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 FOXA2 and FOXA3 transcription factor networks 38.0 1762.0 46.0 -0.791 0.026 1000.0 -1000.0 -0.08 -1000.0 IL23-mediated signaling events 37.0 2254.0 60.0 -0.784 0.018 1000.0 -1000.0 -0.168 -1000.0 HIF-1-alpha transcription factor network 33.0 2546.0 76.0 -0.678 0.025 1000.0 -1000.0 -0.156 -1000.0 Signaling events mediated by the Hedgehog family 28.0 1501.0 52.0 -0.423 0.108 1000.0 -1000.0 -0.055 -1000.0 Nephrin/Neph1 signaling in the kidney podocyte 27.0 938.0 34.0 -0.267 0.016 1000.0 -1000.0 -0.06 -1000.0 amb2 Integrin signaling 24.0 2032.0 82.0 -0.281 0.022 1000.0 -1000.0 -0.1 -1000.0 IL4-mediated signaling events 23.0 2174.0 91.0 -0.734 0.539 1000.0 -1000.0 -0.152 -1000.0 TCGA08_retinoblastoma 22.0 176.0 8.0 -0.139 0.068 1000.0 -1000.0 -0.027 -1000.0 TCR signaling in naïve CD8+ T cells 21.0 1994.0 93.0 -0.221 0.105 1000.0 -1000.0 -0.088 -1000.0 Syndecan-4-mediated signaling events 21.0 1415.0 67.0 -0.269 0.039 1000.0 -1000.0 -0.105 -1000.0 IL12-mediated signaling events 20.0 1783.0 87.0 -0.341 0.052 1000.0 -1000.0 -0.151 -1000.0 BCR signaling pathway 20.0 2023.0 99.0 -0.325 0.027 1000.0 -1000.0 -0.116 -1000.0 Calcium signaling in the CD4+ TCR pathway 19.0 618.0 31.0 -0.461 0.016 1000.0 -1000.0 -0.096 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 19.0 1327.0 68.0 -0.55 0.118 1000.0 -1000.0 -0.148 -1000.0 Syndecan-1-mediated signaling events 18.0 620.0 34.0 -0.24 0.016 1000.0 -1000.0 -0.058 -1000.0 Glypican 1 network 17.0 818.0 48.0 -0.408 0.033 1000.0 -1000.0 -0.047 -1000.0 IL6-mediated signaling events 17.0 1289.0 75.0 -0.322 0.067 1000.0 -1000.0 -0.077 -1000.0 JNK signaling in the CD4+ TCR pathway 16.0 279.0 17.0 -0.113 0.016 1000.0 -1000.0 -0.046 -1000.0 Endothelins 16.0 1623.0 96.0 -0.229 0.041 1000.0 -1000.0 -0.107 -1000.0 p75(NTR)-mediated signaling 15.0 1918.0 125.0 -0.447 0.049 1000.0 -1000.0 -0.119 -1000.0 Glucocorticoid receptor regulatory network 15.0 1779.0 114.0 -0.562 0.181 1000.0 -1000.0 -0.084 -1000.0 a4b1 and a4b7 Integrin signaling 14.0 70.0 5.0 -0.061 0.001 1000.0 -1000.0 -0.03 -1000.0 Signaling events mediated by PTP1B 14.0 1084.0 76.0 -0.282 0.031 1000.0 -1000.0 -0.092 -1000.0 IGF1 pathway 14.0 801.0 57.0 -0.221 0.033 1000.0 -1000.0 -0.119 -1000.0 Reelin signaling pathway 13.0 729.0 56.0 -0.186 0.029 1000.0 -1000.0 -0.098 -1000.0 Ras signaling in the CD4+ TCR pathway 13.0 237.0 17.0 -0.097 0.027 1000.0 -1000.0 -0.04 -1000.0 Visual signal transduction: Cones 12.0 465.0 38.0 -0.156 0.016 1000.0 -1000.0 -0.063 -1000.0 Osteopontin-mediated events 12.0 480.0 38.0 -0.218 0.016 1000.0 -1000.0 -0.126 -1000.0 TCGA08_p53 12.0 86.0 7.0 -0.102 0.06 1000.0 -1000.0 -0.021 -1000.0 Thromboxane A2 receptor signaling 11.0 1256.0 105.0 -0.173 0.035 1000.0 -1000.0 -0.086 -1000.0 Fc-epsilon receptor I signaling in mast cells 11.0 1108.0 97.0 -0.175 0.034 1000.0 -1000.0 -0.098 -1000.0 Integrins in angiogenesis 11.0 972.0 84.0 -0.219 0.026 1000.0 -1000.0 -0.107 -1000.0 Effects of