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 HIF-1-alpha transcription factor network 28.0 2136.0 76.0 -0.282 0.033 1000.0 -1000.0 -0.03 -1000.0 TCGA08_retinoblastoma 27.0 220.0 8.0 -0.064 0.082 1000.0 -1000.0 -0.003 -1000.0 Signaling mediated by p38-alpha and p38-beta 20.0 916.0 44.0 -0.173 0.032 1000.0 -1000.0 -0.027 -1000.0 IL23-mediated signaling events 20.0 1215.0 60.0 -0.509 0.032 1000.0 -1000.0 -0.076 -1000.0 IL4-mediated signaling events 19.0 1793.0 91.0 -0.563 0.515 1000.0 -1000.0 -0.093 -1000.0 Osteopontin-mediated events 18.0 704.0 38.0 -0.193 0.033 1000.0 -1000.0 -0.032 -1000.0 Signaling events mediated by the Hedgehog family 18.0 960.0 52.0 -0.249 0.047 1000.0 -1000.0 -0.021 -1000.0 Fc-epsilon receptor I signaling in mast cells 18.0 1834.0 97.0 -0.119 0.042 1000.0 -1000.0 -0.043 -1000.0 Endothelins 18.0 1729.0 96.0 -0.24 0.033 1000.0 -1000.0 -0.049 -1000.0 Wnt signaling 18.0 131.0 7.0 -0.127 0.027 1000.0 -1000.0 -0.016 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 18.0 1265.0 68.0 -0.393 0.186 1000.0 -1000.0 -0.081 -1000.0 Noncanonical Wnt signaling pathway 17.0 457.0 26.0 -0.127 0.032 1000.0 -1000.0 -0.035 -1000.0 Glucocorticoid receptor regulatory network 17.0 2008.0 114.0 -0.461 0.293 1000.0 -1000.0 -0.05 -1000.0 Ephrin B reverse signaling 16.0 779.0 48.0 -0.107 0.041 1000.0 -1000.0 -0.033 -1000.0 Syndecan-1-mediated signaling events 15.0 531.0 34.0 -0.137 0.035 1000.0 -1000.0 -0.029 -1000.0 Thromboxane A2 receptor signaling 15.0 1670.0 105.0 -0.158 0.055 1000.0 -1000.0 -0.042 -1000.0 EPHB forward signaling 15.0 1354.0 85.0 -0.106 0.067 1000.0 -1000.0 -0.053 -1000.0 BCR signaling pathway 15.0 1527.0 99.0 -0.206 0.046 1000.0 -1000.0 -0.047 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 15.0 1218.0 78.0 -0.175 0.074 1000.0 -1000.0 -0.036 -1000.0 IGF1 pathway 14.0 841.0 57.0 -0.072 0.059 1000.0 -1000.0 -0.036 -1000.0 FOXM1 transcription factor network 14.0 737.0 51.0 -0.249 0.04 1000.0 -1000.0 -0.079 -1000.0 Nectin adhesion pathway 13.0 877.0 63.0 -0.104 0.051 1000.0 -1000.0 -0.037 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1239.0 93.0 -0.114 0.046 1000.0 -1000.0 -0.04 -1000.0 EGFR-dependent Endothelin signaling events 13.0 280.0 21.0 -0.076 0.046 1000.0 -1000.0 -0.033 -1000.0 IL12-mediated signaling events 12.0 1077.0 87.0 -0.205 0.036 1000.0 -1000.0 -0.051 -1000.0 IL1-mediated signaling events 12.0 787.0 62.0 -0.15 0.048 1000.0 -1000.0 -0.033 -1000.0 Glypican 1 network 11.0 567.0 48.0 -0.051 0.032 1000.0 -1000.0 -0.02 -1000.0 IFN-gamma pathway 11.0 767.0 68.0 -0.101 0.042 1000.0 -1000.0 -0.043 -1000.0 Calcium signaling in the CD4+ TCR pathway 11.0 364.0 31.0 -0.197 0.037 1000.0 -1000.0 -0.034 -1000.0 LPA receptor mediated events 11.0 1208.0 102.0 -0.2 0.033 1000.0 -1000.0 -0.075 -1000.0 BMP receptor signaling 10.0 876.0 81.0 -0.161 0.054 1000.0 -1000.0 -0.037 -1000.0 S1P1 pathway 10.0 361.0 36.0 -0.189 0.032 1000.0 -1000.0 -0.032 -1000.0 TCGA08_p53 10.0 74.0 7.0 -0.039 0.032 1000.0 -1000.0 -0.007 -1000.0 FAS signaling pathway (CD95) 10.0 497.0 47.0 -0.152 0.08 1000.0 -1000.0 -0.028 -1000.0 IL27-mediated signaling events 10.0 519.0 51.0 -0.19 0.121 1000.0 -1000.0 -0.049 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 10.0 764.0 74.0 -0.099 0.05 1000.0 -1000.0 -0.053 -1000.0 Caspase cascade in apoptosis 9.0 684.0 74.0 -0.056 0.045 1000.0 -1000.0 -0.035 -1000.0 Syndecan-2-mediated signaling events 9.0 662.0 69.0 -0.12 0.035 1000.0 -1000.0 -0.035 -1000.0 Arf6 signaling events 9.0 599.0 62.0 -0.072 0.067 1000.0 -1000.0 -0.009 -1000.0 amb2 Integrin signaling 9.0 783.0 82.0 -0.108 0.037 1000.0 -1000.0 -0.031 -1000.0 HIF-2-alpha transcription factor network 9.0 387.0 43.0 -0.066 0.049 1000.0 -1000.0 -0.036 -1000.0 Syndecan-4-mediated signaling events 9.0 661.0 67.0 -0.069 0.032 1000.0 -1000.0 -0.034 -1000.0 E-cadherin signaling in keratinocytes 9.0 425.0 43.0 -0.033 0.042 1000.0 -1000.0 -0.024 -1000.0 Arf6 downstream pathway 8.0 357.0 43.0 -0.052 0.045 1000.0 -1000.0 -0.019 -1000.0 TRAIL signaling pathway 8.0 400.0 48.0 -0.039 0.032 1000.0 -1000.0 -0.024 -1000.0 E-cadherin signaling events 8.0 40.0 5.0 -0.004 0.028 1000.0 -1000.0 0.016 -1000.0 PLK2 and PLK4 events 7.0 22.0 3.0 -0.014 0.03 1000.0 -1000.0 -0.007 -1000.0 Signaling events mediated by PTP1B 7.0 577.0 76.0 -0.088 0.066 1000.0 -1000.0 -0.024 -1000.0 PDGFR-alpha signaling pathway 7.0 312.0 44.0 -0.116 0.049 1000.0 -1000.0 -0.046 -1000.0 Syndecan-3-mediated signaling events 7.0 277.0 35.0 -0.126 0.065 1000.0 -1000.0 -0.022 -1000.0 Integrins in angiogenesis 7.0 599.0 84.0 -0.103 0.061 1000.0 -1000.0 -0.038 -1000.0 IL6-mediated signaling events 7.0 588.0 75.0 -0.077 0.049 1000.0 -1000.0 -0.036 -1000.0 Regulation of nuclear SMAD2/3 signaling 6.0 824.0 136.0 -0.399 0.097 1000.0 -1000.0 -0.034 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 428.0 65.0 -0.156 0.076 1000.0 -1000.0 -0.027 -1000.0 Presenilin action in Notch and Wnt signaling 6.0 375.0 61.0 -0.119 0.065 1000.0 -1000.0 -0.038 -1000.0 Reelin signaling pathway 6.0 382.0 56.0 -0.073 0.077 1000.0 -1000.0 -0.034 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 303.0 45.0 -0.074 0.036 1000.0 -1000.0 -0.038 -1000.0 Canonical Wnt signaling pathway 6.0 343.0 51.0 -0.118 0.064 1000.0 -1000.0 -0.049 -1000.0 Glypican 2 network 6.0 25.0 4.0 0.0 0.002 1000.0 -1000.0 0.0 -1000.0 E-cadherin signaling in the nascent adherens junction 6.0 469.0 76.0 -0.062 0.053 1000.0 -1000.0 -0.05 -1000.0 Plasma membrane estrogen receptor signaling 6.0 599.0 86.0 -0.067 0.046 1000.0 -1000.0 -0.046 -1000.0 VEGFR1 specific signals 6.0 360.0 56.0 -0.04 0.035 1000.0 -1000.0 -0.052 -1000.0 Coregulation of Androgen receptor activity 5.0 414.0 76.0 -0.201 0.054 1000.0 -1000.0 -0.024 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 161.0 28.0 -0.036 0.043 1000.0 -1000.0 -0.015 -1000.0 Visual signal transduction: Cones 5.0 214.0 38.0 -0.024 0.043 1000.0 -1000.0 -0.0 -1000.0 JNK signaling in the CD4+ TCR pathway 5.0 