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 FOXA2 and FOXA3 transcription factor networks 107.0 4965.0 46.0 -0.852 0.035 1000.0 -1000.0 -0.105 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 77.0 2646.0 34.0 -0.13 0.031 1000.0 -1000.0 -0.037 -1000.0 Syndecan-4-mediated signaling events 77.0 5220.0 67.0 -0.339 0.063 1000.0 -1000.0 -0.046 -1000.0 Ephrin A reverse signaling 72.0 504.0 7.0 -0.084 0.01 1000.0 -1000.0 -0.007 -1000.0 Glypican 2 network 67.0 270.0 4.0 -0.034 -0.006 1000.0 -1000.0 0.002 -1000.0 PDGFR-alpha signaling pathway 66.0 2915.0 44.0 -0.138 0.038 1000.0 -1000.0 -0.053 -1000.0 IL4-mediated signaling events 55.0 5015.0 91.0 -0.69 0.535 1000.0 -1000.0 -0.132 -1000.0 Syndecan-1-mediated signaling events 54.0 1860.0 34.0 -0.157 0.031 1000.0 -1000.0 -0.049 -1000.0 Wnt signaling 52.0 370.0 7.0 -0.092 0.028 1000.0 -1000.0 -0.02 -1000.0 LPA4-mediated signaling events 50.0 606.0 12.0 -0.138 0.009 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by the Hedgehog family 50.0 2627.0 52.0 -0.264 0.054 1000.0 -1000.0 -0.048 -1000.0 IL23-mediated signaling events 50.0 3050.0 60.0 -0.482 0.031 1000.0 -1000.0 -0.131 -1000.0 EPO signaling pathway 49.0 2713.0 55.0 -0.206 0.031 1000.0 -1000.0 -0.051 -1000.0 Endothelins 47.0 4561.0 96.0 -0.191 0.031 1000.0 -1000.0 -0.069 -1000.0 amb2 Integrin signaling 46.0 3795.0 82.0 -0.226 0.04 1000.0 -1000.0 -0.047 -1000.0 BMP receptor signaling 43.0 3541.0 81.0 -0.196 0.054 1000.0 -1000.0 -0.065 -1000.0 EGFR-dependent Endothelin signaling events 42.0 896.0 21.0 -0.11 0.045 1000.0 -1000.0 -0.048 -1000.0 HIF-1-alpha transcription factor network 41.0 3136.0 76.0 -0.379 0.044 1000.0 -1000.0 -0.128 -1000.0 Signaling mediated by p38-alpha and p38-beta 40.0 1803.0 44.0 -0.14 0.03 1000.0 -1000.0 -0.03 -1000.0 IL6-mediated signaling events 40.0 3042.0 75.0 -0.508 0.04 1000.0 -1000.0 -0.066 -1000.0 Noncanonical Wnt signaling pathway 39.0 1030.0 26.0 -0.092 0.03 1000.0 -1000.0 -0.049 -1000.0 TCR signaling in naïve CD8+ T cells 36.0 3436.0 93.0 -0.108 0.074 1000.0 -1000.0 -0.066 -1000.0 p75(NTR)-mediated signaling 35.0 4488.0 125.0 -0.272 0.08 1000.0 -1000.0 -0.071 -1000.0 IL12-mediated signaling events 33.0 2875.0 87.0 -0.245 0.053 1000.0 -1000.0 -0.092 -1000.0 Calcium signaling in the CD4+ TCR pathway 33.0 1031.0 31.0 -0.213 0.03 1000.0 -1000.0 -0.059 -1000.0 Angiopoietin receptor Tie2-mediated signaling 33.0 2959.0 88.0 -0.193 0.039 1000.0 -1000.0 -0.09 -1000.0 Fc-epsilon receptor I signaling in mast cells 32.0 3140.0 97.0 -0.23 0.038 1000.0 -1000.0 -0.062 -1000.0 Reelin signaling pathway 31.0 1739.0 56.0 -0.133 0.077 1000.0 -1000.0 -0.049 -1000.0 Effects of Botulinum toxin 31.0 827.0 26.0 -0.114 0.031 1000.0 -1000.0 -0.02 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 31.0 2158.0 68.0 -0.288 0.087 1000.0 -1000.0 -0.118 -1000.0 Visual signal transduction: Rods 31.0 1657.0 52.0 -0.09 0.031 1000.0 -1000.0 -0.024 -1000.0 Thromboxane A2 receptor signaling 30.0 3160.0 105.0 -0.11 0.031 1000.0 -1000.0 -0.052 -1000.0 