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 TCGA08_retinoblastoma 32.0 260.0 8.0 -0.306 0.155 1000.0 -1000.0 -0.021 -1000.0 IL23-mediated signaling events 18.0 1088.0 60.0 -0.602 0.012 1000.0 -1000.0 -0.152 -1000.0 Syndecan-1-mediated signaling events 17.0 580.0 34.0 -0.225 0.012 1000.0 -1000.0 -0.057 -1000.0 IL4-mediated signaling events 15.0 1439.0 91.0 -0.639 0.576 1000.0 -1000.0 -0.138 -1000.0 TCGA08_p53 13.0 96.0 7.0 -0.231 0.12 1000.0 -1000.0 -0.014 -1000.0 Signaling events mediated by the Hedgehog family 12.0 670.0 52.0 -0.191 0.168 1000.0 -1000.0 -0.061 -1000.0 Wnt signaling 12.0 87.0 7.0 -0.146 0.005 1000.0 -1000.0 -0.029 -1000.0 IL12-mediated signaling events 11.0 1008.0 87.0 -0.349 0.077 1000.0 -1000.0 -0.128 -1000.0 Glucocorticoid receptor regulatory network 11.0 1361.0 114.0 -0.62 0.359 1000.0 -1000.0 -0.062 -1000.0 Glypican 2 network 11.0 46.0 4.0 -0.054 -0.049 1000.0 -1000.0 -0.014 -1000.0 BMP receptor signaling 10.0 851.0 81.0 -0.272 0.028 1000.0 -1000.0 -0.096 -1000.0 amb2 Integrin signaling 10.0 868.0 82.0 -0.188 0.014 1000.0 -1000.0 -0.082 -1000.0 TCR signaling in naïve CD8+ T cells 10.0 1017.0 93.0 -0.195 0.106 1000.0 -1000.0 -0.082 -1000.0 Syndecan-4-mediated signaling events 10.0 677.0 67.0 -0.25 0.034 1000.0 -1000.0 -0.075 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 9.0 663.0 68.0 -0.312 0.108 1000.0 -1000.0 -0.133 -1000.0 Noncanonical Wnt signaling pathway 8.0 230.0 26.0 -0.146 0.012 1000.0 -1000.0 -0.061 -1000.0 Glypican 1 network 8.0 395.0 48.0 -0.223 0.014 1000.0 -1000.0 -0.046 -1000.0 Reelin signaling pathway 8.0 449.0 56.0 -0.172 0.028 1000.0 -1000.0 -0.079 -1000.0 BCR signaling pathway 8.0 816.0 99.0 -0.221 0.018 1000.0 -1000.0 -0.093 -1000.0 HIF-1-alpha transcription factor network 7.0 564.0 76.0 -0.443 0.02 1000.0 -1000.0 -0.163 -1000.0 Signaling events regulated by Ret tyrosine kinase 7.0 597.0 82.0 -0.11 0.012 1000.0 -1000.0 -0.082 -1000.0 Endothelins 7.0 754.0 96.0 -0.172 0.022 1000.0 -1000.0 -0.087 -1000.0 EPHB forward signaling 7.0 597.0 85.0 -0.108 0.093 1000.0 -1000.0 -0.087 -1000.0 Calcium signaling in the CD4+ TCR pathway 7.0 239.0 31.0 -0.216 0.012 1000.0 -1000.0 -0.093 -1000.0 Visual signal transduction: Rods 7.0 395.0 52.0 -0.194 0.012 1000.0 -1000.0 -0.067 -1000.0 Class IB PI3K non-lipid kinase events 7.0 21.0 3.0 -0.038 -1000.0 1000.0 -1000.0 -0.016 -1000.0 Caspase cascade in apoptosis 6.0 483.0 74.0 -0.129 0.066 1000.0 -1000.0 -0.046 -1000.0 Thromboxane A2 receptor signaling 6.0 684.0 105.0 -0.111 0.033 1000.0 -1000.0 -0.07 -1000.0 p75(NTR)-mediated signaling 6.0 861.0 125.0 -0.206 0.037 1000.0 -1000.0 -0.11 -1000.0 Fc-epsilon receptor I signaling in mast cells 6.0 648.0 97.0 -0.131 0.028 1000.0 -1000.0 -0.084 -1000.0 IL27-mediated signaling events 6.0 331.0 51.0 -0.326 0.059 1000.0 -1000.0 -0.081 -1000.0 IGF1 pathway 6.0 347.0 57.0 -0.109 0.023 1000.0 -1000.0 -0.092 -1000.0 Coregulation of Androgen receptor activity 5.0 414.0 76.0 -0.335 0.023 