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 IL23-mediated signaling events 20.0 1207.0 60.0 -0.407 0.032 1000.0 -1000.0 -0.091 -1000.0 Syndecan-1-mediated signaling events 18.0 644.0 34.0 -0.106 0.032 1000.0 -1000.0 -0.027 -1000.0 TCR signaling in naïve CD8+ T cells 15.0 1454.0 93.0 -0.293 0.331 1000.0 -1000.0 -0.039 -1000.0 Angiopoietin receptor Tie2-mediated signaling 15.0 1363.0 88.0 -0.179 0.032 1000.0 -1000.0 -0.049 -1000.0 Endothelins 14.0 1351.0 96.0 -0.152 0.066 1000.0 -1000.0 -0.043 -1000.0 Signaling mediated by p38-alpha and p38-beta 14.0 652.0 44.0 -0.086 0.04 1000.0 -1000.0 -0.029 -1000.0 E-cadherin signaling events 14.0 71.0 5.0 -0.042 0.032 1000.0 -1000.0 0.017 -1000.0 Ephrin A reverse signaling 13.0 96.0 7.0 -0.042 0.003 1000.0 -1000.0 -0.019 -1000.0 Ceramide signaling pathway 13.0 1058.0 76.0 -0.125 0.047 1000.0 -1000.0 -0.028 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 13.0 962.0 74.0 -0.105 0.074 1000.0 -1000.0 -0.053 -1000.0 EGFR-dependent Endothelin signaling events 13.0 276.0 21.0 -0.071 0.047 1000.0 -1000.0 -0.035 -1000.0 Syndecan-4-mediated signaling events 13.0 880.0 67.0 -0.12 0.032 1000.0 -1000.0 -0.041 -1000.0 HIF-1-alpha transcription factor network 12.0 932.0 76.0 -0.139 0.045 1000.0 -1000.0 -0.069 -1000.0 Arf6 signaling events 12.0 770.0 62.0 -0.071 0.07 1000.0 -1000.0 -0.045 -1000.0 IL4-mediated signaling events 12.0 1127.0 91.0 -0.451 0.315 1000.0 -1000.0 -0.103 -1000.0 Reelin signaling pathway 12.0 686.0 56.0 -0.066 0.061 1000.0 -1000.0 -0.038 -1000.0 IL12-mediated signaling events 11.0 978.0 87.0 -0.274 0.043 1000.0 -1000.0 -0.07 -1000.0 FOXA2 and FOXA3 transcription factor networks 11.0 515.0 46.0 -0.244 0.032 1000.0 -1000.0 -0.095 -1000.0 EPO signaling pathway 11.0 627.0 55.0 -0.01 0.078 1000.0 -1000.0 -0.033 -1000.0 ErbB2/ErbB3 signaling events 10.0 687.0 65.0 -0.087 0.046 1000.0 -1000.0 -0.046 -1000.0 Caspase cascade in apoptosis 10.0 777.0 74.0 -0.14 0.046 1000.0 -1000.0 -0.038 -1000.0 Signaling events regulated by Ret tyrosine kinase 10.0 869.0 82.0 -0.103 0.032 1000.0 -1000.0 -0.046 -1000.0 E-cadherin signaling in the nascent adherens junction 10.0 823.0 76.0 -0.048 0.056 1000.0 -1000.0 -0.05 -1000.0 Visual signal transduction: Cones 9.0 345.0 38.0 -0.068 0.035 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by the Hedgehog family 9.0 494.0 52.0 -0.073 0.045 1000.0 -1000.0 -0.035 -1000.0 Thromboxane A2 receptor signaling 9.0 973.0 105.0 -0.076 0.044 1000.0 -1000.0 -0.041 -1000.0 PDGFR-alpha signaling pathway 9.0 400.0 44.0 -0.052 0.04 1000.0 -1000.0 -0.032 -1000.0 Glucocorticoid receptor regulatory network 9.0 1066.0 114.0 -0.271 0.173 1000.0 -1000.0 -0.05 -1000.0 HIF-2-alpha transcription factor network 9.0 425.0 43.0 -0.092 0.06 1000.0 -1000.0 -0.04 -1000.0 Effects of Botulinum toxin 9.0 253.0 26.0 -0.049 0.031 1000.0 -1000.0 -0.013 -1000.0 E-cadherin signaling in keratinocytes 9.0 396.0 43.0 -0.071 0.037 1000.0 -1000.0 -0.029 