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 Angiopoietin receptor Tie2-mediated signaling 34.0 3078.0 88.0 -0.636 0.106 1000.0 -1000.0 -0.076 -1000.0 Class IB PI3K non-lipid kinase events 33.0 99.0 3.0 -0.203 -1000.0 1000.0 -1000.0 -0.003 -1000.0 Nongenotropic Androgen signaling 32.0 1676.0 52.0 -0.493 0.313 1000.0 -1000.0 -0.042 -1000.0 Signaling mediated by p38-alpha and p38-beta 31.0 1406.0 44.0 -0.46 0.015 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 27.0 1212.0 44.0 -0.725 0.042 1000.0 -1000.0 -0.033 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 26.0 907.0 34.0 -0.242 0.015 1000.0 -1000.0 -0.031 -1000.0 IL4-mediated signaling events 24.0 2210.0 91.0 -0.951 0.597 1000.0 -1000.0 -0.107 -1000.0 IL6-mediated signaling events 23.0 1755.0 75.0 -0.388 0.044 1000.0 -1000.0 -0.052 -1000.0 Reelin signaling pathway 22.0 1268.0 56.0 -0.33 0.027 1000.0 -1000.0 -0.057 -1000.0 Endothelins 22.0 2156.0 96.0 -0.62 0.063 1000.0 -1000.0 -0.06 -1000.0 Calcium signaling in the CD4+ TCR pathway 22.0 682.0 31.0 -0.517 0.015 1000.0 -1000.0 -0.052 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 21.0 1489.0 68.0 -0.62 0.109 1000.0 -1000.0 -0.089 -1000.0 Thromboxane A2 receptor signaling 19.0 2017.0 105.0 -0.28 0.082 1000.0 -1000.0 -0.051 -1000.0 Signaling events regulated by Ret tyrosine kinase 18.0 1546.0 82.0 -0.401 0.015 1000.0 -1000.0 -0.074 -1000.0 IL23-mediated signaling events 16.0 988.0 60.0 -0.64 0.021 1000.0 -1000.0 -0.119 -1000.0 Osteopontin-mediated events 15.0 592.0 38.0 -0.388 0.017 1000.0 -1000.0 -0.068 -1000.0 TCGA08_retinoblastoma 15.0 124.0 8.0 -0.075 0.047 1000.0 -1000.0 -0.012 -1000.0 FOXM1 transcription factor network 14.0 730.0 51.0 -0.577 0.017 1000.0 -1000.0 -0.132 -1000.0 Ras signaling in the CD4+ TCR pathway 13.0 224.0 17.0 -0.249 0.013 1000.0 -1000.0 -0.025 -1000.0 Noncanonical Wnt signaling pathway 12.0 332.0 26.0 -0.224 0.015 1000.0 -1000.0 -0.026 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 12.0 666.0 52.0 -0.32 0.05 1000.0 -1000.0 -0.031 -1000.0 Coregulation of Androgen receptor activity 11.0 902.0 76.0 -0.45 0.03 1000.0 -1000.0 -0.033 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 11.0 620.0 54.0 -0.33 0.028 1000.0 -1000.0 -0.071 -1000.0 JNK signaling in the CD4+ TCR pathway 11.0 187.0 17.0 -0.142 0.015 1000.0 -1000.0 -0.026 -1000.0 HIF-1-alpha transcription factor network 11.0 852.0 76.0 -0.453 0.024 1000.0 -1000.0 -0.062 -1000.0 Fc-epsilon receptor I signaling in mast cells 11.0 1142.0 97.0 -0.388 0.033 1000.0 -1000.0 -0.07 -1000.0 Glucocorticoid receptor regulatory network 11.0 1274.0 114.0 -0.611 0.22 1000.0 -1000.0 -0.051 -1000.0 Wnt signaling 11.0 83.0 7.0 -0.216 0.013 1000.0 -1000.0 -0.013 -1000.0 BCR signaling pathway 11.0 1176.0 99.0 -0.276 0.026 1000.0 -1000.0 -0.064 -1000.0 amb2 Integrin signaling 10.0 840.0 82.0 -0.34 0.02 1000.0 -1000.0 -0.056 -1000.0 S1P1 pathway 10.0 387.0 36.0 -0.373 0.015 1000.0 -1000.0 -0.04 -1000.0 TCR