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 17.0 124.0 7.0 -0.024 0.022 1000.0 -1000.0 -0.013 -1000.0 Class IB PI3K non-lipid kinase events 14.0 42.0 3.0 -0.011 0.011 1000.0 -1000.0 -0.01 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1215.0 93.0 -0.073 0.051 1000.0 -1000.0 -0.043 -1000.0 Glypican 2 network 13.0 54.0 4.0 -0.042 0.014 1000.0 -1000.0 0.012 -1000.0 Wnt signaling 13.0 94.0 7.0 -0.086 0.012 1000.0 -1000.0 -0.015 -1000.0 HIF-1-alpha transcription factor network 12.0 946.0 76.0 -0.134 0.032 1000.0 -1000.0 -0.037 -1000.0 Signaling events mediated by the Hedgehog family 11.0 599.0 52.0 -0.099 0.062 1000.0 -1000.0 -0.027 -1000.0 IL23-mediated signaling events 11.0 706.0 60.0 -0.052 0.103 1000.0 -1000.0 -0.062 -1000.0 IL12-mediated signaling events 10.0 934.0 87.0 -0.107 0.061 1000.0 -1000.0 -0.057 -1000.0 FOXA2 and FOXA3 transcription factor networks 10.0 499.0 46.0 -0.184 0.031 1000.0 -1000.0 -0.066 -1000.0 Glypican 1 network 10.0 526.0 48.0 -0.092 0.037 1000.0 -1000.0 -0.026 -1000.0 FOXM1 transcription factor network 10.0 524.0 51.0 -0.167 0.026 1000.0 -1000.0 -0.065 -1000.0 Noncanonical Wnt signaling pathway 9.0 242.0 26.0 -0.086 0.037 1000.0 -1000.0 -0.032 -1000.0 Thromboxane A2 receptor signaling 9.0 963.0 105.0 -0.065 0.049 1000.0 -1000.0 -0.039 -1000.0 Signaling events regulated by Ret tyrosine kinase 9.0 738.0 82.0 -0.068 0.031 1000.0 -1000.0 -0.05 -1000.0 S1P4 pathway 9.0 232.0 25.0 -0.092 0.04 1000.0 -1000.0 -0.02 -1000.0 Osteopontin-mediated events 8.0 315.0 38.0 -0.051 0.026 1000.0 -1000.0 -0.022 -1000.0 S1P5 pathway 8.0 148.0 17.0 -0.092 0.064 1000.0 -1000.0 -0.008 -1000.0 Endothelins 8.0 815.0 96.0 -0.199 0.04 1000.0 -1000.0 -0.039 -1000.0 Nongenotropic Androgen signaling 8.0 425.0 52.0 -0.118 0.037 1000.0 -1000.0 -0.028 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 8.0 602.0 68.0 -0.092 0.051 1000.0 -1000.0 -0.041 -1000.0 Ras signaling in the CD4+ TCR pathway 8.0 149.0 17.0 -0.067 0.039 1000.0 -1000.0 -0.026 -1000.0 BMP receptor signaling 7.0 614.0 81.0 -0.092 0.04 1000.0 -1000.0 -0.031 -1000.0 EPO signaling pathway 7.0 400.0 55.0 -0.06 0.027 1000.0 -1000.0 -0.036 -1000.0 Fc-epsilon receptor I signaling in mast cells 7.0 695.0 97.0 -0.065 0.032 1000.0 -1000.0 -0.056 -1000.0 PDGFR-alpha signaling pathway 7.0 336.0 44.0 -0.055 0.036 1000.0 -1000.0 -0.027 -1000.0 Ephrin B reverse signaling 7.0 352.0 48.0 -0.047 0.042 1000.0 -1000.0 -0.027 -1000.0 EPHB forward signaling 7.0 674.0 85.0 -0.068 0.062 1000.0 -1000.0 -0.056 -1000.0 LPA receptor mediated events 7.0 797.0 102.0 -0.085 0.037 1000.0 -1000.0 -0.087 -1000.0 Aurora B signaling 7.0 494.0 67.0 -0.13 0.025 1000.0 -1000.0 -0.032 -1000.0 Syndecan-1-mediated signaling events 6.0 208.0 34.0 -0.035 0.051 1000.0 -1000.0 -0.032 -1000.0 IL4-mediated signaling events 6.0 578.0 91.0 -0.173 0.049 1000.0 -1000.0 -0.073 -1000.0 amb2 Integrin signaling 6.0 567.0 82.0 -0.04 0.051 1000.0 -1000.0 -0.028 -1000.0 S1P1 pathway 6.0 