Department of Computer Science and Applied Mathematics, Weizmann Institute of Science, Rehovot 7610001, Israel; Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot 7610001, Israel.
Department of Computer Science and Applied Mathematics, Weizmann Institute of Science, Rehovot 7610001, Israel; Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot 7610001, Israel.
Curr Opin Microbiol. 2018 Aug;44:9-19. doi: 10.1016/j.mib.2018.05.003. Epub 2018 Jun 14.
Recent studies indicate that the gut microbiome is partially heritable, motivating the need to investigate microbiome-host genome associations via microbial genome-wide association studies (mGWAS). Existing mGWAS demonstrate that microbiome-host genotype associations are typically weak and are spread across multiple variants, similar to associations often observed in genome-wide association studies (GWAS) of complex traits. Here we reconsider mGWAS by viewing them through the lens of GWAS, and demonstrate that there are striking similarities between the challenges and pitfalls faced by the two study designs. We further advocate the mGWAS community to adopt three key lessons learned over the history of GWAS: firstly, adopting uniform data and reporting formats to facilitate replication and meta-analysis efforts; secondly, enforcing stringent statistical criteria to reduce the number of false positive findings; and thirdly, considering the microbiome and the host genome as distinct entities, rather than studying different taxa and single nucleotide polymorphism (SNPs) separately. Finally, we anticipate that mGWAS sample sizes will have to increase by orders of magnitude to reproducibly associate the host genome with the gut microbiome.
最近的研究表明,肠道微生物组在一定程度上是可遗传的,这促使我们需要通过微生物全基因组关联研究(mGWAS)来研究微生物组-宿主基因组的关联。现有的 mGWAS 表明,微生物组-宿主基因型的关联通常很微弱,并且分布在多个变体上,与复杂性状的全基因组关联研究(GWAS)中经常观察到的关联相似。在这里,我们通过 GWAS 的视角重新考虑 mGWAS,并表明这两种研究设计所面临的挑战和陷阱有惊人的相似之处。我们进一步主张 mGWAS 社区采用在 GWAS 历史中吸取的三个关键经验教训:首先,采用统一的数据和报告格式,以促进复制和荟萃分析工作;其次,执行严格的统计标准,以减少假阳性发现的数量;最后,将微生物组和宿主基因组视为不同的实体,而不是分别研究不同的分类群和单核苷酸多态性(SNP)。最后,我们预计 mGWAS 的样本量将不得不增加几个数量级,以便能够重现性地将宿主基因组与肠道微生物组相关联。