State Key Laboratory of Protein and Plant Gene Research, School of Life Sciences, Center for Bioinformatics, Peking University, Beijing 100871, China; Beijing Advanced Innovation Center for Genomics, Peking University, Beijing 100871, China.
State Key Laboratory of Protein and Plant Gene Research, School of Life Sciences, Center for Bioinformatics, Peking University, Beijing 100871, China; Beijing Advanced Innovation Center for Genomics, Peking University, Beijing 100871, China.
J Genet Genomics. 2018 Jul 20;45(7):373-379. doi: 10.1016/j.jgg.2018.05.005. Epub 2018 Jul 7.
Understanding the functional effects of genetic variants is crucial in modern genomics and genetics. Transcription factor binding sites (TFBSs) are one of the most important cis-regulatory elements. While multiple tools have been developed to assess functional effects of genetic variants at TFBSs, they usually assume that each variant works in isolation and neglect the potential "interference" among multiple variants within the same TFBS. In this study, we presented COPE-TFBS (Context-Oriented Predictor for variant Effect on Transcription Factor Binding Site), a novel method that considers sequence context to accurately predict variant effects on TFBSs. We systematically re-analyzed the sequencing data from both the 1000 Genomes Project and the Genotype-Tissue Expression (GTEx) Project via COPE-TFBS, and identified numbers of novel TFBSs, transformed TFBSs and discordantly annotated TFBSs resulting from multiple variants, further highlighting the necessity of sequence context in accurately annotating genetic variants. COPE-TFBS is freely available for academic use at http://cope.cbi.pku.edu.cn/.
理解遗传变异的功能效应在现代基因组学和遗传学中至关重要。转录因子结合位点(TFBS)是最重要的顺式调控元件之一。虽然已经开发了多种工具来评估 TFBS 上遗传变异的功能效应,但它们通常假设每个变异都是孤立作用的,而忽略了同一 TFBS 中多个变异之间的潜在“干扰”。在这项研究中,我们提出了 COPE-TFBS(用于转录因子结合位点变异效应的面向上下文的预测器),这是一种考虑序列上下文以准确预测 TFBS 上变异效应的新方法。我们通过 COPE-TFBS 系统地重新分析了来自 1000 基因组计划和基因型-组织表达(GTEx)计划的测序数据,并鉴定了由于多个变异而导致的新型 TFBS、转化的 TFBS 和注释不一致的 TFBS,进一步强调了准确注释遗传变异时序列上下文的必要性。COPE-TFBS 可在 http://cope.cbi.pku.edu.cn/ 上免费供学术使用。