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 mediated by p38-alpha and p38-beta 83.0 3688.0 44.0 -0.125 0.026 1000.0 -1000.0 -0.02 -1000.0 IL23-mediated signaling events 76.0 4589.0 60.0 -0.409 0.026 1000.0 -1000.0 -0.105 -1000.0 IL4-mediated signaling events 73.0 6672.0 91.0 -0.563 0.469 1000.0 -1000.0 -0.124 -1000.0 FOXA2 and FOXA3 transcription factor networks 52.0 2403.0 46.0 -0.272 0.027 1000.0 -1000.0 -0.1 -1000.0 Endothelins 50.0 4845.0 96.0 -0.118 0.03 1000.0 -1000.0 -0.048 -1000.0 Wnt signaling 47.0 335.0 7.0 -0.071 0.019 1000.0 -1000.0 -0.013 -1000.0 Signaling events mediated by the Hedgehog family 46.0 2396.0 52.0 -0.055 0.039 1000.0 -1000.0 -0.032 -1000.0 TCR signaling in naïve CD8+ T cells 46.0 4319.0 93.0 -0.085 0.039 1000.0 -1000.0 -0.044 -1000.0 Osteopontin-mediated events 45.0 1710.0 38.0 -0.083 0.03 1000.0 -1000.0 -0.042 -1000.0 Noncanonical Wnt signaling pathway 45.0 1175.0 26.0 -0.074 0.025 1000.0 -1000.0 -0.045 -1000.0 HIF-1-alpha transcription factor network 45.0 3495.0 76.0 -0.152 0.029 1000.0 -1000.0 -0.072 -1000.0 Fc-epsilon receptor I signaling in mast cells 45.0 4433.0 97.0 -0.141 0.048 1000.0 -1000.0 -0.051 -1000.0 Ephrin B reverse signaling 45.0 2166.0 48.0 -0.098 0.038 1000.0 -1000.0 -0.024 -1000.0 Reelin signaling pathway 42.0 2371.0 56.0 -0.065 0.067 1000.0 -1000.0 -0.04 -1000.0 TCGA08_p53 42.0 298.0 7.0 -0.032 0.025 1000.0 -1000.0 -0.015 -1000.0 IL12-mediated signaling events 41.0 3626.0 87.0 -0.207 0.038 1000.0 -1000.0 -0.07 -1000.0 Glypican 1 network 40.0 1930.0 48.0 -0.077 0.047 1000.0 -1000.0 -0.029 -1000.0 BCR signaling pathway 40.0 4011.0 99.0 -0.131 0.029 1000.0 -1000.0 -0.039 -1000.0 amb2 Integrin signaling 37.0 3048.0 82.0 -0.082 0.034 1000.0 -1000.0 -0.036 -1000.0 Ephrin A reverse signaling 36.0 258.0 7.0 -0.04 0.009 1000.0 -1000.0 -0.018 -1000.0 LPA receptor mediated events 36.0 3715.0 102.0 -0.068 0.031 1000.0 -1000.0 -0.06 -1000.0 EGFR-dependent Endothelin signaling events 36.0 762.0 21.0 -0.049 0.039 1000.0 -1000.0 -0.04 -1000.0 Syndecan-4-mediated signaling events 36.0 2415.0 67.0 -0.063 0.039 1000.0 -1000.0 -0.033 -1000.0 Syndecan-1-mediated signaling events 34.0 1179.0 34.0 -0.043 0.026 1000.0 -1000.0 -0.037 -1000.0 IL1-mediated signaling events 34.0 2139.0 62.0 -0.047 0.091 1000.0 -1000.0 -0.054 -1000.0 TCGA08_retinoblastoma 34.0 277.0 8.0 -0.007 0.029 1000.0 -1000.0 -0.006 -1000.0 Thromboxane A2 receptor signaling 33.0 3505.0 105.0 -0.081 0.035 1000.0 -1000.0 -0.046 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 32.0 1088.0 34.0 -0.036 0.048 1000.0 -1000.0 -0.027 -1000.0 p75(NTR)-mediated signaling 32.0 4002.0 125.0 -0.063 0.065 1000.0 -1000.0 -0.066 -1000.0 Glucocorticoid receptor regulatory network 31.0 3539.0 114.0 -0.226 0.123 1000.0 -1000.0 -0.051 -1000.0 Signaling events regulated by Ret tyrosine kinase 31.0 2596.0 82.0 -0.049 0.034 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 31.0 2471.0 78.0 -0.136 0.033 1000.0 -1000.0 -0.04 -1000.0 JNK signaling in the CD4+ TCR pathway 30.0 