1000.0 -1000.0 -0.04 -1000.0 Ephrin A reverse signaling 5.0 36.0 7.0 -0.042 0.0 1000.0 -1000.0 -0.03 -1000.0 Syndecan-2-mediated signaling events 5.0 349.0 69.0 -0.156 0.033 1000.0 -1000.0 -0.049 -1000.0 IL1-mediated signaling events 5.0 366.0 62.0 -0.17 0.057 1000.0 -1000.0 -0.097 -1000.0 Ephrin B reverse signaling 5.0 250.0 48.0 -0.087 0.055 1000.0 -1000.0 -0.066 -1000.0 Signaling mediated by p38-alpha and p38-beta 5.0 254.0 44.0 -0.128 0.012 1000.0 -1000.0 -0.058 -1000.0 Integrins in angiogenesis 5.0 420.0 84.0 -0.177 0.018 1000.0 -1000.0 -0.092 -1000.0 Nongenotropic Androgen signaling 5.0 287.0 52.0 -0.151 0.018 1000.0 -1000.0 -0.057 -1000.0 LPA receptor mediated events 5.0 557.0 102.0 -0.143 0.029 1000.0 -1000.0 -0.094 -1000.0 IL6-mediated signaling events 5.0 396.0 75.0 -0.125 0.057 1000.0 -1000.0 -0.079 -1000.0 EGFR-dependent Endothelin signaling events 5.0 119.0 21.0 -0.086 0.018 1000.0 -1000.0 -0.068 -1000.0 Rapid glucocorticoid signaling 5.0 112.0 20.0 -0.186 0.012 1000.0 -1000.0 -0.021 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 5.0 618.0 120.0 -0.181 0.134 1000.0 -1000.0 -0.073 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 5.0 428.0 78.0 -0.089 0.058 1000.0 -1000.0 -0.086 -1000.0 LPA4-mediated signaling events 4.0 58.0 12.0 -0.084 0.018 1000.0 -1000.0 -0.02 -1000.0 ErbB2/ErbB3 signaling events 4.0 270.0 65.0 -0.156 0.021 1000.0 -1000.0 -0.076 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 4.0 143.0 34.0 -0.048 0.012 1000.0 -1000.0 -0.058 -1000.0 ErbB4 signaling events 4.0 336.0 69.0 -0.229 0.052 1000.0 -1000.0 -0.088 -1000.0 Osteopontin-mediated events 4.0 181.0 38.0 -0.085 0.012 1000.0 -1000.0 -0.098 -1000.0 JNK signaling in the CD4+ TCR pathway 4.0 83.0 17.0 -0.053 0.012 1000.0 -1000.0 -0.04 -1000.0 Arf6 signaling events 4.0 290.0 62.0 -0.092 0.012 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by PTP1B 4.0 314.0 76.0 -0.118 0.015 1000.0 -1000.0 -0.071 -1000.0 FOXA2 and FOXA3 transcription factor networks 4.0 194.0 46.0 -0.318 0.018 1000.0 -1000.0 -0.096 -1000.0 Nectin adhesion pathway 4.0 267.0 63.0 -0.085 0.022 1000.0 -1000.0 -0.073 -1000.0 S1P5 pathway 4.0 76.0 17.0 -0.082 0.066 1000.0 -1000.0 -0.039 -1000.0 Syndecan-3-mediated signaling events 4.0 143.0 35.0 -0.191 0.037 1000.0 -1000.0 -0.051 -1000.0 Effects of Botulinum toxin 4.0 110.0 26.0 -0.059 0.012 1000.0 -1000.0 -0.06 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 323.0 74.0 -0.103 0.04 1000.0 -1000.0 -0.096 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 149.0 33.0 -0.313 0.037 1000.0 -1000.0 -0.06 -1000.0 E-cadherin signaling events 4.0 21.0 5.0 -0.031 0.012 1000.0 -1000.0 -0.024 -1000.0 Regulation of nuclear SMAD2/3 signaling 3.0 537.0 136.0 -0.247 0.087 1000.0 -1000.0 -0.073 -1000.0 Sphingosine 1-phosphate (S1P) pathway 3.0 105.0 28.0 -0.082 0.016 1000.0 -1000.0 -0.041 -1000.0 Visual signal transduction: Cones 3.0 134.0 38.0 -0.059 0.012 1000.0 -1000.0 -0.044 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 