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 54.0 383.0 7.0 -0.047 0.0 1000.0 -1000.0 -0.007 -1000.0 TCR signaling in naïve CD8+ T cells 49.0 4640.0 93.0 -0.182 0.138 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling events 49.0 248.0 5.0 -0.059 0.03 1000.0 -1000.0 0.021 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 44.0 3460.0 78.0 -0.214 0.071 1000.0 -1000.0 -0.032 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 40.0 3021.0 74.0 -0.059 0.056 1000.0 -1000.0 -0.038 -1000.0 IL12-mediated signaling events 38.0 3331.0 87.0 -0.251 0.057 1000.0 -1000.0 -0.038 -1000.0 IL4-mediated signaling events 38.0 3511.0 91.0 -0.473 0.344 1000.0 -1000.0 -0.061 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 37.0 2522.0 68.0 -0.281 0.078 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in the nascent adherens junction 37.0 2847.0 76.0 -0.119 0.042 1000.0 -1000.0 -0.033 -1000.0 IL23-mediated signaling events 37.0 2240.0 60.0 -0.285 0.028 1000.0 -1000.0 -0.065 -1000.0 Syndecan-1-mediated signaling events 34.0 1172.0 34.0 -0.05 0.028 1000.0 -1000.0 -0.013 -1000.0 Signaling events regulated by Ret tyrosine kinase 33.0 2708.0 82.0 -0.048 0.036 1000.0 -1000.0 -0.031 -1000.0 Wnt signaling 33.0 234.0 7.0 -0.03 0.025 1000.0 -1000.0 -0.001 -1000.0 Angiopoietin receptor Tie2-mediated signaling 33.0 2919.0 88.0 -0.176 0.036 1000.0 -1000.0 -0.054 -1000.0 E-cadherin signaling in keratinocytes 32.0 1389.0 43.0 -0.064 0.032 1000.0 -1000.0 -0.015 -1000.0 BCR signaling pathway 31.0 3091.0 99.0 -0.126 0.038 1000.0 -1000.0 -0.035 -1000.0 Glypican 1 network 30.0 1457.0 48.0 -0.037 0.038 1000.0 -1000.0 -0.024 -1000.0 Endothelins 30.0 2927.0 96.0 -0.119 0.044 1000.0 -1000.0 -0.031 -1000.0 LPA receptor mediated events 29.0 3026.0 102.0 -0.082 0.031 1000.0 -1000.0 -0.057 -1000.0 p75(NTR)-mediated signaling 28.0 3553.0 125.0 -0.05 0.071 1000.0 -1000.0 -0.034 -1000.0 Nectin adhesion pathway 28.0 1821.0 63.0 -0.101 0.042 1000.0 -1000.0 -0.036 -1000.0 TCGA08_retinoblastoma 27.0 222.0 8.0 -0.007 0.048 1000.0 -1000.0 -0.004 -1000.0 Integrins in angiogenesis 26.0 2209.0 84.0 -0.101 0.05 1000.0 -1000.0 -0.017 -1000.0 EGFR-dependent Endothelin signaling events 26.0 556.0 21.0 -0.035 0.04 1000.0 -1000.0 -0.027 -1000.0 Noncanonical Wnt signaling pathway 25.0 672.0 26.0 -0.043 0.027 1000.0 -1000.0 -0.027 -1000.0 Glypican 2 network 25.0 100.0 4.0 0.011 0.012 1000.0 -1000.0 0.019 -1000.0 S1P4 pathway 25.0 644.0 25.0 -0.033 0.037 1000.0 -1000.0 -0.008 -1000.0 BMP receptor signaling 24.0 1978.0 81.0 -0.048 0.051 1000.0 -1000.0 -0.019 -1000.0 Glucocorticoid receptor regulatory network 24.0 2766.0 114.0 -0.218 0.111 1000.0 -1000.0 -0.035 -1000.0 JNK signaling in the CD4+ TCR pathway 23.0 403.0 17.0 -0.09 0.037 1000.0 -1000.0 -0.013 -1000.0 Thromboxane A2 receptor signaling 23.0 2425.0 105.0 -0.078 0.033 1000.0 -1000.0 -0.026 -1000.0 a4b1 and a4b7 Integrin signaling 23.0 119.0 5.0 0.002 0.019 1000.0 -1000.0 0.021 -1000.0 FAS signaling pathway (CD95) 23.0 1122.0 47.0 -0.026 0.037 1000.0 -1000.0 -0.03 -1000.0 EPHB forward signaling 23.0 2018.0 85.0 -0.051 0.057 1000.0 -1000.0 -0.039 -1000.0 Class IB PI3K non-lipid kinase events 23.0 69.0 3.0 -0.004 0.004 1000.0 -1000.0 -0.022 -1000.0 Caspase cascade in apoptosis 22.0 1653.0 74.0 -0.061 0.043 1000.0 -1000.0 -0.024 -1000.0 Osteopontin-mediated events 22.0 871.0 38.0 -0.052 0.031 1000.0 -1000.0 -0.025 -1000.0 HIF-1-alpha transcription factor network 22.0 1672.0 76.0 -0.019 0.065 1000.0 -1000.0 -0.024 -1000.0 Arf6 signaling events 21.0 1333.0 62.0 -0.027 0.052 1000.0 -1000.0 -0.028 -1000.0 Signaling mediated by p38-alpha and p38-beta 21.0 936.0 44.0 -0.053 0.032 1000.0 -1000.0 -0.011 -1000.0 Calcium signaling in the CD4+ TCR pathway 21.0 668.0 31.0 -0.068 0.029 1000.0 -1000.0 -0.035 -1000.0 Syndecan-4-mediated signaling events 21.0 1410.0 67.0 -0.041 0.036 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by PTP1B 20.0 1575.0 76.0 -0.06 0.042 1000.0 -1000.0 -0.032 -1000.0 Ephrin B reverse signaling 20.0 961.0 48.0 -0.047 0.042 1000.0 -1000.0 -0.028 -1000.0 Plasma membrane estrogen receptor signaling 20.0 1792.0 86.0 -0.122 0.09 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by the Hedgehog family 19.0 1018.0 52.0 -0.038 0.046 1000.0 -1000.0 -0.018 -1000.0 Fc-epsilon receptor I signaling in mast cells 19.0 1868.0 97.0 -0.048 0.049 1000.0 -1000.0 -0.033 -1000.0 S1P5 pathway 19.0 328.0 17.0 -0.028 0.032 1000.0 -1000.0 -0.004 -1000.0 Effects of Botulinum toxin 19.0 511.0 26.0 -0.017 0.041 1000.0 -1000.0 -0.008 -1000.0 IL27-mediated signaling events 19.0 1013.0 51.0 -0.149 0.084 1000.0 -1000.0 -0.035 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 18.0 1608.0 85.0 -0.037 0.035 1000.0 -1000.0 -0.04 -1000.0 amb2 Integrin signaling 18.0 1550.0 82.0 -0.036 0.044 1000.0 -1000.0 -0.016 -1000.0 Ceramide signaling pathway 18.0 1415.0 76.0 -0.042 0.048 1000.0 -1000.0 -0.018 -1000.0 Reelin signaling pathway 18.0 1024.0 56.0 -0.022 0.064 1000.0 -1000.0 -0.014 -1000.0 TRAIL signaling pathway 18.0 892.0 48.0 -0.031 0.045 1000.0 -1000.0 -0.016 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 18.0 848.0 45.0 -0.046 0.056 1000.0 -1000.0 -0.02 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 17.0 918.0 52.0 -0.048 0.056 1000.0 -1000.0 -0.026 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 17.0 2142.0 120.0 -0.09 0.071 1000.0 -1000.0 -0.028 -1000.0 ErbB2/ErbB3 signaling events 16.0 1050.0 65.0 -0.036 0.04 1000.0 -1000.0 -0.053 -1000.0 IL2 signaling events mediated by PI3K 16.0 936.0 58.0 -0.09 0.041 1000.0 -1000.0 -0.03 -1000.0 Class I PI3K signaling events 16.0 1228.0 73.0 -0.082 0.05 1000.0 -1000.0 -0.02 -1000.0 Ras signaling in the CD4+ TCR pathway 16.0 286.0 17.0 -0.019 0.051 1000.0 -1000.0 -0.01 -1000.0 Syndecan-2-mediated signaling events 15.0 1063.0 69.0 -0.012 0.041 1000.0 -1000.0 -0.026 -1000.0 IFN-gamma pathway 15.0 1022.0 68.0 -0.03 0.038 1000.0 -1000.0 -0.037 -1000.0 IL1-mediated signaling events 14.0 879.0 62.0 -0.027 0.074 1000.0 -1000.0 -0.019 -1000.0 ceramide signaling pathway 14.0 711.0 49.0 -0.021 0.04 1000.0 -1000.0 -0.02 -1000.0 TCGA08_p53 14.0 102.0 7.0 -0.01 0.024 1000.0 -1000.0 -0.01 -1000.0 Signaling mediated by p38-gamma and p38-delta 14.0 210.0 15.0 -0.015 0.027 1000.0 -1000.0 -0.02 -1000.0 LPA4-mediated signaling events 13.0 166.0 12.0 -0.04 0.0 1000.0 -1000.0 -0.016 -1000.0 Sphingosine 1-phosphate (S1P) pathway 13.0 365.0 28.0 -0.028 0.043 1000.0 -1000.0 -0.018 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 13.0 717.0 54.0 -0.016 0.043 1000.0 -1000.0 -0.017 -1000.0 S1P1 pathway 13.0 473.0 36.0 -0.06 0.028 1000.0 -1000.0 -0.021 -1000.0 IL2 signaling events mediated by STAT5 13.0 303.0 22.0 -0.029 0.028 1000.0 -1000.0 -0.015 -1000.0 S1P3 pathway 13.0 568.0 42.0 -0.028 0.044 1000.0 -1000.0 -0.021 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 12.0 476.0 37.0 -0.031 0.046 1000.0 -1000.0 -0.018 -1000.0 Paxillin-dependent events mediated by a4b1 12.0 440.0 36.0 -0.036 0.046 1000.0 -1000.0 -0.028 -1000.0 TCGA08_rtk_signaling 12.0 312.0 26.0 -0.021 0.062 1000.0 -1000.0 -0.008 -1000.0 PDGFR-beta signaling pathway 12.0 1216.0 97.0 -0.049 0.061 1000.0 -1000.0 -0.034 -1000.0 Visual signal transduction: Rods 12.0 633.0 52.0 -0.0 0.05 1000.0 -1000.0 -0.014 -1000.0 Regulation of nuclear SMAD2/3 signaling 11.0 1528.0 136.0 -0.296 0.072 1000.0 -1000.0 -0.031 -1000.0 Cellular roles of Anthrax toxin 11.0 430.0 39.0 -0.028 0.028 1000.0 -1000.0 -0.016 -1000.0 Presenilin action in Notch and Wnt signaling 11.0 685.0 61.0 -0.01 0.071 1000.0 -1000.0 -0.04 -1000.0 FOXA2 and FOXA3 transcription factor networks 11.0 543.0 46.0 -0.138 0.045 1000.0 -1000.0 -0.042 -1000.0 EPO signaling pathway 11.0 622.0 55.0 -0.009 0.048 1000.0 -1000.0 -0.011 -1000.0 PDGFR-alpha signaling pathway 11.0 527.0 44.0 -0.019 0.053 1000.0 -1000.0 -0.029 -1000.0 Canonical Wnt signaling pathway 11.0 580.0 51.0 -0.026 0.064 1000.0 -1000.0 -0.031 -1000.0 Regulation of p38-alpha and p38-beta 11.0 632.0 54.0 -0.05 0.057 1000.0 -1000.0 -0.034 -1000.0 Nongenotropic Androgen signaling 11.0 607.0 52.0 -0.057 0.047 1000.0 -1000.0 -0.016 -1000.0 Regulation of Androgen receptor activity 11.0 830.0 70.0 -0.076 0.037 1000.0 -1000.0 -0.022 -1000.0 IGF1 pathway 10.0 593.0 57.0 -0.026 0.062 1000.0 -1000.0 -0.022 -1000.0 Rapid glucocorticoid signaling 10.0 209.0 20.0 -0.009 0.028 1000.0 -1000.0 -0.009 -1000.0 Coregulation of Androgen receptor activity 9.0 717.0 76.0 -0.06 0.047 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by HDAC Class III 9.0 384.0 40.0 -0.052 0.044 1000.0 -1000.0 -0.033 -1000.0 Retinoic acid receptors-mediated signaling 9.0 549.0 58.0 -0.042 0.054 1000.0 -1000.0 -0.018 -1000.0 Atypical NF-kappaB pathway 9.0 284.0 31.0 -0.012 0.034 1000.0 -1000.0 -0.018 -1000.0 Syndecan-3-mediated signaling events 9.0 318.0 35.0 0.0 0.071 1000.0 -1000.0 -0.008 -1000.0 IL6-mediated signaling events 9.0 687.0 75.0 -0.037 0.077 1000.0 -1000.0 -0.032 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 9.0 299.0 33.0 -0.004 0.059 1000.0 -1000.0 -0.026 -1000.0 FOXM1 transcription factor network 9.0 508.0 51.0 -0.011 0.065 1000.0 -1000.0 -0.063 -1000.0 ErbB4 signaling events 8.0 597.0 69.0 -0.062 0.065 1000.0 -1000.0 -0.027 -1000.0 Hedgehog signaling events mediated by Gli proteins 8.0 540.0 65.0 -0.051 0.066 1000.0 -1000.0 -0.04 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 8.0 726.0 83.0 -0.029 0.052 1000.0 -1000.0 -0.015 -1000.0 Regulation of Telomerase 8.0 836.0 102.0 -0.085 0.055 1000.0 -1000.0 -0.025 -1000.0 Insulin Pathway 8.0 651.0 74.0 -0.077 0.068 1000.0 -1000.0 -0.03 -1000.0 Aurora B signaling 8.0 538.0 67.0 -0.059 0.064 1000.0 -1000.0 -0.036 -1000.0 Visual signal transduction: Cones 7.0 300.0 38.0 -0.016 0.049 1000.0 -1000.0 -0.015 -1000.0 Arf6 downstream pathway 7.0 340.0 43.0 -0.038 0.047 1000.0 -1000.0 -0.029 -1000.0 mTOR signaling pathway 7.0 422.0 53.0 -0.033 0.032 1000.0 -1000.0 -0.033 -1000.0 Class I PI3K signaling events mediated by Akt 7.0 490.0 68.0 -0.038 0.05 1000.0 -1000.0 -0.019 -1000.0 HIF-2-alpha transcription factor network 7.0 342.0 43.0 -0.106 0.109 1000.0 -1000.0 -0.034 -1000.0 FoxO family signaling 7.0 462.0 64.0 -0.176 0.04 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by PRL 7.0 243.0 34.0 -0.024 0.044 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 6.0 806.0 125.0 -0.017 0.064 1000.0 -1000.0 -0.024 -1000.0 p38 MAPK signaling pathway 6.0 278.0 44.0 -0.043 0.046 1000.0 -1000.0 -0.014 -1000.0 Canonical NF-kappaB pathway 5.0 208.0 39.0 -0.009 0.058 1000.0 -1000.0 -0.016 -1000.0 BARD1 signaling events 5.0 336.0 57.0 -0.053 0.059 1000.0 -1000.0 -0.044 -1000.0 PLK2 and PLK4 events 5.0 15.0 3.0 -0.018 -1000.0 1000.0 -1000.0 -0.018 -1000.0 PLK1 signaling events 5.0 441.0 85.0 -0.009 0.051 1000.0 -1000.0 -0.024 -1000.0 Insulin-mediated glucose transport 5.0 188.0 32.0 -0.022 0.05 1000.0 -1000.0 -0.018 -1000.0 Arf6 trafficking events 5.0 382.0 71.0 -0.037 0.05 1000.0 -1000.0 -0.037 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 4.0 167.0 34.0 -0.044 0.073 1000.0 -1000.0 -0.029 -1000.0 Aurora C signaling 4.0 29.0 7.0 -0.0 0.049 1000.0 -1000.0 -0.005 -1000.0 Signaling events mediated by HDAC Class I 3.0 336.0 104.0 -0.051 0.066 1000.0 -1000.0 -0.039 -1000.0 VEGFR1 specific signals 3.0 214.0 56.0 -0.031 0.052 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class II 2.0 218.0 75.0 -0.03 0.069 1000.0 -1000.0 -0.02 -1000.0 Circadian rhythm pathway 2.0 56.0 22.0 -0.007 0.042 1000.0 -1000.0 -0.026 -1000.0 Aurora A signaling 2.0 178.0 60.0 -0.018 0.057 1000.0 -1000.0 -0.018 -1000.0 Arf1 pathway 2.0 118.0 54.0 -0.006 0.049 1000.0 -1000.0 -0.01 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 22.0 23.0 0.004 0.055 1000.0 -1000.0 -0.013 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 11.0 27.0 -0.011 0.066 1000.0 -1000.0 -0.023 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 0.0 0.072 1000.0 -1000.0 0.0 -1000.0 Total 2202 128990 7203 -7.59544158518 -993.328323425 131000 -131000 -3.14444400076 -131000