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 Nephrin/Neph1 signaling in the kidney podocyte 38.0 1301.0 34.0 -0.777 0.011 1000.0 -1000.0 -0.078 -1000.0 EGFR-dependent Endothelin signaling events 26.0 563.0 21.0 -0.762 0.011 1000.0 -1000.0 -0.079 -1000.0 FOXA2 and FOXA3 transcription factor networks 24.0 1128.0 46.0 -1.399 0.018 1000.0 -1000.0 -0.084 -1000.0 Angiopoietin receptor Tie2-mediated signaling 16.0 1491.0 88.0 -0.852 0.049 1000.0 -1000.0 -0.12 -1000.0 Glypican 1 network 12.0 577.0 48.0 -0.527 0.031 1000.0 -1000.0 -0.053 -1000.0 Glypican 2 network 12.0 49.0 4.0 -0.121 -1000.0 1000.0 -1000.0 -0.037 -1000.0 PDGFR-alpha signaling pathway 10.0 468.0 44.0 -0.313 0.025 1000.0 -1000.0 -0.073 -1000.0 TCGA08_retinoblastoma 10.0 84.0 8.0 -0.247 0.062 1000.0 -1000.0 -0.018 -1000.0 Thromboxane A2 receptor signaling 9.0 1023.0 105.0 -0.762 0.057 1000.0 -1000.0 -0.083 -1000.0 Arf6 signaling events 9.0 579.0 62.0 -0.762 0.017 1000.0 -1000.0 -0.067 -1000.0 amb2 Integrin signaling 8.0 726.0 82.0 -0.726 0.011 1000.0 -1000.0 -0.105 -1000.0 Signaling events mediated by the Hedgehog family 7.0 366.0 52.0 -0.159 0.049 1000.0 -1000.0 -0.075 -1000.0 IL4-mediated signaling events 7.0 705.0 91.0 -0.988 0.499 1000.0 -1000.0 -0.158 -1000.0 BMP receptor signaling 7.0 640.0 81.0 -0.606 0.011 1000.0 -1000.0 -0.096 -1000.0 Signaling mediated by p38-alpha and p38-beta 7.0 321.0 44.0 -0.14 0.011 1000.0 -1000.0 -0.051 -1000.0 FOXM1 transcription factor network 7.0 389.0 51.0 -0.313 0.019 1000.0 -1000.0 -0.186 -1000.0 Endothelins 6.0 596.0 96.0 -0.56 0.011 1000.0 -1000.0 -0.091 -1000.0 Integrins in angiogenesis 6.0 521.0 84.0 -0.651 0.027 1000.0 -1000.0 -0.106 -1000.0 Neurotrophic factor-mediated Trk receptor signaling 6.0 760.0 120.0 -0.296 0.179 1000.0 -1000.0 -0.084 -1000.0 Signaling events mediated by Stem cell factor receptor (c-Kit) 6.0 478.0 78.0 -0.317 0.038 1000.0 -1000.0 -0.092 -1000.0 Noncanonical Wnt signaling pathway 5.0 137.0 26.0 -0.335 0.011 1000.0 -1000.0 -0.081 -1000.0 Signaling events mediated by PTP1B 5.0 392.0 76.0 -0.766 0.109 1000.0 -1000.0 -0.1 -1000.0 Signaling events mediated by VEGFR1 and VEGFR2 5.0 679.0 125.0 -0.135 0.013 1000.0 -1000.0 -0.102 -1000.0 Calcineurin-regulated NFAT-dependent transcription in lymphocytes 5.0 364.0 68.0 -0.586 0.048 1000.0 -1000.0 -0.131 -1000.0 Stabilization and expansion of the E-cadherin adherens junction 5.0 384.0 74.0 -0.762 