85.0 17.0 -0.022 0.044 1000.0 -1000.0 -0.029 -1000.0 p75(NTR)-mediated signaling 5.0 641.0 125.0 -0.132 0.066 1000.0 -1000.0 -0.04 -1000.0 FOXA2 and FOXA3 transcription factor networks 5.0 258.0 46.0 -0.065 0.076 1000.0 -1000.0 -0.063 -1000.0 mTOR signaling pathway 5.0 282.0 53.0 -0.019 0.083 1000.0 -1000.0 -0.031 -1000.0 IL2 signaling events mediated by PI3K 5.0 298.0 58.0 -0.087 0.036 1000.0 -1000.0 -0.034 -1000.0 Nongenotropic Androgen signaling 5.0 295.0 52.0 -0.08 0.052 1000.0 -1000.0 -0.028 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 5.0 696.0 125.0 -0.029 0.05 1000.0 -1000.0 -0.04 -1000.0 IL2 signaling events mediated by STAT5 5.0 115.0 22.0 -0.071 0.032 1000.0 -1000.0 -0.03 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 5.0 609.0 120.0 -0.143 0.087 1000.0 -1000.0 -0.04 -1000.0 Visual signal transduction: Rods 5.0 279.0 52.0 -0.073 0.05 1000.0 -1000.0 -0.031 -1000.0 ErbB4 signaling events 4.0 285.0 69.0 -0.087 0.045 1000.0 -1000.0 -0.029 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 4.0 232.0 54.0 -0.059 0.046 1000.0 -1000.0 -0.032 -1000.0 Cellular roles of Anthrax toxin 4.0 187.0 39.0 -0.057 0.031 1000.0 -1000.0 -0.021 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 4.0 381.0 85.0 -0.097 0.078 1000.0 -1000.0 -0.039 -1000.0 Ceramide signaling pathway 4.0 373.0 76.0 -0.049 0.058 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by HDAC Class III 4.0 185.0 40.0 -0.06 0.061 1000.0 -1000.0 -0.028 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 4.0 252.0 52.0 -0.026 0.079 1000.0 -1000.0 -0.04 -1000.0 FoxO family signaling 4.0 263.0 64.0 -0.124 0.059 1000.0 -1000.0 -0.045 -1000.0 Signaling mediated by p38-gamma and p38-delta 4.0 74.0 15.0 -0.032 0.031 1000.0 -1000.0 -0.028 -1000.0 Retinoic acid receptors-mediated signaling 4.0 260.0 58.0 -0.055 0.059 1000.0 -1000.0 -0.04 -1000.0 Atypical NF-kappaB pathway 4.0 124.0 31.0 -0.006 0.033 1000.0 -1000.0 -0.013 -1000.0 TCGA08_rtk_signaling 4.0 107.0 26.0 -0.068 0.079 1000.0 -1000.0 -0.012 -1000.0 Class I PI3K signaling events 4.0 305.0 73.0 -0.027 0.056 1000.0 -1000.0 -0.029 -1000.0 S1P3 pathway 4.0 203.0 42.0 -0.043 0.043 1000.0 -1000.0 -0.026 -1000.0 Regulation of Androgen receptor activity 4.0 337.0 70.0 -0.211 0.052 1000.0 -1000.0 -0.033 -1000.0 Ras signaling in the CD4+ TCR pathway 4.0 81.0 17.0 -0.014 0.032 1000.0 -1000.0 -0.026 -1000.0 Aurora B signaling 4.0 273.0 67.0 -0.101 0.052 1000.0 -1000.0 -0.038 -1000.0 ErbB2/ErbB3 signaling events 3.0 248.0 65.0 -0.031 0.046 1000.0 -1000.0 -0.051 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 18.0 5.0 0.012 0.032 1000.0 -1000.0 0.017 -1000.0 EPO signaling pathway 3.0 172.0 55.0 -0.008 0.065 1000.0 -1000.0 -0.026 -1000.0 PLK1 signaling events 3.0 302.0 85.0 -0.015 0.089 1000.0 -1000.0 -0.032 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 135.0 37.0 -0.033 0.059 1000.0 -1000.0 -0.021 -1000.0 S1P5 pathway 3.0 66.0 17.0 -0.007 0.032 1000.0 -1000.0 -0.009 -1000.0 ceramide signaling pathway 