223.0 36.0 -0.106 0.024 1000.0 -1000.0 -0.029 -1000.0 Syndecan-3-mediated signaling events 6.0 221.0 35.0 -0.069 0.069 1000.0 -1000.0 -0.023 -1000.0 Signaling mediated by p38-alpha and p38-beta 6.0 305.0 44.0 -0.069 0.035 1000.0 -1000.0 -0.028 -1000.0 Integrins in angiogenesis 6.0 527.0 84.0 -0.059 0.053 1000.0 -1000.0 -0.052 -1000.0 Calcium signaling in the CD4+ TCR pathway 6.0 205.0 31.0 -0.013 0.094 1000.0 -1000.0 -0.046 -1000.0 IL6-mediated signaling events 6.0 489.0 75.0 -0.177 0.042 1000.0 -1000.0 -0.037 -1000.0 BCR signaling pathway 6.0 616.0 99.0 -0.081 0.043 1000.0 -1000.0 -0.048 -1000.0 EGFR-dependent Endothelin signaling events 6.0 145.0 21.0 -0.056 0.034 1000.0 -1000.0 -0.039 -1000.0 IGF1 pathway 6.0 378.0 57.0 -0.056 0.048 1000.0 -1000.0 -0.037 -1000.0 Plasma membrane estrogen receptor signaling 6.0 563.0 86.0 -0.22 0.065 1000.0 -1000.0 -0.04 -1000.0 Coregulation of Androgen receptor activity 5.0 406.0 76.0 -0.089 0.046 1000.0 -1000.0 -0.016 -1000.0 Arf6 signaling events 5.0 342.0 62.0 -0.071 0.056 1000.0 -1000.0 -0.026 -1000.0 Signaling events mediated by PTP1B 5.0 444.0 76.0 -0.071 0.043 1000.0 -1000.0 -0.027 -1000.0 p75(NTR)-mediated signaling 5.0 646.0 125.0 -0.123 0.065 1000.0 -1000.0 -0.054 -1000.0 PLK1 signaling events 5.0 480.0 85.0 -0.058 0.033 1000.0 -1000.0 -0.026 -1000.0 Glucocorticoid receptor regulatory network 5.0 582.0 114.0 -0.132 0.05 1000.0 -1000.0 -0.046 -1000.0 Reelin signaling pathway 5.0 290.0 56.0 -0.053 0.066 1000.0 -1000.0 -0.025 -1000.0 Signaling mediated by p38-gamma and p38-delta 5.0 78.0 15.0 -0.076 0.024 1000.0 -1000.0 -0.026 -1000.0 IL2 signaling events mediated by PI3K 5.0 303.0 58.0 -0.047 0.04 1000.0 -1000.0 -0.039 -1000.0 IL2 signaling events mediated by STAT5 5.0 122.0 22.0 -0.098 0.039 1000.0 -1000.0 -0.027 -1000.0 Syndecan-4-mediated signaling events 5.0 373.0 67.0 -0.042 0.051 1000.0 -1000.0 -0.033 -1000.0 S1P3 pathway 5.0 251.0 42.0 -0.113 0.035 1000.0 -1000.0 -0.03 -1000.0 Caspase cascade in apoptosis 4.0 319.0 74.0 -0.027 0.054 1000.0 -1000.0 -0.025 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 4.0 161.0 34.0 -0.025 0.052 1000.0 -1000.0 -0.025 -1000.0 Syndecan-2-mediated signaling events 4.0 295.0 69.0 -0.036 0.035 1000.0 -1000.0 -0.029 -1000.0 a4b1 and a4b7 Integrin signaling 4.0 22.0 5.0 0.018 0.031 1000.0 -1000.0 0.01 -1000.0 Aurora C signaling 4.0 31.0 7.0 -0.02 0.014 1000.0 -1000.0 -0.018 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 4.0 151.0 37.0 -0.057 0.056 1000.0 -1000.0 -0.022 -1000.0 ceramide signaling pathway 4.0 196.0 49.0 -0.013 0.048 1000.0 -1000.0 -0.028 -1000.0 TCGA08_p53 4.0 34.0 7.0 -0.02 0.028 1000.0 -1000.0 -0.012 -1000.0 FAS signaling pathway (CD95) 4.0 198.0 47.0 -0.044 0.037 1000.0 -1000.0 -0.026 -1000.0 Canonical Wnt signaling pathway 4.0 207.0 51.0 -0.063 0.059 1000.0 -1000.0 -0.034 -1000.0 Angiopoietin receptor Tie2-mediated signaling 4.0 423.0 88.0 -0.114 0.035 1000.0 -1000.0 -0.065 