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 FOXM1 transcription factor network 8.0 419.0 51.0 -0.634 0.038 1000.0 -1000.0 -0.09 -1000.0 HIF-1-alpha transcription factor network 5.0 406.0 76.0 -0.457 0.053 1000.0 -1000.0 -0.058 -1000.0 TCGA08_retinoblastoma 5.0 43.0 8.0 -0.103 0.05 1000.0 -1000.0 -0.004 -1000.0 Osteopontin-mediated events 4.0 173.0 38.0 -0.313 0.042 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by the Hedgehog family 4.0 217.0 52.0 -0.28 0.114 1000.0 -1000.0 -0.036 -1000.0 TCGA08_p53 4.0 31.0 7.0 -0.085 0.053 1000.0 -1000.0 -0.014 -1000.0 IL23-mediated signaling events 4.0 279.0 60.0 -0.57 0.037 1000.0 -1000.0 -0.07 -1000.0 Syndecan-1-mediated signaling events 3.0 103.0 34.0 -0.163 0.039 1000.0 -1000.0 -0.04 -1000.0 IL4-mediated signaling events 3.0 353.0 91.0 -0.721 0.58 1000.0 -1000.0 -0.097 -1000.0 Fc-epsilon receptor I signaling in mast cells 3.0 341.0 97.0 -0.157 0.039 1000.0 -1000.0 -0.049 -1000.0 Endothelins 3.0 383.0 96.0 -0.265 0.049 1000.0 -1000.0 -0.054 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 3.0 393.0 125.0 -0.124 0.052 1000.0 -1000.0 -0.057 -1000.0 IL27-mediated signaling events 3.0 169.0 51.0 -0.214 0.152 1000.0 -1000.0 -0.054 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 3.0 248.0 68.0 -0.468 0.167 1000.0 -1000.0 -0.087 -1000.0 EGFR-dependent Endothelin signaling events 3.0 76.0 21.0 -0.104 0.052 1000.0 -1000.0 -0.049 -1000.0 Caspase cascade in apoptosis 2.0 162.0 74.0 -0.061 0.053 1000.0 -1000.0 -0.036 -1000.0 IL12-mediated signaling events 2.0 217.0 87.0 -0.275 0.039 1000.0 -1000.0 -0.062 -1000.0 Visual signal transduction: Cones 2.0 107.0 38.0 -0.156 0.045 1000.0 -1000.0 -0.005 -1000.0 Thromboxane A2 receptor signaling 2.0 223.0 105.0 -0.096 0.051 1000.0 -1000.0 -0.049 -1000.0 Arf6 signaling events 2.0 143.0 62.0 -0.104 0.039 1000.0 -1000.0 -0.015 -1000.0 BMP receptor signaling 2.0 188.0 81.0 -0.202 0.077 1000.0 -1000.0 -0.045 -1000.0 amb2 Integrin signaling 2.0 219.0 82.0 -0.149 0.049 1000.0 -1000.0 -0.038 -1000.0 Nectin adhesion pathway 2.0 152.0 63.0 -0.106 0.059 1000.0 -1000.0 -0.061 -1000.0 Glucocorticoid receptor regulatory network 2.0 246.0 114.0 -0.404 0.09 1000.0 -1000.0 -0.071 -1000.0 IL1-mediated signaling events 2.0 147.0 62.0 -0.142 0.066 1000.0 -1000.0 -0.042 -1000.0 Ephrin B reverse signaling 2.0 143.0 48.0 -0.12 0.039 1000.0 -1000.0 -0.03 -1000.0 Signaling mediated by p38-alpha and p38-beta 2.0 122.0 44.0 -0.139 0.039 1000.0 -1000.0 -0.04 -1000.0 Integrins in angiogenesis 2.0 192.0 84.0 -0.157 0.046 1000.0 -1000.0 -0.053 -1000.0 Glypican 2 network 2.0 9.0 4.0 -0.024 0.0 1000.0 -1000.0 0.0 -1000.0 Calcium signaling in the CD4+ TCR pathway 2.0 68.0 31.0 -0.238 0.04 1000.0 -1000.0 -0.037 -1000.0 Wnt signaling 2.0 20.0 7.0 -0.092 0.038 1000.0 -1000.0 -0.022 -1000.0 IL6-mediated signaling events 2.0 172.0 75.0 -0.451 0.05 1000.0 -1000.0 -0.042 -1000.0 BCR signaling pathway 2.0 276.0 99.0 -0.198 0.063 