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 HIF-1-alpha transcription factor network 29.0 2222.0 76.0 -0.296 0.036 1000.0 -1000.0 -0.024 -1000.0 TCGA08_retinoblastoma 26.0 213.0 8.0 -0.074 0.085 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by the Hedgehog family 23.0 1206.0 52.0 -0.253 0.053 1000.0 -1000.0 -0.024 -1000.0 IL23-mediated signaling events 22.0 1358.0 60.0 -0.503 0.036 1000.0 -1000.0 -0.058 -1000.0 IL4-mediated signaling events 21.0 1917.0 91.0 -0.559 0.509 1000.0 -1000.0 -0.084 -1000.0 Osteopontin-mediated events 19.0 724.0 38.0 -0.202 0.037 1000.0 -1000.0 -0.038 -1000.0 Signaling mediated by p38-alpha and p38-beta 19.0 871.0 44.0 -0.164 0.036 1000.0 -1000.0 -0.031 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 19.0 1316.0 68.0 -0.39 0.184 1000.0 -1000.0 -0.049 -1000.0 Glucocorticoid receptor regulatory network 18.0 2155.0 114.0 -0.455 0.279 1000.0 -1000.0 -0.054 -1000.0 Wnt signaling 18.0 129.0 7.0 -0.126 0.03 1000.0 -1000.0 -0.011 -1000.0 Noncanonical Wnt signaling pathway 17.0 467.0 26.0 -0.126 0.037 1000.0 -1000.0 -0.035 -1000.0 Fc-epsilon receptor I signaling in mast cells 17.0 1723.0 97.0 -0.11 0.047 1000.0 -1000.0 -0.049 -1000.0 Endothelins 17.0 1719.0 96.0 -0.236 0.037 1000.0 -1000.0 -0.034 -1000.0 Syndecan-1-mediated signaling events 16.0 544.0 34.0 -0.129 0.04 1000.0 -1000.0 -0.031 -1000.0 FOXM1 transcription factor network 16.0 828.0 51.0 -0.246 0.048 1000.0 -1000.0 -0.073 -1000.0 Thromboxane A2 receptor signaling 15.0 1635.0 105.0 -0.162 0.055 1000.0 -1000.0 -0.034 -1000.0 Ephrin B reverse signaling 15.0 725.0 48.0 -0.098 0.046 1000.0 -1000.0 -0.032 -1000.0 EPHB forward signaling 14.0 1191.0 85.0 -0.107 0.077 1000.0 -1000.0 -0.059 -1000.0 BCR signaling pathway 14.0 1482.0 99.0 -0.201 0.054 1000.0 -1000.0 -0.053 -1000.0 IL12-mediated signaling events 13.0 1131.0 87.0 -0.211 0.038 1000.0 -1000.0 -0.04 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1230.0 93.0 -0.102 0.051 1000.0 -1000.0 -0.041 -1000.0 EGFR-dependent Endothelin signaling events 13.0 280.0 21.0 -0.076 0.051 1000.0 -1000.0 -0.026 -1000.0 IGF1 pathway 13.0 774.0 57.0 -0.065 0.066 1000.0 -1000.0 -0.035 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 13.0 1084.0 78.0 -0.171 0.072 1000.0 -1000.0 -0.042 -1000.0 Nectin adhesion pathway 12.0 794.0 63.0 -0.088 0.057 1000.0 -1000.0 -0.039 -1000.0 TCGA08_p53 12.0 90.0 7.0 -0.039 0.037 1000.0 -1000.0 -0.006 -1000.0 Calcium signaling in the CD4+ TCR pathway 12.0 398.0 31.0 -0.2 0.041 1000.0 -1000.0 -0.047 -1000.0 LPA receptor mediated events 12.0 1237.0 102.0 -0.198 0.037 1000.0 -1000.0 -0.065 -1000.0 Glypican 1 network 11.0 557.0 48.0 -0.043 0.036 1000.0 -1000.0 -0.021 -1000.0 IL1-mediated signaling events 11.0 688.0 62.0 -0.151 0.075 1000.0 -1000.0 -0.037 -1000.0 BMP receptor signaling 10.0 870.0 81.0 -0.151 0.059 1000.0 -1000.0 -0.035 -1000.0 IFN-gamma pathway 10.0 728.0 68.0 -0.102 0.05 1000.0 -1000.0 -0.045 -1000.0 S1P1 pathway 10.0 382.0 