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 30.0 1809.0 60.0 -0.629 0.012 1000.0 -1000.0 -0.158 -1000.0 HIF-1-alpha transcription factor network 26.0 2041.0 76.0 -0.549 0.02 1000.0 -1000.0 -0.141 -1000.0 Signaling mediated by p38-alpha and p38-beta 24.0 1082.0 44.0 -0.221 0.012 1000.0 -1000.0 -0.052 -1000.0 IL4-mediated signaling events 23.0 2094.0 91.0 -0.808 0.689 1000.0 -1000.0 -0.17 -1000.0 p75(NTR)-mediated signaling 22.0 2837.0 125.0 -0.236 0.033 1000.0 -1000.0 -0.104 -1000.0 Signaling events mediated by the Hedgehog family 20.0 1052.0 52.0 -0.254 0.072 1000.0 -1000.0 -0.052 -1000.0 Syndecan-1-mediated signaling events 19.0 669.0 34.0 -0.186 0.012 1000.0 -1000.0 -0.052 -1000.0 Wnt signaling 18.0 126.0 7.0 -0.09 0.012 1000.0 -1000.0 -0.028 -1000.0 BMP receptor signaling 17.0 1415.0 81.0 -0.256 0.026 1000.0 -1000.0 -0.088 -1000.0 Glypican 1 network 16.0 803.0 48.0 -0.156 0.02 1000.0 -1000.0 -0.04 -1000.0 Glucocorticoid receptor regulatory network 16.0 1923.0 114.0 -0.665 0.311 1000.0 -1000.0 -0.08 -1000.0 Glypican 2 network 16.0 67.0 4.0 -0.063 -0.049 1000.0 -1000.0 -0.023 -1000.0 IL12-mediated signaling events 15.0 1364.0 87.0 -0.317 0.098 1000.0 -1000.0 -0.135 -1000.0 FOXA2 and FOXA3 transcription factor networks 15.0 713.0 46.0 -0.384 0.019 1000.0 -1000.0 -0.119 -1000.0 TCR signaling in naïve CD8+ T cells 15.0 1471.0 93.0 -0.166 0.091 1000.0 -1000.0 -0.08 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 15.0 1813.0 120.0 -0.291 0.214 1000.0 -1000.0 -0.072 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 13.0 472.0 34.0 -0.086 0.012 1000.0 -1000.0 -0.05 -1000.0 Syndecan-2-mediated signaling events 13.0 914.0 69.0 -0.129 0.016 1000.0 -1000.0 -0.036 -1000.0 Ephrin B reverse signaling 13.0 662.0 48.0 -0.109 0.063 1000.0 -1000.0 -0.058 -1000.0 Endothelins 13.0 1322.0 96.0 -0.229 0.028 1000.0 -1000.0 -0.084 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 13.0 931.0 68.0 -0.32 0.071 1000.0 -1000.0 -0.12 -1000.0 BCR signaling pathway 13.0 1374.0 99.0 -0.179 0.028 1000.0 -1000.0 -0.087 -1000.0 amb2 Integrin signaling 12.0 1063.0 82.0 -0.148 0.014 1000.0 -1000.0 -0.076 -1000.0 Syndecan-4-mediated signaling events 12.0 846.0 67.0 -0.157 0.023 1000.0 -1000.0 -0.091 -1000.0 Integrins in angiogenesis 11.0 996.0 84.0 -0.179 0.019 1000.0 -1000.0 -0.092 -1000.0 EGFR-dependent Endothelin signaling events 11.0 241.0 21.0 -0.093 0.019 1000.0 -1000.0 -0.065 -1000.0 ErbB4 signaling events 10.0 706.0 69.0 -0.181 0.066 1000.0 -1000.0 -0.084 -1000.0 Noncanonical Wnt signaling pathway 10.0 261.0 26.0 -0.09 0.012 1000.0 -1000.0 -0.06 -1000.0 Thromboxane A2 receptor signaling 10.0 1095.0 105.0 -0.097 0.026 1000.0 -1000.0 -0.057 -1000.0 Fc-epsilon receptor I signaling in mast cells 10.0 1013.0 97.0 -0.132 0.03 1000.0 -1000.0 -0.086 -1000.0 Nectin adhesion pathway 10.0 664.0 63.0 -0.099 0.022 1000.0 -1000.0 -0.069 -1000.0 Signaling events regulated by Ret tyrosine kinase 10.0 894.0 82.0 -0.129 0.012 1000.0 -1000.0 -0.083 -1000.0 EPHB forward signaling 10.0 912.0 85.0 -0.117 0.095 1000.0 -1000.0 -0.083 -1000.0 Effects of Botulinum toxin 10.0 279.0 26.0 -0.17 0.012 1000.0 -1000.0 -0.064 -1000.0 Calcium signaling in the CD4+ TCR pathway 10.0 315.0 31.0 -0.227 0.013 1000.0 -1000.0 -0.089 -1000.0 IL27-mediated signaling events 10.0 526.0 51.0 -0.147 0.081 1000.0 -1000.0 -0.078 -1000.0 IGF1 pathway 10.0 619.0 57.0 -0.109 0.025 1000.0 -1000.0 -0.095 -1000.0 Plasma membrane estrogen receptor signaling 10.0 889.0 86.0 -0.105 0.057 1000.0 -1000.0 -0.081 -1000.0 Class IB PI3K non-lipid kinase events 10.0 30.0 3.0 -0.025 -1000.0 1000.0 -1000.0 -0.011 -1000.0 Ephrin A reverse signaling 9.0 68.0 7.0 -0.016 -0.0 1000.0 -1000.0 -0.022 -1000.0 Arf6 signaling events 9.0 587.0 62.0 -0.104 0.018 1000.0 -1000.0 -0.06 -1000.0 S1P5 pathway 9.0 160.0 17.0 -0.095 0.071 1000.0 -1000.0 -0.031 -1000.0 LPA receptor mediated events 9.0 924.0 102.0 -0.114 0.021 1000.0 -1000.0 -0.089 -1000.0 TCGA08_retinoblastoma 9.0 73.0 8.0 -0.013 0.017 1000.0 -1000.0 -0.017 -1000.0 LPA4-mediated signaling events 8.0 98.0 12.0 -0.077 0.018 1000.0 -1000.0 -0.026 -1000.0 Caspase cascade in apoptosis 8.0 655.0 74.0 -0.088 0.031 1000.0 -1000.0 -0.039 -1000.0 Coregulation of Androgen receptor activity 8.0 661.0 76.0 -0.186 0.024 1000.0 -1000.0 -0.04 -1000.0 Osteopontin-mediated events 8.0 324.0 38.0 -0.112 0.012 1000.0 -1000.0 -0.097 -1000.0 Signaling events mediated by PTP1B 8.0 637.0 76.0 -0.182 0.02 1000.0 -1000.0 -0.08 -1000.0 PDGFR-alpha signaling pathway 8.0 352.0 44.0 -0.087 0.022 1000.0 -1000.0 -0.061 -1000.0 Reelin signaling pathway 8.0 487.0 56.0 -0.156 0.019 1000.0 -1000.0 -0.078 -1000.0 IL1-mediated signaling events 8.0 523.0 62.0 -0.159 0.057 1000.0 -1000.0 -0.098 -1000.0 Nongenotropic Androgen signaling 8.0 451.0 52.0 -0.099 0.015 1000.0 -1000.0 -0.055 -1000.0 IL6-mediated signaling events 8.0 666.0 75.0 -0.135 0.046 1000.0 -1000.0 -0.093 -1000.0 Visual signal transduction: Rods 8.0 420.0 52.0 -0.167 0.012 1000.0 -1000.0 -0.079 -1000.0 Presenilin action in Notch and Wnt signaling 7.0 439.0 61.0 -0.156 0.03 1000.0 -1000.0 -0.078 -1000.0 Canonical Wnt signaling pathway 7.0 377.0 51.0 -0.156 0.069 1000.0 -1000.0 -0.059 -1000.0 Angiopoietin receptor Tie2-mediated signaling 7.0 652.0 88.0 -0.145 0.025 1000.0 -1000.0 -0.096 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 7.0 576.0 78.0 -0.072 0.041 1000.0 -1000.0 -0.075 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 195.0 28.0 -0.095 0.031 1000.0 -1000.0 -0.029 -1000.0 Visual signal transduction: Cones 6.0 243.0 38.0 -0.063 0.012 1000.0 -1000.0 -0.06 -1000.0 JNK signaling in the CD4+ TCR pathway 6.0 111.0 17.0 -0.042 0.013 1000.0 -1000.0 -0.044 -1000.0 Cellular roles of Anthrax toxin 6.0 257.0 39.0 -0.076 0.014 1000.0 -1000.0 -0.025 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 390.0 65.0 -0.339 0.036 1000.0 -1000.0 -0.067 -1000.0 IFN-gamma pathway 6.0 420.0 68.0 -0.132 0.02 1000.0 -1000.0 -0.093 -1000.0 TRAIL signaling pathway 6.0 296.0 48.0 -0.037 0.019 1000.0 -1000.0 -0.062 -1000.0 S1P1 pathway 6.0 227.0 36.0 -0.099 0.012 1000.0 -1000.0 -0.054 -1000.0 Syndecan-3-mediated signaling events 6.0 227.0 35.0 -0.175 0.033 1000.0 -1000.0 -0.044 -1000.0 S1P4 pathway 6.0 157.0 25.0 -0.095 0.019 1000.0 -1000.0 -0.035 -1000.0 Regulation of Androgen receptor activity 6.0 466.0 70.0 -0.276 0.025 1000.0 -1000.0 -0.066 -1000.0 BARD1 signaling events 5.0 298.0 57.0 -0.047 0.035 1000.0 -1000.0 -0.061 -1000.0 IL2 signaling events mediated by STAT5 5.0 111.0 22.0 -0.042 0.026 1000.0 -1000.0 -0.058 -1000.0 Regulation of Telomerase 5.0 512.0 102.0 -0.129 0.037 1000.0 -1000.0 -0.111 -1000.0 S1P3 pathway 5.0 236.0 42.0 -0.056 0.021 1000.0 -1000.0 -0.035 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 93.0 17.0 -0.03 0.021 1000.0 -1000.0 -0.043 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 592.0 136.0 -0.16 0.066 1000.0 -1000.0 -0.071 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 21.0 5.0 -0.007 0.004 1000.0 -1000.0 -0.02 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 420.0 85.0 -0.053 0.017 1000.0 -1000.0 -0.076 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 169.0 37.0 -0.05 0.021 1000.0 -1000.0 -0.058 -1000.0 Signaling events mediated by HDAC Class III 4.0 163.0 40.0 -0.165 0.019 1000.0 -1000.0 -0.047 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 4.0 230.0 52.0 -0.096 0.033 1000.0 -1000.0 -0.053 -1000.0 FAS signaling pathway (CD95) 4.0 193.0 47.0 -0.066 0.015 1000.0 -1000.0 -0.047 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 60.0 15.0 -0.013 0.024 1000.0 -1000.0 -0.038 -1000.0 Retinoic acid receptors-mediated signaling 4.0 248.0 58.0 -0.08 0.025 1000.0 -1000.0 -0.075 -1000.0 IL2 signaling events mediated by PI3K 4.0 288.0 58.0 -0.061 0.023 1000.0 -1000.0 -0.093 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 4.0 189.0 45.0 -0.072 0.035 1000.0 -1000.0 -0.095 -1000.0 Class I PI3K signaling events 4.0 294.0 73.0 -0.082 0.024 1000.0 -1000.0 -0.062 -1000.0 ErbB2/ErbB3 signaling events 3.0 256.0 65.0 -0.106 0.022 1000.0 -1000.0 -0.065 -1000.0 PLK2 and PLK4 events 3.0 10.0 3.0 -0.005 0.012 1000.0 -1000.0 -0.018 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 209.0 54.0 -0.069 0.025 1000.0 -1000.0 -0.092 -1000.0 Ceramide signaling pathway 3.0 298.0 76.0 -0.105 0.035 1000.0 -1000.0 -0.043 -1000.0 HIF-2-alpha transcription factor network 3.0 130.0 43.0 -0.082 0.084 1000.0 -1000.0 -0.078 -1000.0 TCGA08_p53 3.0 21.0 7.0 -0.01 0.012 1000.0 -1000.0 -0.014 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 114.0 36.0 -0.05 0.027 1000.0 -1000.0 -0.074 -1000.0 TCGA08_rtk_signaling 3.0 81.0 26.0 -0.039 0.039 1000.0 -1000.0 -0.026 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 3.0 237.0 74.0 -0.184 0.061 1000.0 -1000.0 -0.087 -1000.0 Insulin Pathway 3.0 257.0 74.0 -0.145 0.026 1000.0 -1000.0 -0.085 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 127.0 33.0 -0.115 0.027 