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 31.0 2356.0 76.0 -0.3 0.036 1000.0 -1000.0 -0.02 -1000.0 TCGA08_retinoblastoma 26.0 213.0 8.0 -0.074 0.085 1000.0 -1000.0 -0.004 -1000.0 Signaling events mediated by the Hedgehog family 23.0 1201.0 52.0 -0.256 0.052 1000.0 -1000.0 -0.024 -1000.0 IL23-mediated signaling events 21.0 1287.0 60.0 -0.505 0.035 1000.0 -1000.0 -0.059 -1000.0 IL4-mediated signaling events 20.0 1877.0 91.0 -0.563 0.513 1000.0 -1000.0 -0.085 -1000.0 Signaling mediated by p38-alpha and p38-beta 20.0 880.0 44.0 -0.164 0.036 1000.0 -1000.0 -0.014 -1000.0 Osteopontin-mediated events 19.0 732.0 38.0 -0.202 0.037 1000.0 -1000.0 -0.03 -1000.0 Glucocorticoid receptor regulatory network 18.0 2084.0 114.0 -0.457 0.286 1000.0 -1000.0 -0.045 -1000.0 Endothelins 18.0 1806.0 96.0 -0.236 0.036 1000.0 -1000.0 -0.043 -1000.0 Wnt signaling 18.0 128.0 7.0 -0.126 0.03 1000.0 -1000.0 -0.011 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 18.0 1231.0 68.0 -0.393 0.184 1000.0 -1000.0 -0.079 -1000.0 Noncanonical Wnt signaling pathway 17.0 464.0 26.0 -0.126 0.037 1000.0 -1000.0 -0.04 -1000.0 Fc-epsilon receptor I signaling in mast cells 16.0 1642.0 97.0 -0.111 0.047 1000.0 -1000.0 -0.053 -1000.0 EPHB forward signaling 16.0 1368.0 85.0 -0.105 0.065 1000.0 -1000.0 -0.053 -1000.0 Syndecan-1-mediated signaling events 15.0 541.0 34.0 -0.127 0.04 1000.0 -1000.0 -0.029 -1000.0 Thromboxane A2 receptor signaling 15.0 1626.0 105.0 -0.161 0.054 1000.0 -1000.0 -0.034 -1000.0 Ephrin B reverse signaling 15.0 731.0 48.0 -0.098 0.045 1000.0 -1000.0 -0.027 -1000.0 FOXM1 transcription factor network 15.0 792.0 51.0 -0.247 0.042 1000.0 -1000.0 -0.078 -1000.0 BCR signaling pathway 14.0 1437.0 99.0 -0.202 0.054 1000.0 -1000.0 -0.052 -1000.0 IGF1 pathway 14.0 823.0 57.0 -0.066 0.066 1000.0 -1000.0 -0.036 -1000.0 TCR signaling in naïve CD8+ T cells 13.0 1261.0 93.0 -0.101 0.051 1000.0 -1000.0 -0.038 -1000.0 EGFR-dependent Endothelin signaling events 13.0 280.0 21.0 -0.077 0.051 1000.0 -1000.0 -0.007 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 13.0 1042.0 78.0 -0.171 0.071 1000.0 -1000.0 -0.059 -1000.0 IL12-mediated signaling events 12.0 1120.0 87.0 -0.213 0.038 1000.0 -1000.0 -0.046 -1000.0 TCGA08_p53 12.0 88.0 7.0 -0.038 0.037 1000.0 -1000.0 -0.009 -1000.0 Calcium signaling in the CD4+ TCR pathway 12.0 394.0 31.0 -0.203 0.041 1000.0 -1000.0 -0.043 -1000.0 LPA receptor mediated events 12.0 1240.0 102.0 -0.196 0.037 1000.0 -1000.0 -0.063 -1000.0 Glypican 1 network 11.0 558.0 48.0 -0.046 0.036 1000.0 -1000.0 -0.022 -1000.0 Nectin adhesion pathway 11.0 722.0 63.0 -0.087 0.057 1000.0 -1000.0 -0.05 -1000.0 IL1-mediated signaling events 11.0 693.0 62.0 -0.153 0.073 1000.0 -1000.0 -0.037 -1000.0 S1P1 pathway 11.0 406.0 36.0 -0.197 0.036 1000.0 -1000.0 -0.028 -1000.0 BMP receptor signaling 10.0 871.0 81.0 -0.154 0.059 1000.0 -1000.0 -0.026 -1000.0 IFN-gamma pathway 10.0 729.0 68.0 -0.104 0.05 1000.0 -1000.0 -0.048 -1000.0 