36.0 -0.197 0.036 1000.0 -1000.0 -0.043 -1000.0 IL27-mediated signaling events 10.0 557.0 51.0 -0.183 0.12 1000.0 -1000.0 -0.038 -1000.0 Syndecan-4-mediated signaling events 10.0 727.0 67.0 -0.073 0.039 1000.0 -1000.0 -0.029 -1000.0 Syndecan-2-mediated signaling events 9.0 655.0 69.0 -0.12 0.039 1000.0 -1000.0 -0.037 -1000.0 amb2 Integrin signaling 9.0 748.0 82.0 -0.107 0.041 1000.0 -1000.0 -0.034 -1000.0 HIF-2-alpha transcription factor network 9.0 407.0 43.0 -0.073 0.055 1000.0 -1000.0 -0.04 -1000.0 FAS signaling pathway (CD95) 9.0 429.0 47.0 -0.16 0.04 1000.0 -1000.0 -0.039 -1000.0 Caspase cascade in apoptosis 8.0 648.0 74.0 -0.06 0.05 1000.0 -1000.0 -0.037 -1000.0 Arf6 signaling events 8.0 524.0 62.0 -0.071 0.075 1000.0 -1000.0 -0.012 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 8.0 652.0 74.0 -0.113 0.055 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by PTP1B 7.0 593.0 76.0 -0.09 0.071 1000.0 -1000.0 -0.033 -1000.0 Hedgehog signaling events mediated by Gli proteins 7.0 466.0 65.0 -0.152 0.079 1000.0 -1000.0 -0.028 -1000.0 Arf6 downstream pathway 7.0 309.0 43.0 -0.049 0.052 1000.0 -1000.0 -0.025 -1000.0 IL6-mediated signaling events 7.0 570.0 75.0 -0.083 0.051 1000.0 -1000.0 -0.06 -1000.0 VEGFR1 specific signals 7.0 427.0 56.0 -0.043 0.043 1000.0 -1000.0 -0.038 -1000.0 E-cadherin signaling in keratinocytes 7.0 312.0 43.0 -0.04 0.052 1000.0 -1000.0 -0.028 -1000.0 E-cadherin signaling events 7.0 39.0 5.0 -0.004 0.031 1000.0 -1000.0 0.015 -1000.0 Coregulation of Androgen receptor activity 6.0 479.0 76.0 -0.19 0.059 1000.0 -1000.0 -0.024 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 170.0 28.0 -0.036 0.047 1000.0 -1000.0 -0.011 -1000.0 Presenilin action in Notch and Wnt signaling 6.0 391.0 61.0 -0.118 0.073 1000.0 -1000.0 -0.032 -1000.0 PDGFR-alpha signaling pathway 6.0 287.0 44.0 -0.12 0.058 1000.0 -1000.0 -0.031 -1000.0 Reelin signaling pathway 6.0 369.0 56.0 -0.074 0.085 1000.0 -1000.0 -0.04 -1000.0 TRAIL signaling pathway 6.0 305.0 48.0 -0.026 0.05 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 95.0 15.0 -0.025 0.035 1000.0 -1000.0 -0.034 -1000.0 Syndecan-3-mediated signaling events 6.0 219.0 35.0 -0.131 0.073 1000.0 -1000.0 -0.032 -1000.0 Integrins in angiogenesis 6.0 552.0 84.0 -0.102 0.071 1000.0 -1000.0 -0.031 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 310.0 45.0 -0.056 0.043 1000.0 -1000.0 -0.04 -1000.0 Canonical Wnt signaling pathway 6.0 325.0 51.0 -0.118 0.077 1000.0 -1000.0 -0.042 -1000.0 Glypican 2 network 6.0 24.0 4.0 0.0 0.006 1000.0 -1000.0 0.0 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 469.0 76.0 -0.068 0.06 1000.0 -1000.0 -0.049 -1000.0 Plasma membrane estrogen receptor signaling 6.0 593.0 86.0 -0.057 0.053 1000.0 -1000.0 -0.044 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 800.0 136.0 -0.401 0.094 1000.0 -1000.0 -0.034 -1000.0 PLK2 and PLK4 events 5.0 16.0 3.0 -0.006 0.035 1000.0 -1000.0 -0.009 -1000.0 Visual signal