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 128.0 7732.0 60.0 -0.673 0.014 1000.0 -1000.0 -0.13 -1000.0 Ephrin A reverse signaling 124.0 871.0 7.0 -0.146 -0.0 1000.0 -1000.0 -0.028 -1000.0 FOXM1 transcription factor network 97.0 4957.0 51.0 -0.41 0.025 1000.0 -1000.0 -0.164 -1000.0 TCGA08_retinoblastoma 93.0 747.0 8.0 -0.098 0.075 1000.0 -1000.0 -0.019 -1000.0 Aurora B signaling 86.0 5782.0 67.0 -0.337 0.014 1000.0 -1000.0 -0.067 -1000.0 IL12-mediated signaling events 83.0 7305.0 87.0 -0.561 0.121 1000.0 -1000.0 -0.123 -1000.0 E-cadherin signaling events 79.0 398.0 5.0 -0.123 0.014 1000.0 -1000.0 -0.042 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 78.0 5331.0 68.0 -0.481 0.23 1000.0 -1000.0 -0.112 -1000.0 Effects of Botulinum toxin 77.0 2022.0 26.0 -0.199 0.014 1000.0 -1000.0 -0.057 -1000.0 Signaling events mediated by the Hedgehog family 73.0 3819.0 52.0 -0.189 0.152 1000.0 -1000.0 -0.059 -1000.0 TCR signaling in naïve CD8+ T cells 70.0 6532.0 93.0 -0.212 0.068 1000.0 -1000.0 -0.071 -1000.0 Syndecan-1-mediated signaling events 66.0 2266.0 34.0 -0.231 0.014 1000.0 -1000.0 -0.057 -1000.0 IL4-mediated signaling events 62.0 5680.0 91.0 -0.61 0.436 1000.0 -1000.0 -0.137 -1000.0 Syndecan-4-mediated signaling events 57.0 3820.0 67.0 -0.178 0.037 1000.0 -1000.0 -0.091 -1000.0 Glypican 2 network 56.0 224.0 4.0 -0.059 -0.016 1000.0 -1000.0 -0.041 -1000.0 Signaling events regulated by Ret tyrosine kinase 55.0 4511.0 82.0 -0.175 0.014 1000.0 -1000.0 -0.077 -1000.0 Thromboxane A2 receptor signaling 54.0 5675.0 105.0 -0.211 0.057 1000.0 -1000.0 -0.067 -1000.0 Reelin signaling pathway 54.0 3030.0 56.0 -0.28 0.014 1000.0 -1000.0 -0.072 -1000.0 Aurora C signaling 53.0 372.0 7.0 -0.158 -0.0 1000.0 -1000.0 -0.037 -1000.0 amb2 Integrin signaling 53.0 4396.0 82.0 -0.23 0.014 1000.0 -1000.0 -0.07 -1000.0 a4b1 and a4b7 Integrin signaling 52.0 260.0 5.0 -0.076 -0.033 1000.0 -1000.0 -0.037 -1000.0 Signaling mediated by p38-alpha and p38-beta 51.0 2277.0 44.0 -0.148 0.014 1000.0 -1000.0 -0.052 -1000.0 FOXA2 and FOXA3 transcription factor networks 50.0 2300.0 46.0 -0.268 0.02 1000.0 -1000.0 -0.05 -1000.0 Endothelins 49.0 4741.0 96.0 -0.189 0.014 1000.0 -1000.0 -0.078 -1000.0 Caspase cascade in apoptosis 48.0 3562.0 74.0 -0.187 0.043 1000.0 -1000.0 -0.052 -1000.0 Visual signal transduction: Cones 47.0 1805.0 38.0 -0.153 0.017 1000.0 -1000.0 -0.059 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 45.0 3835.0 85.0 -0.147 0.014 1000.0 -1000.0 -0.066 -1000.0 Ras signaling in the CD4+ TCR pathway 45.0 774.0 17.0 -0.126 0.023 1000.0 -1000.0 -0.037 -1000.0 HIF-1-alpha transcription factor network 43.0 3310.0 76.0 -0.189 0.086 1000.0 -1000.0 -0.093 -1000.0 Glypican 1 network 43.0 2108.0 48.0 -0.166 0.03 1000.0 -1000.0 -0.05 -1000.0 Calcium signaling in the CD4+ TCR pathway 43.0 1335.0 31.0 -0.178 0.014 1000.0 -1000.0 -0.074 -1000.0 Visual signal transduction: Rods 43.0 2266.0 52.0 -0.203 0.014 1000.0 -1000.0 -0.079 -1000.0 Arf6 signaling events 42.0 2646.0 62.0 -0.198 0.014 1000.0 -1000.0 -0.054 -1000.0 PDGFR-alpha signaling pathway 42.0 1880.0 44.0 -0.171 0.027 1000.0 -1000.0 -0.052 -1000.0 p75(NTR)-mediated signaling 41.0 5161.0 125.0 -0.159 0.014 1000.0 -1000.0 -0.089 -1000.0 PLK1 signaling events 39.0 3353.0 85.0 -0.17 0.041 1000.0 -1000.0 -0.042 -1000.0 Glucocorticoid receptor regulatory network 39.0 4522.0 114.0 -0.429 0.234 1000.0 -1000.0 -0.061 -1000.0 PLK2 and PLK4 events 38.0 115.0 3.0 -0.018 -0.013 1000.0 -1000.0 -0.016 -1000.0 Osteopontin-mediated events 38.0 1465.0 38.0 -0.133 0.016 1000.0 -1000.0 -0.09 -1000.0 IL1-mediated signaling events 38.0 2356.0 62.0 -0.188 0.064 1000.0 -1000.0 -0.089 -1000.0 Nongenotropic Androgen signaling 37.0 1969.0 52.0 -0.108 0.037 1000.0 -1000.0 -0.051 -1000.0 LPA receptor mediated events 37.0 3850.0 102.0 -0.184 0.019 1000.0 -1000.0 -0.075 -1000.0 BCR signaling pathway 37.0 3687.0 99.0 -0.169 0.03 1000.0 -1000.0 -0.083 -1000.0 EGFR-dependent Endothelin signaling events 37.0 783.0 21.0 -0.114 0.014 1000.0 -1000.0 -0.06 -1000.0 Wnt signaling 36.0 254.0 7.0 -0.034 -0.013 1000.0 -1000.0 -0.017 -1000.0 TCGA08_p53 34.0 242.0 7.0 -0.074 0.049 1000.0 -1000.0 -0.015 -1000.0 IL6-mediated signaling events 33.0 2534.0 75.0 -0.149 0.064 1000.0 -1000.0 -0.074 -1000.0 BMP receptor signaling 32.0 2662.0 81.0 -0.174 0.05 1000.0 -1000.0 -0.085 -1000.0 Fc-epsilon receptor I signaling in mast cells 32.0 3129.0 97.0 -0.187 0.04 1000.0 -1000.0 -0.08 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 32.0 1684.0 52.0 -0.19 0.027 1000.0 -1000.0 -0.049 -1000.0 Angiopoietin receptor Tie2-mediated signaling 32.0 2868.0 88.0 -0.183 0.019 1000.0 -1000.0 -0.11 -1000.0 Coregulation of Androgen receptor activity 31.0 2358.0 76.0 -0.139 0.027 1000.0 -1000.0 -0.041 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 31.0 1181.0 37.0 -0.134 0.014 1000.0 -1000.0 -0.053 -1000.0 ErbB2/ErbB3 signaling events 30.0 1989.0 65.0 -0.167 0.023 1000.0 -1000.0 -0.058 -1000.0 Retinoic acid receptors-mediated signaling 30.0 1754.0 58.0 -0.187 0.016 1000.0 -1000.0 -0.072 -1000.0 Rapid glucocorticoid signaling 30.0 614.0 20.0 -0.174 0.014 1000.0 -1000.0 -0.038 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 29.0 3545.0 120.0 -0.211 0.13 1000.0 -1000.0 -0.07 -1000.0 Syndecan-2-mediated signaling events 28.0 1991.0 69.0 -0.158 0.034 1000.0 -1000.0 -0.05 -1000.0 FAS signaling pathway (CD95) 28.0 1325.0 47.0 -0.148 0.016 1000.0 -1000.0 -0.042 -1000.0 LPA4-mediated signaling events 27.0 324.0 12.0 -0.052 0.014 1000.0 -1000.0 -0.02 -1000.0 Regulation of nuclear SMAD2/3 signaling 27.0 3703.0 136.0 -0.223 0.219 1000.0 -1000.0 -0.066 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 27.0 1482.0 54.0 -0.159 0.029 1000.0 -1000.0 -0.087 -1000.0 Presenilin action in Notch and Wnt signaling 27.0 1676.0 61.0 -0.275 0.03 1000.0 -1000.0 -0.069 -1000.0 IL2 signaling events mediated by STAT5 27.0 607.0 22.0 -0.093 0.019 1000.0 -1000.0 -0.04 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 26.0 885.0 34.0 -0.062 