Botulinum toxin 11.0 299.0 26.0 -0.098 0.016 1000.0 -1000.0 -0.074 -1000.0 IL27-mediated signaling events 11.0 572.0 51.0 -0.164 0.073 1000.0 -1000.0 -0.095 -1000.0 Wnt signaling 11.0 82.0 7.0 -0.118 -0.007 1000.0 -1000.0 -0.038 -1000.0 Visual signal transduction: Rods 11.0 574.0 52.0 -0.228 0.016 1000.0 -1000.0 -0.099 -1000.0 Class IB PI3K non-lipid kinase events 11.0 33.0 3.0 -0.026 -1000.0 1000.0 -1000.0 -0.024 -1000.0 FOXM1 transcription factor network 11.0 606.0 51.0 -0.179 0.095 1000.0 -1000.0 -0.181 -1000.0 Syndecan-2-mediated signaling events 10.0 738.0 69.0 -0.201 0.044 1000.0 -1000.0 -0.049 -1000.0 Arf6 signaling events 10.0 666.0 62.0 -0.19 0.02 1000.0 -1000.0 -0.069 -1000.0 Noncanonical Wnt signaling pathway 9.0 247.0 26.0 -0.118 0.016 1000.0 -1000.0 -0.071 -1000.0 BMP receptor signaling 9.0 790.0 81.0 -0.244 0.06 1000.0 -1000.0 -0.109 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 9.0 367.0 37.0 -0.172 0.024 1000.0 -1000.0 -0.077 -1000.0 IL1-mediated signaling events 9.0 561.0 62.0 -0.227 0.072 1000.0 -1000.0 -0.117 -1000.0 FAS signaling pathway (CD95) 9.0 425.0 47.0 -0.137 0.021 1000.0 -1000.0 -0.047 -1000.0 EGFR-dependent Endothelin signaling events 9.0 198.0 21.0 -0.173 0.024 1000.0 -1000.0 -0.081 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 9.0 1187.0 120.0 -0.447 0.066 1000.0 -1000.0 -0.102 -1000.0 ErbB4 signaling events 8.0 610.0 69.0 -0.473 0.159 1000.0 -1000.0 -0.105 -1000.0 Ephrin A reverse signaling 8.0 60.0 7.0 -0.02 0.005 1000.0 -1000.0 -0.022 -1000.0 Cellular roles of Anthrax toxin 8.0 348.0 39.0 -0.159 0.017 1000.0 -1000.0 -0.031 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 8.0 450.0 52.0 -0.24 0.038 1000.0 -1000.0 -0.066 -1000.0 LPA receptor mediated events 8.0 911.0 102.0 -0.131 0.04 1000.0 -1000.0 -0.099 -1000.0 Angiopoietin receptor Tie2-mediated signaling 8.0 711.0 88.0 -0.141 0.066 1000.0 -1000.0 -0.131 -1000.0 Regulation of Androgen receptor activity 8.0 566.0 70.0 -0.564 0.059 1000.0 -1000.0 -0.067 -1000.0 Coregulation of Androgen receptor activity 7.0 563.0 76.0 -0.479 0.081 1000.0 -1000.0 -0.035 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 7.0 431.0 54.0 -0.152 0.032 1000.0 -1000.0 -0.118 -1000.0 Presenilin action in Notch and Wnt signaling 7.0 437.0 61.0 -0.37 0.05 1000.0 -1000.0 -0.086 -1000.0 Signaling mediated by p38-alpha and p38-beta 7.0 349.0 44.0 -0.274 0.016 1000.0 -1000.0 -0.06 -1000.0 Canonical Wnt signaling pathway 7.0 363.0 51.0 -0.37 0.046 1000.0 -1000.0 -0.078 -1000.0 Nongenotropic Androgen signaling 7.0 399.0 52.0 -0.041 0.02 1000.0 -1000.0 -0.072 -1000.0 LPA4-mediated signaling events 6.0 81.0 12.0 -0.058 0.021 1000.0 -1000.0 -0.034 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 6.0 544.0 85.0 -0.117 0.032 1000.0 -1000.0 -0.091 -1000.0 EPO signaling pathway 6.0 384.0 55.0 -0.137 0.016 1000.0 -1000.0 -0.109 -1000.0 Signaling events regulated by Ret tyrosine kinase 6.0 571.0 82.0 -0.058 0.016 1000.0 -1000.0 -0.098 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 