Suppr超能文献

比较 INDEL 调用工具与模拟数据和真实短读数据。

Comparison of INDEL Calling Tools with Simulation Data and Real Short-Read Data.

出版信息

IEEE/ACM Trans Comput Biol Bioinform. 2019 Sep-Oct;16(5):1635-1644. doi: 10.1109/TCBB.2018.2854793. Epub 2018 Jul 10.

Abstract

Insertions and deletions (INDELs) comprise a significant proportion of human genetic variation, and recent papers have revealed that many human diseases may be attributable to INDELs. With the development of next-generation sequencing (NGS) technology, many statistical/computational tools have been developed for calling INDELs. However, there are differences among those tools, and comparisons among them have been limited. In order to better understand these inter-tool differences, five popular and publicly available INDEL calling tools-GATK HaplotypeCaller, Platypus, VarScan2, Scalpel, and GotCloud-were evaluated using simulation data, 1000 Genomes Project data, and family-based sequencing data. The accuracy of INDEL calling by each tool was mainly evaluated by concordance rates. Family-based sequencing data, which consisted of 49 individuals from eight Korean families, were used to calculate Mendelian error rates. Our comparison results show that GATK HaplotypeCaller usually performs the best and that joint calling with Platypus can lead to additional improvements in accuracy. The result of this study provides important information regarding future directions for the variant detection and the algorithms development.

摘要

插入和缺失(INDELs)构成了人类遗传变异的重要部分,最近的研究表明,许多人类疾病可能归因于 INDELs。随着下一代测序(NGS)技术的发展,已经开发出许多用于调用 INDELs 的统计/计算工具。然而,这些工具之间存在差异,并且对它们的比较受到限制。为了更好地理解这些工具之间的差异,使用模拟数据、1000 基因组计划数据和基于家庭的测序数据评估了五个流行且可用的 INDEL 调用工具-GATK HaplotypeCaller、Platypus、VarScan2、Scalpel 和 GotCloud。每个工具的 INDEL 调用准确性主要通过一致性率进行评估。基于家庭的测序数据由来自八个韩国家庭的 49 个人组成,用于计算孟德尔错误率。我们的比较结果表明,GATK HaplotypeCaller 通常表现最好,并且与 Platypus 联合调用可以进一步提高准确性。该研究的结果为未来的变异检测和算法开发提供了重要信息。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验