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 Signaling events mediated by the Hedgehog family 56.0 2947.0 52.0 -0.278 0.142 1000.0 -1000.0 -0.041 -1000.0 FOXA2 and FOXA3 transcription factor networks 38.0 1759.0 46.0 -0.47 0.013 1000.0 -1000.0 -0.107 -1000.0 IL23-mediated signaling events 38.0 2311.0 60.0 -0.518 0.013 1000.0 -1000.0 -0.166 -1000.0 Syndecan-1-mediated signaling events 37.0 1280.0 34.0 -0.208 0.013 1000.0 -1000.0 -0.048 -1000.0 Ephrin A reverse signaling 35.0 248.0 7.0 -0.083 0.0 1000.0 -1000.0 -0.019 -1000.0 TCGA08_retinoblastoma 35.0 281.0 8.0 -0.101 0.052 1000.0 -1000.0 -0.018 -1000.0 IL4-mediated signaling events 34.0 3156.0 91.0 -0.695 0.541 1000.0 -1000.0 -0.168 -1000.0 Wnt signaling 34.0 243.0 7.0 -0.147 0.009 1000.0 -1000.0 -0.027 -1000.0 HIF-1-alpha transcription factor network 32.0 2466.0 76.0 -0.367 0.022 1000.0 -1000.0 -0.148 -1000.0 Signaling mediated by p38-alpha and p38-beta 28.0 1255.0 44.0 -0.191 0.013 1000.0 -1000.0 -0.037 -1000.0 TCR signaling in naïve CD8+ T cells 27.0 2548.0 93.0 -0.139 0.072 1000.0 -1000.0 -0.075 -1000.0 Noncanonical Wnt signaling pathway 26.0 686.0 26.0 -0.147 0.013 1000.0 -1000.0 -0.05 -1000.0 p75(NTR)-mediated signaling 25.0 3247.0 125.0 -0.311 0.034 1000.0 -1000.0 -0.092 -1000.0 Glypican 1 network 24.0 1155.0 48.0 -0.128 0.018 1000.0 -1000.0 -0.041 -1000.0 Signaling events regulated by Ret tyrosine kinase 24.0 2030.0 82.0 -0.173 0.013 1000.0 -1000.0 -0.084 -1000.0 Ephrin B reverse signaling 24.0 1160.0 48.0 -0.118 0.078 1000.0 -1000.0 -0.065 -1000.0 BMP receptor signaling 23.0 1918.0 81.0 -0.207 0.043 1000.0 -1000.0 -0.087 -1000.0 EPHB forward signaling 23.0 2033.0 85.0 -0.16 0.127 1000.0 -1000.0 -0.086 -1000.0 IL12-mediated signaling events 22.0 1934.0 87.0 -0.251 0.031 1000.0 -1000.0 -0.138 -1000.0 Glucocorticoid receptor regulatory network 22.0 2619.0 114.0 -0.541 0.271 1000.0 -1000.0 -0.065 -1000.0 Syndecan-4-mediated signaling events 22.0 1477.0 67.0 -0.154 0.021 1000.0 -1000.0 -0.075 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 21.0 1710.0 78.0 -0.15 0.07 1000.0 -1000.0 -0.064 -1000.0 amb2 Integrin signaling 20.0 1680.0 82.0 -0.281 0.018 1000.0 -1000.0 -0.071 -1000.0 Nectin adhesion pathway 20.0 1271.0 63.0 -0.094 0.026 1000.0 -1000.0 -0.072 -1000.0 Endothelins 20.0 1964.0 96.0 -0.248 0.017 1000.0 -1000.0 -0.087 -1000.0 Osteopontin-mediated events 19.0 740.0 38.0 -0.069 0.013 1000.0 -1000.0 -0.089 -1000.0 Glypican 2 network 19.0 78.0 4.0 -0.018 -1000.0 1000.0 -1000.0 -0.014 -1000.0 LPA receptor mediated events 19.0 1946.0 102.0 -0.151 0.016 1000.0 -1000.0 -0.08 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 19.0 1340.0 68.0 -0.291 0.099 1000.0 -1000.0 -0.136 -1000.0 Caspase cascade in apoptosis 18.0 1395.0 74.0 -0.11 0.039 1000.0 -1000.0 -0.045 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 18.0 636.0 34.0 -0.058 0.013 1000.0 -1000.0 -0.036 -1000.0 Syndecan-2-mediated signaling events 18.0 1290.0 69.0 -0.08 0.02 1000.0 -1000.0 -0.028 -1000.0 BCR signaling