Maximal viral information recovery from sequence data using VirMAP

被引:42
作者
Ajami, Nadim J. [1 ,2 ]
Wong, Matthew C. [1 ,2 ]
Ross, Matthew C. [1 ,2 ]
Lloyd, Richard E. [2 ]
Petrosino, Joseph F. [1 ,2 ]
机构
[1] Baylor Coll Med, Alkek Ctr Metagen & Microbiome Res, Houston, TX 77030 USA
[2] Baylor Coll Med, Dept Mol Virol & Microbiol, Houston, TX 77030 USA
来源
NATURE COMMUNICATIONS | 2018年 / 9卷
关键词
D O I
10.1038/s41467-018-05658-8
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
07 ; 0710 ; 09 ;
摘要
Accurate classification of the human virome is critical to a full understanding of the role viruses play in health and disease. This implies the need for sensitive, specific, and practical pipelines that return precise outputs while still enabling case-specific post hoc analysis. Viral taxonomic characterization from metagenomic data suffers from high background noise and signal crosstalk that confounds current methods. Here we develop VirMAP that overcomes these limitations using techniques that merge nucleotide and protein information to tax-onomically classify viral reconstructions independent of genome coverage or read overlap. We validate VirMAP using published data sets and viral mock communities containing RNA and DNA viruses and bacteriophages. VirMAP offers opportunities to enhance metagenomic studies seeking to define virome-host interactions, improve biosurveillance capabilities, and strengthen molecular epidemiology reporting.
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页数:9
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共 22 条
  • [1] Lin H.H., Liao Y.C., drVM: a new tool for efficient genome assembly of known eukaryotic viruses from metagenomes, Gigascience, 6, pp. 1-10, (2017)
  • [2] Lin J., Et al., Vipie: web pipeline for parallel characterization of viral populations from multiple NGS samples, BMC Genom., 18, (2017)
  • [3] Rampelli S., Et al., ViromeScan: a new tool for metagenomic viral community profiling, BMC Genom., 17, (2016)
  • [4] Segata N., Et al., Metagenomic microbial community profiling using unique clade-specific marker genes, Nat. Methods, 9, pp. 811-814, (2012)
  • [5] Tithi S.S., Aylward F.O., Jensen R.V., Zhang L., FastViromeExplorer: a pipeline for virus and phage identification and abundance profiling in metagenomics data, PeerJ, 6, (2018)
  • [6] Truong D.T., Et al., MetaPhlAn2 for enhanced metagenomic taxonomic profiling, Nat. Methods, 12, pp. 902-903, (2015)
  • [7] Yamashita A., Sekizuka T., Kuroda M., VirusTAP: viral genome-targeted assembly pipeline, Front. Microbiol., 7, (2016)
  • [8] Zhao G., Et al., VirusSeeker, a computational pipeline for virus discovery and virome composition analysis, Virology, 503, pp. 21-30, (2017)
  • [9] Menzel P., Ng K.L., Krogh A., Fast and sensitive taxonomic classification for metagenomics with Kaiju, Nat. Commun., 7, (2016)
  • [10] Wood D.E., Salzberg S.L., Kraken: ultrafast metagenomic sequence classification using exact alignments, Genome Biol., 15, (2014)