Atropos: specific, sensitive, and speedy trimming of sequencing reads

被引:189
作者
Didion, John P. [1 ]
Martin, Marcel [2 ]
Collins, Francis S. [1 ]
机构
[1] NHGRI, NIH, Bethesda, MD 20892 USA
[2] Stockholm Univ, Dept Biochem & Biophys, Sci Life Lab, Stockholm, Sweden
基金
美国国家卫生研究院;
关键词
NGS; Sequencing; Read; Trimming; Preprocessing; Adapter; Cutadapt; Illumina;
D O I
10.7717/peerj.3720
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
A key step in the transformation of raw sequencing reads into biological insights is the trimming of adapter sequences and low-quality bases. Read trimming has been shown to increase the quality and reliability while decreasing the computational requirements of downstream analyses. Many read trimming software tools are available; however, no tool simultaneously provides the accuracy, computational efficiency, and feature set required to handle the types and volumes of data generated in modern sequencing-based experiments. Here we introduce Atropos and show that it trims reads with high sensitivity and specificity while maintaining leadingedge speed. Compared to other state-of-the-art read trimming tools, Atropos achieves significant increases in trimming accuracy while remaining competitive in execution times. Furthermore, Atropos maintains high accuracy even when trimming data with elevated rates of sequencing errors. The accuracy, high performance, and broad feature set offered by Atropos makes it an appropriate choice for the pre-processing of Illumina, ABI SOLiD, and other current-generation short-read sequencing datasets. Atropos is open source and free software written in Python (3.3+) and available at https://github. com/jdidion/atropos.
引用
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页数:19
相关论文
共 22 条
[1]
[Anonymous], 2013, THESIS
[2]
Analysing and interpreting DNA methylation data [J].
Bock, Christoph .
NATURE REVIEWS GENETICS, 2012, 13 (10) :705-719
[3]
Boettiger Carl, 2015, ACM SIGOPS Operating Systems Review, V49, P71
[4]
An Extensive Evaluation of Read Trimming Effects on Illumina NGS Data Analysis [J].
Del Fabbro, Cristian ;
Scalabrin, Simone ;
Morgante, Michele ;
Giorgi, Federico M. .
PLOS ONE, 2013, 8 (12)
[5]
A framework for variation discovery and genotyping using next-generation DNA sequencing data [J].
DePristo, Mark A. ;
Banks, Eric ;
Poplin, Ryan ;
Garimella, Kiran V. ;
Maguire, Jared R. ;
Hartl, Christopher ;
Philippakis, Anthony A. ;
del Angel, Guillermo ;
Rivas, Manuel A. ;
Hanna, Matt ;
McKenna, Aaron ;
Fennell, Tim J. ;
Kernytsky, Andrew M. ;
Sivachenko, Andrey Y. ;
Cibulskis, Kristian ;
Gabriel, Stacey B. ;
Altshuler, David ;
Daly, Mark J. .
NATURE GENETICS, 2011, 43 (05) :491-+
[6]
Nextflow enables reproducible computational workflows [J].
Di Tommaso, Paolo ;
Chatzou, Maria ;
Floden, Evan W. ;
Prieto Barja, Pablo ;
Palumbo, Emilio ;
Notredame, Cedric .
NATURE BIOTECHNOLOGY, 2017, 35 (04) :316-319
[7]
STAR: ultrafast universal RNA-seq aligner [J].
Dobin, Alexander ;
Davis, Carrie A. ;
Schlesinger, Felix ;
Drenkow, Jorg ;
Zaleski, Chris ;
Jha, Sonali ;
Batut, Philippe ;
Chaisson, Mark ;
Gingeras, Thomas R. .
BIOINFORMATICS, 2013, 29 (01) :15-21
[8]
Substantial biases in ultra-short read data sets from high-throughput DNA sequencing [J].
Dohm, Juliane C. ;
Lottaz, Claudio ;
Borodina, Tatiana ;
Himmelbauer, Heinz .
NUCLEIC ACIDS RESEARCH, 2008, 36 (16)
[9]
An integrated encyclopedia of DNA elements in the human genome [J].
Dunham, Ian ;
Kundaje, Anshul ;
Aldred, Shelley F. ;
Collins, Patrick J. ;
Davis, CarrieA. ;
Doyle, Francis ;
Epstein, Charles B. ;
Frietze, Seth ;
Harrow, Jennifer ;
Kaul, Rajinder ;
Khatun, Jainab ;
Lajoie, Bryan R. ;
Landt, Stephen G. ;
Lee, Bum-Kyu ;
Pauli, Florencia ;
Rosenbloom, Kate R. ;
Sabo, Peter ;
Safi, Alexias ;
Sanyal, Amartya ;
Shoresh, Noam ;
Simon, Jeremy M. ;
Song, Lingyun ;
Trinklein, Nathan D. ;
Altshuler, Robert C. ;
Birney, Ewan ;
Brown, James B. ;
Cheng, Chao ;
Djebali, Sarah ;
Dong, Xianjun ;
Dunham, Ian ;
Ernst, Jason ;
Furey, Terrence S. ;
Gerstein, Mark ;
Giardine, Belinda ;
Greven, Melissa ;
Hardison, Ross C. ;
Harris, Robert S. ;
Herrero, Javier ;
Hoffman, Michael M. ;
Iyer, Sowmya ;
Kellis, Manolis ;
Khatun, Jainab ;
Kheradpour, Pouya ;
Kundaje, Anshul ;
Lassmann, Timo ;
Li, Qunhua ;
Lin, Xinying ;
Marinov, Georgi K. ;
Merkel, Angelika ;
Mortazavi, Ali .
NATURE, 2012, 489 (7414) :57-74
[10]
MultiQC: summarize analysis results for multiple tools and samples in a single report [J].
Ewels, Philip ;
Magnusson, Mans ;
Lundin, Sverker ;
Kaller, Max .
BIOINFORMATICS, 2016, 32 (19) :3047-3048