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 Ephrin A reverse signaling 57.0 399.0 7.0 -0.053 -0.0 1000.0 -1000.0 -0.0 -1000.0 E-cadherin signaling events 50.0 251.0 5.0 -0.065 0.028 1000.0 -1000.0 0.015 -1000.0 TCR signaling in naïve CD8+ T cells 46.0 4358.0 93.0 -0.226 0.116 1000.0 -1000.0 -0.03 -1000.0 IL23-mediated signaling events 41.0 2488.0 60.0 -0.315 0.028 1000.0 -1000.0 -0.057 -1000.0 IL4-mediated signaling events 40.0 3675.0 91.0 -0.509 0.372 1000.0 -1000.0 -0.068 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 40.0 3156.0 78.0 -0.19 0.062 1000.0 -1000.0 -0.025 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 38.0 2854.0 74.0 -0.065 0.063 1000.0 -1000.0 -0.041 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 37.0 2529.0 68.0 -0.3 0.082 1000.0 -1000.0 -0.039 -1000.0 E-cadherin signaling in the nascent adherens junction 36.0 2757.0 76.0 -0.117 0.043 1000.0 -1000.0 -0.034 -1000.0 Angiopoietin receptor Tie2-mediated signaling 36.0 3225.0 88.0 -0.199 0.037 1000.0 -1000.0 -0.044 -1000.0 Syndecan-1-mediated signaling events 35.0 1205.0 34.0 -0.05 0.028 1000.0 -1000.0 -0.014 -1000.0 IL12-mediated signaling events 34.0 3044.0 87.0 -0.291 0.064 1000.0 -1000.0 -0.037 -1000.0 BCR signaling pathway 34.0 3435.0 99.0 -0.157 0.033 1000.0 -1000.0 -0.046 -1000.0 Signaling events regulated by Ret tyrosine kinase 33.0 2783.0 82.0 -0.051 0.028 1000.0 -1000.0 -0.03 -1000.0 Endothelins 33.0 3204.0 96.0 -0.118 0.048 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling in keratinocytes 29.0 1287.0 43.0 -0.067 0.03 1000.0 -1000.0 -0.014 -1000.0 Nectin adhesion pathway 28.0 1822.0 63.0 -0.088 0.043 1000.0 -1000.0 -0.024 -1000.0 LPA receptor mediated events 28.0 2946.0 102.0 -0.08 0.032 1000.0 -1000.0 -0.045 -1000.0 TCGA08_retinoblastoma 28.0 229.0 8.0 -0.007 0.049 1000.0 -1000.0 -0.004 -1000.0 Signaling mediated by p38-alpha and p38-beta 25.0 1135.0 44.0 -0.06 0.028 1000.0 -1000.0 -0.013 -1000.0 Integrins in angiogenesis 25.0 2134.0 84.0 -0.112 0.049 1000.0 -1000.0 -0.024 -1000.0 Glypican 1 network 24.0 1163.0 48.0 -0.038 0.039 1000.0 -1000.0 -0.016 -1000.0 S1P4 pathway 24.0 623.0 25.0 -0.037 0.036 1000.0 -1000.0 -0.01 -1000.0 Thromboxane A2 receptor signaling 23.0 2458.0 105.0 -0.088 0.034 1000.0 -1000.0 -0.029 -1000.0 Glucocorticoid receptor regulatory network 23.0 2669.0 114.0 -0.248 0.127 1000.0 -1000.0 -0.034 -1000.0 FAS signaling pathway (CD95) 23.0 1126.0 47.0 -0.037 0.036 1000.0 -1000.0 -0.027 -1000.0 Glypican 2 network 23.0 92.0 4.0 0.01 0.014 1000.0 -1000.0 0.015 -1000.0 Calcium signaling in the CD4+ TCR pathway 23.0 725.0 31.0 -0.089 0.029 1000.0 -1000.0 -0.029 -1000.0 EGFR-dependent Endothelin signaling events 23.0 491.0 21.0 -0.036 0.04 1000.0 -1000.0 -0.029 -1000.0 a4b1 and a4b7 Integrin signaling 22.0 112.0 5.0 -0.003 0.016 1000.0 -1000.0 0.015 -1000.0 EPHB forward signaling 22.0 1926.0 85.0 -0.053 0.055 1000.0 -1000.0 -0.041 -1000.0 IL27-mediated signaling events 22.0 1171.0 51.0 -0.152 0.102 1000.0 -1000.0 -0.04 -1000.0 