3.0 185.0 54.0 -0.172 0.025 1000.0 -1000.0 -0.096 -1000.0 a4b1 and a4b7 Integrin signaling 3.0 16.0 5.0 -0.021 0.001 1000.0 -1000.0 -0.027 -1000.0 PDGFR-alpha signaling pathway 3.0 166.0 44.0 -0.056 0.02 1000.0 -1000.0 -0.065 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 3.0 178.0 52.0 -0.173 0.035 1000.0 -1000.0 -0.05 -1000.0 S1P1 pathway 3.0 122.0 36.0 -0.083 0.012 1000.0 -1000.0 -0.06 -1000.0 Canonical Wnt signaling pathway 3.0 166.0 51.0 -0.13 0.047 1000.0 -1000.0 -0.062 -1000.0 Plasma membrane estrogen receptor signaling 3.0 322.0 86.0 -0.102 0.022 1000.0 -1000.0 -0.088 -1000.0 Angiopoietin receptor Tie2-mediated signaling 3.0 341.0 88.0 -0.103 0.042 1000.0 -1000.0 -0.109 -1000.0 E-cadherin signaling in keratinocytes 3.0 152.0 43.0 -0.057 0.022 1000.0 -1000.0 -0.065 -1000.0 FOXM1 transcription factor network 3.0 164.0 51.0 -0.317 0.13 1000.0 -1000.0 -0.201 -1000.0 S1P4 pathway 3.0 87.0 25.0 -0.082 0.015 1000.0 -1000.0 -0.062 -1000.0 Regulation of Androgen receptor activity 3.0 271.0 70.0 -0.389 0.022 1000.0 -1000.0 -0.073 -1000.0 Ras signaling in the CD4+ TCR pathway 3.0 64.0 17.0 -0.052 0.022 1000.0 -1000.0 -0.041 -1000.0 Cellular roles of Anthrax toxin 2.0 110.0 39.0 -0.064 0.015 1000.0 -1000.0 -0.022 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 2.0 183.0 85.0 -0.092 0.02 1000.0 -1000.0 -0.083 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 155.0 65.0 -0.145 0.052 1000.0 -1000.0 -0.062 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 168.0 61.0 -0.118 0.033 1000.0 -1000.0 -0.074 -1000.0 IFN-gamma pathway 2.0 145.0 68.0 -0.076 0.025 1000.0 -1000.0 -0.098 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 2.0 77.0 37.0 -0.038 0.018 1000.0 -1000.0 -0.054 -1000.0 TRAIL signaling pathway 2.0 124.0 48.0 -0.044 0.033 1000.0 -1000.0 -0.07 -1000.0 HIF-2-alpha transcription factor network 2.0 123.0 43.0 -0.048 0.044 1000.0 -1000.0 -0.092 -1000.0 FAS signaling pathway (CD95) 2.0 137.0 47.0 -0.185 0.013 1000.0 -1000.0 -0.039 -1000.0 Signaling mediated by p38-gamma and p38-delta 2.0 43.0 15.0 -0.02 0.017 1000.0 -1000.0 -0.033 -1000.0 IL2 signaling events mediated by PI3K 2.0 152.0 58.0 -0.094 0.03 1000.0 -1000.0 -0.086 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 2.0 98.0 45.0 -0.06 0.026 1000.0 -1000.0 -0.096 -1000.0 TCGA08_rtk_signaling 2.0 53.0 26.0 -0.057 0.032 1000.0 -1000.0 -0.02 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 202.0 76.0 -0.052 0.029 1000.0 -1000.0 -0.087 -1000.0 IL2 signaling events mediated by STAT5 2.0 60.0 22.0 -0.107 0.015 1000.0 -1000.0 -0.054 -1000.0 Class I PI3K signaling events 2.0 149.0 73.0 -0.072 0.025 1000.0 -1000.0 -0.068 -1000.0 Regulation of Telomerase 2.0 259.0 102.0 -0.139 0.042 1000.0 -1000.0 -0.118 -1000.0 S1P3 pathway 2.0 105.0 42.0 -0.081 0.02 1000.0 -1000.0 -0.038 -1000.0 Aurora B signaling 2.0 146.0 67.0 -0.172 0.023 1000.0 -1000.0 -0.062 -1000.0 Signaling events mediated by HDAC Class II 1.0 96.0 75.0 -0.057 0.033 1000.0 -1000.0 -0.048 -1000.0 BARD1 signaling events 1.0 76.0 57.0 -0.013 0.058 1000.0 -1000.0 -0.065 -1000.0 EPO signaling pathway 1.0 60.0 55.0 -0.034 0.043 1000.0 -1000.0 -0.098 -1000.0 Ceramide signaling pathway 1.0 128.0 76.0 -0.102 0.021 1000.0 -1000.0 -0.053 -1000.0 Signaling events mediated by HDAC Class III 1.0 61.0 40.0 -0.113 0.018 1000.0 -1000.0 -0.039 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 1.0 111.0 83.0 -0.069 0.038 1000.0 -1000.0 -0.076 -1000.0 Retinoic acid receptors-mediated signaling 1.0 73.0 58.0 -0.05 0.038 1000.0 -1000.0 -0.079 -1000.0 Paxillin-dependent events mediated by a4b1 1.0 47.0 36.0 -0.03 0.025 1000.0 -1000.0 -0.073 -1000.0 Regulation of p38-alpha and p38-beta 1.0 103.0 54.0 -0.072 0.03 1000.0 -1000.0 -0.067 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 139.0 125.0 -0.021 0.064 1000.0 -1000.0 -0.098 -1000.0 Insulin Pathway 1.0 110.0 74.0 -0.072 0.033 1000.0 -1000.0 -0.082 -1000.0 VEGFR1 specific signals 1.0 58.0 56.0 -0.021 0.046 1000.0 -1000.0 -0.079 -1000.0 PDGFR-beta signaling pathway 1.0 161.0 97.0 -0.046 0.051 1000.0 -1000.0 -0.076 -1000.0 Signaling events mediated by PRL 1.0 54.0 34.0 -0.113 0.032 1000.0 -1000.0 -0.043 -1000.0 p38 MAPK signaling pathway 1.0 55.0 44.0 -0.076 0.024 1000.0 -1000.0 -0.069 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.012 0.043 1000.0 -1000.0 -0.053 -1000.0 Canonical NF-kappaB pathway 0.0 29.0 39.0 -0.056 0.07 1000.0 -1000.0 -0.094 -1000.0 PLK2 and PLK4 events 0.0 0.0 3.0 0.012 0.021 1000.0 -1000.0 -0.018 -1000.0 Circadian rhythm pathway 0.0 11.0 22.0 -0.021 0.04 1000.0 -1000.0 -0.054 -1000.0 Aurora A signaling 0.0 40.0 60.0 -0.035 0.034 1000.0 -1000.0 -0.06 -1000.0 Arf6 downstream pathway 0.0 17.0 43.0 -0.023 0.026 1000.0 -1000.0 -0.042 -1000.0 Aurora C signaling 0.0 6.0 7.0 -0.009 0.012 1000.0 -1000.0 -0.03 -1000.0 PLK1 signaling events 0.0 19.0 85.0 -0.005 0.034 1000.0 -1000.0 -0.047 -1000.0 Insulin-mediated glucose transport 0.0 31.0 32.0 -0.04 0.029 1000.0 -1000.0 -0.068 -1000.0 mTOR signaling pathway 0.0 24.0 53.0 -0.007 0.032 1000.0 -1000.0 -0.059 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 33.0 68.0 -0.04 0.045 1000.0 -1000.0 -0.056 -1000.0 ceramide signaling pathway 0.0 48.0 49.0 -0.056 0.026 1000.0 -1000.0 -0.056 -1000.0 Signaling events mediated by HDAC Class I 0.0 83.0 104.0 -0.081 0.052 1000.0 -1000.0 -0.075 -1000.0 FoxO family signaling 0.0 31.0 64.0 -0.062 0.13 1000.0 -1000.0 -0.07 -1000.0 Atypical NF-kappaB pathway 0.0 21.0 31.0 -0.014 0.033 1000.0 -1000.0 -0.044 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 7.0 27.0 -0.005 0.031 1000.0 -1000.0 -0.054 -1000.0 Arf6 trafficking events 0.0 55.0 71.0 -0.052 0.04 1000.0 -1000.0 -0.075 -1000.0 Arf1 pathway 0.0 4.0 54.0 -0.004 0.028 1000.0 -1000.0 -0.036 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.037 1000.0 -1000.0 -0.042 -1000.0 Total 553 33976 7203 -16.9016516368 -994.500092297 131000 -131000 -8.90805299744 -131000