0.047 1000.0 -1000.0 -0.089 -1000.0 Syndecan-1-mediated signaling events 4.0 136.0 34.0 -0.106 0.011 1000.0 -1000.0 -0.081 -1000.0 p75(NTR)-mediated signaling 4.0 502.0 125.0 -0.677 0.021 1000.0 -1000.0 -0.109 -1000.0 S1P1 pathway 4.0 148.0 36.0 -0.115 0.011 1000.0 -1000.0 -0.062 -1000.0 FoxO family signaling 4.0 307.0 64.0 -1.129 0.075 1000.0 -1000.0 -0.084 -1000.0 TCR signaling in naïve CD8+ T cells 4.0 433.0 93.0 -0.575 0.253 1000.0 -1000.0 -0.092 -1000.0 Effects of Botulinum toxin 4.0 118.0 26.0 -0.263 0.014 1000.0 -1000.0 -0.071 -1000.0 Wnt signaling 4.0 29.0 7.0 -0.056 0.011 1000.0 -1000.0 -0.027 -1000.0 Syndecan-4-mediated signaling events 4.0 330.0 67.0 -0.667 0.096 1000.0 -1000.0 -0.107 -1000.0 E-cadherin signaling in keratinocytes 4.0 172.0 43.0 -0.319 0.029 1000.0 -1000.0 -0.073 -1000.0 Coregulation of Androgen receptor activity 3.0 263.0 76.0 -0.846 0.023 1000.0 -1000.0 -0.061 -1000.0 HIF-1-alpha transcription factor network 3.0 268.0 76.0 -0.189 0.049 1000.0 -1000.0 -0.172 -1000.0 Glucocorticoid receptor regulatory network 3.0 413.0 114.0 -0.584 0.177 1000.0 -1000.0 -0.081 -1000.0 Nongenotropic Androgen signaling 3.0 175.0 52.0 -0.104 0.028 1000.0 -1000.0 -0.069 -1000.0 E-cadherin signaling events 3.0 18.0 5.0 -0.064 0.011 1000.0 -1000.0 -0.043 -1000.0 Aurora B signaling 3.0 226.0 67.0 -0.271 0.011 1000.0 -1000.0 -0.078 -1000.0 LPA4-mediated signaling events 2.0 33.0 12.0 -0.167 0.019 1000.0 -1000.0 -0.03 -1000.0 Regulation of nuclear SMAD2/3 signaling 2.0 313.0 136.0 -0.583 0.07 1000.0 -1000.0 -0.094 -1000.0 ErbB4 signaling events 2.0 203.0 69.0 -0.338 0.125 1000.0 -1000.0 -0.092 -1000.0 Sphingosine 1-phosphate (S1P) pathway 2.0 67.0 28.0 -0.138 0.011 1000.0 -1000.0 -0.068 -1000.0 Osteopontin-mediated events 2.0 83.0 38.0 -0.15 0.037 1000.0 -1000.0 -0.112 -1000.0 Lissencephaly gene (LIS1) in neuronal migration and development 2.0 130.0 54.0 -0.203 0.023 1000.0 -1000.0 -0.111 -1000.0 Ephrin A reverse signaling 2.0 20.0 7.0 -0.039 0.0 1000.0 -1000.0 -0.03 -1000.0 Syndecan-2-mediated signaling events 2.0 173.0 69.0 -0.726 0.034 1000.0 -1000.0 -0.069 -1000.0 Presenilin action in Notch and Wnt signaling 2.0 158.0 61.0 -0.177 0.078 1000.0 -1000.0 -0.079 -1000.0 Reelin signaling pathway 2.0 143.0 56.0 -0.178 0.011 1000.0 -1000.0 -0.097 -1000.0 Signaling events regulated by Ret tyrosine kinase 2.0 211.0 82.0 -0.124 0.011 1000.0 -1000.0 -0.091 -1000.0 RXR and