4.6 Article

ToTem: a tool for variant calling pipeline optimization

期刊

BMC BIOINFORMATICS
卷 19, 期 -, 页码 -

出版社

BMC
DOI: 10.1186/s12859-018-2227-x

关键词

Variant calling; Benchmarking; Next generation sequencing; Parameter optimization

资金

  1. Ministry of Education, Youth and Sports of the Czech Republic project CEITEC2020 [LQ1601]
  2. European Union [692298]
  3. Ministry of Health of the Czech Republic [AZV-MZ-CR 15-30015A, 15-31834A]
  4. Medical Faculty of Masaryk University [MUNI/A/0968/2017]
  5. European Regional Development Fund-Project EATRIS-CZ [CZ.02.1.01/0.0/0.0/16_013/0001818]
  6. research grant TACR [TEO2000058/2014-2019]
  7. research infrastructure EATRIS-CZ - MEYS CR [LM2015064]

向作者/读者索取更多资源

Background: High-throughput bioinformatics analyses of next generation sequencing (NGS) data often require challenging pipeline optimization. The key problem is choosing appropriate tools and selecting the best parameters for optimal precision and recall. Results: Here we introduce ToTem, a tool for automated pipeline optimization. ToTem is a stand-alone web application with a comprehensive graphical user interface (GUI). ToTem is written in Java and PHP with an underlying connection to a MySQL database. Its primary role is to automatically generate, execute and benchmark different variant calling pipeline settings. Our tool allows an analysis to be started from any level of the process and with the possibility of plugging almost any tool or code. To prevent an over-fitting of pipeline parameters, ToTem ensures the reproducibility of these by using cross validation techniques that penalize the final precision, recall and F-measure. The results are interpreted as interactive graphs and tables allowing an optimal pipeline to be selected, based on the user's priorities. Using ToTem, we were able to optimize somatic variant calling from ultra-deep targeted gene sequencing (TGS) data and germline variant detection in whole genome sequencing (WGS) data. Conclusions: ToTem is a tool for automated pipeline optimization which is freely available as a web application at https://totern.software

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