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 4.0 514.0 120.0 -0.104 0.08 1000.0 -1000.0 -0.044 -1000.0 Visual signal transduction: Rods 4.0 223.0 52.0 -0.054 0.048 1000.0 -1000.0 -0.04 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 325.0 78.0 -0.05 0.053 1000.0 -1000.0 -0.042 -1000.0 LPA4-mediated signaling events 3.0 43.0 12.0 -0.018 0.012 1000.0 -1000.0 -0.021 -1000.0 ErbB2/ErbB3 signaling events 3.0 259.0 65.0 -0.058 0.034 1000.0 -1000.0 -0.039 -1000.0 Sphingosine 1-phosphate (S1P) pathway 3.0 110.0 28.0 -0.092 0.047 1000.0 -1000.0 -0.022 -1000.0 Visual signal transduction: Cones 3.0 131.0 38.0 -0.016 0.049 1000.0 -1000.0 -0.02 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 175.0 54.0 -0.024 0.054 1000.0 -1000.0 -0.042 -1000.0 JNK signaling in the CD4+ TCR pathway 3.0 63.0 17.0 -0.021 0.058 1000.0 -1000.0 -0.039 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 313.0 85.0 -0.082 0.068 1000.0 -1000.0 -0.032 -1000.0 Hedgehog signaling events mediated by Gli proteins 3.0 233.0 65.0 -0.104 0.044 1000.0 -1000.0 -0.036 -1000.0 Presenilin action in Notch and Wnt signaling 3.0 209.0 61.0 -0.065 0.066 1000.0 -1000.0 -0.032 -1000.0 Nectin adhesion pathway 3.0 237.0 63.0 -0.043 0.055 1000.0 -1000.0 -0.042 -1000.0 TRAIL signaling pathway 3.0 175.0 48.0 -0.044 0.05 1000.0 -1000.0 -0.024 -1000.0 IL1-mediated signaling events 3.0 213.0 62.0 -0.033 0.063 1000.0 -1000.0 -0.056 -1000.0 HIF-2-alpha transcription factor network 3.0 148.0 43.0 -0.073 0.046 1000.0 -1000.0 -0.044 -1000.0 Regulation of p38-alpha and p38-beta 3.0 191.0 54.0 -0.064 0.055 1000.0 -1000.0 -0.042 -1000.0 Effects of Botulinum toxin 3.0 103.0 26.0 -0.019 0.043 1000.0 -1000.0 -0.011 -1000.0 IL27-mediated signaling events 3.0 153.0 51.0 -0.046 0.04 1000.0 -1000.0 -0.044 -1000.0 Class I PI3K signaling events 3.0 248.0 73.0 -0.034 0.05 1000.0 -1000.0 -0.029 -1000.0 Rapid glucocorticoid signaling 3.0 66.0 20.0 -0.003 0.038 1000.0 -1000.0 -0.011 -1000.0 PDGFR-beta signaling pathway 3.0 367.0 97.0 -0.055 0.058 1000.0 -1000.0 -0.048 -1000.0 E-cadherin signaling in keratinocytes 3.0 150.0 43.0 -0.021 0.052 1000.0 -1000.0 -0.028 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 272.0 136.0 -0.064 0.064 1000.0 -1000.0 -0.029 -1000.0 ErbB4 signaling events 2.0 168.0 69.0 -0.064 0.036 1000.0 -1000.0 -0.034 -1000.0 BARD1 signaling events 2.0 127.0 57.0 -0.049 0.043 1000.0 -1000.0 -0.031 -1000.0 Cellular roles of Anthrax toxin 2.0 95.0 39.0 -0.061 0.025 1000.0 -1000.0 -0.017 -1000.0 mTOR signaling pathway 2.0 155.0 53.0 -0.048 0.026 1000.0 -1000.0 -0.034 -1000.0 IFN-gamma pathway 2.0 184.0 68.0 -0.074 0.061 1000.0 -1000.0 -0.047 -1000.0 Ceramide signaling pathway 2.0 201.0 76.0 -0.075 0.058 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by HDAC Class III 2.0 104.0 40.0 -0.042 0.049 1000.0 -1000.0 -0.027 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 155.0 52.0 -0.041 0.068 1000.0 -1000.0 -0.031 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 