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 Ephrin A reverse signaling 94.0 659.0 7.0 -0.048 -0.0 1000.0 -1000.0 -0.012 -1000.0 Angiopoietin receptor Tie2-mediated signaling 90.0 7962.0 88.0 -0.297 0.075 1000.0 -1000.0 -0.05 -1000.0 Signaling mediated by p38-alpha and p38-beta 87.0 3867.0 44.0 -0.154 0.027 1000.0 -1000.0 -0.015 -1000.0 Endothelins 80.0 7733.0 96.0 -0.193 0.028 1000.0 -1000.0 -0.029 -1000.0 Glucocorticoid receptor regulatory network 66.0 7546.0 114.0 -0.409 0.216 1000.0 -1000.0 -0.043 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 56.0 1932.0 34.0 -0.051 0.03 1000.0 -1000.0 -0.028 -1000.0 Reelin signaling pathway 51.0 2874.0 56.0 -0.094 0.066 1000.0 -1000.0 -0.022 -1000.0 IL23-mediated signaling events 50.0 3015.0 60.0 -0.31 0.046 1000.0 -1000.0 -0.096 -1000.0 Thromboxane A2 receptor signaling 49.0 5167.0 105.0 -0.12 0.037 1000.0 -1000.0 -0.028 -1000.0 Integrins in angiogenesis 46.0 3910.0 84.0 -0.099 0.08 1000.0 -1000.0 -0.024 -1000.0 EPHB forward signaling 46.0 3994.0 85.0 -0.073 0.092 1000.0 -1000.0 -0.044 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 44.0 3433.0 78.0 -0.121 0.062 1000.0 -1000.0 -0.047 -1000.0 S1P5 pathway 42.0 720.0 17.0 -0.045 0.042 1000.0 -1000.0 -0.001 -1000.0 Aurora B signaling 42.0 2876.0 67.0 -0.095 0.114 1000.0 -1000.0 -0.032 -1000.0 Ras signaling in the CD4+ TCR pathway 41.0 700.0 17.0 -0.079 0.041 1000.0 -1000.0 -0.013 -1000.0 LPA receptor mediated events 40.0 4118.0 102.0 -0.057 0.097 1000.0 -1000.0 -0.062 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 39.0 2664.0 68.0 -0.158 0.061 1000.0 -1000.0 -0.074 -1000.0 Noncanonical Wnt signaling pathway 38.0 1006.0 26.0 -0.041 0.027 1000.0 -1000.0 -0.027 -1000.0 Ephrin B reverse signaling 38.0 1860.0 48.0 -0.067 0.034 1000.0 -1000.0 -0.031 -1000.0 S1P1 pathway 37.0 1332.0 36.0 -0.191 0.027 1000.0 -1000.0 -0.026 -1000.0 p75(NTR)-mediated signaling 36.0 4561.0 125.0 -0.073 0.073 1000.0 -1000.0 -0.05 -1000.0 IL6-mediated signaling events 36.0 2746.0 75.0 -0.165 0.033 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by the Hedgehog family 35.0 1851.0 52.0 -0.041 0.037 1000.0 -1000.0 -0.02 -1000.0 HIF-1-alpha transcription factor network 35.0 2716.0 76.0 -0.076 0.071 1000.0 -1000.0 -0.055 -1000.0 EPO signaling pathway 35.0 1973.0 55.0 -0.019 0.048 1000.0 -1000.0 -0.021 -1000.0 Glypican 2 network 35.0 142.0 4.0 0.031 0.06 1000.0 -1000.0 0.022 -1000.0 Glypican 1 network 34.0 1632.0 48.0 -0.034 0.061 1000.0 -1000.0 -0.023 -1000.0 Nongenotropic Androgen signaling 34.0 1805.0 52.0 -0.117 0.06 1000.0 -1000.0 -0.015 -1000.0 EGFR-dependent Endothelin signaling events 34.0 722.0 21.0 -0.03 0.046 1000.0 -1000.0 -0.029 -1000.0 Osteopontin-mediated events 33.0 1275.0 38.0 -0.053 0.05 1000.0 -1000.0 -0.021 -1000.0 amb2 Integrin signaling 33.0 2718.0 82.0 -0.118 0.097 1000.0 -1000.0 -0.028 -1000.0 Wnt signaling 33.0 236.0 7.0 -0.032 0.027 1000.0 -1000.0 -0.001 -1000.0 S1P4 pathway 33.0 839.0 25.0 -0.045 0.048 1000.0 -1000.0 -0.014 -1000.0 Syndecan-1-mediated