1000.0 -1000.0 -0.06 -1000.0 Syndecan-4-mediated signaling events 2.0 180.0 67.0 -0.109 0.042 1000.0 -1000.0 -0.049 -1000.0 Plasma membrane estrogen receptor signaling 2.0 253.0 86.0 -0.201 0.193 1000.0 -1000.0 -0.052 -1000.0 Visual signal transduction: Rods 2.0 137.0 52.0 -0.208 0.052 1000.0 -1000.0 -0.029 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 2.0 194.0 78.0 -0.116 0.045 1000.0 -1000.0 -0.061 -1000.0 Coregulation of Androgen receptor activity 1.0 82.0 76.0 -0.215 0.052 1000.0 -1000.0 -0.031 -1000.0 PLK2 and PLK4 events 1.0 5.0 3.0 -0.011 0.038 1000.0 -1000.0 0.001 -1000.0 Noncanonical Wnt signaling pathway 1.0 49.0 26.0 -0.092 0.038 1000.0 -1000.0 -0.041 -1000.0 Syndecan-2-mediated signaling events 1.0 135.0 69.0 -0.186 0.064 1000.0 -1000.0 -0.044 -1000.0 Cellular roles of Anthrax toxin 1.0 47.0 39.0 -0.059 0.037 1000.0 -1000.0 -0.019 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 135.0 85.0 -0.109 0.046 1000.0 -1000.0 -0.06 -1000.0 Signaling events mediated by PTP1B 1.0 141.0 76.0 -0.141 0.092 1000.0 -1000.0 -0.028 -1000.0 Hedgehog signaling events mediated by Gli proteins 1.0 72.0 65.0 -0.243 0.083 1000.0 -1000.0 -0.037 -1000.0 Presenilin action in Notch and Wnt signaling 1.0 69.0 61.0 -0.159 0.05 1000.0 -1000.0 -0.047 -1000.0 FOXA2 and FOXA3 transcription factor networks 1.0 63.0 46.0 -0.243 0.044 1000.0 -1000.0 -0.064 -1000.0 Glypican 1 network 1.0 53.0 48.0 -0.01 0.053 1000.0 -1000.0 -0.027 -1000.0 PLK1 signaling events 1.0 95.0 85.0 -0.137 0.058 1000.0 -1000.0 -0.041 -1000.0 mTOR signaling pathway 1.0 105.0 53.0 -0.064 0.039 1000.0 -1000.0 -0.051 -1000.0 IFN-gamma pathway 1.0 117.0 68.0 -0.106 0.04 1000.0 -1000.0 -0.059 -1000.0 Ceramide signaling pathway 1.0 79.0 76.0 -0.061 0.054 1000.0 -1000.0 -0.037 -1000.0 Reelin signaling pathway 1.0 61.0 56.0 -0.037 0.061 1000.0 -1000.0 -0.033 -1000.0 TRAIL signaling pathway 1.0 85.0 48.0 -0.028 0.039 1000.0 -1000.0 -0.034 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 1.0 58.0 52.0 -0.088 0.07 1000.0 -1000.0 -0.051 -1000.0 HIF-2-alpha transcription factor network 1.0 63.0 43.0 -0.159 0.082 1000.0 -1000.0 -0.051 -1000.0 S1P1 pathway 1.0 70.0 36.0 -0.14 0.038 1000.0 -1000.0 -0.046 -1000.0 FAS signaling pathway (CD95) 1.0 82.0 47.0 -0.103 0.049 1000.0 -1000.0 -0.042 -1000.0 Syndecan-3-mediated signaling events 1.0 61.0 35.0 -0.186 0.051 1000.0 -1000.0 -0.03 -1000.0 TCR signaling in naïve CD8+ T cells 1.0 183.0 93.0 -0.053 0.052 1000.0 -1000.0 -0.057 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 1.0 54.0 45.0 -0.05 0.053 1000.0 -1000.0 -0.046 -1000.0 Canonical Wnt signaling pathway 1.0 75.0 51.0 -0.159 0.093 1000.0 -1000.0 -0.048 -1000.0 EPHB forward signaling 1.0 112.0 85.0 -0.069 0.077 1000.0 -1000.0 -0.073 -1000.0 LPA receptor mediated events 1.0 168.0 102.0 -0.222 0.064 1000.0 -1000.0 -0.069 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 1.0 128.0 74.0 -0.108 0.057 1000.0 -1000.0 -0.073 -1000.0 IGF1 