Caspase cascade in apoptosis 21.0 1560.0 74.0 -0.063 0.041 1000.0 -1000.0 -0.024 -1000.0 Osteopontin-mediated events 21.0 826.0 38.0 -0.049 0.03 1000.0 -1000.0 -0.022 -1000.0 p75(NTR)-mediated signaling 21.0 2737.0 125.0 -0.051 0.071 1000.0 -1000.0 -0.044 -1000.0 BMP receptor signaling 21.0 1760.0 81.0 -0.051 0.048 1000.0 -1000.0 -0.022 -1000.0 JNK signaling in the CD4+ TCR pathway 20.0 348.0 17.0 -0.086 0.038 1000.0 -1000.0 -0.02 -1000.0 HIF-1-alpha transcription factor network 20.0 1595.0 76.0 -0.019 0.065 1000.0 -1000.0 -0.011 -1000.0 Wnt signaling 20.0 146.0 7.0 -0.028 0.02 1000.0 -1000.0 -0.003 -1000.0 Signaling events mediated by the Hedgehog family 19.0 988.0 52.0 -0.047 0.043 1000.0 -1000.0 -0.016 -1000.0 Noncanonical Wnt signaling pathway 19.0 512.0 26.0 -0.036 0.027 1000.0 -1000.0 -0.023 -1000.0 Ceramide signaling pathway 19.0 1466.0 76.0 -0.039 0.039 1000.0 -1000.0 -0.026 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 19.0 878.0 45.0 -0.051 0.058 1000.0 -1000.0 -0.024 -1000.0 Plasma membrane estrogen receptor signaling 19.0 1640.0 86.0 -0.12 0.089 1000.0 -1000.0 -0.026 -1000.0 Arf6 signaling events 18.0 1174.0 62.0 -0.03 0.058 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by PTP1B 18.0 1394.0 76.0 -0.058 0.042 1000.0 -1000.0 -0.022 -1000.0 S1P5 pathway 18.0 306.0 17.0 -0.035 0.032 1000.0 -1000.0 -0.003 -1000.0 Ephrin B reverse signaling 18.0 866.0 48.0 -0.046 0.039 1000.0 -1000.0 -0.027 -1000.0 Syndecan-4-mediated signaling events 18.0 1256.0 67.0 -0.045 0.036 1000.0 -1000.0 -0.026 -1000.0 Fc-epsilon receptor I signaling in mast cells 17.0 1659.0 97.0 -0.048 0.048 1000.0 -1000.0 -0.033 -1000.0 Reelin signaling pathway 17.0 1000.0 56.0 -0.027 0.059 1000.0 -1000.0 -0.017 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 17.0 927.0 52.0 -0.055 0.058 1000.0 -1000.0 -0.02 -1000.0 IL2 signaling events mediated by PI3K 17.0 1023.0 58.0 -0.099 0.041 1000.0 -1000.0 -0.024 -1000.0 Class I PI3K signaling events 17.0 1305.0 73.0 -0.092 0.049 1000.0 -1000.0 -0.021 -1000.0 Class IB PI3K non-lipid kinase events 17.0 51.0 3.0 -0.007 0.007 1000.0 -1000.0 -0.015 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 16.0 1444.0 85.0 -0.035 0.037 1000.0 -1000.0 -0.036 -1000.0 amb2 Integrin signaling 16.0 1384.0 82.0 -0.032 0.041 1000.0 -1000.0 -0.019 -1000.0 TRAIL signaling pathway 16.0 785.0 48.0 -0.025 0.043 1000.0 -1000.0 -0.021 -1000.0 ceramide signaling pathway 16.0 789.0 49.0 -0.027 0.04 1000.0 -1000.0 -0.021 -1000.0 Effects of Botulinum toxin 16.0 418.0 26.0 -0.017 0.039 1000.0 -1000.0 -0.002 -1000.0 Ras signaling in the CD4+ TCR pathway 16.0 272.0 17.0 -0.024 0.049 1000.0 -1000.0 -0.02 -1000.0 IFN-gamma pathway 15.0 1057.0 68.0 -0.032 0.036 1000.0 -1000.0 -0.042 -1000.0 S1P1 pathway 15.0 541.0 36.0 -0.077 0.028 1000.0 -1000.0 -0.022 -1000.0 LPA4-mediated signaling events 14.0 169.0 12.0 -0.041 0.006 1000.0 -1000.0 -0.015 -1000.0 TCGA08_p53 14.0 98.0 7.0 -0.013 0.023 1000.0 -1000.0 -0.003 -1000.0 ErbB2/ErbB3 signaling events 13.0 