6.0 498.0 83.0 -0.549 0.061 1000.0 -1000.0 -0.087 -1000.0 S1P1 pathway 6.0 216.0 36.0 -0.232 0.016 1000.0 -1000.0 -0.063 -1000.0 FoxO family signaling 6.0 411.0 64.0 -0.549 0.119 1000.0 -1000.0 -0.075 -1000.0 Syndecan-3-mediated signaling events 6.0 226.0 35.0 -0.107 0.049 1000.0 -1000.0 -0.059 -1000.0 Regulation of p38-alpha and p38-beta 6.0 331.0 54.0 -0.21 0.042 1000.0 -1000.0 -0.072 -1000.0 Class I PI3K signaling events 6.0 481.0 73.0 -0.21 0.036 1000.0 -1000.0 -0.077 -1000.0 Insulin Pathway 6.0 444.0 74.0 -0.234 0.042 1000.0 -1000.0 -0.103 -1000.0 Plasma membrane estrogen receptor signaling 6.0 520.0 86.0 -0.219 0.032 1000.0 -1000.0 -0.11 -1000.0 Rapid glucocorticoid signaling 6.0 123.0 20.0 -0.168 0.016 1000.0 -1000.0 -0.034 -1000.0 Aurora B signaling 6.0 440.0 67.0 -0.149 0.018 1000.0 -1000.0 -0.085 -1000.0 Sphingosine 1-phosphate (S1P) pathway 5.0 141.0 28.0 -0.034 0.03 1000.0 -1000.0 -0.045 -1000.0 Insulin-mediated glucose transport 5.0 172.0 32.0 -0.549 0.037 1000.0 -1000.0 -0.065 -1000.0 mTOR signaling pathway 5.0 270.0 53.0 -0.238 0.046 1000.0 -1000.0 -0.079 -1000.0 Ceramide signaling pathway 5.0 427.0 76.0 -0.219 0.044 1000.0 -1000.0 -0.066 -1000.0 HIF-2-alpha transcription factor network 5.0 222.0 43.0 -0.081 0.031 1000.0 -1000.0 -0.092 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 5.0 265.0 45.0 -0.146 0.038 1000.0 -1000.0 -0.107 -1000.0 PDGFR-beta signaling pathway 5.0 500.0 97.0 -0.153 0.063 1000.0 -1000.0 -0.109 -1000.0 S1P4 pathway 5.0 135.0 25.0 -0.034 0.024 1000.0 -1000.0 -0.05 -1000.0 Caspase cascade in apoptosis 4.0 364.0 74.0 -0.146 0.026 1000.0 -1000.0 -0.059 -1000.0 Regulation of nuclear SMAD2/3 signaling 4.0 653.0 136.0 -0.116 0.064 1000.0 -1000.0 -0.089 -1000.0 PLK1 signaling events 4.0 350.0 85.0 -0.056 0.036 1000.0 -1000.0 -0.043 -1000.0 PDGFR-alpha signaling pathway 4.0 189.0 44.0 -0.12 0.034 1000.0 -1000.0 -0.067 -1000.0 S1P5 pathway 4.0 73.0 17.0 -0.034 0.016 1000.0 -1000.0 -0.048 -1000.0 ceramide signaling pathway 4.0 203.0 49.0 -0.146 0.024 1000.0 -1000.0 -0.072 -1000.0 Retinoic acid receptors-mediated signaling 4.0 264.0 58.0 -0.156 0.033 1000.0 -1000.0 -0.085 -1000.0 Paxillin-dependent events mediated by a4b1 4.0 153.0 36.0 -0.072 0.033 1000.0 -1000.0 -0.096 -1000.0 IL2 signaling events mediated by PI3K 4.0 288.0 58.0 -0.075 0.041 1000.0 -1000.0 -0.089 -1000.0 EPHB forward signaling 4.0 383.0 85.0 -0.069 0.049 1000.0 -1000.0 -0.111 -1000.0 Glypican 2 network 4.0 18.0 4.0 -0.007 0.007 1000.0 -1000.0 -0.032 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 4.0 355.0 74.0 -0.219 0.07 1000.0 -1000.0 -0.106 -1000.0 IL2 signaling events mediated by STAT5 4.0 88.0 22.0 -0.089 0.033 1000.0 -1000.0 -0.058 -1000.0 Regulation of Telomerase 4.0 441.0 102.0 -0.203 0.059 1000.0 -1000.0 -0.121 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 4.0 136.0 33.0 -0.137 0.047 1000.0 -1000.0 -0.052 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 4.0 337.0 78.0 -0.139 0.085 1000.0 -1000.0 -0.105 -1000.0 ErbB2/ErbB3 signaling events 3.0 208.0 65.0 -0.033 0.037 1000.0 -1000.0 -0.081 -1000.0 Canonical NF-kappaB pathway 3.0 130.0 39.0 -0.146 0.086 1000.0 -1000.0 -0.104 -1000.0 BARD1 signaling events 3.0 216.0 57.0 -0.036 0.056 1000.0 -1000.0 -0.081 -1000.0 PLK2 and PLK4 events 3.0 10.0 3.0 -0.003 0.016 1000.0 -1000.0 -0.019 -1000.0 Arf6 downstream pathway 3.0 143.0 43.0 -0.023 0.026 1000.0 -1000.0 -0.042 -1000.0 Aurora C signaling 3.0 21.0 7.0 -0.022 0.012 1000.0 -1000.0 -0.034 -1000.0 TRAIL signaling pathway 3.0 155.0 48.0 -0.021 0.047 1000.0 -1000.0 -0.087 -1000.0 Ephrin B reverse signaling 3.0 162.0 48.0 -0.057 0.02 1000.0 -1000.0 -0.083 -1000.0 S1P3 pathway 3.0 161.0 42.0 -0.032 0.031 1000.0 -1000.0 -0.044 -1000.0 Hedgehog signaling events mediated by Gli proteins 2.0 187.0 65.0 -0.053 0.066 1000.0 -1000.0 -0.078 -1000.0 Class I PI3K signaling events mediated by Akt 2.0 200.0 68.0 -0.549 0.06 1000.0 -1000.0 -0.058 -1000.0 Nectin adhesion pathway 2.0 167.0 63.0 -0.034 0.055 1000.0 -1000.0 -0.09 -1000.0 Signaling events mediated by HDAC Class III 2.0 99.0 40.0 -0.026 0.027 1000.0 -1000.0 -0.045 -1000.0 Atypical NF-kappaB pathway 2.0 89.0 31.0 -0.034 0.041 1000.0 -1000.0 -0.048 -1000.0 TCGA08_rtk_signaling 2.0 72.0 26.0 -0.068 0.054 1000.0 -1000.0 -0.022 -1000.0 Signaling events mediated by PRL 2.0 69.0 34.0 -0.041 0.045 1000.0 -1000.0 -0.044 -1000.0 p38 MAPK signaling pathway 2.0 129.0 44.0 -0.103 0.032 1000.0 -1000.0 -0.084 -1000.0 Alternative NF-kappaB pathway 2.0 28.0 13.0 -0.003 0.03 1000.0 -1000.0 -0.045 -1000.0 Signaling events mediated by HDAC Class II 1.0 121.0 75.0 -0.036 0.041 1000.0 -1000.0 -0.058 -1000.0 Circadian rhythm pathway 1.0 32.0 22.0 -0.014 0.053 1000.0 -1000.0 -0.045 -1000.0 Aurora A signaling 1.0 114.0 60.0 -0.027 0.04 1000.0 -1000.0 -0.053 -1000.0 IFN-gamma pathway 1.0 132.0 68.0 -0.103 0.077 1000.0 -1000.0 -0.107 -1000.0 Signaling events mediated by HDAC Class I 1.0 165.0 104.0 -0.146 0.062 1000.0 -1000.0 -0.084 -1000.0 Signaling mediated by p38-gamma and p38-delta 1.0 25.0 15.0 -0.0 0.035 1000.0 -1000.0 -0.036 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 1.0 244.0 125.0 -0.034 0.09 1000.0 -1000.0 -0.106 -1000.0 Arf6 trafficking events 1.0 121.0 71.0 -0.17 0.052 1000.0 -1000.0 -0.084 -1000.0 E-cadherin signaling events 1.0 5.0 5.0 0.012 0.028 1000.0 -1000.0 -0.028 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 10.0 23.0 0.001 0.056 1000.0 -1000.0 -0.059 -1000.0 E-cadherin signaling in the nascent adherens junction 0.0 68.0 76.0 -0.014 0.071 1000.0 -1000.0 -0.103 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 0.0 27.0 -0.0 0.042 1000.0 -1000.0 -0.067 -1000.0 VEGFR1 specific signals 0.0 35.0 56.0 -0.014 0.073 1000.0 -1000.0 -0.059 -1000.0 E-cadherin signaling in keratinocytes 0.0 21.0 43.0 -0.051 0.055 1000.0 -1000.0 -0.078 -1000.0 Arf1 pathway 0.0 30.0 54.0 -0.041 0.033 1000.0 -1000.0 -0.043 -1000.0 Total 1092 66766 7203 -24.7615276477 -993.898451243 131000 -131000 -10.1655197717 -131000