signaling in naïve CD8+ T cells 10.0 977.0 93.0 -0.175 0.03 1000.0 -1000.0 -0.067 -1000.0 ErbB2/ErbB3 signaling events 9.0 630.0 65.0 -0.269 0.021 1000.0 -1000.0 -0.049 -1000.0 Signaling events mediated by the Hedgehog family 9.0 483.0 52.0 -0.431 0.072 1000.0 -1000.0 -0.021 -1000.0 Arf6 signaling events 9.0 580.0 62.0 -0.362 0.03 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by PTP1B 9.0 691.0 76.0 -0.337 0.024 1000.0 -1000.0 -0.059 -1000.0 Retinoic acid receptors-mediated signaling 9.0 561.0 58.0 -0.302 0.03 1000.0 -1000.0 -0.054 -1000.0 Integrins in angiogenesis 9.0 764.0 84.0 -0.168 0.023 1000.0 -1000.0 -0.062 -1000.0 PDGFR-beta signaling pathway 9.0 910.0 97.0 -0.163 0.015 1000.0 -1000.0 -0.065 -1000.0 BMP receptor signaling 8.0 717.0 81.0 -0.336 0.051 1000.0 -1000.0 -0.083 -1000.0 Glypican 1 network 8.0 415.0 48.0 -0.219 0.021 1000.0 -1000.0 -0.024 -1000.0 Regulation of Androgen receptor activity 8.0 577.0 70.0 -0.323 0.03 1000.0 -1000.0 -0.059 -1000.0 BARD1 signaling events 7.0 420.0 57.0 -0.111 0.075 1000.0 -1000.0 -0.028 -1000.0 FAS signaling pathway (CD95) 7.0 359.0 47.0 -0.508 0.042 1000.0 -1000.0 -0.025 -1000.0 Insulin Pathway 7.0 543.0 74.0 -0.493 0.039 1000.0 -1000.0 -0.069 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 7.0 913.0 120.0 -0.586 0.257 1000.0 -1000.0 -0.069 -1000.0 IL12-mediated signaling events 6.0 603.0 87.0 -0.698 0.031 1000.0 -1000.0 -0.109 -1000.0 Glypican 2 network 6.0 24.0 4.0 -0.038 -0.034 1000.0 -1000.0 -0.011 -1000.0 Syndecan-4-mediated signaling events 6.0 406.0 67.0 -0.324 0.025 1000.0 -1000.0 -0.046 -1000.0 Aurora B signaling 6.0 446.0 67.0 -0.494 0.025 1000.0 -1000.0 -0.051 -1000.0 Regulation of nuclear SMAD2/3 signaling 5.0 715.0 136.0 -0.443 0.049 1000.0 -1000.0 -0.034 -1000.0 Syndecan-2-mediated signaling events 5.0 408.0 69.0 -0.324 0.023 1000.0 -1000.0 -0.019 -1000.0 a4b1 and a4b7 Integrin signaling 5.0 27.0 5.0 -0.038 0.001 1000.0 -1000.0 -0.008 -1000.0 Presenilin action in Notch and Wnt signaling 5.0 359.0 61.0 -0.388 0.045 1000.0 -1000.0 -0.073 -1000.0 FOXA2 and FOXA3 transcription factor networks 5.0 241.0 46.0 -0.836 0.022 1000.0 -1000.0 -0.031 -1000.0 Nectin adhesion pathway 5.0 322.0 63.0 -0.119 0.033 1000.0 -1000.0 -0.05 -1000.0 IL27-mediated signaling events 5.0 283.0 51.0 -0.309 0.102 1000.0 -1000.0 -0.053 -1000.0 LPA4-mediated signaling events 4.0 50.0 12.0 -0.172 0.019 1000.0 -1000.0 -0.019 -1000.0 Syndecan-1-mediated signaling events 4.0 146.0 34.0 -0.22 0.015 1000.0 -1000.0 -0.037 -1000.0 IL2 signaling events mediated by PI3K 4.0 274.0 58.0 -0.215 0.029 1000.0 -1000.0 -0.062 -1000.0 LPA receptor mediated events 4.0 482.0 102.0 -0.388 0.027 1000.0 -1000.0 -0.063 -1000.0 Signaling events mediated by PRL 4.0 143.0 34.0 -0.166 0.023 1000.0 -1000.0 -0.028 -1000.0 ErbB4 signaling events 3.0 214.0 69.0 -0.21 0.038 1000.0 -1000.0 -0.07 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 305.0 85.0 -0.407 0.045 1000.0 -1000.0 -0.05 -1000.0 p75(NTR)-mediated signaling 3.0 479.0 125.0 -0.22 0.044 1000.0 -1000.0 -0.072 -1000.0 Ephrin B reverse signaling 3.0 171.0 48.0 -0.119 0.018 1000.0 -1000.0 -0.044 -1000.0 Regulation of p38-alpha and p38-beta 3.0 180.0 54.0 -0.104 0.038 1000.0 -1000.0 -0.042 -1000.0 IL2 signaling events mediated by STAT5 3.0 79.0 22.0 -0.064 0.018 1000.0 -1000.0 -0.029 -1000.0 IGF1 pathway 3.0 221.0 57.0 -0.029 0.03 1000.0 -1000.0 -0.073 -1000.0 Plasma membrane estrogen receptor signaling 3.0 296.0 86.0 -0.071 0.033 1000.0 -1000.0 -0.062 -1000.0 Rapid glucocorticoid signaling 3.0 61.0 20.0 -0.059 0.015 1000.0 -1000.0 -0.013 -1000.0 Visual signal transduction: Rods 3.0 189.0 52.0 -0.295 0.019 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 3.0 259.0 78.0 -0.117 0.044 1000.0 -1000.0 -0.051 -1000.0 Cellular roles of Anthrax toxin 2.0 82.0 39.0 -0.173 0.02 1000.0 -1000.0 -0.014 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 147.0 65.0 -0.038 0.058 1000.0 -1000.0 -0.042 -1000.0 Aurora C signaling 2.0 20.0 7.0 -0.051 0.0 1000.0 -1000.0 -0.026 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 109.0 37.0 -0.038 0.033 1000.0 -1000.0 -0.026 -1000.0 IL1-mediated signaling events 2.0 178.0 62.0 -0.092 0.062 1000.0 -1000.0 -0.069 -1000.0 HIF-2-alpha transcription factor network 2.0 122.0 43.0 -0.103 0.105 1000.0 -1000.0 -0.054 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 211.0 83.0 -0.178 0.067 1000.0 -1000.0 -0.051 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 107.0 36.0 -0.038 0.03 1000.0 -1000.0 -0.057 -1000.0 Atypical NF-kappaB pathway 2.0 81.0 31.0 -0.065 0.028 1000.0 -1000.0 -0.017 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 101.0 45.0 -0.078 0.061 1000.0 -1000.0 -0.066 -1000.0 Canonical Wnt signaling pathway 2.0 118.0 51.0 -0.143 0.049 1000.0 -1000.0 -0.038 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 2.0 311.0 125.0 -0.119 0.068 1000.0 -1000.0 -0.065 -1000.0 TCGA08_rtk_signaling 2.0 66.0 26.0 -0.256 0.034 1000.0 -1000.0 -0.014 -1000.0 Class I PI3K signaling events 2.0 160.0 73.0 -0.104 0.043 1000.0 -1000.0 -0.043 -1000.0 Regulation of Telomerase 2.0 216.0 102.0 -0.387 0.051 1000.0 -1000.0 -0.086 -1000.0 S1P3 pathway 2.0 105.0 42.0 -0.084 0.042 1000.0 -1000.0 -0.024 -1000.0 Caspase cascade in apoptosis 1.0 82.0 74.0 -0.045 0.039 1000.0 -1000.0 -0.023 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 34.0 23.0 -0.098 0.049 1000.0 -1000.0 -0.035 -1000.0 Sphingosine 1-phosphate (S1P) pathway 1.0 42.0 28.0 -0.025 0.036 1000.0 -1000.0 -0.019 -1000.0 PLK2 and PLK4 events 1.0 4.0 3.0 0.001 0.008 1000.0 -1000.0 -0.012 -1000.0 Aurora A signaling 1.0 67.0 60.0 -0.039 0.046 1000.0 -1000.0 -0.017 -1000.0 PLK1 signaling events 1.0 165.0 85.0 -0.038 0.033 1000.0 -1000.0 -0.033 -1000.0 mTOR signaling pathway 1.0 57.0 53.0 -0.018 0.03 1000.0 -1000.0 -0.051 -1000.0 Ceramide signaling pathway 1.0 99.0 76.0 -0.075 0.043 1000.0 -1000.0 -0.027 -1000.0 Signaling events mediated