902.0 65.0 -0.03 0.04 1000.0 -1000.0 -0.063 -1000.0 Syndecan-2-mediated signaling events 13.0 957.0 69.0 -0.016 0.042 1000.0 -1000.0 -0.024 -1000.0 IL1-mediated signaling events 13.0 851.0 62.0 -0.028 0.066 1000.0 -1000.0 -0.019 -1000.0 Signaling mediated by p38-gamma and p38-delta 13.0 197.0 15.0 -0.02 0.027 1000.0 -1000.0 -0.022 -1000.0 IL2 signaling events mediated by STAT5 13.0 302.0 22.0 -0.04 0.028 1000.0 -1000.0 -0.012 -1000.0 S1P3 pathway 13.0 572.0 42.0 -0.034 0.044 1000.0 -1000.0 -0.022 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 13.0 1654.0 120.0 -0.078 0.067 1000.0 -1000.0 -0.037 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 12.0 650.0 54.0 -0.019 0.039 1000.0 -1000.0 -0.018 -1000.0 EPO signaling pathway 12.0 694.0 55.0 -0.002 0.047 1000.0 -1000.0 -0.012 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 12.0 451.0 37.0 -0.034 0.044 1000.0 -1000.0 -0.014 -1000.0 IGF1 pathway 12.0 711.0 57.0 -0.029 0.057 1000.0 -1000.0 -0.017 -1000.0 PDGFR-beta signaling pathway 12.0 1203.0 97.0 -0.054 0.063 1000.0 -1000.0 -0.033 -1000.0 Cellular roles of Anthrax toxin 11.0 432.0 39.0 -0.03 0.027 1000.0 -1000.0 -0.016 -1000.0 PDGFR-alpha signaling pathway 11.0 506.0 44.0 -0.019 0.053 1000.0 -1000.0 -0.022 -1000.0 Paxillin-dependent events mediated by a4b1 11.0 428.0 36.0 -0.034 0.046 1000.0 -1000.0 -0.026 -1000.0 Regulation of p38-alpha and p38-beta 11.0 596.0 54.0 -0.055 0.057 1000.0 -1000.0 -0.034 -1000.0 IL6-mediated signaling events 11.0 873.0 75.0 -0.034 0.07 1000.0 -1000.0 -0.026 -1000.0 Regulation of nuclear SMAD2/3 signaling 10.0 1383.0 136.0 -0.284 0.071 1000.0 -1000.0 -0.03 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 290.0 28.0 -0.035 0.042 1000.0 -1000.0 -0.02 -1000.0 FOXA2 and FOXA3 transcription factor networks 10.0 467.0 46.0 -0.144 0.036 1000.0 -1000.0 -0.053 -1000.0 Nongenotropic Androgen signaling 10.0 567.0 52.0 -0.054 0.043 1000.0 -1000.0 -0.017 -1000.0 Regulation of Androgen receptor activity 10.0 765.0 70.0 -0.094 0.036 1000.0 -1000.0 -0.03 -1000.0 Hedgehog signaling events mediated by Gli proteins 9.0 607.0 65.0 -0.053 0.065 1000.0 -1000.0 -0.022 -1000.0 Presenilin action in Notch and Wnt signaling 9.0 597.0 61.0 -0.011 0.071 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by HDAC Class III 9.0 360.0 40.0 -0.053 0.044 1000.0 -1000.0 -0.037 -1000.0 Retinoic acid receptors-mediated signaling 9.0 552.0 58.0 -0.047 0.052 1000.0 -1000.0 -0.022 -1000.0 Atypical NF-kappaB pathway 9.0 297.0 31.0 -0.018 0.033 1000.0 -1000.0 -0.016 -1000.0 Canonical Wnt signaling pathway 9.0 491.0 51.0 -0.022 0.063 1000.0 -1000.0 -0.023 -1000.0 Visual signal transduction: Rods 9.0 511.0 52.0 -0.011 0.046 1000.0 -1000.0 -0.012 -1000.0 mTOR signaling pathway 8.0 460.0 53.0 -0.025 0.032 1000.0 -1000.0 -0.023 -1000.0 HIF-2-alpha transcription factor network 8.0 381.0 43.0 -0.106 0.109 1000.0 -1000.0 -0.033 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 713.0 83.0 -0.032 0.052 1000.0 -1000.0 -0.01 -1000.0 TCGA08_rtk_signaling 