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 14.0 1106.0 76.0 -0.425 0.056 1000.0 -1000.0 -0.025 -1000.0 Endothelins 12.0 1165.0 96.0 -0.247 0.044 1000.0 -1000.0 -0.036 -1000.0 VEGFR1 specific signals 10.0 562.0 56.0 -0.133 0.044 1000.0 -1000.0 -0.029 -1000.0 IL4-mediated signaling events 9.0 887.0 91.0 -0.596 0.428 1000.0 -1000.0 -0.055 -1000.0 HIF-2-alpha transcription factor network 9.0 413.0 43.0 -0.28 0.131 1000.0 -1000.0 -0.032 -1000.0 Glypican 2 network 9.0 36.0 4.0 -0.015 -0.0 1000.0 -1000.0 -0.0 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 9.0 686.0 74.0 -0.126 0.063 1000.0 -1000.0 -0.053 -1000.0 Syndecan-1-mediated signaling events 8.0 290.0 34.0 -0.099 0.044 1000.0 -1000.0 -0.026 -1000.0 FOXA2 and FOXA3 transcription factor networks 8.0 392.0 46.0 -0.419 0.052 1000.0 -1000.0 -0.061 -1000.0 Fc-epsilon receptor I signaling in mast cells 8.0 807.0 97.0 -0.197 0.044 1000.0 -1000.0 -0.054 -1000.0 TCR signaling in naïve CD8+ T cells 8.0 817.0 93.0 -0.134 0.101 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 8.0 1050.0 125.0 -0.134 0.054 1000.0 -1000.0 -0.037 -1000.0 EGFR-dependent Endothelin signaling events 8.0 188.0 21.0 -0.126 0.059 1000.0 -1000.0 -0.039 -1000.0 IL23-mediated signaling events 8.0 526.0 60.0 -0.509 0.043 1000.0 -1000.0 -0.065 -1000.0 IL12-mediated signaling events 7.0 617.0 87.0 -0.342 0.048 1000.0 -1000.0 -0.037 -1000.0 PLK2 and PLK4 events 7.0 21.0 3.0 -0.024 0.039 1000.0 -1000.0 -0.002 -1000.0 Thromboxane A2 receptor signaling 7.0 744.0 105.0 -0.126 0.049 1000.0 -1000.0 -0.035 -1000.0 Arf6 signaling events 7.0 468.0 62.0 -0.171 0.083 1000.0 -1000.0 -0.01 -1000.0 amb2 Integrin signaling 7.0 594.0 82.0 -0.104 0.044 1000.0 -1000.0 -0.027 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 7.0 507.0 68.0 -0.351 0.176 1000.0 -1000.0 -0.057 -1000.0 Glypican 1 network 6.0 322.0 48.0 -0.052 0.045 1000.0 -1000.0 -0.024 -1000.0 Integrins in angiogenesis 6.0 565.0 84.0 -0.127 0.083 1000.0 -1000.0 -0.03 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 281.0 45.0 -0.107 0.088 1000.0 -1000.0 -0.038 -1000.0 Nongenotropic Androgen signaling 6.0 313.0 52.0 -0.131 0.069 1000.0 -1000.0 -0.02 -1000.0 IL6-mediated signaling events 6.0 461.0 75.0 -0.245 0.052 1000.0 -1000.0 -0.061 -1000.0 TCGA08_retinoblastoma 6.0 48.0 8.0 -0.017 0.018 1000.0 -1000.0 -0.004 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 528.0 88.0 -0.174 0.045 1000.0 -1000.0 -0.062 -1000.0 Visual signal transduction: Rods 6.0 318.0 52.0 -0.221 0.085 1000.0 -1000.0 -0.006 -1000.0 E-cadherin signaling events 6.0 30.0 5.0 -0.022 0.033 1000.0 -1000.0 0.024 -1000.0 LPA4-mediated signaling events 5.0 63.0 12.0 -0.045 0.013 1000.0 -1000.0 -0.012 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 5.0 179.0 34.0 -0.032 0.05 1000.0 -1000.0 -0.031 -1000.0 Osteopontin-mediated events 5.0 219.0 38.0 -0.118 0.048 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by the Hedgehog family 