pathway 18.0 1825.0 99.0 -0.171 0.017 1000.0 -1000.0 -0.083 -1000.0 Plasma membrane estrogen receptor signaling 18.0 1575.0 86.0 -0.098 0.088 1000.0 -1000.0 -0.082 -1000.0 FOXM1 transcription factor network 18.0 934.0 51.0 -0.208 0.028 1000.0 -1000.0 -0.164 -1000.0 Thromboxane A2 receptor signaling 16.0 1706.0 105.0 -0.104 0.022 1000.0 -1000.0 -0.064 -1000.0 Reelin signaling pathway 16.0 947.0 56.0 -0.156 0.023 1000.0 -1000.0 -0.075 -1000.0 Canonical Wnt signaling pathway 16.0 863.0 51.0 -0.275 0.11 1000.0 -1000.0 -0.059 -1000.0 Effects of Botulinum toxin 16.0 431.0 26.0 -0.118 0.014 1000.0 -1000.0 -0.059 -1000.0 IGF1 pathway 16.0 948.0 57.0 -0.067 0.027 1000.0 -1000.0 -0.084 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 16.0 1944.0 120.0 -0.16 0.131 1000.0 -1000.0 -0.077 -1000.0 Presenilin action in Notch and Wnt signaling 15.0 929.0 61.0 -0.275 0.043 1000.0 -1000.0 -0.068 -1000.0 TCGA08_p53 15.0 105.0 7.0 -0.073 0.043 1000.0 -1000.0 -0.01 -1000.0 Integrins in angiogenesis 15.0 1282.0 84.0 -0.126 0.02 1000.0 -1000.0 -0.089 -1000.0 LPA4-mediated signaling events 14.0 174.0 12.0 -0.047 0.016 1000.0 -1000.0 -0.025 -1000.0 Signaling events mediated by PTP1B 14.0 1115.0 76.0 -0.159 0.017 1000.0 -1000.0 -0.068 -1000.0 IL6-mediated signaling events 14.0 1117.0 75.0 -0.211 0.037 1000.0 -1000.0 -0.075 -1000.0 PDGFR-alpha signaling pathway 13.0 603.0 44.0 -0.068 0.021 1000.0 -1000.0 -0.069 -1000.0 Nongenotropic Androgen signaling 13.0 717.0 52.0 -0.085 0.013 1000.0 -1000.0 -0.056 -1000.0 Coregulation of Androgen receptor activity 12.0 934.0 76.0 -0.102 0.024 1000.0 -1000.0 -0.031 -1000.0 PLK2 and PLK4 events 12.0 36.0 3.0 -0.007 -0.006 1000.0 -1000.0 -0.012 -1000.0 JNK signaling in the CD4+ TCR pathway 12.0 205.0 17.0 -0.048 0.013 1000.0 -1000.0 -0.035 -1000.0 Cellular roles of Anthrax toxin 12.0 489.0 39.0 -0.093 0.013 1000.0 -1000.0 -0.027 -1000.0 Arf6 signaling events 12.0 786.0 62.0 -0.085 0.019 1000.0 -1000.0 -0.045 -1000.0 IL1-mediated signaling events 12.0 780.0 62.0 -0.101 0.061 1000.0 -1000.0 -0.088 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 12.0 627.0 52.0 -0.116 0.021 1000.0 -1000.0 -0.047 -1000.0 Calcium signaling in the CD4+ TCR pathway 12.0 391.0 31.0 -0.189 0.013 1000.0 -1000.0 -0.064 -1000.0 FAS signaling pathway (CD95) 11.0 523.0 47.0 -0.073 0.025 1000.0 -1000.0 -0.047 -1000.0 a4b1 and a4b7 Integrin signaling 10.0 53.0 5.0 -0.012 -0.0 1000.0 -1000.0 -0.017 -1000.0 S1P1 pathway 10.0 382.0 36.0 -0.164 0.013 1000.0 -1000.0 -0.057 -1000.0 IL27-mediated signaling events 10.0 527.0 51.0 -0.108 0.039 1000.0 -1000.0 -0.095 -1000.0 IL2 signaling events mediated by STAT5 10.0 228.0 22.0 -0.037 0.014 1000.0 -1000.0 -0.057 -1000.0 EGFR-dependent Endothelin signaling events 10.0 229.0 21.0 -0.083 0.02 1000.0 -1000.0 -0.069 -1000.0 Visual signal transduction: Rods 10.0 552.0 52.0 -0.11 0.013 1000.0 -1000.0 -0.072 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1298.0 136.0 -0.262 0.06 1000.0 -1000.0 -0.059 