3.0 169.0 49.0 -0.028 0.042 1000.0 -1000.0 -0.033 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 130.0 36.0 -0.043 0.058 1000.0 -1000.0 -0.035 -1000.0 Regulation of Telomerase 3.0 366.0 102.0 -0.096 0.078 1000.0 -1000.0 -0.032 -1000.0 Insulin Pathway 3.0 279.0 74.0 -0.048 0.084 1000.0 -1000.0 -0.035 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 349.0 88.0 -0.048 0.038 1000.0 -1000.0 -0.065 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 3.0 124.0 33.0 -0.067 0.073 1000.0 -1000.0 -0.036 -1000.0 PDGFR-beta signaling pathway 3.0 371.0 97.0 -0.045 0.08 1000.0 -1000.0 -0.04 -1000.0 S1P4 pathway 3.0 95.0 25.0 -0.012 0.043 1000.0 -1000.0 -0.018 -1000.0 LPA4-mediated signaling events 2.0 27.0 12.0 -0.012 0.046 1000.0 -1000.0 -0.024 -1000.0 Aurora A signaling 2.0 121.0 60.0 -0.004 0.061 1000.0 -1000.0 -0.018 -1000.0 Insulin-mediated glucose transport 2.0 75.0 32.0 -0.028 0.058 1000.0 -1000.0 -0.02 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 200.0 68.0 -0.041 0.056 1000.0 -1000.0 -0.028 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 178.0 82.0 -0.031 0.056 1000.0 -1000.0 -0.054 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 169.0 83.0 -0.028 0.059 1000.0 -1000.0 -0.027 -1000.0 Regulation of p38-alpha and p38-beta 2.0 137.0 54.0 -0.035 0.074 1000.0 -1000.0 -0.047 -1000.0 Arf6 trafficking events 2.0 201.0 71.0 -0.034 0.053 1000.0 -1000.0 -0.021 -1000.0 p38 MAPK signaling pathway 2.0 101.0 44.0 -0.017 0.059 1000.0 -1000.0 -0.016 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 36.0 23.0 0.009 0.058 1000.0 -1000.0 -0.024 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 1.0 42.0 34.0 -0.04 0.064 1000.0 -1000.0 -0.026 -1000.0 Canonical NF-kappaB pathway 1.0 76.0 39.0 -0.019 0.068 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by HDAC Class II 1.0 75.0 75.0 -0.039 0.06 1000.0 -1000.0 -0.018 -1000.0 BARD1 signaling events 1.0 74.0 57.0 -0.047 0.073 1000.0 -1000.0 -0.035 -1000.0 Circadian rhythm pathway 1.0 36.0 22.0 -0.01 0.047 1000.0 -1000.0 -0.03 -1000.0 Ephrin A reverse signaling 1.0 11.0 7.0 -0.0 0.031 1000.0 -1000.0 -0.002 -1000.0 Signaling events mediated by HDAC Class I 1.0 190.0 104.0 -0.06 0.075 1000.0 -1000.0 -0.03 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 1.0 28.0 27.0 -0.0 0.063 1000.0 -1000.0 -0.029 -1000.0 Rapid glucocorticoid signaling 1.0 20.0 20.0 -0.0 0.042 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by PRL 1.0 59.0 34.0 -0.032 0.046 1000.0 -1000.0 -0.033 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.027 0.027 1000.0 -1000.0 -0.015 -1000.0 Alternative NF-kappaB pathway 1.0 21.0 13.0 -0.0 0.074 1000.0 -1000.0 -0.0 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.0 0.053 1000.0 -1000.0 -0.011 -1000.0 Effects of Botulinum toxin 0.0 20.0 26.0 -0.008 0.054 1000.0 -1000.0 -0.002 -1000.0 Arf1 pathway 0.0 28.0 54.0 -0.002 0.043 1000.0 -1000.0 -0.018 -1000.0 Total 937 58788 7203 -12.0618862953 7.65427475956 131000 -131000 -4.13989211038 -131000