IL27-mediated signaling events 10.0 541.0 51.0 -0.184 0.122 1000.0 -1000.0 -0.053 -1000.0 Syndecan-4-mediated signaling events 10.0 675.0 67.0 -0.063 0.039 1000.0 -1000.0 -0.033 -1000.0 Caspase cascade in apoptosis 9.0 666.0 74.0 -0.062 0.05 1000.0 -1000.0 -0.045 -1000.0 Syndecan-2-mediated signaling events 9.0 658.0 69.0 -0.122 0.039 1000.0 -1000.0 -0.039 -1000.0 amb2 Integrin signaling 9.0 752.0 82.0 -0.108 0.04 1000.0 -1000.0 -0.029 -1000.0 HIF-2-alpha transcription factor network 9.0 405.0 43.0 -0.073 0.053 1000.0 -1000.0 -0.035 -1000.0 Arf6 signaling events 8.0 533.0 62.0 -0.072 0.075 1000.0 -1000.0 -0.013 -1000.0 Signaling events mediated by PTP1B 8.0 610.0 76.0 -0.091 0.071 1000.0 -1000.0 -0.028 -1000.0 FAS signaling pathway (CD95) 8.0 393.0 47.0 -0.157 0.039 1000.0 -1000.0 -0.044 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 8.0 609.0 74.0 -0.116 0.054 1000.0 -1000.0 -0.07 -1000.0 Arf6 downstream pathway 7.0 326.0 43.0 -0.048 0.052 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 7.0 312.0 44.0 -0.119 0.055 1000.0 -1000.0 -0.025 -1000.0 TRAIL signaling pathway 7.0 341.0 48.0 -0.03 0.051 1000.0 -1000.0 -0.024 -1000.0 IL6-mediated signaling events 7.0 549.0 75.0 -0.084 0.052 1000.0 -1000.0 -0.037 -1000.0 Plasma membrane estrogen receptor signaling 7.0 613.0 86.0 -0.057 0.053 1000.0 -1000.0 -0.045 -1000.0 E-cadherin signaling events 7.0 39.0 5.0 -0.005 0.031 1000.0 -1000.0 0.013 -1000.0 Regulation of nuclear SMAD2/3 signaling 6.0 841.0 136.0 -0.403 0.094 1000.0 -1000.0 -0.034 -1000.0 Coregulation of Androgen receptor activity 6.0 462.0 76.0 -0.187 0.058 1000.0 -1000.0 -0.018 -1000.0 Sphingosine 1-phosphate (S1P) pathway 6.0 170.0 28.0 -0.033 0.047 1000.0 -1000.0 -0.011 -1000.0 Hedgehog signaling events mediated by Gli proteins 6.0 439.0 65.0 -0.152 0.078 1000.0 -1000.0 -0.039 -1000.0 Reelin signaling pathway 6.0 370.0 56.0 -0.075 0.084 1000.0 -1000.0 -0.031 -1000.0 Signaling mediated by p38-gamma and p38-delta 6.0 90.0 15.0 -0.025 0.035 1000.0 -1000.0 -0.035 -1000.0 Syndecan-3-mediated signaling events 6.0 224.0 35.0 -0.132 0.072 1000.0 -1000.0 -0.033 -1000.0 Integrins in angiogenesis 6.0 562.0 84.0 -0.104 0.07 1000.0 -1000.0 -0.033 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 6.0 309.0 45.0 -0.055 0.042 1000.0 -1000.0 -0.041 -1000.0 Canonical Wnt signaling pathway 6.0 330.0 51.0 -0.122 0.077 1000.0 -1000.0 -0.039 -1000.0 Glypican 2 network 6.0 24.0 4.0 0.0 0.006 1000.0 -1000.0 0.0 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 6.0 844.0 125.0 -0.035 0.042 1000.0 -1000.0 -0.031 -1000.0 VEGFR1 specific signals 6.0 384.0 56.0 -0.042 0.041 1000.0 -1000.0 -0.043 -1000.0 E-cadherin signaling in keratinocytes 6.0 273.0 43.0 -0.039 0.051 1000.0 -1000.0 -0.04 -1000.0 PLK2 and PLK4 events 5.0 16.0 3.0 -0.006 0.034 1000.0 -1000.0 -0.004 -1000.0 Visual signal transduction: Cones 5.0 216.0 38.0 -0.023 0.048 1000.0 -1000.0 -0.004 -1000.0 Cellular roles of Anthrax toxin 5.0 217.0 39.0 -0.053 0.036 1000.0 -1000.0 -0.024 -1000.0 Presenilin action in Notch and Wnt signaling 5.0 361.0 61.0 -0.122 0.072 1000.0 -1000.0 -0.043 -1000.0 p75(NTR)-mediated signaling 5.0 628.0 125.0 -0.131 0.085 1000.0 -1000.0 -0.04 -1000.0 FOXA2 and FOXA3 transcription factor networks 5.0 247.0 46.0 -0.067 0.051 1000.0 -1000.0 -0.046 -1000.0 mTOR signaling pathway 5.0 308.0 53.0 -0.016 0.092 1000.0 -1000.0 -0.032 -1000.0 FoxO family signaling 5.0 331.0 64.0 -0.121 0.066 1000.0 -1000.0 -0.038 -1000.0 Nongenotropic Androgen signaling 5.0 298.0 52.0 -0.081 0.065 1000.0 -1000.0 -0.025 -1000.0 E-cadherin signaling in the nascent adherens junction 5.0 383.0 76.0 -0.068 0.059 1000.0 -1000.0 -0.062 -1000.0 IL2 signaling events mediated by STAT5 5.0 111.0 22.0 -0.068 0.039 1000.0 -1000.0 -0.03 -1000.0 S1P3 pathway 5.0 215.0 42.0 -0.045 0.047 1000.0 -1000.0 -0.026 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 5.0 635.0 120.0 -0.139 0.095 1000.0 -1000.0 -0.048 -1000.0 Visual signal transduction: Rods 5.0 286.0 52.0 -0.071 0.052 1000.0 -1000.0 -0.026 -1000.0 Ras signaling in the CD4+ TCR pathway 5.0 92.0 17.0 -0.01 0.035 1000.0 -1000.0 -0.016 -1000.0 Aurora B signaling 5.0 355.0 67.0 -0.1 0.058 1000.0 -1000.0 -0.034 -1000.0 ErbB2/ErbB3 signaling events 4.0 317.0 65.0 -0.04 0.051 1000.0 -1000.0 -0.065 -1000.0 ErbB4 signaling events 4.0 306.0 69.0 -0.084 0.05 1000.0 -1000.0 -0.026 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 4.0 219.0 54.0 -0.055 0.052 1000.0 -1000.0 -0.038 -1000.0 JNK signaling in the CD4+ TCR pathway 4.0 68.0 17.0 -0.018 0.06 1000.0 -1000.0 -0.025 -1000.0 PLK1 signaling events 4.0 371.0 85.0 -0.025 0.103 1000.0 -1000.0 -0.041 -1000.0 Ceramide signaling pathway 4.0 363.0 76.0 -0.048 0.068 1000.0 -1000.0 -0.023 -1000.0 Signaling events mediated by HDAC Class III 4.0 164.0 40.0 -0.063 0.066 1000.0 -1000.0 -0.029 -1000.0 Retinoic acid receptors-mediated signaling 4.0 240.0 58.0 -0.055 0.068 1000.0 -1000.0 -0.03 -1000.0 IL2 signaling events mediated by PI3K 4.0 255.0 58.0 -0.08 0.038 1000.0 -1000.0 -0.034 -1000.0 TCGA08_rtk_signaling 4.0 119.0 26.0 -0.067 0.067 1000.0 -1000.0 -0.004 -1000.0 Class I PI3K signaling events 4.0 338.0 73.0 -0.031 0.042 1000.0 -1000.0 -0.03 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 142.0 33.0 -0.07 0.076 1000.0 -1000.0 -0.028 -1000.0 PDGFR-beta signaling pathway 4.0 389.0 97.0 -0.055 0.088 1000.0 -1000.0 -0.043 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 18.0 5.0 0.016 0.038 1000.0 -1000.0 0.02 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 3.0 330.0 85.0 -0.096 0.079 1000.0 -1000.0 -0.048 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 3.0 133.0 37.0 -0.036 0.064 1000.0 -1000.0 -0.028 -1000.0 S1P5 pathway 3.0 66.0 17.0 -0.007 0.035 1000.0 -1000.0 -0.007 -1000.0 ceramide signaling pathway 3.0 192.0 49.0 -0.026 0.048 1000.0 -1000.0 -0.028 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 205.0 52.0 -0.025 0.087 1000.0 -1000.0 -0.032 -1000.0 Paxillin-dependent