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 8.0 297.0 34.0 -0.034 0.055 1000.0 -1000.0 -0.025 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 8.0 762.0 85.0 -0.059 0.088 1000.0 -1000.0 -0.039 -1000.0 p75(NTR)-mediated signaling 8.0 1085.0 125.0 -0.07 0.08 1000.0 -1000.0 -0.066 -1000.0 Glypican 1 network 8.0 425.0 48.0 -0.085 0.061 1000.0 -1000.0 -0.034 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 8.0 435.0 52.0 -0.076 0.08 1000.0 -1000.0 -0.03 -1000.0 TCGA08_rtk_signaling 8.0 220.0 26.0 -0.071 0.093 1000.0 -1000.0 -0.006 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 8.0 558.0 68.0 -0.198 0.039 1000.0 -1000.0 -0.075 -1000.0 TCGA08_retinoblastoma 8.0 71.0 8.0 -0.018 0.076 1000.0 -1000.0 -0.003 -1000.0 Osteopontin-mediated events 7.0 273.0 38.0 -0.08 0.035 1000.0 -1000.0 -0.035 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 7.0 420.0 54.0 -0.046 0.046 1000.0 -1000.0 -0.037 -1000.0 JNK signaling in the CD4+ TCR pathway 7.0 135.0 17.0 -0.137 0.044 1000.0 -1000.0 -0.036 -1000.0 Fc-epsilon receptor I signaling in mast cells 7.0 706.0 97.0 -0.133 0.052 1000.0 -1000.0 -0.054 -1000.0 amb2 Integrin signaling 7.0 599.0 82.0 -0.117 0.043 1000.0 -1000.0 -0.028 -1000.0 Nectin adhesion pathway 7.0 450.0 63.0 -0.042 0.057 1000.0 -1000.0 -0.036 -1000.0 FAS signaling pathway (CD95) 7.0 348.0 47.0 -0.175 0.048 1000.0 -1000.0 -0.031 -1000.0 Retinoic acid receptors-mediated signaling 7.0 436.0 58.0 -0.08 0.058 1000.0 -1000.0 -0.029 -1000.0 EPHB forward signaling 7.0 646.0 85.0 -0.052 0.079 1000.0 -1000.0 -0.053 -1000.0 Nongenotropic Androgen signaling 7.0 369.0 52.0 -0.043 0.04 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 7.0 903.0 125.0 -0.038 0.059 1000.0 -1000.0 -0.037 -1000.0 Wnt signaling 7.0 50.0 7.0 -0.018 0.026 1000.0 -1000.0 -0.02 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 7.0 233.0 33.0 -0.059 0.06 1000.0 -1000.0 -0.029 -1000.0 Visual signal transduction: Rods 7.0 384.0 52.0 -0.068 0.032 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 6.0 429.0 62.0 -0.046 0.059 1000.0 -1000.0 -0.04 -1000.0 IL2 signaling events mediated by PI3K 6.0 370.0 58.0 -0.225 0.046 1000.0 -1000.0 -0.04 -1000.0 Integrins in angiogenesis 6.0 510.0 84.0 -0.053 0.077 1000.0 -1000.0 -0.032 -1000.0 Glypican 2 network 6.0 27.0 4.0 0.001 0.008 1000.0 -1000.0 0.02 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 6.0 545.0 78.0 -0.039 0.058 1000.0 -1000.0 -0.056 -1000.0 Noncanonical Wnt signaling pathway 5.0 145.0 26.0 -0.051 0.032 1000.0 -1000.0 -0.039 -1000.0 BMP receptor signaling 5.0 429.0 81.0 -0.049 0.06 1000.0 -1000.0 -0.028 -1000.0 Ephrin B reverse signaling 5.0 252.0 48.0 -0.026 0.052 1000.0 -1000.0 -0.026 -1000.0 S1P1 pathway 5.0 199.0 36.0 -0.045 0.032 1000.0 -1000.0 -0.041 -1000.0 Calcium signaling in the CD4+ TCR pathway 5.0 170.0 31.0 -0.078 0.03 1000.0 -1000.0 -0.039 -1000.0 LPA receptor mediated events 5.0 556.0 102.0 -0.158 0.059 1000.0 -1000.0 -0.055 -1000.0 S1P4 