by HDAC Class III 1.0 40.0 40.0 -0.042 0.023 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class I 1.0 155.0 104.0 -0.056 0.056 1000.0 -1000.0 -0.043 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 16.0 15.0 0.0 0.025 1000.0 -1000.0 -0.019 -1000.0 Syndecan-3-mediated signaling events 1.0 52.0 35.0 -0.075 0.044 1000.0 -1000.0 -0.027 -1000.0 EPHB forward signaling 1.0 147.0 85.0 -0.223 0.039 1000.0 -1000.0 -0.071 -1000.0 Effects of Botulinum toxin 1.0 40.0 26.0 -0.072 0.025 1000.0 -1000.0 -0.044 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 1.0 53.0 33.0 -0.093 0.038 1000.0 -1000.0 -0.028 -1000.0 S1P4 pathway 1.0 35.0 25.0 -0.018 0.028 1000.0 -1000.0 -0.028 -1000.0 Canonical NF-kappaB pathway 0.0 18.0 39.0 -0.045 0.086 1000.0 -1000.0 -0.071 -1000.0 Signaling events mediated by HDAC Class II 0.0 66.0 75.0 -0.117 0.044 1000.0 -1000.0 -0.036 -1000.0 Visual signal transduction: Cones 0.0 5.0 38.0 -0.019 0.02 1000.0 -1000.0 -0.02 -1000.0 Circadian rhythm pathway 0.0 4.0 22.0 -0.013 0.048 1000.0 -1000.0 -0.021 -1000.0 Ephrin A reverse signaling 0.0 0.0 7.0 -0.021 0.011 1000.0 -1000.0 -0.01 -1000.0 Arf6 downstream pathway 0.0 11.0 43.0 -0.026 0.028 1000.0 -1000.0 -0.026 -1000.0 EPO signaling pathway 0.0 30.0 55.0 -0.008 0.075 1000.0 -1000.0 -0.067 -1000.0 Insulin-mediated glucose transport 0.0 1.0 32.0 -0.016 0.039 1000.0 -1000.0 -0.033 -1000.0 IFN-gamma pathway 0.0 16.0 68.0 -0.032 0.081 1000.0 -1000.0 -0.071 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 9.0 68.0 -0.04 0.054 1000.0 -1000.0 -0.029 -1000.0 TRAIL signaling pathway 0.0 42.0 48.0 -0.005 0.044 1000.0 -1000.0 -0.053 -1000.0 S1P5 pathway 0.0 5.0 17.0 -0.032 0.033 1000.0 -1000.0 -0.021 -1000.0 ceramide signaling pathway 0.0 28.0 49.0 -0.044 0.041 1000.0 -1000.0 -0.026 -1000.0 TCGA08_p53 0.0 5.0 7.0 -0.005 0.015 1000.0 -1000.0 -0.009 -1000.0 FoxO family signaling 0.0 40.0 64.0 -0.045 0.132 1000.0 -1000.0 -0.037 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 0.0 59.0 74.0 -0.028 0.071 1000.0 -1000.0 -0.068 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 17.0 76.0 -0.006 0.059 1000.0 -1000.0 -0.063 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.038 1000.0 -1000.0 -0.042 -1000.0 Arf6 trafficking events 0.0 45.0 71.0 -0.079 0.044 1000.0 -1000.0 -0.05 -1000.0 EGFR-dependent Endothelin signaling events 0.0 18.0 21.0 -0.007 0.03 1000.0 -1000.0 -0.049 -1000.0 VEGFR1 specific signals 0.0 29.0 56.0 -0.032 0.062 1000.0 -1000.0 -0.037 -1000.0 E-cadherin signaling in keratinocytes 0.0 36.0 43.0 -0.041 0.047 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.006 0.024 1000.0 -1000.0 -0.011 -1000.0 p38 MAPK signaling pathway 0.0 8.0 44.0 -0.032 0.031 1000.0 -1000.0 -0.051 -1000.0 Arf1 pathway 0.0 9.0 54.0 -0.005 0.029 1000.0 -1000.0 -0.021 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.043 1000.0 -1000.0 -0.015 -1000.0 Total 844 53266 7203 -28.1180456581 -993.872945265 131000 -131000 -5.82381017387 -131000