signaling events 32.0 1096.0 34.0 -0.021 0.097 1000.0 -1000.0 -0.023 -1000.0 JNK signaling in the CD4+ TCR pathway 32.0 555.0 17.0 -0.118 0.065 1000.0 -1000.0 -0.019 -1000.0 Calcium signaling in the CD4+ TCR pathway 32.0 999.0 31.0 -0.089 0.032 1000.0 -1000.0 -0.032 -1000.0 BMP receptor signaling 30.0 2470.0 81.0 -0.08 0.066 1000.0 -1000.0 -0.019 -1000.0 Effects of Botulinum toxin 30.0 799.0 26.0 -0.028 0.049 1000.0 -1000.0 -0.011 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 30.0 3678.0 120.0 -0.075 0.085 1000.0 -1000.0 -0.037 -1000.0 Signaling events regulated by Ret tyrosine kinase 29.0 2444.0 82.0 -0.031 0.044 1000.0 -1000.0 -0.036 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 28.0 1498.0 52.0 -0.051 0.069 1000.0 -1000.0 -0.022 -1000.0 FOXM1 transcription factor network 27.0 1378.0 51.0 -0.1 0.065 1000.0 -1000.0 -0.104 -1000.0 Arf6 signaling events 26.0 1669.0 62.0 -0.036 0.043 1000.0 -1000.0 -0.024 -1000.0 Fc-epsilon receptor I signaling in mast cells 26.0 2617.0 97.0 -0.068 0.04 1000.0 -1000.0 -0.051 -1000.0 PLK1 signaling events 26.0 2260.0 85.0 -0.025 0.081 1000.0 -1000.0 -0.013 -1000.0 TCR signaling in naïve CD8+ T cells 26.0 2488.0 93.0 -0.054 0.073 1000.0 -1000.0 -0.031 -1000.0 ErbB2/ErbB3 signaling events 25.0 1626.0 65.0 -0.081 0.038 1000.0 -1000.0 -0.056 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 25.0 2175.0 85.0 -0.12 0.035 1000.0 -1000.0 -0.027 -1000.0 IL12-mediated signaling events 24.0 2147.0 87.0 -0.175 0.065 1000.0 -1000.0 -0.053 -1000.0 Visual signal transduction: Cones 24.0 913.0 38.0 -0.041 0.042 1000.0 -1000.0 -0.022 -1000.0 IL4-mediated signaling events 24.0 2202.0 91.0 -0.256 0.13 1000.0 -1000.0 -0.136 -1000.0 Plasma membrane estrogen receptor signaling 24.0 2093.0 86.0 -0.129 0.056 1000.0 -1000.0 -0.029 -1000.0 Aurora C signaling 23.0 165.0 7.0 -0.0 0.065 1000.0 -1000.0 -0.009 -1000.0 S1P3 pathway 23.0 994.0 42.0 -0.027 0.04 1000.0 -1000.0 -0.019 -1000.0 Rapid glucocorticoid signaling 23.0 478.0 20.0 -0.053 0.034 1000.0 -1000.0 -0.011 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 22.0 1208.0 54.0 -0.094 0.066 1000.0 -1000.0 -0.021 -1000.0 Presenilin action in Notch and Wnt signaling 22.0 1371.0 61.0 -0.121 0.074 1000.0 -1000.0 -0.033 -1000.0 PDGFR-alpha signaling pathway 22.0 1001.0 44.0 -0.133 0.052 1000.0 -1000.0 -0.026 -1000.0 FAS signaling pathway (CD95) 22.0 1047.0 47.0 -0.227 0.042 1000.0 -1000.0 -0.035 -1000.0 Canonical Wnt signaling pathway 22.0 1136.0 51.0 -0.121 0.114 1000.0 -1000.0 -0.035 -1000.0 Syndecan-2-mediated signaling events 21.0 1507.0 69.0 -0.008 0.045 1000.0 -1000.0 -0.029 -1000.0 Regulation of p38-alpha and p38-beta 21.0 1157.0 54.0 -0.099 0.06 1000.0 -1000.0 -0.039 -1000.0 BCR signaling pathway 21.0 2102.0 99.0 -0.109 0.064 1000.0 -1000.0 -0.047 -1000.0 Visual signal transduction: Rods 21.0 1101.0 52.0 -0.041 0.058 1000.0 -1000.0 -0.013 -1000.0 BARD1 signaling events 20.0 1172.0 57.0 -0.03 0.046 1000.0 -1000.0 -0.042 -1000.0 Signaling events mediated by PTP1B 20.0 1592.0 76.0 -0.14 0.094 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 19.0 2483.0 125.0 -0.059 0.052 1000.0 -1000.0 -0.028 -1000.0 Syndecan-4-mediated signaling events 19.0 1308.0 67.0 -0.049 0.095 1000.0 -1000.0 -0.029 -1000.0 IGF1 pathway 19.0 1130.0 57.0 -0.016 0.06 1000.0 -1000.0 -0.025 -1000.0 IL27-mediated signaling events 18.0 933.0 51.0 -0.344 0.074 1000.0 -1000.0 -0.039 -1000.0 Insulin Pathway 18.0 1349.0 74.0 -0.128 0.074 1000.0 -1000.0 -0.037 -1000.0 Caspase cascade in apoptosis 17.0 1259.0 74.0 -0.038 0.064 1000.0 -1000.0 -0.027 -1000.0 a4b1 and a4b7 Integrin signaling 17.0 87.0 5.0 0.016 0.034 1000.0 -1000.0 0.02 -1000.0 Ceramide signaling pathway 17.0 1305.0 76.0 -0.021 0.072 1000.0 -1000.0 -0.023 -1000.0 IL1-mediated signaling events 17.0 1113.0 62.0 -0.037 0.067 1000.0 -1000.0 -0.023 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 17.0 1330.0 74.0 -0.141 0.053 1000.0 -1000.0 -0.044 -1000.0 TCGA08_retinoblastoma 17.0 137.0 8.0 -0.009 0.056 1000.0 -1000.0 -0.002 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 17.0 576.0 33.0 -0.067 0.061 1000.0 -1000.0 -0.016 -1000.0 TCGA08_p53 16.0 115.0 7.0 -0.014 0.026 1000.0 -1000.0 -0.01 -1000.0 VEGFR1 specific signals 16.0 940.0 56.0 -0.055 0.041 1000.0 -1000.0 -0.032 -1000.0 Regulation of nuclear SMAD2/3 signaling 15.0 2047.0 136.0 -0.069 0.146 1000.0 -1000.0 -0.033 -1000.0 Coregulation of Androgen receptor activity 15.0 1166.0 76.0 -0.016 0.065 1000.0 -1000.0 -0.025 -1000.0 ErbB4 signaling events 15.0 1060.0 69.0 -0.081 0.059 1000.0 -1000.0 -0.031 -1000.0 Sphingosine 1-phosphate (S1P) pathway 15.0 421.0 28.0 -0.027 0.052 1000.0 -1000.0 -0.02 -1000.0 Cellular roles of Anthrax toxin 15.0 598.0 39.0 -0.023 0.026 1000.0 -1000.0 -0.015 -1000.0 Hedgehog signaling events mediated by Gli proteins 15.0 1006.0 65.0 -0.223 0.066 1000.0 -1000.0 -0.031 -1000.0 Class I PI3K signaling events 15.0 1120.0 73.0 -0.042 0.064 1000.0 -1000.0 -0.025 -1000.0 Aurora A signaling 14.0 864.0 60.0 -0.063 0.072 1000.0 -1000.0 -0.024 -1000.0 mTOR signaling pathway 14.0 774.0 53.0 -0.143 0.051 1000.0 -1000.0 -0.02 -1000.0 Nectin adhesion pathway 14.0 929.0 63.0 -0.036 0.062 1000.0 -1000.0 -0.035 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 14.0 550.0 37.0 -0.019 0.062 1000.0 -1000.0 -0.02 -1000.0 ceramide signaling pathway 14.0 730.0 49.0 -0.0 0.038 1000.0 -1000.0 -0.025 -1000.0 HIF-2-alpha transcription factor network 14.0 634.0 43.0 -0.048 0.049 1000.0 -1000.0 -0.039 -1000.0 IL2 signaling events mediated by PI3K 14.0 830.0 58.0 -0.035 0.068 1000.0 -1000.0 -0.03 -1000.0 TCGA08_rtk_signaling 14.0 372.0 26.0 -0.015 0.049 1000.0 -1000.0 -0.007 -1000.0 Regulation of Androgen receptor activity 14.0 1017.0 70.0 -0.079 0.042 1000.0 -1000.0 -0.04 -1000.0 FOXA2 and FOXA3 transcription factor networks 13.0 635.0 46.0 -0.063 0.043 1000.0 -1000.0 -0.082 -1000.0 Retinoic acid receptors-mediated signaling 13.0 762.0 58.0 -0.042 0.05 1000.0 -1000.0 -0.028 -1000.0 IL2 signaling events mediated by STAT5 12.0 283.0 22.0 -0.013 0.047 