Arf6 signaling events 29.0 1859.0 62.0 -0.11 0.061 1000.0 -1000.0 -0.041 -1000.0 IL27-mediated signaling events 29.0 1487.0 51.0 -0.13 0.072 1000.0 -1000.0 -0.054 -1000.0 LPA receptor mediated events 29.0 3016.0 102.0 -0.107 0.031 1000.0 -1000.0 -0.069 -1000.0 Glucocorticoid receptor regulatory network 28.0 3257.0 114.0 -0.362 0.09 1000.0 -1000.0 -0.066 -1000.0 Glypican 1 network 27.0 1311.0 48.0 -0.089 0.038 1000.0 -1000.0 -0.041 -1000.0 Nongenotropic Androgen signaling 26.0 1388.0 52.0 -0.076 0.047 1000.0 -1000.0 -0.046 -1000.0 VEGFR1 specific signals 26.0 1510.0 56.0 -0.074 0.031 1000.0 -1000.0 -0.053 -1000.0 Signaling events regulated by Ret tyrosine kinase 25.0 2097.0 82.0 -0.08 0.031 1000.0 -1000.0 -0.071 -1000.0 HIF-2-alpha transcription factor network 25.0 1095.0 43.0 -0.222 0.063 1000.0 -1000.0 -0.063 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 25.0 3180.0 125.0 -0.05 0.045 1000.0 -1000.0 -0.055 -1000.0 EPHB forward signaling 24.0 2076.0 85.0 -0.093 0.045 1000.0 -1000.0 -0.07 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 22.0 822.0 37.0 -0.208 0.065 1000.0 -1000.0 -0.037 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 22.0 2713.0 120.0 -0.108 0.084 1000.0 -1000.0 -0.057 -1000.0 Visual signal transduction: Cones 21.0 816.0 38.0 -0.066 0.041 1000.0 -1000.0 -0.021 -1000.0 IFN-gamma pathway 21.0 1429.0 68.0 -0.121 0.043 1000.0 -1000.0 -0.061 -1000.0 Integrins in angiogenesis 21.0 1811.0 84.0 -0.185 0.067 1000.0 -1000.0 -0.061 -1000.0 Signaling events mediated by PTP1B 20.0 1556.0 76.0 -0.11 0.037 1000.0 -1000.0 -0.051 -1000.0 S1P1 pathway 20.0 731.0 36.0 -0.073 0.03 1000.0 -1000.0 -0.046 -1000.0 BCR signaling pathway 20.0 2041.0 99.0 -0.076 0.061 1000.0 -1000.0 -0.068 -1000.0 Plasma membrane estrogen receptor signaling 20.0 1772.0 86.0 -0.136 0.054 1000.0 -1000.0 -0.065 -1000.0 FOXM1 transcription factor network 20.0 1026.0 51.0 -0.015 0.11 1000.0 -1000.0 -0.142 -1000.0 JNK signaling in the CD4+ TCR pathway 19.0 333.0 17.0 -0.013 0.031 1000.0 -1000.0 -0.044 -1000.0 ErbB2/ErbB3 signaling events 18.0 1204.0 65.0 -0.162 0.044 1000.0 -1000.0 -0.065 -1000.0 Ephrin B reverse signaling 18.0 888.0 48.0 -0.037 0.031 1000.0 -1000.0 -0.042 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 17.0 945.0 54.0 -0.089 0.043 1000.0 -1000.0 -0.06 -1000.0 Canonical Wnt signaling pathway 17.0 884.0 51.0 -0.073 0.042 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 17.0 1402.0 78.0 -0.208 0.037 1000.0 -1000.0 -0.057 -1000.0 Aurora B signaling 17.0 1174.0 67.0 -0.183 0.059 1000.0 -1000.0 -0.041 -1000.0 Ceramide signaling pathway 16.0 1284.0 76.0 -0.11 0.076 1000.0 -1000.0 -0.047 -1000.0 IL1-mediated signaling events 16.0 1042.0 62.0 -0.102 0.055 1000.0 -1000.0 -0.059 -1000.0 Class IB PI3K non-lipid kinase events 16.0 48.0 3.0 -0.015 0.015 1000.0 -1000.0 -0.011 -1000.0 Presenilin action in Notch and Wnt signaling 15.0 949.0 61.0 -0.073 0.08 1000.0 -1000.0 -0.056 -1000.0 PLK1 signaling events 15.0 1328.0 85.0 -0.108 0.044 1000.0 -1000.0 -0.038 -1000.0 FoxO family signaling 15.0 1001.0 64.0 -0.385 0.078 1000.0 -1000.0 -0.072 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 15.0 1112.0 74.0 -0.11 0.073 1000.0 -1000.0 -0.07 -1000.0 Ras signaling in the CD4+ TCR pathway 15.0 260.0 17.0 -0.017 0.052 1000.0 -1000.0 -0.036 -1000.0 Coregulation of Androgen receptor activity 14.0 1124.0 76.0 -0.185 0.056 1000.0 -1000.0 -0.024 -1000.0 Cellular roles of Anthrax toxin 14.0 565.0 39.0 -0.054 0.031 1000.0 -1000.0 -0.031 -1000.0 IL2 signaling events mediated by PI3K 14.0 820.0 58.0 -0.036 0.048 1000.0 -1000.0 -0.052 -1000.0 Caspase cascade in apoptosis 13.0 1033.0 74.0 -0.094 0.062 1000.0 -1000.0 -0.048 -1000.0 FAS signaling pathway (CD95) 13.0 646.0 47.0 -0.213 0.045 1000.0 -1000.0 -0.046 -1000.0 Syndecan-3-mediated signaling events 13.0 465.0 35.0 -0.057 0.08 1000.0 -1000.0 -0.043 -1000.0 IL2 signaling events mediated by STAT5 13.0 293.0 22.0 -0.049 0.031 1000.0 -1000.0 -0.049 -1000.0 E-cadherin signaling events 13.0 68.0 5.0 0.005 0.024 1000.0 -1000.0 0.008 -1000.0 Syndecan-2-mediated signaling events 12.0 870.0 69.0 -0.111 0.052 1000.0 -1000.0 -0.044 -1000.0 ceramide signaling pathway 12.0 615.0 49.0 -0.026 0.043 1000.0 -1000.0 -0.05 -1000.0 Class I PI3K signaling events 12.0 918.0 73.0 -0.056 0.073 1000.0 -1000.0 -0.054 -1000.0 TCGA08_retinoblastoma 12.0 98.0 8.0 -0.004 0.028 1000.0 -1000.0 -0.007 -1000.0 Regulation of Telomerase 12.0 1268.0 102.0 -0.218 0.064 1000.0 -1000.0 -0.072 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 12.0 419.0 33.0 -0.103 0.057 1000.0 -1000.0 -0.042 -1000.0 PDGFR-beta signaling pathway 12.0 1222.0 97.0 -0.055 0.058 1000.0 -1000.0 -0.058 -1000.0 Regulation of Androgen receptor activity 12.0 842.0 70.0 -0.182 0.051 1000.0 -1000.0 -0.047 -1000.0 ErbB4 signaling events 11.0 765.0 69.0 -0.072 0.043 1000.0 -1000.0 -0.053 -1000.0 Signaling mediated by p38-gamma and p38-delta 11.0 173.0 15.0 -0.043 0.028 1000.0 -1000.0 -0.035 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 11.0 495.0 45.0 -0.039 0.078 1000.0 -1000.0 -0.059 -1000.0 Regulation of p38-alpha and p38-beta 11.0 612.0 54.0 -0.077 0.066 1000.0 -1000.0 -0.058 -1000.0 TCGA08_rtk_signaling 11.0 298.0 26.0 -0.109 0.062 1000.0 -1000.0 -0.023 -1000.0 Sphingosine 1-phosphate (S1P) pathway 10.0 282.0 28.0 -0.005 0.048 1000.0 -1000.0 -0.025 -1000.0 Osteopontin-mediated events 10.0 400.0 38.0 -0.032 0.055 1000.0 -1000.0 -0.052 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 10.0 866.0 85.0 -0.083 0.051 1000.0 -1000.0 -0.057 -1000.0 Hedgehog signaling events mediated by Gli proteins 10.0 659.0 65.0 -0.212 0.08 1000.0 -1000.0 -0.046 -1000.0 Nectin adhesion pathway 10.0 666.0 63.0 -0.016 0.053 1000.0 -1000.0 -0.057 -1000.0 S1P3 pathway 10.0 437.0 42.0 -0.026 0.041 1000.0 -1000.0 -0.049 -1000.0 E-cadherin signaling in keratinocytes 10.0 450.0 43.0 -0.058 0.033 1000.0 -1000.0 -0.045 -1000.0 Regulation of nuclear SMAD2/3 signaling 9.0 1323.0 136.0 -0.1 0.1 1000.0 -1000.0 -0.058 -1000.0 Insulin-mediated glucose