5.0 267.0 52.0 -0.208 0.047 1000.0 -1000.0 -0.026 -1000.0 Ephrin A reverse signaling 5.0 39.0 7.0 -0.0 0.039 1000.0 -1000.0 -0.0 -1000.0 BMP receptor signaling 5.0 452.0 81.0 -0.108 0.077 1000.0 -1000.0 -0.027 -1000.0 IFN-gamma pathway 5.0 365.0 68.0 -0.108 0.059 1000.0 -1000.0 -0.05 -1000.0 Nectin adhesion pathway 5.0 325.0 63.0 -0.06 0.063 1000.0 -1000.0 -0.044 -1000.0 ceramide signaling pathway 5.0 289.0 49.0 -0.077 0.055 1000.0 -1000.0 -0.039 -1000.0 Syndecan-3-mediated signaling events 5.0 203.0 35.0 -0.124 0.084 1000.0 -1000.0 -0.018 -1000.0 Calcium signaling in the CD4+ TCR pathway 5.0 183.0 31.0 -0.202 0.046 1000.0 -1000.0 -0.035 -1000.0 IL27-mediated signaling events 5.0 277.0 51.0 -0.198 0.098 1000.0 -1000.0 -0.052 -1000.0 Caspase cascade in apoptosis 4.0 313.0 74.0 -0.076 0.057 1000.0 -1000.0 -0.038 -1000.0 JNK signaling in the CD4+ TCR pathway 4.0 78.0 17.0 -0.018 0.044 1000.0 -1000.0 -0.016 -1000.0 Cellular roles of Anthrax toxin 4.0 169.0 39.0 -0.053 0.041 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by PTP1B 4.0 346.0 76.0 -0.127 0.048 1000.0 -1000.0 -0.059 -1000.0 p75(NTR)-mediated signaling 4.0 580.0 125.0 -0.143 0.097 1000.0 -1000.0 -0.039 -1000.0 PDGFR-alpha signaling pathway 4.0 185.0 44.0 -0.159 0.068 1000.0 -1000.0 -0.026 -1000.0 Ceramide signaling pathway 4.0 340.0 76.0 -0.126 0.085 1000.0 -1000.0 -0.033 -1000.0 TRAIL signaling pathway 4.0 234.0 48.0 -0.024 0.071 1000.0 -1000.0 -0.027 -1000.0 IL1-mediated signaling events 4.0 256.0 62.0 -0.096 0.072 1000.0 -1000.0 -0.023 -1000.0 S1P1 pathway 4.0 150.0 36.0 -0.06 0.043 1000.0 -1000.0 -0.019 -1000.0 FAS signaling pathway (CD95) 4.0 206.0 47.0 -0.134 0.058 1000.0 -1000.0 -0.048 -1000.0 IL2 signaling events mediated by PI3K 4.0 243.0 58.0 -0.074 0.048 1000.0 -1000.0 -0.048 -1000.0 EPHB forward signaling 4.0 378.0 85.0 -0.035 0.055 1000.0 -1000.0 -0.048 -1000.0 E-cadherin signaling in the nascent adherens junction 4.0 313.0 76.0 -0.088 0.066 1000.0 -1000.0 -0.052 -1000.0 Regulation of Telomerase 4.0 437.0 102.0 -0.237 0.077 1000.0 -1000.0 -0.033 -1000.0 BCR signaling pathway 4.0 414.0 99.0 -0.067 0.095 1000.0 -1000.0 -0.067 -1000.0 IGF1 pathway 4.0 276.0 57.0 -0.093 0.074 1000.0 -1000.0 -0.032 -1000.0 Plasma membrane estrogen receptor signaling 4.0 377.0 86.0 -0.085 0.078 1000.0 -1000.0 -0.053 -1000.0 E-cadherin signaling in keratinocytes 4.0 195.0 43.0 -0.052 0.044 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 357.0 78.0 -0.091 0.047 1000.0 -1000.0 -0.056 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 83.0 17.0 -0.038 0.064 1000.0 -1000.0 -0.01 -1000.0 ErbB2/ErbB3 signaling events 3.0 228.0 65.0 -0.114 0.059 1000.0 -1000.0 -0.07 -1000.0 Coregulation of Androgen receptor activity 3.0 285.0 76.0 -0.151 0.077 1000.0 -1000.0 -0.026 -1000.0 Visual signal transduction: Cones 3.0 148.0 38.0 -0.027 0.065 1000.0 -1000.0 -0.0 -1000.0 Syndecan-2-mediated signaling events 3.0 218.0 69.0 -0.071 0.067 