Metatranscriptomics for the Human Microbiome and Microbial Community Functional Profiling

被引:34
|
作者
Zhang, Yancong [1 ,2 ,3 ]
Thompson, Kelsey N. [1 ,2 ,3 ]
Branck, Tobyn [1 ,2 ,3 ,4 ]
Yan, Yan [1 ,2 ,3 ]
Nguyen, Long H. [1 ,2 ,5 ,6 ,7 ,8 ]
Franzosa, Eric A. [1 ,2 ,3 ]
Huttenhower, Curtis [1 ,2 ,3 ,9 ]
机构
[1] Harvard TH Chan Sch Publ Hlth, Harvard Chan Microbiome Publ Hlth Ctr, Boston, MA 02115 USA
[2] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
[3] Broad Inst MIT & Harvard, Infect Dis & Microbiome Program, Cambridge, MA 02142 USA
[4] Harvard Med Sch, Dept Syst Synthet & Quantitat Biol, Boston, MA 02115 USA
[5] Massachusetts Gen Hosp, Div Gastroenterol, Boston, MA 02114 USA
[6] Harvard Med Sch, Boston, MA 02114 USA
[7] Massachusetts Gen Hosp, Clin & Translat Epidemiol Unit, Boston, MA 02108 USA
[8] Harvard Med Sch, Boston, MA 02108 USA
[9] Harvard TH Chan Sch Publ Hlth, Dept Immunol & Infect Dis, Boston, MA 02115 USA
关键词
metatranscriptome; meta-omics; functional activity; RNA-seq; DE-BRUIJN GRAPH; GENE-EXPRESSION; ORAL MICROBIOME; READ ALIGNMENT; MESSENGER-RNA; HOST RESPONSE; MULTI-OMICS; TRANSCRIPTOME; METAGENOMICS; ASSEMBLER;
D O I
10.1146/annurev-biodatasci-031121-103035
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Shotgun metatranscriptomics (MTX) is an increasingly practical way to survey microbial community gene function and regulation at scale. This review begins by summarizing the motivations for community transcriptomics and the history of the field. We then explore the principles, best practices, and challenges of contemporary MTX workflows: beginning with laboratory methods for isolation and sequencing of community RNA, followed by informatics methods for quantifying RNA features, and finally statistical methods for detecting differential expression in a community context. In the second half of the review, we survey important biological findings from the MTX literature, drawing examples from the human microbiome, other (nonhuman) host-associated microbiomes, and the environment. Across these examples, MTX methods prove invaluable for probing microbemicrobe and host-microbe interactions, the dynamics of energy harvest and chemical cycling, and responses to environmental stresses. We conclude with a review of open challenges in the MTX field, including making assays and analyses more robust, accessible, and adaptable to new technologies; deciphering roles for millions of uncharacterized microbial transcripts; and solving applied problems such as biomarker discovery and development of microbial therapeutics.
引用
收藏
页码:279 / 311
页数:33
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