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 9.0 797.0 85.0 -0.039 0.013 1000.0 -1000.0 -0.066 -1000.0 Fc-epsilon receptor I signaling in mast cells 9.0 945.0 97.0 -0.07 0.027 1000.0 -1000.0 -0.076 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 9.0 348.0 37.0 -0.059 0.019 1000.0 -1000.0 -0.05 -1000.0 Signaling events mediated by HDAC Class III 9.0 380.0 40.0 -0.126 0.023 1000.0 -1000.0 -0.027 -1000.0 Retinoic acid receptors-mediated signaling 9.0 540.0 58.0 -0.11 0.025 1000.0 -1000.0 -0.076 -1000.0 Syndecan-3-mediated signaling events 9.0 320.0 35.0 -0.092 0.034 1000.0 -1000.0 -0.041 -1000.0 IL2 signaling events mediated by PI3K 9.0 562.0 58.0 -0.088 0.021 1000.0 -1000.0 -0.084 -1000.0 Regulation of Telomerase 9.0 947.0 102.0 -0.187 0.036 1000.0 -1000.0 -0.112 -1000.0 Angiopoietin receptor Tie2-mediated signaling 9.0 846.0 88.0 -0.118 0.018 1000.0 -1000.0 -0.099 -1000.0 Signaling events mediated by PRL 9.0 326.0 34.0 -0.121 0.02 1000.0 -1000.0 -0.038 -1000.0 Regulation of Androgen receptor activity 9.0 680.0 70.0 -0.147 0.025 1000.0 -1000.0 -0.068 -1000.0 ErbB4 signaling events 8.0 616.0 69.0 -0.073 0.026 1000.0 -1000.0 -0.084 -1000.0 BARD1 signaling events 8.0 496.0 57.0 -0.03 0.032 1000.0 -1000.0 -0.06 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 8.0 461.0 54.0 -0.156 0.026 1000.0 -1000.0 -0.09 -1000.0 Hedgehog signaling events mediated by Gli proteins 8.0 563.0 65.0 -0.253 0.041 1000.0 -1000.0 -0.061 -1000.0 TRAIL signaling pathway 8.0 430.0 48.0 -0.04 0.026 1000.0 -1000.0 -0.072 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 8.0 274.0 33.0 -0.111 0.036 1000.0 -1000.0 -0.042 -1000.0 Ras signaling in the CD4+ TCR pathway 8.0 150.0 17.0 -0.03 0.02 1000.0 -1000.0 -0.036 -1000.0 Ceramide signaling pathway 7.0 586.0 76.0 -0.083 0.038 1000.0 -1000.0 -0.051 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 7.0 347.0 45.0 -0.079 0.032 1000.0 -1000.0 -0.086 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 172.0 28.0 -0.033 0.03 1000.0 -1000.0 -0.036 -1000.0 Visual signal transduction: Cones 6.0 255.0 38.0 -0.04 0.009 1000.0 -1000.0 -0.042 -1000.0 EPO signaling pathway 6.0 360.0 55.0 -0.043 0.029 1000.0 -1000.0 -0.084 -1000.0 IFN-gamma pathway 6.0 434.0 68.0 -0.117 0.036 1000.0 -1000.0 -0.09 -1000.0 S1P5 pathway 6.0 114.0 17.0 -0.033 0.013 1000.0 -1000.0 -0.03 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 99.0 15.0 -0.013 0.018 1000.0 -1000.0 -0.033 -1000.0 TCGA08_rtk_signaling 6.0 172.0 26.0 -0.046 0.034 1000.0 -1000.0 -0.018 -1000.0 Insulin Pathway 6.0 483.0 74.0 -0.118 0.034 1000.0 -1000.0 -0.073 -1000.0 Aurora B signaling 6.0 443.0 67.0 -0.167 0.017 1000.0 -1000.0 -0.066 -1000.0 ErbB2/ErbB3 signaling events 5.0 372.0 65.0 -0.053 0.03 1000.0 -1000.0 -0.066 -1000.0 ceramide signaling pathway 5.0 261.0 49.0 -0.065 0.02 1000.0 -1000.0 -0.055 -1000.0 HIF-2-alpha transcription factor network 5.0 257.0 43.0 -0.049 0.05 1000.0 -1000.0 -0.075 -1000.0 Paxillin-dependent events mediated by a4b1 5.0 205.0 36.0 -0.059 0.026 1000.0 -1000.0 -0.071 -1000.0 S1P4 pathway 5.0 135.0 25.0 -0.033 0.018 1000.0 -1000.0 -0.039 -1000.0 p38 MAPK signaling pathway 5.0 253.0 44.0 -0.117 0.026 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by HDAC Class II 4.0 331.0 75.0 -0.071 0.033 1000.0 -1000.0 -0.041 -1000.0 mTOR signaling pathway 4.0 242.0 53.0 -0.028 0.017 1000.0 -1000.0 -0.056 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 4.0 412.0 83.0 -0.1 0.053 1000.0 -1000.0 -0.077 -1000.0 Regulation of p38-alpha and p38-beta 4.0 259.0 54.0 -0.092 0.033 1000.0 -1000.0 -0.066 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 4.0 616.0 125.0 -0.065 0.047 1000.0 -1000.0 -0.093 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 315.0 74.0 -0.083 0.056 1000.0 -1000.0 -0.086 -1000.0 Class I PI3K signaling events 4.0 346.0 73.0 -0.092 0.026 1000.0 -1000.0 -0.064 -1000.0 VEGFR1 specific signals 4.0 226.0 56.0 -0.024 0.038 1000.0 -1000.0 -0.061 -1000.0 PDGFR-beta signaling pathway 4.0 438.0 97.0 -0.076 0.036 1000.0 -1000.0 -0.081 -1000.0 Class IB PI3K non-lipid kinase events 4.0 12.0 3.0 -0.006 0.006 1000.0 -1000.0 -0.018 -1000.0 Canonical NF-kappaB pathway 3.0 141.0 39.0 -0.066 0.064 1000.0 -1000.0 -0.088 -1000.0 Arf6 downstream pathway 3.0 143.0 43.0 -0.019 0.02 1000.0 -1000.0 -0.04 -1000.0 Aurora C signaling 3.0 24.0 7.0 -0.005 0.009 1000.0 -1000.0 -0.037 -1000.0 PLK1 signaling events 3.0 265.0 85.0 -0.029 0.031 1000.0 -1000.0 -0.046 -1000.0 Class I PI3K signaling events mediated by Akt 3.0 224.0 68.0 -0.054 0.037 1000.0 -1000.0 -0.041 -1000.0 Signaling events mediated by HDAC Class I 3.0 390.0 104.0 -0.066 0.049 1000.0 -1000.0 -0.062 -1000.0 FoxO family signaling 3.0 220.0 64.0 -0.111 0.098 1000.0 -1000.0 -0.074 -1000.0 Atypical NF-kappaB pathway 3.0 97.0 31.0 -0.024 0.032 1000.0 -1000.0 -0.045 -1000.0 S1P3 pathway 3.0 156.0 42.0 -0.018 0.022 1000.0 -1000.0 -0.046 -1000.0 E-cadherin signaling events 3.0 16.0 5.0 0.009 0.018 1000.0 -1000.0 -0.023 -1000.0 Aurora A signaling 2.0 174.0 60.0 -0.059 0.034 1000.0 -1000.0 -0.036 -1000.0 Insulin-mediated glucose transport 2.0 71.0 32.0 -0.054 0.028 1000.0 -1000.0 -0.054 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 193.0 76.0 -0.025 0.049 1000.0 -1000.0 -0.081 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 2.0 60.0 27.0 -0.009 0.029 1000.0 -1000.0 -0.049 -1000.0 Arf6 trafficking events 2.0 149.0 71.0 -0.019 0.033 1000.0 -1000.0 -0.077 -1000.0 Rapid glucocorticoid signaling 2.0 47.0 20.0 -0.007 0.013 1000.0 -1000.0 -0.018 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 35.0 23.0 -0.014 0.039 1000.0 -1000.0 -0.043 -1000.0 Circadian rhythm pathway 1.0 26.0 22.0 -0.013 0.044 1000.0 -1000.0 -0.05 -1000.0 E-cadherin signaling in keratinocytes 1.0 66.0 43.0 -0.023 0.027 1000.0 -1000.0 -0.051 -1000.0 Arf1 pathway 0.0 26.0 54.0 -0.002 0.028 1000.0 -1000.0 -0.034 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 0.0 0.039 1000.0 -1000.0 -0.028 -1000.0 Total 1617 96411 7203 -15.1742007498 -995.097662757 131000 -131000 -8.22049520711 -131000