1000.0 -1000.0 -0.025 -1000.0 LPA4-mediated signaling events 11.0 137.0 12.0 -0.03 0.021 1000.0 -1000.0 -0.018 -1000.0 IFN-gamma pathway 11.0 781.0 68.0 -0.022 0.073 1000.0 -1000.0 -0.039 -1000.0 Signaling events mediated by PRL 11.0 406.0 34.0 -0.036 0.046 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by HDAC Class III 10.0 414.0 40.0 -0.07 0.051 1000.0 -1000.0 -0.038 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 10.0 845.0 83.0 -0.047 0.05 1000.0 -1000.0 -0.021 -1000.0 PDGFR-beta signaling pathway 10.0 990.0 97.0 -0.103 0.07 1000.0 -1000.0 -0.039 -1000.0 Syndecan-3-mediated signaling events 9.0 346.0 35.0 -0.022 0.073 1000.0 -1000.0 -0.014 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 9.0 425.0 45.0 -0.001 0.065 1000.0 -1000.0 -0.032 -1000.0 E-cadherin signaling in the nascent adherens junction 9.0 730.0 76.0 -0.018 0.057 1000.0 -1000.0 -0.036 -1000.0 E-cadherin signaling in keratinocytes 9.0 427.0 43.0 -0.015 0.046 1000.0 -1000.0 -0.012 -1000.0 Class I PI3K signaling events mediated by Akt 8.0 599.0 68.0 -0.033 0.05 1000.0 -1000.0 -0.023 -1000.0 FoxO family signaling 8.0 536.0 64.0 -0.023 0.058 1000.0 -1000.0 -0.049 -1000.0 Paxillin-dependent events mediated by a4b1 8.0 317.0 36.0 -0.047 0.048 1000.0 -1000.0 -0.028 -1000.0 p38 MAPK signaling pathway 8.0 357.0 44.0 -0.029 0.068 1000.0 -1000.0 -0.014 -1000.0 Atypical NF-kappaB pathway 7.0 220.0 31.0 -0.009 0.032 1000.0 -1000.0 -0.021 -1000.0 Regulation of Telomerase 7.0 760.0 102.0 -0.024 0.057 1000.0 -1000.0 -0.04 -1000.0 Canonical NF-kappaB pathway 6.0 264.0 39.0 -0.004 0.057 1000.0 -1000.0 -0.019 -1000.0 Class IB PI3K non-lipid kinase events 6.0 18.0 3.0 -0.028 0.028 1000.0 -1000.0 -0.019 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 78.0 15.0 -0.016 0.029 1000.0 -1000.0 -0.023 -1000.0 PLK2 and PLK4 events 4.0 13.0 3.0 -0.013 0.027 1000.0 -1000.0 -0.019 -1000.0 Circadian rhythm pathway 4.0 96.0 22.0 -0.007 0.04 1000.0 -1000.0 -0.027 -1000.0 TRAIL signaling pathway 4.0 197.0 48.0 -0.01 0.049 1000.0 -1000.0 -0.025 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 3.0 75.0 23.0 0.01 0.054 1000.0 -1000.0 -0.019 -1000.0 Signaling events mediated by HDAC Class II 3.0 251.0 75.0 -0.029 0.065 1000.0 -1000.0 -0.024 -1000.0 Insulin-mediated glucose transport 3.0 126.0 32.0 -0.013 0.046 1000.0 -1000.0 -0.02 -1000.0 Signaling events mediated by HDAC Class I 3.0 337.0 104.0 -0.052 0.064 1000.0 -1000.0 -0.036 -1000.0 Arf6 trafficking events 3.0 236.0 71.0 -0.047 0.05 1000.0 -1000.0 -0.035 -1000.0 Arf1 pathway 2.0 111.0 54.0 -0.006 0.048 1000.0 -1000.0 -0.012 -1000.0 Arf6 downstream pathway 1.0 58.0 43.0 -0.053 0.054 1000.0 -1000.0 -0.032 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 9.0 27.0 -0.011 0.06 1000.0 -1000.0 -0.027 -1000.0 E-cadherin signaling events 0.0 0.0 5.0 0.024 0.047 1000.0 -1000.0 0.023 -1000.0 Alternative NF-kappaB pathway 0.0 3.0 13.0 -0.0 0.071 1000.0 -1000.0 -0.0 -1000.0 Total 3050 181747 7203 -9.04179638688 7.53558580394 131000 -131000 -3.77268393647 -131000