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MethylCal:甲基化水平的贝叶斯校准。

MethylCal: Bayesian calibration of methylation levels.

机构信息

Department of Medical Genetics, University of Cambridge, Cambridge CB2 0QQ, UK.

Cambridge NIHR Biomedical Research Centre, Cambridge CB2 0QQ, UK.

出版信息

Nucleic Acids Res. 2019 Aug 22;47(14):e81. doi: 10.1093/nar/gkz325.

Abstract

Bisulfite amplicon sequencing has become the primary choice for single-base methylation quantification of multiple targets in parallel. The main limitation of this technology is a preferential amplification of an allele and strand in the PCR due to methylation state. This effect, known as 'PCR bias', causes inaccurate estimation of the methylation levels and calibration methods based on standard controls have been proposed to correct for it. Here, we present a Bayesian calibration tool, MethylCal, which can analyse jointly all CpGs within a CpG island (CGI) or a Differentially Methylated Region (DMR), avoiding 'one-at-a-time' CpG calibration. This enables more precise modeling of the methylation levels observed in the standard controls. It also provides accurate predictions of the methylation levels not considered in the controlled experiment, a feature that is paramount in the derivation of the corrected methylation degree. We tested the proposed method on eight independent assays (two CpG islands and six imprinting DMRs) and demonstrated its benefits, including the ability to detect outliers. We also evaluated MethylCal's calibration in two practical cases, a clinical diagnostic test on 18 patients potentially affected by Beckwith-Wiedemann syndrome, and 17 individuals with celiac disease. The calibration of the methylation levels obtained by MethylCal allows a clearer identification of patients undergoing loss or gain of methylation in borderline cases and could influence further clinical or treatment decisions.

摘要

亚硫酸氢盐扩增测序已成为同时平行定量多个靶标单个碱基甲基化的首选方法。该技术的主要限制是由于甲基化状态,PCR 中优先扩增等位基因和链。这种效应称为“PCR 偏倚”,导致对甲基化水平的不准确估计,并且已经提出了基于标准对照的校准方法来对此进行校正。在这里,我们提出了一种贝叶斯校准工具 MethylCal,它可以联合分析 CpG 岛 (CGI) 或差异甲基化区域 (DMR) 内的所有 CpG,避免逐个 CpG 校准。这使得可以更精确地模拟标准对照中观察到的甲基化水平。它还可以准确预测未在对照实验中考虑的甲基化水平,这是在推导校正的甲基化程度方面至关重要的特征。我们在八项独立的测定中(两个 CpG 岛和六个印迹 DMR)测试了所提出的方法,并证明了其优势,包括检测异常值的能力。我们还评估了 MethylCal 在两种实际情况下的校准,对 18 名可能患有 Beckwith-Wiedemann 综合征的患者进行的临床诊断测试,以及 17 名患有乳糜泻的个体。MethylCal 获得的甲基化水平的校准可以更清楚地识别边界病例中发生甲基化丢失或获得的患者,并且可能会影响进一步的临床或治疗决策。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d87/6698668/a6155b0f4630/gkz325fig1.jpg

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