RAR heterodimerization with other nuclear receptor 2.0 126.0 52.0 -0.35 0.046 1000.0 -1000.0 -0.077 -1000.0 IL27-mediated signaling events 2.0 109.0 51.0 -0.917 0.209 1000.0 -1000.0 -0.098 -1000.0 IL6-mediated signaling events 2.0 169.0 75.0 -0.332 0.053 1000.0 -1000.0 -0.106 -1000.0 E-cadherin signaling in the nascent adherens junction 2.0 169.0 76.0 -0.064 0.025 1000.0 -1000.0 -0.086 -1000.0 Regulation of Telomerase 2.0 236.0 102.0 -0.763 0.037 1000.0 -1000.0 -0.111 -1000.0 BCR signaling pathway 2.0 217.0 99.0 -0.107 0.027 1000.0 -1000.0 -0.095 -1000.0 Plasma membrane estrogen receptor signaling 2.0 255.0 86.0 -0.138 0.025 1000.0 -1000.0 -0.093 -1000.0 Hypoxic and oxygen homeostasis regulation of HIF-1-alpha 2.0 74.0 33.0 -0.245 0.034 1000.0 -1000.0 -0.07 -1000.0 Visual signal transduction: Rods 2.0 111.0 52.0 -0.214 0.011 1000.0 -1000.0 -0.102 -1000.0 Class IB PI3K non-lipid kinase events 2.0 6.0 3.0 -0.005 -1000.0 1000.0 -1000.0 -0.017 -1000.0 Regulation of Androgen receptor activity 2.0 172.0 70.0 -0.914 0.027 1000.0 -1000.0 -0.066 -1000.0 ErbB2/ErbB3 signaling events 1.0 72.0 65.0 -0.121 0.027 1000.0 -1000.0 -0.079 -1000.0 Caspase cascade in apoptosis 1.0 113.0 74.0 -0.388 0.035 1000.0 -1000.0 -0.057 -1000.0 IL12-mediated signaling events 1.0 170.0 87.0 -0.193 0.041 1000.0 -1000.0 -0.125 -1000.0 JNK signaling in the CD4+ TCR pathway 1.0 19.0 17.0 -0.056 0.019 1000.0 -1000.0 -0.079 -1000.0 Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met) 1.0 112.0 85.0 -0.151 0.039 1000.0 -1000.0 -0.086 -1000.0 Fc-epsilon receptor I signaling in mast cells 1.0 176.0 97.0 -0.151 0.029 1000.0 -1000.0 -0.092 -1000.0 IFN-gamma pathway 1.0 122.0 68.0 -0.601 0.059 1000.0 -1000.0 -0.099 -1000.0 Ceramide signaling pathway 1.0 145.0 76.0 -0.762 0.241 1000.0 -1000.0 -0.065 -1000.0 IL1-mediated signaling events 1.0 78.0 62.0 -0.137 0.058 1000.0 -1000.0 -0.113 -1000.0 S1P5 pathway 1.0 19.0 17.0 -0.059 0.028 1000.0 -1000.0 -0.068 -1000.0 Syndecan-3-mediated signaling events 1.0 64.0 35.0 -0.188 0.011 1000.0 -1000.0 -0.074 -1000.0 IL2 signaling events mediated by PI3K 1.0 78.0 58.0 -0.065 0.061 1000.0 -1000.0 -0.091 -1000.0 Canonical Wnt signaling pathway 1.0 57.0 51.0 -0.176 0.081 1000.0 -1000.0 -0.063 -1000.0 EPHB forward signaling 1.0 109.0 85.0 -0.126 0.05 1000.0 -1000.0 -0.108 -1000.0 Calcium signaling in the CD4+ TCR pathway 1.0 57.0 31.0 -0.151 0.017 1000.0 -1000.0 -0.093 -1000.0 LPA receptor mediated events 1.0 121.0 102.0 -0.151 0.031 1000.0 -1000.0 -0.103 -1000.0 IL2 signaling events mediated by STAT5 1.0 27.0 22.0 -0.1 0.047 1000.0 -1000.0 -0.044 -1000.0 Arf6 trafficking events 1.0 77.0 71.0 -0.413 0.04 1000.0 -1000.0 -0.071 -1000.0 IL23-mediated signaling events 1.0 95.0 60.0 -0.13 0.025 1000.0 -1000.0 -0.171 -1000.0 S1P3 pathway 1.0 61.0 42.0 -0.138 0.024 1000.0 -1000.0 -0.073 -1000.0 PDGFR-beta signaling pathway 1.0 117.0 97.0 -0.091 0.049 1000.0 -1000.0 -0.096 -1000.0 Signaling events mediated by PRL 1.0 36.0 34.0 -0.051 0.021 1000.0 -1000.0 -0.063 -1000.0 S1P4 pathway 1.0 26.0 25.0 -0.059 0.024 1000.0 -1000.0 -0.061 -1000.0 Ras signaling in the CD4+ TCR pathway 1.0 30.0 17.0 -0.024 0.025 1000.0 -1000.0 -0.05 -1000.0 Regulation of cytoplasmic and nuclear SMAD2/3 signaling 0.0 0.0 23.0 0.0 0.043 1000.0 -1000.0 -0.076 -1000.0 Canonical NF-kappaB pathway 0.0 4.0 39.0 -0.03 0.076 1000.0 -1000.0 -0.101 -1000.0 Signaling events mediated by HDAC Class II 0.0 44.0 75.0 -0.113 0.033 1000.0 -1000.0 -0.081 -1000.0 BARD1 signaling events 0.0 55.0 57.0 -0.121 0.028 1000.0 -1000.0 -0.08 -1000.0 PLK2 and PLK4 events 0.0 1.0 3.0 -0.018 0.007 1000.0 -1000.0 -0.022 -1000.0 Visual signal transduction: Cones 0.0 29.0 38.0 -0.027 0.011 1000.0 -1000.0 -0.067 -1000.0 Circadian rhythm pathway 0.0 0.0 22.0 -0.011 0.044 1000.0 -1000.0 -0.072 -1000.0 a4b1 and a4b7 Integrin signaling 0.0 0.0 5.0 0.0 0.011 1000.0 -1000.0 -0.034 -1000.0 Cellular roles of Anthrax toxin 0.0 30.0 39.0 -0.169 0.019 1000.0 -1000.0 -0.031 -1000.0 Hedgehog signaling events mediated by Gli proteins 0.0 31.0 65.0 -0.06 0.06 1000.0 -1000.0 -0.071 -1000.0 Aurora A signaling 0.0 55.0 60.0 -0.162 0.034 1000.0 -1000.0 -0.07 -1000.0 Arf6 downstream pathway 0.0 1.0 43.0 -0.025 0.026 1000.0 -1000.0 -0.049 -1000.0 Aurora C signaling 0.0 0.0 7.0 -0.166 0.011 1000.0 -1000.0 -0.047 -1000.0 EPO signaling pathway 0.0 24.0 55.0 -0.064 0.073 1000.0 -1000.0 -0.104 -1000.0 PLK1 signaling events 0.0 10.0 85.0 -0.125 0.013 1000.0 -1000.0 -0.057 -1000.0 Insulin-mediated glucose transport 0.0 20.0 32.0 -0.117 0.056 1000.0 -1000.0 -0.07 -1000.0 mTOR signaling pathway 0.0 0.0 53.0 0.0 0.031 1000.0 -1000.0 -0.066 -1000.0 Class I PI3K signaling events mediated by Akt 0.0 2.0 68.0 -0.117 0.046 1000.0 -1000.0 -0.072 -1000.0 Nectin adhesion pathway 0.0 54.0 63.0 -0.1 0.052 1000.0 -1000.0 -0.083 -1000.0 