Biostatistics Department andThe Broad Institute, Cambridge, MA 02142;
Biostatistics Department and.
Proc Natl Acad Sci U S A. 2014 Jun 3;111(22):E2329-38. doi: 10.1073/pnas.1319284111. Epub 2014 May 19.
Although the composition of the human microbiome is now well-studied, the microbiota's >8 million genes and their regulation remain largely uncharacterized. This knowledge gap is in part because of the difficulty of acquiring large numbers of samples amenable to functional studies of the microbiota. We conducted what is, to our knowledge, one of the first human microbiome studies in a well-phenotyped prospective cohort incorporating taxonomic, metagenomic, and metatranscriptomic profiling at multiple body sites using self-collected samples. Stool and saliva were provided by eight healthy subjects, with the former preserved by three different methods (freezing, ethanol, and RNAlater) to validate self-collection. Within-subject microbial species, gene, and transcript abundances were highly concordant across sampling methods, with only a small fraction of transcripts (<5%) displaying between-method variation. Next, we investigated relationships between the oral and gut microbial communities, identifying a subset of abundant oral microbes that routinely survive transit to the gut, but with minimal transcriptional activity there. Finally, systematic comparison of the gut metagenome and metatranscriptome revealed that a substantial fraction (41%) of microbial transcripts were not differentially regulated relative to their genomic abundances. Of the remainder, consistently underexpressed pathways included sporulation and amino acid biosynthesis, whereas up-regulated pathways included ribosome biogenesis and methanogenesis. Across subjects, metatranscriptional profiles were significantly more individualized than DNA-level functional profiles, but less variable than microbial composition, indicative of subject-specific whole-community regulation. The results thus detail relationships between community genomic potential and gene expression in the gut, and establish the feasibility of metatranscriptomic investigations in subject-collected and shipped samples.
尽管人类微生物组的组成现在已经得到了很好的研究,但微生物组的>800 万个基因及其调控仍然在很大程度上没有得到描述。这一知识空白部分是由于难以获得大量适合对微生物组进行功能研究的样本。我们进行了一次人类微生物组研究,这在我们所知的范围内,是首次在一个具有良好表型的前瞻性队列中进行的研究,该队列采用自我采集的样本,在多个身体部位进行分类、宏基因组和宏转录组分析。有 8 名健康受试者提供了粪便和唾液样本,其中前者通过三种不同的方法(冷冻、乙醇和 RNAlater)保存,以验证自我采集的效果。在个体内,微生物物种、基因和转录本丰度在采样方法之间高度一致,只有一小部分转录本(<5%)显示出方法之间的差异。接下来,我们研究了口腔和肠道微生物群落之间的关系,确定了一组丰富的口腔微生物,它们通常能够在肠道中存活下来,但在那里几乎没有转录活性。最后,对肠道宏基因组和宏转录组进行系统比较,发现大量(41%)的微生物转录本相对于其基因组丰度没有差异调节。在其余的转录本中,一致表达不足的途径包括孢子形成和氨基酸生物合成,而上调的途径包括核糖体生物发生和甲烷生成。在个体之间,宏转录组谱比 DNA 水平的功能谱更具个体特异性,但比微生物组成的变异性更小,表明存在特定于个体的全社区调节。研究结果详细描述了肠道中群落基因组潜力与基因表达之间的关系,并证实了在个体采集和运输样本中进行宏转录组研究的可行性。