events mediated by a4b1 3.0 124.0 36.0 -0.051 0.065 1000.0 -1000.0 -0.028 -1000.0 Atypical NF-kappaB pathway 3.0 95.0 31.0 -0.003 0.037 1000.0 -1000.0 -0.016 -1000.0 Regulation of Telomerase 3.0 339.0 102.0 -0.097 0.084 1000.0 -1000.0 -0.06 -1000.0 Insulin Pathway 3.0 294.0 74.0 -0.045 0.092 1000.0 -1000.0 -0.035 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 309.0 88.0 -0.045 0.04 1000.0 -1000.0 -0.086 -1000.0 S1P4 pathway 3.0 94.0 25.0 -0.013 0.047 1000.0 -1000.0 -0.018 -1000.0 Regulation of Androgen receptor activity 3.0 278.0 70.0 -0.205 0.058 1000.0 -1000.0 -0.042 -1000.0 LPA4-mediated signaling events 2.0 32.0 12.0 -0.016 0.056 1000.0 -1000.0 -0.022 -1000.0 Aurora A signaling 2.0 159.0 60.0 -0.011 0.063 1000.0 -1000.0 -0.015 -1000.0 EPO signaling pathway 2.0 143.0 55.0 -0.002 0.065 1000.0 -1000.0 -0.033 -1000.0 Insulin-mediated glucose transport 2.0 78.0 32.0 -0.025 0.042 1000.0 -1000.0 -0.016 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 175.0 68.0 -0.042 0.072 1000.0 -1000.0 -0.034 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 184.0 82.0 -0.031 0.065 1000.0 -1000.0 -0.046 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 2.0 176.0 83.0 -0.025 0.066 1000.0 -1000.0 -0.025 -1000.0 Regulation of p38-alpha and p38-beta 2.0 123.0 54.0 -0.003 0.079 1000.0 -1000.0 -0.027 -1000.0 Arf6 trafficking events 2.0 194.0 71.0 -0.035 0.041 1000.0 -1000.0 -0.021 -1000.0 Signaling events mediated by PRL 2.0 69.0 34.0 -0.029 0.051 1000.0 -1000.0 -0.033 -1000.0 p38 MAPK signaling pathway 2.0 98.0 44.0 -0.009 0.065 1000.0 -1000.0 -0.02 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 1.0 34.0 23.0 0.003 0.062 1000.0 -1000.0 -0.015 -1000.0 BARD1 signaling events 1.0 74.0 57.0 -0.051 0.077 1000.0 -1000.0 -0.035 -1000.0 Circadian rhythm pathway 1.0 36.0 22.0 -0.01 0.052 1000.0 -1000.0 -0.035 -1000.0 Ephrin A reverse signaling 1.0 10.0 7.0 0.0 0.034 1000.0 -1000.0 -0.005 -1000.0 Signaling events mediated by HDAC Class I 1.0 188.0 104.0 -0.047 0.085 1000.0 -1000.0 -0.024 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 1.0 30.0 27.0 0.0 0.072 1000.0 -1000.0 -0.029 -1000.0 Rapid glucocorticoid signaling 1.0 20.0 20.0 -0.0 0.048 1000.0 -1000.0 -0.001 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.03 0.03 1000.0 -1000.0 -0.017 -1000.0 Alternative NF-kappaB pathway 1.0 21.0 13.0 0.0 0.08 1000.0 -1000.0 0.0 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 31.0 34.0 -0.044 0.071 1000.0 -1000.0 -0.027 -1000.0 Canonical NF-kappaB pathway 0.0 30.0 39.0 -0.0 0.074 1000.0 -1000.0 -0.024 -1000.0 Signaling events mediated by HDAC Class II 0.0 72.0 75.0 -0.041 0.066 1000.0 -1000.0 -0.02 -1000.0 Aurora C signaling 0.0 4.0 7.0 -0.0 0.059 1000.0 -1000.0 -0.011 -1000.0 Effects of Botulinum toxin 0.0 20.0 26.0 -0.006 0.059 1000.0 -1000.0 -0.002 -1000.0 Arf1 pathway 0.0 37.0 54.0 -0.002 0.048 1000.0 -1000.0 -0.019 -1000.0 Total 936 58475 7203 -11.9541070908 8.2100304433 131000 -131000 -4.13364495854 -131000