Strain profiling and epidemiology of bacterial species from metagenomic sequencing

被引:85
作者
Albanese, Davide [1 ]
Donati, Claudio [1 ]
机构
[1] Fdn Edmund Mach, Res & Innovat Ctr, Computat Biol Unit, Via Edmund Mach 1, I-38010 San Michele All Adige, Italy
来源
NATURE COMMUNICATIONS | 2017年 / 8卷
关键词
READ ALIGNMENT; GUT MICROBIOTA; DIVERSITY; GENOMICS; REVEALS; PHAGE;
D O I
10.1038/s41467-017-02209-5
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
Microbial communities are often composed by complex mixtures of multiple strains of the same species, characterized by a wide genomic and phenotypic variability. Computational methods able to identify, quantify and classify the different strains present in a sample are essential to fully exploit the potential of metagenomic sequencing in microbial ecology, with applications that range from the epidemiology of infectious diseases to the characterization of the dynamics of microbial colonization. Here we present a computational approach that uses the available genomic data to reconstruct complex strain profiles from metagenomic sequencing, quantifying the abundances of the different strains and cataloging them according to the population structure of the species. We validate the method on synthetic data sets and apply it to the characterization of the strain distribution of several important bacterial species in real samples, showing how its application provides novel insights on the structure and complexity of the microbiota.
引用
收藏
页数:13
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