Accurate and robust inference of microbial growth dynamics from metagenomic sequencing reveals personalized growth rates

被引:30
作者
Joseph, Tyler A. [1 ]
Chlenski, Philippe [1 ]
Litman, Aviya [2 ]
Korem, Tal [2 ,3 ,4 ]
Pe'er, Itsik [1 ,2 ,5 ]
机构
[1] Columbia Univ, Dept Comp Sci, New York, NY 10027 USA
[2] Columbia Univ, Dept Syst Biol, Irving Med Ctr, New York, NY 10032 USA
[3] Columbia Univ, Dept Obstet & Gynecol, Irving Med Ctr, New York, NY 10032 USA
[4] CIFAR, Azrieli Global Scholars Program, Toronto, ON M5G 1M1, Canada
[5] Columbia Univ, Data Sci Inst, New York, NY 10027 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
MULTI-OMICS; REPLICATION; BACTERIA;
D O I
10.1101/gr.275533.121
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Patterns of sequencing coverage along a bacterial genome-summarized by a peak-to-trough ratio (PTR)-have been shown to accurately reflect microbial growth rates, revealing a new facet of microbial dynamics and host-microbe interactions. Here, we introduce Compute PTR (CoPTR): a tool for computing PTRs from complete reference genomes and assemblies. Using simulations and data from growth experiments in simple and complex communities, we show that CoPTR is more accurate than the current state of the art while also providing more PTR estimates overall. We further develop a theory formalizing a biological interpretation for PTRs. Using a reference database of 2935 species, we applied CoPTR to a case-control study of 1304 metagenomic samples from 106 individuals with inflammatory bowel disease. We show that growth rates are personalized, are only loosely correlated with relative abundances, and are associated with disease status. We conclude by showing how PTRs can be combined with relative abundances and metabolomics to investigate their effect on the microbiome.
引用
收藏
页码:558 / 568
页数:11
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