8.0 232.0 26.0 -0.021 0.06 1000.0 -1000.0 -0.008 -1000.0 Insulin Pathway 8.0 641.0 74.0 -0.067 0.068 1000.0 -1000.0 -0.028 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 8.0 286.0 33.0 -0.004 0.06 1000.0 -1000.0 -0.021 -1000.0 Rapid glucocorticoid signaling 8.0 168.0 20.0 -0.011 0.028 1000.0 -1000.0 -0.001 -1000.0 FOXM1 transcription factor network 8.0 442.0 51.0 -0.02 0.075 1000.0 -1000.0 -0.048 -1000.0 Aurora B signaling 8.0 575.0 67.0 -0.074 0.063 1000.0 -1000.0 -0.019 -1000.0 Coregulation of Androgen receptor activity 7.0 607.0 76.0 -0.064 0.047 1000.0 -1000.0 -0.026 -1000.0 ErbB4 signaling events 7.0 504.0 69.0 -0.071 0.065 1000.0 -1000.0 -0.024 -1000.0 Arf6 downstream pathway 7.0 324.0 43.0 -0.038 0.047 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 7.0 915.0 125.0 -0.02 0.066 1000.0 -1000.0 -0.018 -1000.0 Regulation of Telomerase 7.0 746.0 102.0 -0.08 0.056 1000.0 -1000.0 -0.034 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 6.0 211.0 34.0 -0.04 0.069 1000.0 -1000.0 -0.028 -1000.0 Visual signal transduction: Cones 6.0 256.0 38.0 -0.016 0.049 1000.0 -1000.0 -0.017 -1000.0 PLK1 signaling events 6.0 512.0 85.0 -0.01 0.048 1000.0 -1000.0 -0.032 -1000.0 FoxO family signaling 6.0 438.0 64.0 -0.19 0.041 1000.0 -1000.0 -0.019 -1000.0 Syndecan-3-mediated signaling events 6.0 222.0 35.0 0.0 0.071 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PRL 6.0 213.0 34.0 -0.026 0.047 1000.0 -1000.0 -0.03 -1000.0 BARD1 signaling events 5.0 297.0 57.0 -0.052 0.057 1000.0 -1000.0 -0.041 -1000.0 Insulin-mediated glucose transport 5.0 180.0 32.0 -0.022 0.048 1000.0 -1000.0 -0.016 -1000.0 Class I PI3K signaling events mediated by Akt 5.0 383.0 68.0 -0.04 0.05 1000.0 -1000.0 -0.019 -1000.0 VEGFR1 specific signals 5.0 321.0 56.0 -0.028 0.054 1000.0 -1000.0 -0.023 -1000.0 p38 MAPK signaling pathway 5.0 235.0 44.0 -0.04 0.046 1000.0 -1000.0 -0.012 -1000.0 Canonical NF-kappaB pathway 4.0 185.0 39.0 -0.007 0.057 1000.0 -1000.0 -0.014 -1000.0 PLK2 and PLK4 events 4.0 14.0 3.0 -0.016 -1000.0 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class I 4.0 428.0 104.0 -0.051 0.065 1000.0 -1000.0 -0.034 -1000.0 Aurora A signaling 3.0 229.0 60.0 -0.025 0.056 1000.0 -1000.0 -0.014 -1000.0 Arf6 trafficking events 3.0 240.0 71.0 -0.039 0.051 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by HDAC Class II 2.0 194.0 75.0 -0.029 0.069 1000.0 -1000.0 -0.019 -1000.0 Circadian rhythm pathway 2.0 50.0 22.0 -0.008 0.042 1000.0 -1000.0 -0.018 -1000.0 Aurora C signaling 2.0 18.0 7.0 -0.0 0.045 1000.0 -1000.0 -0.006 -1000.0 Arf1 pathway 2.0 126.0 54.0 -0.001 0.045 1000.0 -1000.0 -0.01 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 17.0 23.0 0.003 0.055 1000.0 -1000.0 -0.014 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 11.0 27.0 -0.011 0.065 1000.0 -1000.0 -0.021 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 0.0 0.07 1000.0 -1000.0 0.0 -1000.0 Total 2103 124489 7203 -8.06372673947 -993.387095705 131000 -131000 -3.04126135927 -131000