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浅层 shotgun 测序可减少微生物组分析中的技术变异。

Shallow shotgun sequencing reduces technical variation in microbiome analysis.

机构信息

Diversigen, Inc., 600 County Road D, West, Suite 8, New Brighton, MN, 55112, USA.

Bristol Myers Squibb, 1500 Owens St, Suite 600, San Francisco, CA, 94158, USA.

出版信息

Sci Rep. 2023 May 11;13(1):7668. doi: 10.1038/s41598-023-33489-1.

Abstract

The microbiome is known to play a role in many human diseases, but identifying key microbes and their functions generally requires large studies due to the vast number of species and genes, and the high levels of intra-individual and inter-individual variation. 16S amplicon sequencing of the rRNA gene is commonly used for large studies due to its comparatively low sequencing cost, but it has poor taxonomic and functional resolution. Deep shotgun sequencing is a more accurate and comprehensive alternative for small studies, but can be cost-prohibitive for biomarker discovery in large populations. Shallow or moderate-depth shotgun metagenomics may serve as a viable alternative to 16S sequencing for large-scale and/or dense longitudinal studies, but only if resolution and reproducibility are comparable. Here we applied both 16S and shallow shotgun stool microbiome sequencing to a cohort of 5 subjects sampled twice daily and weekly, with technical replication at the DNA extraction and the library preparation/sequencing steps, for a total of 80 16S samples and 80 shallow shotgun sequencing samples. We found that shallow shotgun sequencing produced lower technical variation and higher taxonomic resolution than 16S sequencing, at a much lower cost than deep shotgun sequencing. These findings suggest that shallow shotgun sequencing provides a more specific and more reproducible alternative to 16S sequencing for large-scale microbiome studies where costs prohibit deep shotgun sequencing and where bacterial species are expected to have good coverage in whole-genome reference databases.

摘要

微生物组被认为在许多人类疾病中发挥作用,但由于物种和基因数量庞大,个体内和个体间变异水平高,因此确定关键微生物及其功能通常需要进行大规模研究。由于相对较低的测序成本,rRNA 基因的 16S 扩增子测序常用于大规模研究,但它的分类和功能分辨率较差。深度 shotgun 测序是小研究的更准确和全面的替代方法,但对于大人群中的生物标志物发现来说可能成本过高。浅层或中度深度 shotgun 宏基因组学可能是大规模和/或密集纵向研究中替代 16S 测序的可行方法,但前提是分辨率和重现性相当。在这里,我们对 5 名每天两次和每周采样的受试者进行了 16S 和浅层 shotgun 粪便微生物组测序,在 DNA 提取和文库制备/测序步骤中进行了技术重复,总共获得了 80 个 16S 样本和 80 个浅层 shotgun 测序样本。我们发现,浅层 shotgun 测序产生的技术变异比 16S 测序更低,分类分辨率更高,成本也比深度 shotgun 测序低得多。这些发现表明,在成本禁止深度 shotgun 测序且预计全基因组参考数据库中具有良好细菌物种覆盖率的大规模微生物组研究中,浅层 shotgun 测序为 16S 测序提供了一种更具体和更可重复的替代方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bc98/10175443/36226f0194ef/41598_2023_33489_Fig1_HTML.jpg

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