transport 9.0 314.0 32.0 -0.081 0.057 1000.0 -1000.0 -0.04 -1000.0 mTOR signaling pathway 9.0 529.0 53.0 -0.079 0.045 1000.0 -1000.0 -0.043 -1000.0 Insulin Pathway 9.0 675.0 74.0 -0.047 0.067 1000.0 -1000.0 -0.048 -1000.0 S1P4 pathway 9.0 229.0 25.0 -0.002 0.046 1000.0 -1000.0 -0.027 -1000.0 p38 MAPK signaling pathway 9.0 413.0 44.0 -0.077 0.05 1000.0 -1000.0 -0.039 -1000.0 PLK2 and PLK4 events 8.0 25.0 3.0 0.008 0.027 1000.0 -1000.0 -0.017 -1000.0 Aurora C signaling 8.0 61.0 7.0 -0.001 0.033 1000.0 -1000.0 -0.009 -1000.0 S1P5 pathway 8.0 150.0 17.0 -0.008 0.031 1000.0 -1000.0 -0.016 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 8.0 465.0 52.0 -0.05 0.058 1000.0 -1000.0 -0.075 -1000.0 IGF1 pathway 8.0 480.0 57.0 -0.08 0.069 1000.0 -1000.0 -0.059 -1000.0 Signaling events mediated by PRL 8.0 275.0 34.0 -0.043 0.045 1000.0 -1000.0 -0.049 -1000.0 a4b1 and a4b7 Integrin signaling 7.0 37.0 5.0 0.019 0.035 1000.0 -1000.0 0.003 -1000.0 TRAIL signaling pathway 7.0 365.0 48.0 -0.0 0.068 1000.0 -1000.0 -0.037 -1000.0 TCGA08_p53 7.0 49.0 7.0 -0.007 0.028 1000.0 -1000.0 -0.012 -1000.0 E-cadherin signaling in the nascent adherens junction 7.0 603.0 76.0 -0.038 0.053 1000.0 -1000.0 -0.071 -1000.0 BARD1 signaling events 6.0 390.0 57.0 -0.057 0.071 1000.0 -1000.0 -0.052 -1000.0 Aurora A signaling 6.0 395.0 60.0 -0.102 0.06 1000.0 -1000.0 -0.029 -1000.0 Class I PI3K signaling events mediated by Akt 6.0 441.0 68.0 -0.081 0.057 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by HDAC Class III 6.0 276.0 40.0 -0.055 0.056 1000.0 -1000.0 -0.022 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 6.0 559.0 83.0 -0.081 0.057 1000.0 -1000.0 -0.043 -1000.0 Arf6 trafficking events 6.0 465.0 71.0 -0.052 0.054 1000.0 -1000.0 -0.036 -1000.0 Canonical NF-kappaB pathway 5.0 207.0 39.0 -0.027 0.06 1000.0 -1000.0 -0.037 -1000.0 Arf6 downstream pathway 5.0 226.0 43.0 -0.045 0.046 1000.0 -1000.0 -0.035 -1000.0 Retinoic acid receptors-mediated signaling 5.0 310.0 58.0 -0.03 0.053 1000.0 -1000.0 -0.043 -1000.0 Paxillin-dependent events mediated by a4b1 5.0 190.0 36.0 -0.056 0.058 1000.0 -1000.0 -0.043 -1000.0 Atypical NF-kappaB pathway 5.0 178.0 31.0 -0.0 0.037 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by HDAC Class II 4.0 318.0 75.0 -0.038 0.058 1000.0 -1000.0 -0.03 -1000.0 Arf1 pathway 4.0 231.0 54.0 -0.001 0.051 1000.0 -1000.0 -0.018 -1000.0 Signaling events mediated by HDAC Class I 3.0 359.0 104.0 -0.059 0.072 1000.0 -1000.0 -0.046 -1000.0 Rapid glucocorticoid signaling 3.0 68.0 20.0 -0.0 0.036 1000.0 -1000.0 -0.004 -1000.0 Alternative NF-kappaB pathway 3.0 40.0 13.0 0.0 0.055 1000.0 -1000.0 0.0 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 2.0 67.0 23.0 -0.028 0.057 1000.0 -1000.0 -0.036 -1000.0 Circadian rhythm pathway 2.0 62.0 22.0 -0.01 0.058 1000.0 -1000.0 -0.056 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 21.0 27.0 -0.0 0.073 1000.0 -1000.0 -0.039 -1000.0 Total 2806 161047 7203 -15.1407654155 7.00697002179 131000 -131000 -6.35206742471 -131000