511.0 17.0 -0.043 0.029 1000.0 -1000.0 -0.029 -1000.0 EPHB forward signaling 30.0 2606.0 85.0 -0.047 0.081 1000.0 -1000.0 -0.057 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 30.0 2067.0 68.0 -0.163 0.06 1000.0 -1000.0 -0.07 -1000.0 PDGFR-beta signaling pathway 30.0 2931.0 97.0 -0.086 0.076 1000.0 -1000.0 -0.052 -1000.0 Effects of Botulinum toxin 29.0 769.0 26.0 -0.066 0.035 1000.0 -1000.0 -0.015 -1000.0 Calcium signaling in the CD4+ TCR pathway 29.0 914.0 31.0 -0.073 0.027 1000.0 -1000.0 -0.037 -1000.0 BMP receptor signaling 27.0 2243.0 81.0 -0.051 0.041 1000.0 -1000.0 -0.034 -1000.0 Angiopoietin receptor Tie2-mediated signaling 27.0 2454.0 88.0 -0.055 0.039 1000.0 -1000.0 -0.051 -1000.0 VEGFR1 specific signals 25.0 1446.0 56.0 -0.002 0.081 1000.0 -1000.0 -0.038 -1000.0 Visual signal transduction: Rods 25.0 1300.0 52.0 -0.049 0.041 1000.0 -1000.0 -0.028 -1000.0 Nongenotropic Androgen signaling 24.0 1275.0 52.0 -0.028 0.047 1000.0 -1000.0 -0.03 -1000.0 IGF1 pathway 24.0 1418.0 57.0 -0.038 0.052 1000.0 -1000.0 -0.038 -1000.0 Plasma membrane estrogen receptor signaling 24.0 2113.0 86.0 -0.034 0.076 1000.0 -1000.0 -0.044 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 24.0 2950.0 120.0 -0.079 0.072 1000.0 -1000.0 -0.039 -1000.0 Caspase cascade in apoptosis 23.0 1769.0 74.0 -0.056 0.053 1000.0 -1000.0 -0.037 -1000.0 Syndecan-2-mediated signaling events 23.0 1650.0 69.0 -0.027 0.039 1000.0 -1000.0 -0.034 -1000.0 IFN-gamma pathway 23.0 1573.0 68.0 -0.05 0.037 1000.0 -1000.0 -0.051 -1000.0 Retinoic acid receptors-mediated signaling 23.0 1375.0 58.0 -0.038 0.047 1000.0 -1000.0 -0.043 -1000.0 Integrins in angiogenesis 23.0 1950.0 84.0 -0.082 0.055 1000.0 -1000.0 -0.045 -1000.0 Cellular roles of Anthrax toxin 22.0 864.0 39.0 -0.029 0.025 1000.0 -1000.0 -0.021 -1000.0 Arf6 signaling events 22.0 1366.0 62.0 -0.05 0.058 1000.0 -1000.0 -0.03 -1000.0 Presenilin action in Notch and Wnt signaling 22.0 1342.0 61.0 -0.04 0.065 1000.0 -1000.0 -0.044 -1000.0 Ceramide signaling pathway 22.0 1702.0 76.0 -0.039 0.066 1000.0 -1000.0 -0.037 -1000.0 FAS signaling pathway (CD95) 22.0 1069.0 47.0 -0.125 0.041 1000.0 -1000.0 -0.025 -1000.0 Canonical Wnt signaling pathway 22.0 1146.0 51.0 -0.104 0.079 1000.0 -1000.0 -0.045 -1000.0 IL6-mediated signaling events 22.0 1659.0 75.0 -0.038 0.046 1000.0 -1000.0 -0.05 -1000.0 a4b1 and a4b7 Integrin signaling 21.0 106.0 5.0 0.006 0.024 1000.0 -1000.0 0.012 -1000.0 Ras signaling in the CD4+ TCR pathway 21.0 360.0 17.0 -0.018 0.039 1000.0 -1000.0 -0.025 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 20.0 1114.0 54.0 -0.045 0.035 1000.0 -1000.0 -0.038 -1000.0 Class I PI3K signaling events 20.0 1516.0 73.0 -0.063 0.03 1000.0 -1000.0 -0.038 -1000.0 ErbB2/ErbB3 signaling events 19.0 1296.0 65.0 -0.054 0.039 1000.0 -1000.0 -0.062 -1000.0 IL27-mediated signaling events 19.0 982.0 51.0 -0.108 0.027 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by PTP1B 18.0 1399.0 76.0 -0.049 0.044 1000.0 -1000.0 -0.033 -1000.0 S1P1 pathway 18.0 