0.014 1000.0 -1000.0 -0.063 -1000.0 Noncanonical Wnt signaling pathway 26.0 683.0 26.0 -0.113 0.014 1000.0 -1000.0 -0.05 -1000.0 JNK signaling in the CD4+ TCR pathway 25.0 427.0 17.0 -0.071 0.014 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by HDAC Class III 25.0 1025.0 40.0 -0.122 0.103 1000.0 -1000.0 -0.042 -1000.0 Syndecan-3-mediated signaling events 25.0 903.0 35.0 -0.158 0.014 1000.0 -1000.0 -0.055 -1000.0 Canonical Wnt signaling pathway 24.0 1256.0 51.0 -0.275 0.096 1000.0 -1000.0 -0.049 -1000.0 E-cadherin signaling in the nascent adherens junction 24.0 1848.0 76.0 -0.122 0.014 1000.0 -1000.0 -0.076 -1000.0 Cellular roles of Anthrax toxin 23.0 932.0 39.0 -0.158 0.019 1000.0 -1000.0 -0.026 -1000.0 IL2 signaling events mediated by PI3K 23.0 1375.0 58.0 -0.093 0.032 1000.0 -1000.0 -0.074 -1000.0 IL27-mediated signaling events 23.0 1201.0 51.0 -0.16 0.019 1000.0 -1000.0 -0.087 -1000.0 Signaling events mediated by PTP1B 22.0 1722.0 76.0 -0.141 0.02 1000.0 -1000.0 -0.074 -1000.0 Ceramide signaling pathway 22.0 1716.0 76.0 -0.153 0.022 1000.0 -1000.0 -0.055 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 21.0 1556.0 74.0 -0.165 0.064 1000.0 -1000.0 -0.085 -1000.0 ErbB4 signaling events 20.0 1442.0 69.0 -0.15 0.041 1000.0 -1000.0 -0.076 -1000.0 TCGA08_rtk_signaling 20.0 540.0 26.0 -0.146 0.028 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 20.0 1634.0 78.0 -0.062 0.04 1000.0 -1000.0 -0.06 -1000.0 S1P1 pathway 19.0 707.0 36.0 -0.102 0.014 1000.0 -1000.0 -0.054 -1000.0 Sphingosine 1-phosphate (S1P) pathway 18.0 507.0 28.0 -0.131 0.024 1000.0 -1000.0 -0.039 -1000.0 S1P5 pathway 18.0 318.0 17.0 -0.131 0.052 1000.0 -1000.0 -0.039 -1000.0 Ephrin B reverse signaling 18.0 911.0 48.0 -0.1 0.076 1000.0 -1000.0 -0.063 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 18.0 1508.0 83.0 -0.19 0.053 1000.0 -1000.0 -0.068 -1000.0 Aurora A signaling 17.0 1068.0 60.0 -0.135 0.032 1000.0 -1000.0 -0.059 -1000.0 Integrins in angiogenesis 17.0 1465.0 84.0 -0.094 0.014 1000.0 -1000.0 -0.088 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 17.0 785.0 45.0 -0.153 0.031 1000.0 -1000.0 -0.083 -1000.0 Insulin-mediated glucose transport 16.0 522.0 32.0 -0.11 0.034 1000.0 -1000.0 -0.054 -1000.0 TRAIL signaling pathway 16.0 795.0 48.0 -0.047 0.029 1000.0 -1000.0 -0.065 -1000.0 EPHB forward signaling 16.0 1380.0 85.0 -0.1 0.035 1000.0 -1000.0 -0.081 -1000.0 Regulation of Telomerase 16.0 1685.0 102.0 -0.138 0.045 1000.0 -1000.0 -0.092 -1000.0 E-cadherin signaling in keratinocytes 16.0 701.0 43.0 -0.122 0.026 1000.0 -1000.0 -0.064 -1000.0 Signaling mediated by p38-gamma and p38-delta 15.0 236.0 15.0 -0.027 0.026 1000.0 -1000.0 -0.025 -1000.0 BARD1 signaling events 14.0 804.0 57.0 -0.052 0.029 1000.0 -1000.0 -0.061 -1000.0 Regulation of p38-alpha and p38-beta 14.0 788.0 54.0 -0.116 0.014 1000.0 -1000.0 -0.057 -1000.0 Plasma membrane estrogen receptor signaling 14.0 1219.0 86.0 -0.056 0.033 1000.0 -1000.0 -0.077 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 