Paxillin-independent events mediated by a4b1 and a4b7 0.0 6.0 37.0 -0.04 0.028 1000.0 -1000.0 -0.085 -1000.0 Signaling events mediated by HDAC Class III 0.0 9.0 40.0 -0.019 0.021 1000.0 -1000.0 -0.054 -1000.0 TRAIL signaling pathway 0.0 20.0 48.0 -0.034 0.044 1000.0 -1000.0 -0.082 -1000.0 ceramide signaling pathway 0.0 9.0 49.0 -0.03 0.042 1000.0 -1000.0 -0.058 -1000.0 HIF-2-alpha transcription factor network 0.0 36.0 43.0 -0.158 0.133 1000.0 -1000.0 -0.104 -1000.0 Ephrin B reverse signaling 0.0 27.0 48.0 -0.067 0.047 1000.0 -1000.0 -0.089 -1000.0 Role of Calcineurin-dependent NFAT signaling in lymphocytes 0.0 37.0 83.0 -0.269 0.045 1000.0 -1000.0 -0.086 -1000.0 Signaling events mediated by HDAC Class I 0.0 34.0 104.0 -0.113 0.044 1000.0 -1000.0 -0.082 -1000.0 TCGA08_p53 0.0 0.0 7.0 -0.165 0.099 1000.0 -1000.0 -0.022 -1000.0 FAS signaling pathway (CD95) 0.0 38.0 47.0 -0.084 0.028 1000.0 -1000.0 -0.052 -1000.0 Signaling mediated by p38-gamma and p38-delta 0.0 10.0 15.0 -0.014 0.029 1000.0 -1000.0 -0.037 -1000.0 Retinoic acid receptors-mediated signaling 0.0 28.0 58.0 -0.055 0.034 1000.0 -1000.0 -0.086 -1000.0 Paxillin-dependent events mediated by a4b1 0.0 5.0 36.0 -0.01 0.021 1000.0 -1000.0 -0.078 -1000.0 Atypical NF-kappaB pathway 0.0 4.0 31.0 -0.002 0.041 1000.0 -1000.0 -0.069 -1000.0 HIV-1 Nef: Negative effector of Fas and TNF-alpha 0.0 9.0 45.0 -0.03 0.066 1000.0 -1000.0 -0.095 -1000.0 Regulation of p38-alpha and p38-beta 0.0 43.0 54.0 -0.113 0.063 1000.0 -1000.0 -0.061 -1000.0 TCGA08_rtk_signaling 0.0 25.0 26.0 -0.201 0.034 1000.0 -1000.0 -0.024 -1000.0 Sumoylation by RanBP2 regulates transcriptional repression 0.0 3.0 27.0 -0.007 0.027 1000.0 -1000.0 -0.06 -1000.0 Class I PI3K signaling events 0.0 66.0 73.0 -0.064 0.031 1000.0 -1000.0 -0.083 -1000.0 IGF1 pathway 0.0 27.0 57.0 -0.045 0.049 1000.0 -1000.0 -0.099 -1000.0 Insulin Pathway 0.0 27.0 74.0 -0.064 0.033 1000.0 -1000.0 -0.104 -1000.0 VEGFR1 specific signals 0.0 0.0 56.0 -0.004 0.052 1000.0 -1000.0 -0.087 -1000.0 Rapid glucocorticoid signaling 0.0 3.0 20.0 -0.004 0.011 1000.0 -1000.0 -0.053 -1000.0 p38 MAPK signaling pathway 0.0 7.0 44.0 -0.018 0.042 1000.0 -1000.0 -0.072 -1000.0 Arf1 pathway 0.0 0.0 54.0 -0.006 0.03 1000.0 -1000.0 -0.051 -1000.0 Alternative NF-kappaB pathway 0.0 0.0 13.0 0.0 0.011 1000.0 -1000.0 -0.081 -1000.0 Total 380 24251 7203 -34.2220200576 -1994.04021408 131000 -131000 -10.379781638 -131000