Suppr超能文献

比较和插补辅助整合五个靶向 DNA 甲基化组分析的商业平台。

Comparison and imputation-aided integration of five commercial platforms for targeted DNA methylome analysis.

机构信息

University College London, UCL Cancer Institute, London, UK.

Institute for Oncology and Radiology of Serbia, Experimental Oncology Department, Belgrade, Serbia.

出版信息

Nat Biotechnol. 2022 Oct;40(10):1478-1487. doi: 10.1038/s41587-022-01336-9. Epub 2022 Jun 2.

Abstract

Targeted bisulfite sequencing (TBS) has become the method of choice for the cost-effective, targeted analysis of the human methylome at base-pair resolution. In this study, we benchmarked five commercially available TBS platforms-three hybridization capture-based (Agilent, Roche and Illumina) and two reduced-representation-based (Diagenode and NuGen)-across 11 samples. Two samples were also compared with whole-genome DNA methylation sequencing with the Illumina and Oxford Nanopore platforms. We assessed workflow complexity, on/off-target performance, coverage, accuracy and reproducibility. Although all platforms produced robust and reproducible data, major differences in the number and identity of the CpG sites covered make it difficult to compare datasets generated on different platforms. To overcome this limitation, we applied imputation and show that it improves interoperability from an average of 10.35% (0.8 million) to 97% (7.6 million) common CpG sites. Our study provides guidance on which TBS platform to use for different methylome features and offers an imputation-based harmonization solution that allows comparative, integrative analysis.

摘要

靶向亚硫酸氢盐测序(TBS)已成为在碱基分辨率上进行经济高效、靶向分析人类甲基组的首选方法。在这项研究中,我们在 11 个样本中对五种市售的 TBS 平台(三种基于杂交捕获的平台(Agilent、Roche 和 Illumina)和两种基于简化代表性的平台(Diagenode 和 NuGen))进行了基准测试。两个样本还与基于 Illumina 和 Oxford Nanopore 平台的全基因组 DNA 甲基化测序进行了比较。我们评估了工作流程的复杂性、脱靶性能、覆盖度、准确性和重现性。尽管所有平台都产生了稳健且可重复的数据,但覆盖的 CpG 位点数量和身份存在显著差异,这使得难以比较不同平台生成的数据集。为了克服这一限制,我们应用了插补,并表明它可以将平均 10.35%(0.800 万)到 97%(760 万)的常见 CpG 位点的可互操作性提高。我们的研究为不同的甲基组特征提供了选择 TBS 平台的指导,并提供了一种基于插补的协调解决方案,允许进行比较和综合分析。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验