Nancy E. and Peter C. Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA.
Global Good Fund, Intellectual Ventures Lab, Bellevue, WA, USA.
Clin Chem. 2021 Dec 30;68(1):163-171. doi: 10.1093/clinchem/hvab142.
Metagenomic sequencing of microbial cell-free DNA (cfDNA) in blood and urine is increasingly used as a tool for unbiased infection screening. The sensitivity of metagenomic cfDNA sequencing assays is determined by the efficiency by which the assay recovers microbial cfDNA vs host-specific cfDNA. We hypothesized that the choice of methods used for DNA isolation, DNA sequencing library preparation, and sequencing would affect the sensitivity of metagenomic cfDNA sequencing.
We characterized the fragment length biases inherent to select DNA isolation and library preparation procedures and developed a model to correct for these biases. We analyzed 305 cfDNA sequencing data sets, including publicly available data sets and 124 newly generated data sets, to evaluate the dependence of the sensitivity of metagenomic cfDNA sequencing on pre-analytical variables.
Length bias correction of fragment length distributions measured from different experimental procedures revealed the ultrashort (<100 bp) nature of microbial-, mitochondrial-, and host-specific urinary cfDNA. The sensitivity of metagenomic sequencing assays to detect the clinically reported microorganism differed by more than 5-fold depending on the combination of DNA isolation and library preparation used.
Substantial gains in the sensitivity of microbial and other short fragment recovery can be achieved by easy-to-implement changes in the sample preparation protocol, which highlights the need for standardization in the liquid biopsy field.
对血液和尿液中微生物无细胞 DNA(cfDNA)的宏基因组测序越来越多地被用作无偏感染筛查的工具。宏基因组 cfDNA 测序检测的灵敏度取决于检测方法对微生物 cfDNA 与宿主特异性 cfDNA 的回收率。我们假设用于 DNA 分离、DNA 测序文库制备和测序的方法选择会影响宏基因组 cfDNA 测序的灵敏度。
我们对选择的 DNA 分离和文库制备方法的固有片段长度偏倚进行了特征描述,并开发了一种模型来纠正这些偏倚。我们分析了 305 个 cfDNA 测序数据集,包括公开可用数据集和 124 个新生成的数据集,以评估宏基因组 cfDNA 测序灵敏度对分析前变量的依赖性。
对来自不同实验程序的片段长度分布进行长度偏倚校正,揭示了微生物、线粒体和宿主特异性尿 cfDNA 的超短(<100bp)性质。根据使用的 DNA 分离和文库制备组合,检测临床报告的微生物的宏基因组测序检测的灵敏度差异超过 5 倍。
通过对样品制备方案进行易于实施的更改,可以大大提高微生物和其他短片段回收的灵敏度,这凸显了在液体活检领域标准化的必要性。