Identifying personal microbiomes using metagenomic codes

被引:325
作者
Franzosa, Eric A. [1 ,2 ]
Huang, Katherine [2 ]
Meadow, James F. [3 ]
Gevers, Dirk [2 ]
Lemon, Katherine P. [4 ,5 ]
Bohannan, Brendan J. M. [3 ]
Huttenhower, Curtis [1 ,2 ]
机构
[1] Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
[2] Broad Inst, Genome Sequencing & Anal Program, Microbial Syst & Communities, Cambridge, MA 02142 USA
[3] Univ Oregon, Inst Ecol & Evolut, Eugene, OR 97403 USA
[4] Forsyth Inst, Dept Microbiol, Cambridge, MA 02142 USA
[5] Harvard Univ, Sch Med, Boston Childrens Hosp, Div Infect Dis, Boston, MA 02115 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
forensic genetics; microbial ecology; metagenomics; human microbiome; strain variation; HUMAN SKIN; ECOLOGY; SCIENCE; AGE; DNA;
D O I
10.1073/pnas.1423854112
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
Community composition within the human microbiome varies across individuals, but it remains unknown if this variation is sufficient to uniquely identify individuals within large populations or stable enough to identify them over time. We investigated this by developing a hitting set-based coding algorithm and applying it to the Human Microbiome Project population. Our approach defined body site-specific metagenomic codes: sets of microbial taxa or genes prioritized to uniquely and stably identify individuals. Codes capturing strain variation in clade-specific marker genes were able to distinguish among 100s of individuals at an initial sampling time point. In comparisons with follow-up samples collected 30-300 d later, similar to 30% of individuals could still be uniquely pinpointed using metagenomic codes from a typical body site; coincidental (false positive) matches were rare. Codes based on the gut microbiome were exceptionally stable and pinpointed >80% of individuals. The failure of a code to match its owner at a later time point was largely explained by the loss of specific microbial strains (at current limits of detection) and was only weakly associated with the length of the sampling interval. In addition to highlighting patterns of temporal variation in the ecology of the human microbiome, this work demonstrates the feasibility of microbiome-based identifiability-a result with important ethical implications for microbiome study design. The datasets and code used in this work are available for download from huttenhower.sph.harvard.edu/idability.
引用
收藏
页码:E2930 / E2938
页数:9
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