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 mediated by p38-alpha and p38-beta 38.0 1681.0 44.0 -0.223 0.027 1000.0 -1000.0 -0.029 -1000.0 Wnt signaling 31.0 222.0 7.0 -0.104 0.023 1000.0 -1000.0 -0.024 -1000.0 TCGA08_retinoblastoma 31.0 250.0 8.0 -0.052 0.071 1000.0 -1000.0 -0.005 -1000.0 Signaling events mediated by the Hedgehog family 30.0 1566.0 52.0 -0.235 0.087 1000.0 -1000.0 -0.046 -1000.0 IL23-mediated signaling events 27.0 1665.0 60.0 -0.524 0.027 1000.0 -1000.0 -0.129 -1000.0 IL4-mediated signaling events 24.0 2243.0 91.0 -0.555 0.474 1000.0 -1000.0 -0.146 -1000.0 Syndecan-1-mediated signaling events 22.0 749.0 34.0 -0.074 0.027 1000.0 -1000.0 -0.045 -1000.0 Noncanonical Wnt signaling pathway 22.0 593.0 26.0 -0.104 0.027 1000.0 -1000.0 -0.05 -1000.0 HIF-1-alpha transcription factor network 22.0 1740.0 76.0 -0.265 0.037 1000.0 -1000.0 -0.137 -1000.0 p75(NTR)-mediated signaling 20.0 2538.0 125.0 -0.114 0.065 1000.0 -1000.0 -0.075 -1000.0 Glucocorticoid receptor regulatory network 19.0 2274.0 114.0 -0.443 0.212 1000.0 -1000.0 -0.058 -1000.0 Ephrin A reverse signaling 17.0 123.0 7.0 -0.042 0.009 1000.0 -1000.0 -0.01 -1000.0 Glypican 1 network 17.0 862.0 48.0 -0.117 0.027 1000.0 -1000.0 -0.032 -1000.0 BCR signaling pathway 17.0 1704.0 99.0 -0.141 0.041 1000.0 -1000.0 -0.06 -1000.0 EGFR-dependent Endothelin signaling events 17.0 365.0 21.0 -0.064 0.039 1000.0 -1000.0 -0.046 -1000.0 Ephrin B reverse signaling 16.0 771.0 48.0 -0.083 0.03 1000.0 -1000.0 -0.032 -1000.0 Endothelins 16.0 1617.0 96.0 -0.154 0.042 1000.0 -1000.0 -0.058 -1000.0 TCR signaling in naïve CD8+ T cells 15.0 1442.0 93.0 -0.085 0.039 1000.0 -1000.0 -0.05 -1000.0 IGF1 pathway 15.0 866.0 57.0 -0.05 0.052 1000.0 -1000.0 -0.046 -1000.0 IL12-mediated signaling events 14.0 1260.0 87.0 -0.26 0.041 1000.0 -1000.0 -0.096 -1000.0 BMP receptor signaling 14.0 1152.0 81.0 -0.098 0.049 1000.0 -1000.0 -0.048 -1000.0 Fc-epsilon receptor I signaling in mast cells 14.0 1448.0 97.0 -0.053 0.069 1000.0 -1000.0 -0.064 -1000.0 S1P5 pathway 14.0 250.0 17.0 -0.047 0.041 1000.0 -1000.0 -0.017 -1000.0 EPHB forward signaling 14.0 1244.0 85.0 -0.087 0.065 1000.0 -1000.0 -0.068 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 14.0 1705.0 120.0 -0.149 0.093 1000.0 -1000.0 -0.049 -1000.0 amb2 Integrin signaling 13.0 1137.0 82.0 -0.12 0.034 1000.0 -1000.0 -0.049 -1000.0 Glypican 2 network 13.0 55.0 4.0 -0.019 -0.0 1000.0 -1000.0 0.003 -1000.0 Calcium signaling in the CD4+ TCR pathway 13.0 403.0 31.0 -0.126 0.026 1000.0 -1000.0 -0.046 -1000.0 LPA receptor mediated events 13.0 1372.0 102.0 -0.113 0.033 1000.0 -1000.0 -0.052 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 13.0 918.0 68.0 -0.174 0.048 1000.0 -1000.0 -0.1 -1000.0 Visual signal transduction: Rods 13.0 679.0 52.0 -0.078 0.028 1000.0 -1000.0 -0.037 -1000.0 FOXA2 and FOXA3 transcription factor networks 12.0 565.0 46.0 -0.235 0.055 1000.0 -1000.0 -0.124 -1000.0 TCGA08_p53 12.0 88.0 7.0 -0.03 0.027 1000.0 -1000.0 -0.005 -1000.0 Syndecan-4-mediated signaling events 12.0 818.0 67.0 -0.117 0.036 1000.0 -1000.0 -0.044 -1000.0 Osteopontin-mediated events 11.0 455.0 38.0 -0.06 0.031 1000.0 -1000.0 -0.037 -1000.0 Thromboxane A2 receptor signaling 11.0 1169.0 105.0 -0.06 0.033 1000.0 -1000.0 -0.064 -1000.0 Arf6 signaling events 11.0 722.0 62.0 -0.053 0.039 1000.0 -1000.0 -0.039 -1000.0 Reelin signaling pathway 11.0 631.0 56.0 -0.067 0.059 1000.0 -1000.0 -0.048 -1000.0 Canonical Wnt signaling pathway 11.0 604.0 51.0 -0.121 0.061 1000.0 -1000.0 -0.053 -1000.0 Effects of Botulinum toxin 11.0 288.0 26.0 -0.051 0.027 1000.0 -1000.0 -0.012 -1000.0 LPA4-mediated signaling events 10.0 124.0 12.0 -0.06 0.004 1000.0 -1000.0 -0.024 -1000.0 Visual signal transduction: Cones 10.0 380.0 38.0 -0.036 0.028 1000.0 -1000.0 -0.016 -1000.0 Signaling events mediated by PTP1B 10.0 830.0 76.0 -0.075 0.043 1000.0 -1000.0 -0.037 -1000.0 Plasma membrane estrogen receptor signaling 10.0 875.0 86.0 -0.088 0.044 1000.0 -1000.0 -0.051 -1000.0 S1P4 pathway 10.0 266.0 25.0 -0.047 0.044 1000.0 -1000.0 -0.029 -1000.0 ErbB2/ErbB3 signaling events 9.0 640.0 65.0 -0.064 0.039 1000.0 -1000.0 -0.054 -1000.0 Caspase cascade in apoptosis 9.0 736.0 74.0 -0.068 0.059 1000.0 -1000.0 -0.048 -1000.0 Syndecan-2-mediated signaling events 9.0 660.0 69.0 -0.117 0.039 1000.0 -1000.0 -0.05 -1000.0 mTOR signaling pathway 9.0 510.0 53.0 -0.046 0.095 1000.0 -1000.0 -0.04 -1000.0 IL1-mediated signaling events 9.0 569.0 62.0 -0.105 0.05 1000.0 -1000.0 -0.058 -1000.0 FAS signaling pathway (CD95) 9.0 431.0 47.0 -0.051 0.068 1000.0 -1000.0 -0.045 -1000.0 Syndecan-3-mediated signaling events 9.0 330.0 35.0 -0.067 0.065 1000.0 -1000.0 -0.024 -1000.0 Nongenotropic Androgen signaling 9.0 501.0 52.0 -0.044 0.027 1000.0 -1000.0 -0.036 -1000.0 Coregulation of Androgen receptor activity 8.0 674.0 76.0 -0.118 0.05 1000.0 -1000.0 -0.032 -1000.0 ErbB4 signaling events 8.0 576.0 69.0 -0.078 0.038 1000.0 -1000.0 -0.049 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 8.0 708.0 85.0 -0.028 0.059 1000.0 -1000.0 -0.048 -1000.0 Presenilin action in Notch and Wnt signaling 8.0 540.0 61.0 -0.121 0.065 1000.0 -1000.0 -0.049 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 8.0 429.0 52.0 -0.057 0.034 1000.0 -1000.0 -0.052 -1000.0 S1P1 pathway 8.0 315.0 36.0 -0.1 0.027 1000.0 -1000.0 -0.048 -1000.0 IL27-mediated signaling events 8.0 428.0 51.0 -0.112 0.044 1000.0 -1000.0 -0.049 -1000.0 Regulation of nuclear SMAD2/3 signaling 7.0 1065.0 136.0 -0.285 0.071 1000.0 -1000.0 -0.054 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 7.0 255.0 34.0 -0.017 0.027 1000.0 -1000.0 -0.037 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 7.0 412.0 54.0 -0.061 0.039 1000.0 -1000.0 -0.048 -1000.0 Nectin adhesion pathway 7.0 456.0 63.0 -0.035 0.048 1000.0 -1000.0 -0.057 -1000.0 Signaling events regulated by Ret tyrosine kinase 7.0 635.0 82.0 -0.029 0.027 1000.0 -1000.0 -0.062 -1000.0 Integrins in angiogenesis 7.0 639.0 84.0 -0.066 0.058 1000.0 -1000.0 -0.05 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 7.0 247.0 33.0 -0.068 0.069 1000.0 -1000.0 -0.028 -1000.0 FOXM1 transcription factor network 7.0 367.0 51.0 -0.032 0.126 1000.0 -1000.0 -0.13 -1000.0 Regulation of Androgen receptor activity 7.0 507.0 70.0 -0.166 0.035 1000.0 -1000.0 -0.051 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 183.0 28.0 -0.034 0.041 1000.0 -1000.0 -0.022 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 106.0 17.0 -0.017 0.041 1000.0 -1000.0 -0.037 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 393.0 65.0 -0.122 0.062 1000.0 -1000.0 -0.054 -1000.0 IFN-gamma pathway 6.0 447.0 68.0 -0.042 0.055 1000.0 -1000.0 -0.063 -1000.0 IL2 signaling events mediated by PI3K 6.0 349.0 58.0 -0.057 0.035 1000.0 -1000.0 -0.051 -1000.0 IL6-mediated signaling events 6.0 495.0 75.0 -0.262 0.053 1000.0 -1000.0 -0.07 -1000.0 Angiopoietin receptor Tie2-mediated signaling 6.0 539.0 88.0 -0.067 0.036 1000.0 -1000.0 -0.083 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 6.0 469.0 78.0 -0.045 0.028 1000.0 -1000.0 -0.056 -1000.0 Ceramide signaling pathway 5.0 419.0 76.0 -0.053 0.07 1000.0 -1000.0 -0.045 -1000.0 HIF-2-alpha transcription factor network 5.0 232.0 43.0 -0.041 0.048 1000.0 -1000.0 -0.062 -1000.0 TCGA08_rtk_signaling 5.0 152.0 26.0 -0.072 0.083 1000.0 -1000.0 -0.021 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 379.0 74.0 -0.079 0.058 1000.0 -1000.0 -0.072 -1000.0 IL2 signaling events mediated by STAT5 5.0 117.0 22.0 -0.028 0.028 1000.0 -1000.0 -0.049 -1000.0 Regulation of Telomerase 5.0 524.0 102.0 -0.101 0.067 1000.0 -1000.0 -0.045 -1000.0 PDGFR-beta signaling pathway 5.0 528.0 97.0 -0.123 0.064 1000.0 -1000.0 -0.067 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 96.0 17.0 0.0 0.044 1000.0 -1000.0 -0.03 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 21.0 5.0 0.013 0.033 1000.0 -1000.0 0.006 -1000.0 Cellular roles of Anthrax toxin 4.0 172.0 39.0 -0.037 0.031 1000.0 -1000.0 -0.024 -1000.0 PLK1 signaling events 4.0 353.0 85.0 -0.026 0.106 1000.0 -1000.0 -0.032 -1000.0 PDGFR-alpha signaling pathway 4.0 213.0 44.0 -0.024 0.048 1000.0 -1000.0 -0.041 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 158.0 37.0 -0.027 0.06 1000.0 -1000.0 -0.037 -1000.0 TRAIL signaling pathway 4.0 231.0 48.0 -0.007 0.07 1000.0 -1000.0 -0.043 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 64.0 15.0 -0.015 0.027 1000.0 -1000.0 -0.036 -1000.0 Retinoic acid receptors-mediated signaling 4.0 251.0 58.0 -0.022 0.051 1000.0 -1000.0 -0.052 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 213.0 45.0 -0.031 0.059 1000.0 -1000.0 -0.052 -1000.0 Class I PI3K signaling events 4.0 310.0 73.0 -0.057 0.049 1000.0 -1000.0 -0.043 -1000.0 Insulin Pathway 4.0 355.0 74.0 -0.076 0.067 1000.0 -1000.0 -0.06 -1000.0 S1P3 pathway 4.0 194.0 42.0 -0.028 0.049 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling in keratinocytes 4.0 190.0 43.0 -0.057 0.066 1000.0 -1000.0 -0.038 -1000.0 EPO signaling pathway 3.0 217.0 55.0 -0.005 0.056 1000.0 -1000.0 -0.051 -1000.0 Signaling events mediated by HDAC Class III 3.0 158.0 40.0 -0.049 0.05 1000.0 -1000.0 -0.026 -1000.0 ceramide signaling pathway 3.0 150.0 49.0 -0.012 0.038 1000.0 -1000.0 -0.049 -1000.0 Regulation of p38-alpha and p38-beta 3.0 209.0 54.0 -0.057 0.063 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 392.0 125.0 -0.009 0.063 1000.0 -1000.0 -0.056 -1000.0 E-cadherin signaling in the nascent adherens junction 3.0 251.0 76.0 -0.036 0.062 1000.0 -1000.0 -0.065 -1000.0 Rapid glucocorticoid signaling 3.0 68.0 20.0 -0.014 0.033 1000.0 -1000.0 -0.005 -1000.0 Class IB PI3K non-lipid kinase events 3.0 9.0 3.0 -0.019 0.019 1000.0 -1000.0 -0.006 -1000.0 Aurora B signaling 3.0 235.0 67.0 -0.073 0.07 1000.0 -1000.0 -0.043 -1000.0 Canonical NF-kappaB pathway 2.0 78.0 39.0 -0.012 0.056 1000.0 -1000.0 -0.042 -1000.0 BARD1 signaling events 2.0 117.0 57.0 -0.033 0.061 1000.0 -1000.0 -0.047 -1000.0 Aurora A signaling 2.0 141.0 60.0 -0.041 0.053 1000.0 -1000.0 -0.03 -1000.0 Arf6 downstream pathway 2.0 114.0 43.0 -0.046 0.047 1000.0 -1000.0 -0.026 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 192.0 83.0 -0.011 0.051 1000.0 -1000.0 -0.046 -1000.0 Signaling events mediated by HDAC Class I 2.0 277.0 104.0 -0.051 0.066 1000.0 -1000.0 -0.035 -1000.0 FoxO family signaling 2.0 136.0 64.0 -0.048 0.065 1000.0 -1000.0 -0.05 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 101.0 36.0 -0.047 0.049 1000.0 -1000.0 -0.042 -1000.0 VEGFR1 specific signals 2.0 141.0 56.0 -0.026 0.059 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by PRL 2.0 81.0 34.0 -0.035 0.039 1000.0 -1000.0 -0.047 -1000.0 p38 MAPK signaling pathway 2.0 98.0 44.0 -0.025 0.051 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by HDAC Class II 1.0 127.0 75.0 -0.031 0.069 1000.0 -1000.0 -0.035 -1000.0 Circadian rhythm pathway 1.0 25.0 22.0 -0.007 0.044 1000.0 -1000.0 -0.033 -1000.0 Aurora C signaling 1.0 9.0 7.0 0.0 0.043 1000.0 -1000.0 -0.013 -1000.0 Insulin-mediated glucose transport 1.0 32.0 32.0 -0.0 0.05 1000.0 -1000.0 -0.038 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 109.0 68.0 -0.041 0.056 1000.0 -1000.0 -0.042 -1000.0 Atypical NF-kappaB pathway 1.0 58.0 31.0 0.0 0.028 1000.0 -1000.0 -0.027 -1000.0 Arf6 trafficking events 1.0 119.0 71.0 -0.042 0.049 1000.0 -1000.0 -0.036 -1000.0 Alternative NF-kappaB pathway 1.0 15.0 13.0 0.0 0.066 1000.0 -1000.0 0.0 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 7.0 23.0 0.004 0.05 1000.0 -1000.0 -0.032 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 0.007 0.024 1000.0 -1000.0 -0.023 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 25.0 27.0 -0.01 0.059 1000.0 -1000.0 -0.04 -1000.0 E-cadherin signaling events 0.0 2.0 5.0 0.024 0.047 1000.0 -1000.0 0.004 -1000.0 Arf1 pathway 0.0 48.0 54.0 -0.002 0.037 1000.0 -1000.0 -0.018 -1000.0 Total 1118 67235 7203 -10.0707286956 6.87545921067 131000 -131000 -5.9525311202 -131000