680.0 36.0 -0.055 0.038 1000.0 -1000.0 -0.033 -1000.0 Glypican 2 network 18.0 72.0 4.0 0.013 0.024 1000.0 -1000.0 0.012 -1000.0 FOXM1 transcription factor network 18.0 940.0 51.0 -0.111 0.046 1000.0 -1000.0 -0.111 -1000.0 S1P4 pathway 18.0 458.0 25.0 -0.016 0.036 1000.0 -1000.0 -0.022 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 17.0 659.0 37.0 -0.024 0.053 1000.0 -1000.0 -0.025 -1000.0 Visual signal transduction: Cones 16.0 632.0 38.0 -0.019 0.04 1000.0 -1000.0 -0.029 -1000.0 EPO signaling pathway 16.0 897.0 55.0 -0.016 0.06 1000.0 -1000.0 -0.035 -1000.0 PDGFR-alpha signaling pathway 16.0 709.0 44.0 -0.032 0.057 1000.0 -1000.0 -0.039 -1000.0 Regulation of p38-alpha and p38-beta 16.0 872.0 54.0 -0.065 0.05 1000.0 -1000.0 -0.044 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 15.0 1281.0 85.0 -0.056 0.046 1000.0 -1000.0 -0.039 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 15.0 810.0 52.0 -0.026 0.075 1000.0 -1000.0 -0.034 -1000.0 LPA4-mediated signaling events 14.0 170.0 12.0 -0.044 0.0 1000.0 -1000.0 -0.024 -1000.0 Syndecan-3-mediated signaling events 14.0 511.0 35.0 -0.017 0.065 1000.0 -1000.0 -0.023 -1000.0 Regulation of Androgen receptor activity 14.0 1028.0 70.0 -0.135 0.057 1000.0 -1000.0 -0.036 -1000.0 Aurora B signaling 14.0 991.0 67.0 -0.157 0.061 1000.0 -1000.0 -0.029 -1000.0 Coregulation of Androgen receptor activity 13.0 1062.0 76.0 -0.106 0.053 1000.0 -1000.0 -0.023 -1000.0 Class I PI3K signaling events mediated by Akt 13.0 892.0 68.0 -0.044 0.051 1000.0 -1000.0 -0.028 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 13.0 620.0 45.0 -0.035 0.068 1000.0 -1000.0 -0.041 -1000.0 IL2 signaling events mediated by STAT5 13.0 290.0 22.0 -0.03 0.027 1000.0 -1000.0 -0.043 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 13.0 435.0 33.0 -0.008 0.063 1000.0 -1000.0 -0.032 -1000.0 Arf6 downstream pathway 12.0 526.0 43.0 -0.029 0.039 1000.0 -1000.0 -0.03 -1000.0 mTOR signaling pathway 12.0 671.0 53.0 -0.072 0.029 1000.0 -1000.0 -0.028 -1000.0 Nectin adhesion pathway 12.0 816.0 63.0 -0.012 0.07 1000.0 -1000.0 -0.048 -1000.0 S1P5 pathway 12.0 204.0 17.0 -0.009 0.029 1000.0 -1000.0 -0.008 -1000.0 Paxillin-dependent events mediated by a4b1 12.0 432.0 36.0 -0.041 0.043 1000.0 -1000.0 -0.03 -1000.0 IL2 signaling events mediated by PI3K 12.0 723.0 58.0 -0.017 0.043 1000.0 -1000.0 -0.036 -1000.0 S1P3 pathway 12.0 504.0 42.0 -0.018 0.042 1000.0 -1000.0 -0.037 -1000.0 PLK1 signaling events 11.0 945.0 85.0 -0.008 0.057 1000.0 -1000.0 -0.022 -1000.0 Signaling mediated by p38-gamma and p38-delta 11.0 178.0 15.0 -0.021 0.024 1000.0 -1000.0 -0.027 -1000.0 Arf6 trafficking events 11.0 799.0 71.0 -0.042 0.045 1000.0 -1000.0 -0.027 -1000.0 Regulation of Telomerase 11.0 1166.0 102.0 -0.058 0.05 1000.0 -1000.0 -0.048 -1000.0 Insulin Pathway 11.0 815.0 74.0 -0.049 0.081 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by PRL 11.0 387.0 34.0 -0.021 0.076 1000.0 -1000.0 -0.04 -1000.0 Class IB PI3K non-lipid kinase events 11.0 33.0 3.0 -0.017 0.017 