pathway 1.0 72.0 57.0 -0.054 0.059 1000.0 -1000.0 -0.046 -1000.0 Insulin Pathway 1.0 146.0 74.0 -0.128 0.062 1000.0 -1000.0 -0.04 -1000.0 VEGFR1 specific signals 1.0 65.0 56.0 -0.027 0.039 1000.0 -1000.0 -0.044 -1000.0 E-cadherin signaling in keratinocytes 1.0 56.0 43.0 -0.081 0.039 1000.0 -1000.0 -0.035 -1000.0 Class IB PI3K non-lipid kinase events 1.0 3.0 3.0 -0.03 0.03 1000.0 -1000.0 -0.019 -1000.0 E-cadherin signaling events 1.0 7.0 5.0 -0.007 0.037 1000.0 -1000.0 0.011 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 17.0 17.0 -0.001 0.043 1000.0 -1000.0 -0.024 -1000.0 Aurora B signaling 1.0 111.0 67.0 -0.125 0.047 1000.0 -1000.0 -0.04 -1000.0 LPA4-mediated signaling events 0.0 4.0 12.0 -0.005 0.049 1000.0 -1000.0 -0.025 -1000.0 ErbB2/ErbB3 signaling events 0.0 20.0 65.0 -0.021 0.078 1000.0 -1000.0 -0.073 -1000.0 Regulation of nuclear SMAD2/3 signaling 0.0 104.0 136.0 -0.159 0.155 1000.0 -1000.0 -0.036 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 4.0 23.0 -0.002 0.069 1000.0 -1000.0 -0.034 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 0.0 8.0 34.0 -0.044 0.085 1000.0 -1000.0 -0.037 -1000.0 Canonical NF-kappaB pathway 0.0 18.0 39.0 -0.016 0.082 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by HDAC Class II 0.0 41.0 75.0 -0.111 0.074 1000.0 -1000.0 -0.028 -1000.0 ErbB4 signaling events 0.0 54.0 69.0 -0.301 0.069 1000.0 -1000.0 -0.053 -1000.0 BARD1 signaling events 0.0 12.0 57.0 -0.076 0.078 1000.0 -1000.0 -0.055 -1000.0 Sphingosine 1-phosphate (S1P) pathway 0.0 18.0 28.0 -0.033 0.043 1000.0 -1000.0 -0.018 -1000.0 Circadian rhythm pathway 0.0 14.0 22.0 -0.093 0.08 1000.0 -1000.0 -0.028 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 0.0 25.0 54.0 -0.039 0.052 1000.0 -1000.0 -0.049 -1000.0 Ephrin A reverse signaling 0.0 6.0 7.0 0.0 0.029 1000.0 -1000.0 -0.006 -1000.0 JNK signaling in the CD4+ TCR pathway 0.0 10.0 17.0 -0.003 0.084 1000.0 -1000.0 -0.029 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.037 0.056 1000.0 -1000.0 0.017 -1000.0 Aurora A signaling 0.0 28.0 60.0 -0.035 0.086 1000.0 -1000.0 -0.019 -1000.0 p75(NTR)-mediated signaling 0.0 83.0 125.0 -0.17 0.088 1000.0 -1000.0 -0.054 -1000.0 Arf6 downstream pathway 0.0 27.0 43.0 -0.049 0.052 1000.0 -1000.0 -0.024 -1000.0 Aurora C signaling 0.0 5.0 7.0 -0.022 0.04 1000.0 -1000.0 -0.017 -1000.0 EPO signaling pathway 0.0 28.0 55.0 -0.0 0.079 1000.0 -1000.0 -0.038 -1000.0 Insulin-mediated glucose transport 0.0 3.0 32.0 -0.025 0.059 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 0.0 32.0 44.0 -0.066 0.06 1000.0 -1000.0 -0.056 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 58.0 68.0 -0.025 0.067 1000.0 -1000.0 -0.037 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 16.0 37.0 -0.005 0.091 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by HDAC Class III 0.0 19.0 40.0 -0.087 0.072 1000.0 -1000.0 -0.02 -1000.0 Signaling events regulated by Ret tyrosine kinase 0.0 80.0 82.0 -0.045 0.051 1000.0 -1000.0 -0.058 -1000.0 S1P5 pathway 0.0 8.0 17.0 -0.022 0.039 1000.0 -1000.0 -0.01 -1000.0 ceramide signaling pathway 0.0 27.0 49.0 -0.061 0.045 1000.0 -1000.0 -0.047 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 20.0 83.0 -0.038 0.072 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by HDAC Class I 0.0 18.0 104.0 -0.056 0.082 1000.0 -1000.0 -0.043 -1000.0 FoxO family signaling 0.0 50.0 64.0 -0.251 0.055 1000.0 -1000.0 -0.051 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 13.0 15.0 -0.042 0.038 1000.0 -1000.0 -0.022 -1000.0 Retinoic acid receptors-mediated signaling 0.0 45.0 58.0 -0.023 0.072 1000.0 -1000.0 -0.039 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 12.0 36.0 -0.077 0.079 1000.0 -1000.0 -0.043 -1000.0 Atypical NF-kappaB pathway 0.0 7.0 31.0 0.0 0.06 1000.0 -1000.0 -0.025 -1000.0 IL2 signaling events mediated by PI3K 0.0 29.0 58.0 -0.03 0.076 1000.0 -1000.0 -0.047 -1000.0 Regulation of p38-alpha and p38-beta 0.0 30.0 54.0 -0.049 0.072 1000.0 -1000.0 -0.053 -1000.0 Effects of Botulinum toxin 0.0 25.0 26.0 -0.028 0.033 1000.0 -1000.0 -0.013 -1000.0 Nongenotropic Androgen signaling 0.0 44.0 52.0 -0.029 0.048 1000.0 -1000.0 -0.032 -1000.0 TCGA08_rtk_signaling 0.0 20.0 26.0 -0.081 0.054 1000.0 -1000.0 -0.009 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 60.0 76.0 -0.045 0.063 1000.0 -1000.0 -0.068 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.0 0.067 1000.0 -1000.0 -0.038 -1000.0 IL2 signaling events mediated by STAT5 0.0 13.0 22.0 -0.064 0.046 1000.0 -1000.0 -0.049 -1000.0 Class I PI3K signaling events 0.0 45.0 73.0 -0.036 0.039 1000.0 -1000.0 -0.044 -1000.0 Arf6 trafficking events 0.0 4.0 71.0 -0.044 0.068 1000.0 -1000.0 -0.026 -1000.0 Regulation of Telomerase 0.0 88.0 102.0 -0.111 0.074 1000.0 -1000.0 -0.061 -1000.0 S1P3 pathway 0.0 22.0 42.0 -0.033 0.043 1000.0 -1000.0 -0.042 -1000.0 Angiopoietin receptor Tie2-mediated signaling 0.0 49.0 88.0 -0.108 0.089 1000.0 -1000.0 -0.069 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 0.0 32.0 33.0 -0.138 0.102 1000.0 -1000.0 -0.038 -1000.0 Rapid glucocorticoid signaling 0.0 9.0 20.0 -0.0 0.034 1000.0 -1000.0 -0.004 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 0.0 82.0 120.0 -0.109 0.085 1000.0 -1000.0 -0.049 -1000.0 PDGFR-beta signaling pathway 0.0 42.0 97.0 -0.041 0.088 1000.0 -1000.0 -0.051 -1000.0 Signaling events mediated by PRL 0.0 32.0 34.0 -0.105 0.056 1000.0 -1000.0 -0.042 -1000.0 S1P4 pathway 0.0 11.0 25.0 -0.0 0.043 1000.0 -1000.0 -0.024 -1000.0 p38 MAPK signaling pathway 0.0 30.0 44.0 -0.074 0.063 1000.0 -1000.0 -0.026 -1000.0 Arf1 pathway 0.0 4.0 54.0 -0.0 0.044 1000.0 -1000.0 -0.025 -1000.0 Alternative NF-kappaB pathway 0.0 1.0 13.0 0.0 0.099 1000.0 -1000.0 0.0 -1000.0 Regulation of Androgen receptor activity 0.0 40.0 70.0 -0.216 0.05 1000.0 -1000.0 -0.056 -1000.0 Total 138 11760 7203 -15.3972337947 8.46906622078 131000 -131000 -5.20894820174 -131000