1000.0 -1000.0 -0.047 -1000.0 Rapid glucocorticoid signaling 3.0 74.0 20.0 -0.039 0.015 1000.0 -1000.0 -0.022 -1000.0 PDGFR-beta signaling pathway 3.0 343.0 97.0 -0.059 0.034 1000.0 -1000.0 -0.077 -1000.0 FOXM1 transcription factor network 3.0 175.0 51.0 -0.1 0.132 1000.0 -1000.0 -0.188 -1000.0 p38 MAPK signaling pathway 3.0 134.0 44.0 -0.121 0.024 1000.0 -1000.0 -0.068 -1000.0 Aurora A signaling 2.0 155.0 60.0 -0.133 0.037 1000.0 -1000.0 -0.043 -1000.0 EPO signaling pathway 2.0 137.0 55.0 -0.028 0.048 1000.0 -1000.0 -0.089 -1000.0 mTOR signaling pathway 2.0 125.0 53.0 -0.019 0.021 1000.0 -1000.0 -0.063 -1000.0 ceramide signaling pathway 2.0 102.0 49.0 -0.044 0.029 1000.0 -1000.0 -0.045 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 166.0 83.0 -0.077 0.052 1000.0 -1000.0 -0.074 -1000.0 Regulation of p38-alpha and p38-beta 2.0 141.0 54.0 -0.082 0.032 1000.0 -1000.0 -0.064 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 373.0 125.0 -0.081 0.045 1000.0 -1000.0 -0.089 -1000.0 VEGFR1 specific signals 2.0 128.0 56.0 -0.025 0.028 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by PRL 2.0 96.0 34.0 -0.103 0.031 1000.0 -1000.0 -0.037 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 31.0 23.0 -0.035 0.039 1000.0 -1000.0 -0.05 -1000.0 Canonical NF-kappaB pathway 1.0 66.0 39.0 -0.045 0.065 1000.0 -1000.0 -0.081 -1000.0 Signaling events mediated by HDAC Class II 1.0 138.0 75.0 -0.067 0.033 1000.0 -1000.0 -0.046 -1000.0 Circadian rhythm pathway 1.0 28.0 22.0 -0.016 0.04 1000.0 -1000.0 -0.047 -1000.0 Arf6 downstream pathway 1.0 59.0 43.0 -0.018 0.025 1000.0 -1000.0 -0.033 -1000.0 Aurora C signaling 1.0 8.0 7.0 -0.002 0.015 1000.0 -1000.0 -0.029 -1000.0 Insulin-mediated glucose transport 1.0 39.0 32.0 -0.031 0.04 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by HDAC Class I 1.0 123.0 104.0 -0.045 0.046 1000.0 -1000.0 -0.065 -1000.0 FoxO family signaling 1.0 91.0 64.0 -0.071 0.122 1000.0 -1000.0 -0.078 -1000.0 Atypical NF-kappaB pathway 1.0 42.0 31.0 -0.016 0.042 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 82.0 76.0 -0.027 0.055 1000.0 -1000.0 -0.081 -1000.0 Aurora B signaling 1.0 100.0 67.0 -0.075 0.033 1000.0 -1000.0 -0.066 -1000.0 PLK1 signaling events 0.0 69.0 85.0 -0.014 0.033 1000.0 -1000.0 -0.044 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 66.0 68.0 -0.032 0.042 1000.0 -1000.0 -0.043 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 5.0 27.0 -0.0 0.031 1000.0 -1000.0 -0.054 -1000.0 Arf6 trafficking events 0.0 60.0 71.0 -0.028 0.04 1000.0 -1000.0 -0.073 -1000.0 E-cadherin signaling in keratinocytes 0.0 28.0 43.0 -0.039 0.038 1000.0 -1000.0 -0.068 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.012 0.025 1000.0 -1000.0 -0.026 -1000.0 Arf1 pathway 0.0 28.0 54.0 -0.014 0.025 1000.0 -1000.0 -0.034 -1000.0 Alternative NF-kappaB pathway 0.0 4.0 13.0 -0.0 0.035 1000.0 -1000.0 -0.04 -1000.0 Total 936 59495 7203 -15.8745989695 -994.685743736 131000 -131000 -8.59632172686 -131000