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Meta-QC-Chain: Comprehensive and Fast Quality Control Method for Metagenomic Data
Authors:Qian Zhou  Xiaoquan Su  Gongchao Jing  Kang Ning
Institution:Qian Zhou(Shandong Key Laboratory of Energy Genetics, CAS Key Laboratory of Biofuels and Bioenergy Genome Center,Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China);Xiaoquan Su(Shandong Key Laboratory of Energy Genetics, CAS Key Laboratory of Biofuels and Bioenergy Genome Center,Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China);Gongchao Jing(Shandong Key Laboratory of Energy Genetics, CAS Key Laboratory of Biofuels and Bioenergy Genome Center,Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China);Kang Ning(Shandong Key Laboratory of Energy Genetics, CAS Key Laboratory of Biofuels and Bioenergy Genome Center,Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China);
Abstract:Next-generation sequencing(NGS) technology has revolutionized and significantly impacted metagenomic research.However,the NGS data usually contains sequencing artifacts such as low-quality reads and contaminating reads,which will significantly compromise downstream analysis.Many quality control(QC) tools have been proposed,however,few of them have been verified to be suitable or efficient for metagenomic data,which are composed of multiple genomes and are more complex than other kinds of NGS data.Here we present a metagenomic data QC method named Meta-QC-Chain.Meta-QC-Chain combines multiple QC functions:technical tests describe input data status and identify potential errors,quality trimming filters poor sequencing-quality bases and reads,and contamination screening identifies higher eukaryotic species,which are considered as contamination for metagenomic data.Most computing processes are optimized based on parallel programming.Testing on an 8-GB real dataset showed that Meta-QC-Chain trimmed low sequencing-quality reads and contaminating reads,and the whole quality control procedure was completed within 20 min.Therefore,Meta-QC-Chain provides a comprehensive,useful and high-performance QC tool for metagenomic data.Meta-QC-Chain is publicly available for free at:http://computationalbioenergy.org/meta-qc-chain.html.
Keywords:Quality control  Metagenomic data  Parallel computing  Next-generation sequencing
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