1000.0 -1000.0 -0.028 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 19.0 5.0 -0.006 0.043 1000.0 -1000.0 0.02 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 230.0 61.0 -0.311 0.083 1000.0 -1000.0 -0.041 -1000.0 EPO signaling pathway 3.0 166.0 55.0 -0.057 0.043 1000.0 -1000.0 -0.028 -1000.0 mTOR signaling pathway 3.0 175.0 53.0 -0.118 0.044 1000.0 -1000.0 -0.028 -1000.0 Glucocorticoid receptor regulatory network 3.0 366.0 114.0 -0.22 0.08 1000.0 -1000.0 -0.044 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 133.0 37.0 -0.058 0.069 1000.0 -1000.0 -0.018 -1000.0 Signaling events regulated by Ret tyrosine kinase 3.0 252.0 82.0 -0.068 0.044 1000.0 -1000.0 -0.045 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 184.0 52.0 -0.057 0.107 1000.0 -1000.0 -0.033 -1000.0 Ephrin B reverse signaling 3.0 181.0 48.0 -0.028 0.043 1000.0 -1000.0 -0.032 -1000.0 FoxO family signaling 3.0 210.0 64.0 -0.267 0.066 1000.0 -1000.0 -0.037 -1000.0 Signaling mediated by p38-gamma and p38-delta 3.0 56.0 15.0 -0.073 0.044 1000.0 -1000.0 -0.02 -1000.0 Signaling mediated by p38-alpha and p38-beta 3.0 166.0 44.0 -0.039 0.04 1000.0 -1000.0 -0.01 -1000.0 Canonical Wnt signaling pathway 3.0 195.0 51.0 -0.373 0.107 1000.0 -1000.0 -0.036 -1000.0 Wnt signaling 3.0 27.0 7.0 -0.012 0.042 1000.0 -1000.0 -0.007 -1000.0 LPA receptor mediated events 3.0 403.0 102.0 -0.11 0.057 1000.0 -1000.0 -0.071 -1000.0 IL2 signaling events mediated by STAT5 3.0 77.0 22.0 -0.049 0.045 1000.0 -1000.0 -0.033 -1000.0 Syndecan-4-mediated signaling events 3.0 254.0 67.0 -0.093 0.045 1000.0 -1000.0 -0.039 -1000.0 Insulin Pathway 3.0 287.0 74.0 -0.061 0.085 1000.0 -1000.0 -0.025 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 3.0 406.0 120.0 -0.125 0.113 1000.0 -1000.0 -0.043 -1000.0 FOXM1 transcription factor network 3.0 199.0 51.0 -0.069 0.105 1000.0 -1000.0 -0.07 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 368.0 136.0 -0.15 0.147 1000.0 -1000.0 -0.042 -1000.0 Canonical NF-kappaB pathway 2.0 82.0 39.0 -0.054 0.072 1000.0 -1000.0 -0.017 -1000.0 ErbB4 signaling events 2.0 206.0 69.0 -0.044 0.054 1000.0 -1000.0 -0.032 -1000.0 Noncanonical Wnt signaling pathway 2.0 66.0 26.0 -0.03 0.042 1000.0 -1000.0 -0.031 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 247.0 85.0 -0.175 0.066 1000.0 -1000.0 -0.047 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 166.0 65.0 -0.009 0.087 1000.0 -1000.0 -0.032 -1000.0 Arf6 downstream pathway 2.0 110.0 43.0 -0.055 0.056 1000.0 -1000.0 -0.04 -1000.0 PLK1 signaling events 2.0 253.0 85.0 -0.096 0.055 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by HDAC Class III 2.0 97.0 40.0 -0.075 0.076 1000.0 -1000.0 -0.04 -1000.0 Reelin signaling pathway 2.0 167.0 56.0 -0.02 0.091 1000.0 -1000.0 -0.02 -1000.0 TCGA08_p53 2.0 15.0 7.0 -0.008 0.033 1000.0 -1000.0 -0.013 -1000.0 Retinoic acid receptors-mediated signaling 2.0 154.0 58.0 -0.112 0.069 1000.0 -1000.0 -0.045 