1000.0 -1000.0 -0.009 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 296.0 28.0 -0.024 0.041 1000.0 -1000.0 -0.027 -1000.0 Hedgehog signaling events mediated by Gli proteins 10.0 665.0 65.0 -0.019 0.046 1000.0 -1000.0 -0.035 -1000.0 Insulin-mediated glucose transport 10.0 335.0 32.0 -0.13 0.04 1000.0 -1000.0 -0.024 -1000.0 ceramide signaling pathway 10.0 511.0 49.0 -0.002 0.036 1000.0 -1000.0 -0.039 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 10.0 771.0 74.0 -0.053 0.061 1000.0 -1000.0 -0.056 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 10.0 293.0 27.0 -0.027 0.041 1000.0 -1000.0 -0.037 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1344.0 136.0 -0.055 0.05 1000.0 -1000.0 -0.034 -1000.0 ErbB4 signaling events 9.0 662.0 69.0 -0.074 0.05 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by HDAC Class III 9.0 378.0 40.0 -0.045 0.048 1000.0 -1000.0 -0.029 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 9.0 817.0 83.0 -0.048 0.055 1000.0 -1000.0 -0.033 -1000.0 TCGA08_rtk_signaling 9.0 254.0 26.0 -0.025 0.058 1000.0 -1000.0 -0.004 -1000.0 HIF-2-alpha transcription factor network 8.0 345.0 43.0 -0.083 0.085 1000.0 -1000.0 -0.04 -1000.0 FoxO family signaling 8.0 513.0 64.0 -0.064 0.062 1000.0 -1000.0 -0.053 -1000.0 E-cadherin signaling in the nascent adherens junction 8.0 619.0 76.0 -0.013 0.08 1000.0 -1000.0 -0.052 -1000.0 BARD1 signaling events 7.0 434.0 57.0 -0.028 0.065 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by HDAC Class I 7.0 730.0 104.0 -0.051 0.062 1000.0 -1000.0 -0.031 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 7.0 955.0 125.0 -0.021 0.095 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by HDAC Class II 6.0 472.0 75.0 -0.023 0.07 1000.0 -1000.0 -0.031 -1000.0 Canonical NF-kappaB pathway 5.0 214.0 39.0 -0.009 0.056 1000.0 -1000.0 -0.031 -1000.0 p38 MAPK signaling pathway 5.0 221.0 44.0 -0.008 0.058 1000.0 -1000.0 -0.022 -1000.0 Arf1 pathway 5.0 319.0 54.0 -0.004 0.04 1000.0 -1000.0 -0.015 -1000.0 Aurora C signaling 4.0 33.0 7.0 -0.0 0.033 1000.0 -1000.0 -0.015 -1000.0 PLK2 and PLK4 events 3.0 9.0 3.0 -0.015 -1000.0 1000.0 -1000.0 -0.024 -1000.0 Atypical NF-kappaB pathway 3.0 106.0 31.0 -0.01 0.048 1000.0 -1000.0 -0.025 -1000.0 Rapid glucocorticoid signaling 3.0 64.0 20.0 -0.015 0.03 1000.0 -1000.0 -0.015 -1000.0 E-cadherin signaling in keratinocytes 3.0 156.0 43.0 -0.039 0.08 1000.0 -1000.0 -0.029 -1000.0 Aurora A signaling 2.0 169.0 60.0 -0.014 0.07 1000.0 -1000.0 -0.026 -1000.0 TRAIL signaling pathway 2.0 112.0 48.0 -0.014 0.056 1000.0 -1000.0 -0.031 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 27.0 23.0 0.012 0.037 1000.0 -1000.0 -0.024 -1000.0 Circadian rhythm pathway 1.0 27.0 22.0 -0.006 0.058 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling events 1.0 5.0 5.0 0.025 0.051 1000.0 -1000.0 0.006 -1000.0 Alternative NF-kappaB pathway 1.0 21.0 13.0 0.0 0.07 1000.0 -1000.0 0.0 -1000.0 Total 2821 168776 7203 -7.85017853594 -993.361865489 131000 -131000 -4.80244980484 -131000