14.0 466.0 33.0 -0.103 0.041 1000.0 -1000.0 -0.056 -1000.0 Regulation of Androgen receptor activity 14.0 987.0 70.0 -0.127 0.032 1000.0 -1000.0 -0.068 -1000.0 ceramide signaling pathway 13.0 676.0 49.0 -0.153 0.02 1000.0 -1000.0 -0.04 -1000.0 Paxillin-dependent events mediated by a4b1 13.0 484.0 36.0 -0.134 0.03 1000.0 -1000.0 -0.069 -1000.0 S1P4 pathway 13.0 341.0 25.0 -0.131 0.03 1000.0 -1000.0 -0.051 -1000.0 EPO signaling pathway 12.0 680.0 55.0 -0.114 0.057 1000.0 -1000.0 -0.082 -1000.0 p38 MAPK signaling pathway 12.0 553.0 44.0 -0.071 0.02 1000.0 -1000.0 -0.063 -1000.0 Nectin adhesion pathway 11.0 726.0 63.0 -0.123 0.048 1000.0 -1000.0 -0.071 -1000.0 Canonical NF-kappaB pathway 10.0 404.0 39.0 -0.153 0.086 1000.0 -1000.0 -0.081 -1000.0 IFN-gamma pathway 10.0 717.0 68.0 -0.23 0.058 1000.0 -1000.0 -0.083 -1000.0 Class I PI3K signaling events 10.0 785.0 73.0 -0.106 0.03 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by PRL 10.0 351.0 34.0 -0.064 0.021 1000.0 -1000.0 -0.039 -1000.0 Circadian rhythm pathway 9.0 206.0 22.0 -0.018 0.033 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by HDAC Class I 9.0 1007.0 104.0 -0.153 0.058 1000.0 -1000.0 -0.057 -1000.0 Class IB PI3K non-lipid kinase events 9.0 27.0 3.0 -0.004 0.004 1000.0 -1000.0 -0.017 -1000.0 HIF-2-alpha transcription factor network 8.0 352.0 43.0 -0.097 0.098 1000.0 -1000.0 -0.076 -1000.0 Atypical NF-kappaB pathway 8.0 260.0 31.0 -0.081 0.029 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 8.0 1055.0 125.0 -0.073 0.075 1000.0 -1000.0 -0.096 -1000.0 Insulin Pathway 7.0 542.0 74.0 -0.181 0.038 1000.0 -1000.0 -0.082 -1000.0 VEGFR1 specific signals 7.0 419.0 56.0 -0.092 0.04 1000.0 -1000.0 -0.073 -1000.0 S1P3 pathway 7.0 330.0 42.0 -0.033 0.031 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by HDAC Class II 6.0 500.0 75.0 -0.174 0.038 1000.0 -1000.0 -0.057 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 434.0 65.0 -0.043 0.064 1000.0 -1000.0 -0.061 -1000.0 PDGFR-beta signaling pathway 6.0 617.0 97.0 -0.055 0.063 1000.0 -1000.0 -0.08 -1000.0 FoxO family signaling 5.0 350.0 64.0 -0.11 0.12 1000.0 -1000.0 -0.065 -1000.0 Arf6 trafficking events 5.0 366.0 71.0 -0.112 0.047 1000.0 -1000.0 -0.072 -1000.0 IGF1 pathway 5.0 311.0 57.0 -0.048 0.053 1000.0 -1000.0 -0.086 -1000.0 Arf6 downstream pathway 4.0 212.0 43.0 -0.027 0.028 1000.0 -1000.0 -0.033 -1000.0 Class I PI3K signaling events mediated by Akt 4.0 335.0 68.0 -0.11 0.054 1000.0 -1000.0 -0.054 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 51.0 23.0 -0.014 0.05 1000.0 -1000.0 -0.061 -1000.0 Alternative NF-kappaB pathway 2.0 28.0 13.0 -0.005 0.014 1000.0 -1000.0 -0.052 -1000.0 mTOR signaling pathway 1.0 87.0 53.0 -0.005 0.036 1000.0 -1000.0 -0.056 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 20.0 27.0 -0.004 0.036 1000.0 -1000.0 -0.053 -1000.0 Arf1 pathway 0.0 25.0 54.0 -0.003 0.037 1000.0 -1000.0 -0.04 -1000.0 Total 4033 221000 7203 -19.6527588674 5.52073666802 131000 -131000 -8.22575340719 -131000