196.0 83.0 -0.027 0.044 1000.0 -1000.0 -0.021 -1000.0 Retinoic acid receptors-mediated signaling 2.0 143.0 58.0 -0.038 0.043 1000.0 -1000.0 -0.028 -1000.0 Paxillin-dependent events mediated by a4b1 2.0 85.0 36.0 -0.037 0.053 1000.0 -1000.0 -0.024 -1000.0 Atypical NF-kappaB pathway 2.0 72.0 31.0 -0.02 0.038 1000.0 -1000.0 -0.025 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 125.0 45.0 -0.028 0.049 1000.0 -1000.0 -0.037 -1000.0 TCGA08_rtk_signaling 2.0 63.0 26.0 -0.021 0.05 1000.0 -1000.0 -0.011 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 2.0 192.0 74.0 -0.048 0.056 1000.0 -1000.0 -0.058 -1000.0 Regulation of Telomerase 2.0 252.0 102.0 -0.135 0.05 1000.0 -1000.0 -0.035 -1000.0 Insulin Pathway 2.0 181.0 74.0 -0.102 0.063 1000.0 -1000.0 -0.043 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 87.0 33.0 -0.018 0.057 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by PRL 2.0 68.0 34.0 -0.038 0.034 1000.0 -1000.0 -0.033 -1000.0 E-cadherin signaling events 2.0 12.0 5.0 0.022 0.054 1000.0 -1000.0 0.008 -1000.0 Regulation of Androgen receptor activity 2.0 209.0 70.0 -0.125 0.039 1000.0 -1000.0 -0.04 -1000.0 Canonical NF-kappaB pathway 1.0 42.0 39.0 -0.02 0.043 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class II 1.0 106.0 75.0 -0.023 0.054 1000.0 -1000.0 -0.028 -1000.0 Circadian rhythm pathway 1.0 38.0 22.0 -0.046 0.024 1000.0 -1000.0 -0.028 -1000.0 Aurora A signaling 1.0 94.0 60.0 -0.06 0.045 1000.0 -1000.0 -0.023 -1000.0 Insulin-mediated glucose transport 1.0 54.0 32.0 -0.046 0.042 1000.0 -1000.0 -0.027 -1000.0 Class I PI3K signaling events mediated by Akt 1.0 79.0 68.0 -0.044 0.055 1000.0 -1000.0 -0.033 -1000.0 Signaling events mediated by HDAC Class I 1.0 112.0 104.0 -0.045 0.053 1000.0 -1000.0 -0.029 -1000.0 FoxO family signaling 1.0 110.0 64.0 -0.056 0.035 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 199.0 125.0 -0.046 0.055 1000.0 -1000.0 -0.057 -1000.0 E-cadherin signaling in the nascent adherens junction 1.0 131.0 76.0 -0.038 0.06 1000.0 -1000.0 -0.05 -1000.0 TCGA08_retinoblastoma 1.0 15.0 8.0 -0.005 0.023 1000.0 -1000.0 -0.006 -1000.0 p38 MAPK signaling pathway 1.0 76.0 44.0 -0.018 0.041 1000.0 -1000.0 -0.017 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 12.0 23.0 -0.017 0.042 1000.0 -1000.0 -0.024 -1000.0 PLK2 and PLK4 events 0.0 2.0 3.0 -0.019 -1000.0 1000.0 -1000.0 -0.02 -1000.0 Arf6 downstream pathway 0.0 14.0 43.0 -0.043 0.044 1000.0 -1000.0 -0.023 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 1.0 27.0 -0.021 0.046 1000.0 -1000.0 -0.034 -1000.0 Arf6 trafficking events 0.0 62.0 71.0 -0.029 0.041 1000.0 -1000.0 -0.028 -1000.0 VEGFR1 specific signals 0.0 51.0 56.0 -0.029 0.049 1000.0 -1000.0 -0.032 -1000.0 Arf1 pathway 0.0 31.0 54.0 -0.011 0.043 1000.0 -1000.0 -0.016 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 -0.0 0.058 1000.0 -1000.0 -0.0 -1000.0 Total 594 35657 7203 -8.00310357397 -994.09697346 131000 -131000 -4.19926672938 -131000