transduction: Cones 5.0 215.0 38.0 -0.021 0.05 1000.0 -1000.0 -0.003 -1000.0 Cellular roles of Anthrax toxin 5.0 215.0 39.0 -0.052 0.036 1000.0 -1000.0 -0.021 -1000.0 p75(NTR)-mediated signaling 5.0 645.0 125.0 -0.129 0.088 1000.0 -1000.0 -0.041 -1000.0 FOXA2 and FOXA3 transcription factor networks 5.0 248.0 46.0 -0.066 0.05 1000.0 -1000.0 -0.051 -1000.0 mTOR signaling pathway 5.0 285.0 53.0 -0.021 0.093 1000.0 -1000.0 -0.036 -1000.0 Nongenotropic Androgen signaling 5.0 302.0 52.0 -0.08 0.066 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 5.0 681.0 125.0 -0.035 0.042 1000.0 -1000.0 -0.039 -1000.0 IL2 signaling events mediated by STAT5 5.0 113.0 22.0 -0.067 0.042 1000.0 -1000.0 -0.043 -1000.0 S1P3 pathway 5.0 251.0 42.0 -0.045 0.047 1000.0 -1000.0 -0.017 -1000.0 Visual signal transduction: Rods 5.0 279.0 52.0 -0.07 0.053 1000.0 -1000.0 -0.032 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 90.0 17.0 -0.01 0.037 1000.0 -1000.0 -0.019 -1000.0 Aurora B signaling 5.0 356.0 67.0 -0.099 0.059 1000.0 -1000.0 -0.031 -1000.0 ErbB2/ErbB3 signaling events 4.0 298.0 65.0 -0.04 0.051 1000.0 -1000.0 -0.041 -1000.0 ErbB4 signaling events 4.0 276.0 69.0 -0.083 0.052 1000.0 -1000.0 -0.032 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 4.0 224.0 54.0 -0.058 0.052 1000.0 -1000.0 -0.036 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 353.0 85.0 -0.095 0.082 1000.0 -1000.0 -0.04 -1000.0 PLK1 signaling events 4.0 366.0 85.0 -0.028 0.104 1000.0 -1000.0 -0.041 -1000.0 Ceramide signaling pathway 4.0 333.0 76.0 -0.047 0.068 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class III 4.0 164.0 40.0 -0.065 0.066 1000.0 -1000.0 -0.028 -1000.0 S1P5 pathway 4.0 68.0 17.0 -0.007 0.036 1000.0 -1000.0 -0.006 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 4.0 224.0 52.0 -0.024 0.087 1000.0 -1000.0 -0.025 -1000.0 FoxO family signaling 4.0 293.0 64.0 -0.121 0.067 1000.0 -1000.0 -0.034 -1000.0 Retinoic acid receptors-mediated signaling 4.0 232.0 58.0 -0.056 0.067 1000.0 -1000.0 -0.035 -1000.0 IL2 signaling events mediated by PI3K 4.0 256.0 58.0 -0.08 0.039 1000.0 -1000.0 -0.03 -1000.0 TCGA08_rtk_signaling 4.0 105.0 26.0 -0.069 0.067 1000.0 -1000.0 -0.01 -1000.0 Class I PI3K signaling events 4.0 329.0 73.0 -0.032 0.043 1000.0 -1000.0 -0.033 -1000.0 Insulin Pathway 4.0 298.0 74.0 -0.044 0.093 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 156.0 33.0 -0.068 0.079 1000.0 -1000.0 -0.018 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 4.0 578.0 120.0 -0.138 0.095 1000.0 -1000.0 -0.04 -1000.0 PDGFR-beta signaling pathway 4.0 412.0 97.0 -0.059 0.089 1000.0 -1000.0 -0.039 -1000.0 S1P4 pathway 4.0 117.0 25.0 -0.013 0.047 1000.0 -1000.0 -0.016 -1000.0 Regulation of Androgen receptor activity 4.0 296.0 70.0 -0.202 0.058 1000.0 -1000.0 -0.035 -1000.0 JNK signaling in the CD4+ TCR pathway 3.0 64.0 17.0 -0.018 0.061 1000.0 -1000.0 -0.027 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 18.0 5.0 0.016 0.038 