Division of Bacteriology, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK.
Division of Analytical and Biological Sciences, National Institute for Biological Standards and Control, Potters Bar, Hertfordshire, EN6 3QG, UK.
Microbiome. 2022 Aug 9;10(1):123. doi: 10.1186/s40168-022-01313-z.
Effective standardisation of the microbiome field is essential to facilitate global translational research and increase the reproducibility of microbiome studies. In this study, we describe the development and validation of a whole cell reference reagent specific to the gut microbiome by the UK National Institute for Biological Standards and Control. We also provide and test a two-step reporting framework to allow microbiome researchers to quickly and accurately validate choices of DNA extraction, sequencing, and bioinformatic pipelines.
Using 20 strains that are commonly found in the gut, we developed a whole cell reference reagent (WC-Gut RR) for the evaluation of the DNA extraction protocols commonly used in microbiome pipelines. DNA was first analysed using the physicochemical measures of yield, integrity, and purity, which demonstrated kits widely differed in the quality of the DNA they produced. Importantly, the combination of the WC-Gut RR and the three physicochemical measures allowed us to differentiate clearly between kit performance. We next assessed the ability of WC-Gut RR to evaluate kit performance in the reconstitution of accurate taxonomic profiles. We applied a four-measure framework consisting of Sensitivity, false-positive relative abundance (FPRA), Diversity, and Similarity as previously described for DNA reagents. Using the WC-Gut RR and these four measures, we could reliably identify the DNA extraction kits' biases when using with both 16S rRNA sequencing and shotgun sequencing. Moreover, when combining this with complementary DNA standards, we could estimate the relative bias contributions of DNA extraction kits vs bioinformatic analysis. Finally, we assessed WC-Gut RR alongside other commercially available reagents. The analysis here clearly demonstrates that reagents of lower complexity, not composed of anaerobic and hard-to-lyse strains from the gut, can artificially inflate the performance of microbiome DNA extraction kits and bioinformatic pipelines.
We produced a complex whole cell reagent that is specific for the gut microbiome and can be used to evaluate and benchmark DNA extractions in microbiome studies. Used alongside a DNA standard, the NIBSC DNA-Gut-Mix RR helps estimating where biases occur in microbiome pipelines. In the future, we aim to establish minimum thresholds for data quality through an interlaboratory collaborative study. Video Abstract.
有效的微生物组标准化对于促进全球转化研究和提高微生物组研究的可重复性至关重要。在这项研究中,我们描述了英国国家生物标准与控制研究所(NIBSC)通过开发和验证一种针对肠道微生物组的全细胞参考试剂(WC-GutRR)来实现这一目标。我们还提供并测试了一个两步报告框架,使微生物组研究人员能够快速准确地验证 DNA 提取、测序和生物信息学管道的选择。
我们使用 20 株常见的肠道菌株,开发了一种全细胞参考试剂(WC-GutRR),用于评估微生物组管道中常用的 DNA 提取方案。首先使用产量、完整性和纯度的理化指标对 DNA 进行分析,结果表明试剂盒在产生的 DNA 质量方面差异很大。重要的是,WC-GutRR 与三种理化指标的结合使我们能够清楚地区分试剂盒的性能。接下来,我们评估了 WC-GutRR 在重建准确分类群谱方面评估试剂盒性能的能力。我们应用了一个由四项指标组成的框架,包括先前针对 DNA 试剂描述的灵敏度、假阳性相对丰度(FPRA)、多样性和相似性。使用 WC-GutRR 和这四个指标,我们可以在使用 16S rRNA 测序和鸟枪法测序时可靠地识别 DNA 提取试剂盒的偏差。此外,当与互补 DNA 标准结合使用时,我们可以估计 DNA 提取试剂盒与生物信息学分析的相对偏差贡献。最后,我们评估了 WC-GutRR 与其他市售试剂的比较。这里的分析清楚地表明,复杂性较低的试剂,即不包含来自肠道的厌氧和难以溶解的菌株的试剂,可以人为地夸大微生物组 DNA 提取试剂盒和生物信息学管道的性能。
我们生产了一种针对肠道微生物组的复杂全细胞试剂,可用于评估和基准测试微生物组研究中的 DNA 提取。与 DNA 标准一起使用时,NIBSC DNA-Gut-MixRR 有助于估计微生物组管道中的偏差发生位置。在未来,我们计划通过一项实验室间合作研究建立数据质量的最低阈值。