TIPP: taxonomic identification and phylogenetic profiling

被引:63
|
作者
Nam-phuong Nguyen [1 ]
Mirarab, Siavash [1 ]
Liu, Bo [2 ]
Pop, Mihai [2 ]
Warnow, Tandy [1 ,3 ,4 ]
机构
[1] Univ Texas Austin, Dept Comp Sci, Austin, TX 78712 USA
[2] Univ Maryland, Ctr Bioinformat & Computat Biol, College Pk, MD 20742 USA
[3] Univ Illinois, Dept Bioengn, Urbana, IL USA
[4] Univ Illinois, Dept Comp Sci, Urbana, IL USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
SEQUENCE ALIGNMENTS; MAXIMUM-LIKELIHOOD; CLASSIFICATION; ACCURATE; TOOL;
D O I
10.1093/bioinformatics/btu721
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Abundance profiling (also called 'phylogenetic profiling') is a crucial step in understanding the diversity of a metagenomic sample, and one of the basic techniques used for this is taxonomic identification of the metagenomic reads. Results: We present taxon identification and phylogenetic profiling (TIPP), a new marker-based taxon identification and abundance profiling method. TIPP combines SAT\'e-enabled phylogenetic placement a phylogenetic placement method, with statistical techniques to control the classification precision and recall, and results in improved abundance profiles. TIPP is highly accurate even in the presence of high indel errors and novel genomes, and matches or improves on previous approaches, including NBC, mOTU, PhymmBL, MetaPhyler and MetaPhlAn.
引用
收藏
页码:3548 / 3555
页数:8
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