pathway 5.0 130.0 25.0 -0.0 0.054 1000.0 -1000.0 -0.022 -1000.0 LPA4-mediated signaling events 4.0 48.0 12.0 -0.033 0.0 1000.0 -1000.0 -0.022 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 631.0 136.0 -0.24 0.123 1000.0 -1000.0 -0.034 -1000.0 Syndecan-2-mediated signaling events 4.0 335.0 69.0 -0.057 0.052 1000.0 -1000.0 -0.033 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 22.0 5.0 0.011 0.025 1000.0 -1000.0 0.015 -1000.0 Signaling events mediated by PTP1B 4.0 351.0 76.0 -0.09 0.047 1000.0 -1000.0 -0.028 -1000.0 mTOR signaling pathway 4.0 248.0 53.0 -0.018 0.072 1000.0 -1000.0 -0.032 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 180.0 37.0 -0.035 0.045 1000.0 -1000.0 -0.026 -1000.0 S1P5 pathway 4.0 73.0 17.0 -0.026 0.032 1000.0 -1000.0 -0.008 -1000.0 ceramide signaling pathway 4.0 215.0 49.0 -0.026 0.045 1000.0 -1000.0 -0.029 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 187.0 45.0 -0.074 0.059 1000.0 -1000.0 -0.038 -1000.0 Canonical Wnt signaling pathway 4.0 216.0 51.0 -0.07 0.103 1000.0 -1000.0 -0.034 -1000.0 IL6-mediated signaling events 4.0 341.0 75.0 -0.056 0.071 1000.0 -1000.0 -0.057 -1000.0 IL2 signaling events mediated by STAT5 4.0 105.0 22.0 -0.082 0.033 1000.0 -1000.0 -0.044 -1000.0 BCR signaling pathway 4.0 469.0 99.0 -0.053 0.068 1000.0 -1000.0 -0.055 -1000.0 IGF1 pathway 4.0 233.0 57.0 -0.046 0.075 1000.0 -1000.0 -0.039 -1000.0 Plasma membrane estrogen receptor signaling 4.0 414.0 86.0 -0.034 0.055 1000.0 -1000.0 -0.037 -1000.0 VEGFR1 specific signals 4.0 259.0 56.0 -0.029 0.057 1000.0 -1000.0 -0.038 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 4.0 593.0 120.0 -0.067 0.086 1000.0 -1000.0 -0.045 -1000.0 FOXM1 transcription factor network 4.0 254.0 51.0 -0.057 0.059 1000.0 -1000.0 -0.13 -1000.0 Aurora B signaling 4.0 307.0 67.0 -0.103 0.063 1000.0 -1000.0 -0.038 -1000.0 Coregulation of Androgen receptor activity 3.0 289.0 76.0 -0.082 0.058 1000.0 -1000.0 -0.023 -1000.0 Cellular roles of Anthrax toxin 3.0 121.0 39.0 -0.041 0.042 1000.0 -1000.0 -0.017 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 191.0 61.0 -0.069 0.081 1000.0 -1000.0 -0.039 -1000.0 Arf6 downstream pathway 3.0 142.0 43.0 -0.048 0.049 1000.0 -1000.0 -0.022 -1000.0 Aurora C signaling 3.0 25.0 7.0 0.0 0.032 1000.0 -1000.0 -0.01 -1000.0 PLK1 signaling events 3.0 331.0 85.0 -0.022 0.049 1000.0 -1000.0 -0.025 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 262.0 68.0 -0.027 0.06 1000.0 -1000.0 -0.025 -1000.0 TRAIL signaling pathway 3.0 167.0 48.0 -0.042 0.08 1000.0 -1000.0 -0.026 -1000.0 TCGA08_p53 3.0 27.0 7.0 -0.014 0.03 1000.0 -1000.0 -0.012 -1000.0 FoxO family signaling 3.0 212.0 64.0 -0.069 0.072 1000.0 -1000.0 -0.054 -1000.0 Atypical NF-kappaB pathway 3.0 105.0 31.0 -0.014 0.044 1000.0 -1000.0 -0.027 -1000.0 Syndecan-3-mediated signaling events 3.0 116.0 35.0 -0.071 0.08 1000.0 -1000.0 -0.015 -1000.0 IL27-mediated signaling events 3.0 160.0 51.0 -0.073 0.047 1000.0 -1000.0 -0.059 -1000.0 Class I PI3K signaling events 3.0 270.0 73.0 -0.035 0.09 1000.0 -1000.0 -0.031 -1000.0 Insulin Pathway 3.0 249.0 74.0 -0.062 0.079 1000.0 -1000.0 -0.044 -1000.0 PDGFR-beta signaling pathway 3.0 326.0 97.0 -0.024 0.084 1000.0 -1000.0 -0.05 -1000.0 Regulation of Androgen receptor activity 3.0 224.0 70.0 -0.111 0.042 1000.0 -1000.0 -0.049 -1000.0 ErbB4 signaling events 2.0 193.0 69.0 -0.071 0.046 1000.0 -1000.0 -0.039 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 56.0 28.0 -0.018 0.043 1000.0 -1000.0 -0.028 -1000.0 Insulin-mediated glucose transport 2.0 92.0 32.0 -0.024 0.063 1000.0 -1000.0 -0.026 -1000.0 IFN-gamma pathway 2.0 175.0 68.0 -0.054 0.066 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by HDAC Class III 2.0 86.0 40.0 -0.046 0.046 1000.0 -1000.0 -0.034 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 233.0 83.0 -0.055 0.061 1000.0 -1000.0 -0.027 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 99.0 36.0 -0.032 0.045 1000.0 -1000.0 -0.028 -1000.0 Regulation of p38-alpha and p38-beta 2.0 139.0 54.0 -0.062 0.052 1000.0 -1000.0 -0.044 -1000.0 Arf6 trafficking events 2.0 150.0 71.0 -0.055 0.057 1000.0 -1000.0 -0.028 -1000.0 Regulation of Telomerase 2.0 289.0 102.0 -0.102 0.083 1000.0 -1000.0 -0.046 -1000.0 S1P3 pathway 2.0 115.0 42.0 -0.017 0.042 1000.0 -1000.0 -0.03 -1000.0 Class IB PI3K non-lipid kinase events 2.0 6.0 3.0 -0.025 0.025 1000.0 -1000.0 -0.021 -1000.0 Ras signaling in the CD4+ TCR pathway 2.0 39.0 17.0 -0.0 0.054 1000.0 -1000.0 -0.024 -1000.0 Canonical NF-kappaB pathway 1.0 47.0 39.0 -0.013 0.07 1000.0 -1000.0 -0.025 -1000.0 BARD1 signaling events 1.0 65.0 57.0 -0.069 0.081 1000.0 -1000.0 -0.035 -1000.0 PLK2 and PLK4 events 1.0 4.0 3.0 -0.019 0.029 1000.0 -1000.0 -0.026 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 112.0 65.0 -0.005 0.071 1000.0 -1000.0 -0.045 -1000.0 Aurora A signaling 1.0 74.0 60.0 -0.022 0.069 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class I 1.0 153.0 104.0 -0.06 0.073 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 23.0 15.0 -0.023 0.032 1000.0 -1000.0 -0.029 -1000.0 Rapid glucocorticoid signaling 1.0 26.0 20.0 -0.017 0.038 1000.0 -1000.0 -0.015 -1000.0 Signaling events mediated by PRL 1.0 35.0 34.0 -0.029 0.046 1000.0 -1000.0 -0.042 -1000.0 p38 MAPK signaling pathway 1.0 83.0 44.0 -0.017 0.046 1000.0 -1000.0 -0.025 -1000.0 Arf1 pathway 1.0 55.0 54.0 -0.07 0.055 1000.0 -1000.0 -0.018 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 13.0 23.0 -0.014 0.057 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class II 0.0 34.0 75.0 -0.036 0.087 1000.0 -1000.0 -0.029 -1000.0 Circadian rhythm pathway 0.0 11.0 22.0 -0.007 0.061 1000.0 -1000.0 -0.032 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.017 0.07 1000.0 -1000.0 -0.033 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.065 1000.0 -1000.0 -0.0 -1000.0 Total 763 47829 7203 -9.53924035096 7.69563927874 131000 -131000 -4.62148277234 -131000