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 Glypican 2 network 56.0 226.0 4.0 -0.03 0.037 1000.0 -1000.0 0.021 -1000.0 Aurora B signaling 30.0 2073.0 67.0 -0.066 0.11 1000.0 -1000.0 -0.029 -1000.0 TCGA08_p53 28.0 199.0 7.0 -0.02 0.023 1000.0 -1000.0 -0.011 -1000.0 TCGA08_retinoblastoma 26.0 214.0 8.0 -0.071 0.08 1000.0 -1000.0 -0.002 -1000.0 Aurora C signaling 21.0 153.0 7.0 -0.056 0.063 1000.0 -1000.0 -0.006 -1000.0 Ceramide signaling pathway 19.0 1512.0 76.0 -0.136 0.048 1000.0 -1000.0 -0.026 -1000.0 Effects of Botulinum toxin 17.0 457.0 26.0 -0.014 0.025 1000.0 -1000.0 -0.01 -1000.0 Arf6 signaling events 15.0 985.0 62.0 -0.007 0.091 1000.0 -1000.0 -0.025 -1000.0 EPO signaling pathway 15.0 829.0 55.0 -0.004 0.043 1000.0 -1000.0 -0.031 -1000.0 LPA4-mediated signaling events 14.0 172.0 12.0 -0.017 0.005 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by the Hedgehog family 14.0 776.0 52.0 -0.016 0.055 1000.0 -1000.0 -0.024 -1000.0 a4b1 and a4b7 Integrin signaling 14.0 73.0 5.0 0.013 0.041 1000.0 -1000.0 0.022 -1000.0 Retinoic acid receptors-mediated signaling 13.0 798.0 58.0 -0.223 0.048 1000.0 -1000.0 -0.04 -1000.0 IL2 signaling events mediated by STAT5 13.0 297.0 22.0 -0.036 0.052 1000.0 -1000.0 -0.033 -1000.0 Rapid glucocorticoid signaling 13.0 262.0 20.0 -0.007 0.031 1000.0 -1000.0 -0.011 -1000.0 Syndecan-1-mediated signaling events 12.0 441.0 34.0 -0.043 0.033 1000.0 -1000.0 -0.022 -1000.0 JNK signaling in the CD4+ TCR pathway 12.0 211.0 17.0 -0.327 0.046 1000.0 -1000.0 -0.022 -1000.0 PLK1 signaling events 12.0 1023.0 85.0 -0.056 0.065 1000.0 -1000.0 -0.021 -1000.0 Signaling events regulated by Ret tyrosine kinase 11.0 973.0 82.0 -0.073 0.032 1000.0 -1000.0 -0.036 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 11.0 945.0 83.0 -0.162 0.155 1000.0 -1000.0 -0.023 -1000.0 Ephrin A reverse signaling 10.0 75.0 7.0 -0.017 0.029 1000.0 -1000.0 -0.012 -1000.0 TCGA08_rtk_signaling 10.0 267.0 26.0 -0.045 0.132 1000.0 -1000.0 -0.004 -1000.0 LPA receptor mediated events 10.0 1055.0 102.0 -0.043 0.039 1000.0 -1000.0 -0.053 -1000.0 EGFR-dependent Endothelin signaling events 10.0 220.0 21.0 -0.012 0.038 1000.0 -1000.0 -0.028 -1000.0 Syndecan-4-mediated signaling events 10.0 688.0 67.0 -0.045 0.04 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 10.0 357.0 33.0 -0.056 0.049 1000.0 -1000.0 -0.025 -1000.0 S1P4 pathway 10.0 268.0 25.0 -0.0 0.048 1000.0 -1000.0 -0.014 -1000.0 Alternative NF-kappaB pathway 10.0 142.0 13.0 0.0 0.044 1000.0 -1000.0 0.0 -1000.0 amb2 Integrin signaling 9.0 780.0 82.0 -0.043 0.071 1000.0 -1000.0 -0.018 -1000.0 Caspase cascade in apoptosis 8.0 609.0 74.0 -0.062 0.065 1000.0 -1000.0 -0.029 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 8.0 693.0 85.0 -0.051 0.108 1000.0 -1000.0 -0.042 -1000.0 Nectin adhesion pathway 8.0 563.0 63.0 -0.019 0.06 1000.0 -1000.0 -0.032 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 8.0 331.0 37.0 -0.034 0.061 1000.0 -1000.0 -0.02 -1000.0 FAS signaling pathway (CD95) 8.0 402.0 47.0 -0.168 0.037 1000.0 -1000.0 -0.029 -1000.0 Arf6 trafficking events 8.0 582.0 71.0 -0.043 0.045 1000.0 -1000.0 -0.037 -1000.0 Thromboxane A2 receptor signaling 7.0 752.0 105.0 -0.066 0.034 1000.0 -1000.0 -0.047 -1000.0 HIF-1-alpha transcription factor network 7.0 575.0 76.0 -0.076 0.126 1000.0 -1000.0 -0.037 -1000.0 IL2 signaling events mediated by PI3K 7.0 420.0 58.0 -0.22 0.037 1000.0 -1000.0 -0.042 -1000.0 Calcium signaling in the CD4+ TCR pathway 7.0 232.0 31.0 -0.03 0.026 1000.0 -1000.0 -0.029 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 7.0 482.0 68.0 -0.062 0.052 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by PRL 7.0 247.0 34.0 -0.025 0.045 1000.0 -1000.0 -0.027 -1000.0 Aurora A signaling 6.0 401.0 60.0 -0.056 0.07 1000.0 -1000.0 -0.022 -1000.0 BMP receptor signaling 6.0 524.0 81.0 -0.027 0.049 1000.0 -1000.0 -0.018 -1000.0 Glucocorticoid receptor regulatory network 6.0 728.0 114.0 -0.175 0.108 1000.0 -1000.0 -0.051 -1000.0 Canonical Wnt signaling pathway 6.0 329.0 51.0 -0.013 0.113 1000.0 -1000.0 -0.031 -1000.0 E-cadherin signaling in keratinocytes 6.0 275.0 43.0 -0.019 0.074 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 6.0 518.0 78.0 -0.023 0.061 1000.0 -1000.0 -0.049 -1000.0 BARD1 signaling events 5.0 331.0 57.0 -0.061 0.076 1000.0 -1000.0 -0.046 -1000.0 Cellular roles of Anthrax toxin 5.0 199.0 39.0 -0.023 0.037 1000.0 -1000.0 -0.017 -1000.0 Signaling events mediated by PTP1B 5.0 452.0 76.0 -0.038 0.075 1000.0 -1000.0 -0.023 -1000.0 Arf6 downstream pathway 5.0 236.0 43.0 -0.038 0.039 1000.0 -1000.0 -0.031 -1000.0 Glypican 1 network 5.0 276.0 48.0 -0.03 0.051 1000.0 -1000.0 -0.022 -1000.0 Fc-epsilon receptor I signaling in mast cells 5.0 508.0 97.0 -0.119 0.095 1000.0 -1000.0 -0.04 -1000.0 Insulin-mediated glucose transport 5.0 177.0 32.0 -0.056 0.051 1000.0 -1000.0 -0.021 -1000.0 mTOR signaling pathway 5.0 312.0 53.0 -0.022 0.055 1000.0 -1000.0 -0.034 -1000.0 Reelin signaling pathway 5.0 300.0 56.0 -0.069 0.044 1000.0 -1000.0 -0.024 -1000.0 IL1-mediated signaling events 5.0 312.0 62.0 -0.054 0.074 1000.0 -1000.0 -0.041 -1000.0 Endothelins 5.0 564.0 96.0 -0.121 0.044 1000.0 -1000.0 -0.044 -1000.0 TCR signaling in naïve CD8+ T cells 5.0 521.0 93.0 -0.336 0.381 1000.0 -1000.0 -0.032 -1000.0 EPHB forward signaling 5.0 446.0 85.0 -0.049 0.071 1000.0 -1000.0 -0.041 -1000.0 Regulation of p38-alpha and p38-beta 5.0 285.0 54.0 -0.008 0.046 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 5.0 708.0 125.0 -0.043 0.097 1000.0 -1000.0 -0.038 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 398.0 76.0 -0.037 0.069 1000.0 -1000.0 -0.038 -1000.0 BCR signaling pathway 5.0 495.0 99.0 -0.046 0.08 1000.0 -1000.0 -0.04 -1000.0 IL23-mediated signaling events 5.0 312.0 60.0 -0.183 0.058 1000.0 -1000.0 -0.119 -1000.0 Plasma membrane estrogen receptor signaling 5.0 436.0 86.0 -0.035 0.047 1000.0 -1000.0 -0.041 -1000.0 PDGFR-beta signaling pathway 5.0 519.0 97.0 -0.04 0.083 1000.0 -1000.0 -0.038 -1000.0 Visual signal transduction: Rods 5.0 266.0 52.0 -0.035 0.075 1000.0 -1000.0 -0.037 -1000.0 p38 MAPK signaling pathway 5.0 225.0 44.0 -0.0 0.05 1000.0 -1000.0 -0.015 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 97.0 17.0 -0.067 0.044 1000.0 -1000.0 -0.019 -1000.0 IL12-mediated signaling events 4.0 409.0 87.0 -0.067 0.063 1000.0 -1000.0 -0.076 -1000.0 Visual signal transduction: Cones 4.0 176.0 38.0 -0.021 0.056 1000.0 -1000.0 -0.02 -1000.0 Osteopontin-mediated events 4.0 186.0 38.0 -0.063 0.067 1000.0 -1000.0 -0.026 -1000.0 Syndecan-2-mediated signaling events 4.0 311.0 69.0 -0.027 0.045 1000.0 -1000.0 -0.025 -1000.0 p75(NTR)-mediated signaling 4.0 558.0 125.0 -0.045 0.075 1000.0 -1000.0 -0.045 -1000.0 IFN-gamma pathway 4.0 303.0 68.0 -0.125 0.049 1000.0 -1000.0 -0.038 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 331.0 68.0 -0.025 0.048 1000.0 -1000.0 -0.021 -1000.0 HIF-2-alpha transcription factor network 4.0 194.0 43.0 -0.043 0.048 1000.0 -1000.0 -0.04 -1000.0 Ephrin B reverse signaling 4.0 207.0 48.0 -0.022 0.05 1000.0 -1000.0 -0.03 -1000.0 S1P1 pathway 4.0 162.0 36.0 -0.02 0.042 1000.0 -1000.0 -0.028 -1000.0 Integrins in angiogenesis 4.0 336.0 84.0 -0.053 0.069 1000.0 -1000.0 -0.041 -1000.0 Nongenotropic Androgen signaling 4.0 253.0 52.0 -0.028 0.051 1000.0 -1000.0 -0.021 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 4.0 123.0 27.0 -0.027 0.056 1000.0 -1000.0 -0.023 -1000.0 Class I PI3K signaling events 4.0 348.0 73.0 -0.025 0.053 1000.0 -1000.0 -0.031 -1000.0 S1P3 pathway 4.0 176.0 42.0 -0.0 0.041 1000.0 -1000.0 -0.021 -1000.0 FOXM1 transcription factor network 4.0 210.0 51.0 -0.016 0.073 1000.0 -1000.0 -0.16 -1000.0 Arf1 pathway 4.0 264.0 54.0 -0.084 0.047 1000.0 -1000.0 -0.012 -1000.0 Sphingosine 1-phosphate (S1P) pathway 3.0 88.0 28.0 -0.021 0.035 1000.0 -1000.0 -0.02 -1000.0 PDGFR-alpha signaling pathway 3.0 149.0 44.0 -0.021 0.054 1000.0 -1000.0 -0.021 -1000.0 TRAIL signaling pathway 3.0 153.0 48.0 -0.049 0.071 1000.0 -1000.0 -0.02 -1000.0 S1P5 pathway 3.0 64.0 17.0 -0.028 0.029 1000.0 -1000.0 -0.001 -1000.0 ceramide signaling pathway 3.0 161.0 49.0 -0.015 0.048 1000.0 -1000.0 -0.027 -1000.0 FoxO family signaling 3.0 242.0 64.0 -0.075 0.047 1000.0 -1000.0 -0.071 -1000.0 Atypical NF-kappaB pathway 3.0 112.0 31.0 -0.025 0.036 1000.0 -1000.0 -0.022 -1000.0 Syndecan-3-mediated signaling events 3.0 125.0 35.0 0.0 0.063 1000.0 -1000.0 -0.023 -1000.0 Signaling mediated by p38-alpha and p38-beta 3.0 132.0 44.0 -0.025 0.064 1000.0 -1000.0 -0.017 -1000.0 IL6-mediated signaling events 3.0 244.0 75.0 -0.001 0.112 1000.0 -1000.0 -0.066 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 229.0 74.0 -0.104 0.061 1000.0 -1000.0 -0.04 -1000.0 Insulin Pathway 3.0 288.0 74.0 -0.062 0.067 1000.0 -1000.0 -0.037 -1000.0 VEGFR1 specific signals 3.0 192.0 56.0 -0.037 0.05 1000.0 -1000.0 -0.024 -1000.0 ErbB2/ErbB3 signaling events 2.0 139.0 65.0 -0.041 0.038 1000.0 -1000.0 -0.05 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 398.0 136.0 -0.195 0.079 1000.0 -1000.0 -0.031 -1000.0 Coregulation of Androgen receptor activity 2.0 218.0 76.0 -0.02 0.053 1000.0 -1000.0 -0.018 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 48.0 23.0 -0.019 0.048 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by HDAC Class II 2.0 183.0 75.0 -0.026 0.07 1000.0 -1000.0 -0.021 -1000.0 PLK2 and PLK4 events 2.0 7.0 3.0 -0.021 -1000.0 1000.0 -1000.0 -0.02 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 134.0 54.0 -0.037 0.037 1000.0 -1000.0 -0.032 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 156.0 65.0 -0.001 0.065 1000.0 -1000.0 -0.036 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 173.0 61.0 -0.0 0.063 1000.0 -1000.0 -0.039 -1000.0 IL4-mediated signaling events 2.0 189.0 91.0 -0.279 0.082 1000.0 -1000.0 -0.153 -1000.0 Signaling events mediated by HDAC Class III 2.0 97.0 40.0 -0.035 0.036 1000.0 -1000.0 -0.042 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 116.0 52.0 -0.012 0.069 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by HDAC Class I 2.0 237.0 104.0 -0.049 0.057 1000.0 -1000.0 -0.041 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 100.0 36.0 -0.03 0.041 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 126.0 45.0 -0.062 0.051 1000.0 -1000.0 -0.043 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 2.0 340.0 120.0 -0.035 0.068 1000.0 -1000.0 -0.04 -1000.0 Canonical NF-kappaB pathway 1.0 73.0 39.0 -0.025 0.054 1000.0 -1000.0 -0.016 -1000.0 ErbB4 signaling events 1.0 103.0 69.0 -0.024 0.039 1000.0 -1000.0 -0.025 -1000.0 Noncanonical Wnt signaling pathway 1.0 42.0 26.0 -0.015 0.041 1000.0 -1000.0 -0.023 -1000.0 FOXA2 and FOXA3 transcription factor networks 1.0 80.0 46.0 -0.065 0.037 1000.0 -1000.0 -0.101 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 17.0 15.0 -0.024 0.026 1000.0 -1000.0 -0.022 -1000.0 IL27-mediated signaling events 1.0 66.0 51.0 -0.011 0.044 1000.0 -1000.0 -0.047 -1000.0 Wnt signaling 1.0 8.0 7.0 0.011 0.025 1000.0 -1000.0 -0.008 -1000.0 Regulation of Telomerase 1.0 137.0 102.0 -0.025 0.067 1000.0 -1000.0 -0.046 -1000.0 IGF1 pathway 1.0 74.0 57.0 -0.047 0.071 1000.0 -1000.0 -0.034 -1000.0 Angiopoietin receptor Tie2-mediated signaling 1.0 164.0 88.0 -0.032 0.039 1000.0 -1000.0 -0.058 -1000.0 E-cadherin signaling events 1.0 9.0 5.0 0.025 0.05 1000.0 -1000.0 0.021 -1000.0 Regulation of Androgen receptor activity 1.0 130.0 70.0 -0.047 0.04 1000.0 -1000.0 -0.031 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 31.0 34.0 -0.034 0.066 1000.0 -1000.0 -0.033 -1000.0 Circadian rhythm pathway 0.0 2.0 22.0 -0.003 0.051 1000.0 -1000.0 -0.023 -1000.0 Class IB PI3K non-lipid kinase events 0.0 0.0 3.0 -0.025 0.026 1000.0 -1000.0 -0.022 -1000.0 Total 847 43832 7203 -6.64841661046 -992.307384223 131000 -131000 -4.13519513944 -131000