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 75.0 36.0 -0.062 0.073 1000.0 -1000.0 -0.025 -1000.0 Atypical NF-kappaB pathway 2.0 68.0 31.0 -0.015 0.049 1000.0 -1000.0 -0.009 -1000.0 Regulation of p38-alpha and p38-beta 2.0 137.0 54.0 -0.066 0.094 1000.0 -1000.0 -0.043 -1000.0 TCGA08_rtk_signaling 2.0 59.0 26.0 -0.052 0.075 1000.0 -1000.0 -0.018 -1000.0 Class I PI3K signaling events 2.0 195.0 73.0 -0.05 0.067 1000.0 -1000.0 -0.025 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 90.0 33.0 -0.086 0.085 1000.0 -1000.0 -0.037 -1000.0 PDGFR-beta signaling pathway 2.0 233.0 97.0 -0.054 0.09 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by PRL 2.0 82.0 34.0 -0.071 0.059 1000.0 -1000.0 -0.028 -1000.0 Class IB PI3K non-lipid kinase events 2.0 6.0 3.0 -0.034 0.034 1000.0 -1000.0 -0.025 -1000.0 Alternative NF-kappaB pathway 2.0 29.0 13.0 -0.0 0.056 1000.0 -1000.0 -0.0 -1000.0 Regulation of Androgen receptor activity 2.0 160.0 70.0 -0.137 0.061 1000.0 -1000.0 -0.031 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 29.0 23.0 -0.033 0.075 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class II 1.0 86.0 75.0 -0.054 0.068 1000.0 -1000.0 -0.016 -1000.0 BARD1 signaling events 1.0 79.0 57.0 -0.078 0.098 1000.0 -1000.0 -0.045 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 48.0 28.0 -0.009 0.049 1000.0 -1000.0 -0.013 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 1.0 96.0 54.0 -0.046 0.061 1000.0 -1000.0 -0.03 -1000.0 Insulin-mediated glucose transport 1.0 51.0 32.0 -0.0 0.071 1000.0 -1000.0 -0.017 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 116.0 68.0 -0.037 0.078 1000.0 -1000.0 -0.023 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 116.0 83.0 -0.011 0.081 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class I 1.0 139.0 104.0 -0.075 0.096 1000.0 -1000.0 -0.033 -1000.0 Effects of Botulinum toxin 1.0 40.0 26.0 -0.027 0.069 1000.0 -1000.0 -0.001 -1000.0 Arf6 trafficking events 1.0 102.0 71.0 -0.045 0.066 1000.0 -1000.0 -0.028 -1000.0 S1P3 pathway 1.0 81.0 42.0 -0.045 0.049 1000.0 -1000.0 -0.022 -1000.0 p38 MAPK signaling pathway 1.0 86.0 44.0 -0.011 0.071 1000.0 -1000.0 -0.02 -1000.0 Aurora B signaling 1.0 117.0 67.0 -0.029 0.084 1000.0 -1000.0 -0.021 -1000.0 Circadian rhythm pathway 0.0 15.0 22.0 -0.014 0.079 1000.0 -1000.0 -0.032 -1000.0 Aurora A signaling 0.0 51.0 60.0 -0.054 0.092 1000.0 -1000.0 -0.013 -1000.0 Aurora C signaling 0.0 5.0 7.0 -0.0 0.07 1000.0 -1000.0 -0.009 -1000.0 S1P5 pathway 0.0 6.0 17.0 -0.035 0.043 1000.0 -1000.0 -0.007 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 6.0 27.0 -0.0 0.094 1000.0 -1000.0 -0.025 -1000.0 Rapid glucocorticoid signaling 0.0 16.0 20.0 -0.005 0.051 1000.0 -1000.0 -0.0 -1000.0 S1P4 pathway 0.0 19.0 25.0 -0.0 0.049 1000.0 -1000.0 -0.012 -1000.0 Arf1 pathway 0.0 39.0 54.0 -0.002 0.085 1000.0 -1000.0 -0.012 -1000.0 Total 500 32806 7203 -13.4283668398 8.8760874834 131000 -131000 -3.92782538047 -131000