000.0 -0.047 -1000.0 Retinoic acid receptors-mediated signaling 17.0 987.0 58.0 -0.052 0.022 1000.0 -1000.0 -0.043 -1000.0 Canonical Wnt signaling pathway 17.0 879.0 51.0 -0.097 0.05 1000.0 -1000.0 -0.027 -1000.0 BARD1 signaling events 16.0 965.0 57.0 -0.127 0.028 1000.0 -1000.0 -0.034 -1000.0 Class I PI3K signaling events mediated by Akt 16.0 1117.0 68.0 -0.24 0.04 1000.0 -1000.0 -0.021 -1000.0 Regulation of p38-alpha and p38-beta 16.0 917.0 54.0 -0.175 0.044 1000.0 -1000.0 -0.039 -1000.0 Signaling mediated by p38-gamma and p38-delta 15.0 229.0 15.0 -0.017 0.021 1000.0 -1000.0 -0.012 -1000.0 Regulation of Telomerase 15.0 1579.0 102.0 -0.303 0.038 1000.0 -1000.0 -0.068 -1000.0 IL12-mediated signaling events 14.0 1289.0 87.0 -0.296 0.044 1000.0 -1000.0 -0.093 -1000.0 IL1-mediated signaling events 14.0 891.0 62.0 -0.039 0.041 1000.0 -1000.0 -0.052 -1000.0 TCR signaling in naïve CD8+ T cells 14.0 1331.0 93.0 -0.043 0.04 1000.0 -1000.0 -0.045 -1000.0 JNK signaling in the CD4+ TCR pathway 13.0 228.0 17.0 -0.015 0.034 1000.0 -1000.0 -0.017 -1000.0 IFN-gamma pathway 13.0 899.0 68.0 -0.224 0.048 1000.0 -1000.0 -0.05 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 13.0 1114.0 83.0 -0.24 0.044 1000.0 -1000.0 -0.042 -1000.0 FoxO family signaling 13.0 886.0 64.0 -0.24 0.043 1000.0 -1000.0 -0.04 -1000.0 EPHB forward signaling 13.0 1136.0 85.0 -0.034 0.03 1000.0 -1000.0 -0.051 -1000.0 PDGFR-beta signaling pathway 13.0 1297.0 97.0 -0.021 0.039 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by PRL 13.0 473.0 34.0 -0.127 0.018 1000.0 -1000.0 -0.017 -1000.0 Sphingosine 1-phosphate (S1P) pathway 12.0 352.0 28.0 -0.099 0.032 1000.0 -1000.0 -0.02 -1000.0 Insulin-mediated glucose transport 12.0 400.0 32.0 -0.24 0.025 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by HDAC Class III 12.0 499.0 40.0 -0.077 0.016 1000.0 -1000.0 -0.019 -1000.0 IL2 signaling events mediated by PI3K 12.0 726.0 58.0 -0.114 0.042 1000.0 -1000.0 -0.046 -1000.0 ErbB4 signaling events 11.0 810.0 69.0 -0.074 0.031 1000.0 -1000.0 -0.057 -1000.0 mTOR signaling pathway 11.0 628.0 53.0 -0.026 0.018 1000.0 -1000.0 -0.033 -1000.0 HIF-2-alpha transcription factor network 11.0 488.0 43.0 -0.143 0.022 1000.0 -1000.0 -0.042 -1000.0 Syndecan-3-mediated signaling events 11.0 419.0 35.0 -0.09 0.03 1000.0 -1000.0 -0.021 -1000.0 Class IB PI3K non-lipid kinase events 11.0 33.0 3.0 -0.003 0.003 1000.0 -1000.0 -0.005 -1000.0 ErbB2/ErbB3 signaling events 10.0 689.0 65.0 -0.117 0.022 1000.0 -1000.0 -0.038 -1000.0 EPO signaling pathway 8.0 469.0 55.0 -0.026 0.035 1000.0 -1000.0 -0.047 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 8.0 322.0 37.0 -0.021 0.027 1000.0 -1000.0 -0.025 -1000.0 IL27-mediated signaling events 8.0 427.0 51.0 -0.053 0.014 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by HDAC Class II 7.0 536.0 75.0 -0.053 0.029 1000.0 -1000.0 -0.025 -1000.0 Ceramide signaling pathway 7.0 599.0 76.0 -0.069 0.036 1000.0 -1000.0 -0.018 -1000.0 ceramide signaling pathway 7.0 353.0 49.0 -0.032 0.038 1000.0 -1000.0 -0.018 -1000.0 IL23-mediated signaling events 7.0 479.0 60.0 -0.048 0.042 1000.0 -1000.0 -0.108 -1000.0 p38 MAPK signaling pathway 7.0 321.0 44.0 -0.046 0.028 1000.0 -1000.0 -0.037 -1000.0 Caspase cascade in apoptosis 6.0 480.0 74.0 -0.032 0.035 1000.0 -1000.0 -0.021 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 292.0 45.0 -0.032 0.056 1000.0 -1000.0 -0.05 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 413.0 74.0 -0.074 0.062 1000.0 -1000.0 -0.047 -1000.0 Canonical NF-kappaB pathway 4.0 170.0 39.0 -0.032 0.059 1000.0 -1000.0 -0.043 -1000.0 PLK2 and PLK4 events 4.0 12.0 3.0 0.008 0.015 1000.0 -1000.0 -0.009 -1000.0 TRAIL signaling pathway 4.0 197.0 48.0 -0.001 0.038 1000.0 -1000.0 -0.034 -1000.0 Class I PI3K signaling events 4.0 344.0 73.0 -0.015 0.053 1000.0 -1000.0 -0.031 -1000.0 Arf6 trafficking events 4.0 343.0 71.0 -0.193 0.035 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by HDAC Class I 3.0 354.0 104.0 -0.032 0.044 1000.0 -1000.0 -0.032 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 141.0 36.0 -0.031 0.032 1000.0 -1000.0 -0.034 -1000.0 a4b1 and a4b7 Integrin signaling 2.0 11.0 5.0 0.009 0.015 1000.0 -1000.0 -0.01 -1000.0 VEGFR1 specific signals 2.0 141.0 56.0 -0.063 0.052 1000.0 -1000.0 -0.022 -1000.0 E-cadherin signaling in keratinocytes 2.0 118.0 43.0 -0.034 0.036 1000.0 -1000.0 -0.034 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 45.0 23.0 -0.004 0.036 1000.0 -1000.0 -0.027 -1000.0 Arf6 downstream pathway 1.0 50.0 43.0 -0.023 0.023 1000.0 -1000.0 -0.023 -1000.0 Atypical NF-kappaB pathway 1.0 37.0 31.0 0.0 0.04 1000.0 -1000.0 -0.016 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 97.0 76.0 -0.003 0.048 1000.0 -1000.0 -0.047 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 0.009 0.021 1000.0 -1000.0 -0.009 -1000.0 Circadian rhythm pathway 0.0 15.0 22.0 -0.011 0.04 1000.0 -1000.0 -0.018 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.028 1000.0 -1000.0 -0.03 -1000.0 Arf1 pathway 0.0 8.0 54.0 -0.0 0.028 1000.0 -1000.0 -0.021 -1000.0 Alternative NF-kappaB pathway 0.0 2.0 13.0 -0.0 0.033 1000.0 -1000.0 -0.01 -1000.0 Total 3914 234739 7203 -17.3074503324 4.34775641723 131000 -131000 -4.67630309612 -131000