1000.0 -1000.0 0.019 -1000.0 EPO signaling pathway 3.0 165.0 55.0 -0.002 0.066 1000.0 -1000.0 -0.029 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 130.0 37.0 -0.035 0.064 1000.0 -1000.0 -0.029 -1000.0 ceramide signaling pathway 3.0 167.0 49.0 -0.025 0.049 1000.0 -1000.0 -0.034 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 120.0 36.0 -0.051 0.067 1000.0 -1000.0 -0.031 -1000.0 Atypical NF-kappaB pathway 3.0 111.0 31.0 -0.003 0.037 1000.0 -1000.0 -0.013 -1000.0 Regulation of Telomerase 3.0 373.0 102.0 -0.095 0.085 1000.0 -1000.0 -0.039 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 344.0 88.0 -0.044 0.041 1000.0 -1000.0 -0.066 -1000.0 LPA4-mediated signaling events 2.0 29.0 12.0 -0.016 0.055 1000.0 -1000.0 -0.025 -1000.0 Aurora A signaling 2.0 175.0 60.0 -0.01 0.061 1000.0 -1000.0 -0.012 -1000.0 Insulin-mediated glucose transport 2.0 72.0 32.0 -0.024 0.043 1000.0 -1000.0 -0.017 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 184.0 68.0 -0.044 0.073 1000.0 -1000.0 -0.028 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 181.0 82.0 -0.027 0.065 1000.0 -1000.0 -0.052 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 170.0 83.0 -0.024 0.066 1000.0 -1000.0 -0.017 -1000.0 Regulation of p38-alpha and p38-beta 2.0 122.0 54.0 -0.003 0.08 1000.0 -1000.0 -0.034 -1000.0 Arf6 trafficking events 2.0 183.0 71.0 -0.036 0.042 1000.0 -1000.0 -0.022 -1000.0 p38 MAPK signaling pathway 2.0 88.0 44.0 -0.01 0.066 1000.0 -1000.0 -0.025 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 29.0 23.0 0.003 0.061 1000.0 -1000.0 -0.016 -1000.0 BARD1 signaling events 1.0 69.0 57.0 -0.051 0.079 1000.0 -1000.0 -0.038 -1000.0 Circadian rhythm pathway 1.0 36.0 22.0 -0.01 0.053 1000.0 -1000.0 -0.041 -1000.0 Ephrin A reverse signaling 1.0 10.0 7.0 0.0 0.034 1000.0 -1000.0 0.0 -1000.0 Signaling events mediated by HDAC Class I 1.0 194.0 104.0 -0.047 0.085 1000.0 -1000.0 -0.028 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 1.0 34.0 27.0 0.0 0.072 1000.0 -1000.0 -0.03 -1000.0 Rapid glucocorticoid signaling 1.0 20.0 20.0 -0.0 0.049 1000.0 -1000.0 -0.002 -1000.0 Signaling events mediated by PRL 1.0 58.0 34.0 -0.026 0.052 1000.0 -1000.0 -0.025 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.031 0.031 1000.0 -1000.0 -0.015 -1000.0 Alternative NF-kappaB pathway 1.0 21.0 13.0 -0.0 0.081 1000.0 -1000.0 -0.0 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 31.0 34.0 -0.045 0.072 1000.0 -1000.0 -0.027 -1000.0 Canonical NF-kappaB pathway 0.0 29.0 39.0 -0.0 0.074 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by HDAC Class II 0.0 73.0 75.0 -0.041 0.067 1000.0 -1000.0 -0.02 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.0 0.06 1000.0 -1000.0 -0.01 -1000.0 Effects of Botulinum toxin 0.0 20.0 26.0 -0.005 0.059 1000.0 -1000.0 -0.003 -1000.0 Arf1 pathway 0.0 44.0 54.0 -0.002 0.048 1000.0 -1000.0 -0.014 -1000.0 Total 938 58564 7203 -11.9078446202 8.28825829312 131000 -131000 -4.02220306759 -131000