Department of Chemistry, Yonsei University, 50, Yonsei-ro, Seodaemun-gu, Seoul, 03722, Korea.
IMBdx, Seoul, Korea.
Clin Epigenetics. 2022 Nov 1;14(1):140. doi: 10.1186/s13148-022-01349-w.
The factors affecting cardioprotective collateral circulation are still incompletely understood. Recently, characteristics, such as CpG methylation of cell-free DNA (cfDNA), have been reported as markers with clinical utility. The aim of this study was to evaluate whether cfDNA methylation patterns are associated with the grade of coronary collateral circulation (CCC).
In this case-control study, clinical and angiographic data were obtained from 143 patients (mean age, 58 years, male 71%) with chronic total coronary occlusion. Enzymatic methyl-sequencing (EM-seq) libraries were prepared using the cfDNA extracted from the plasma. Data were processed to obtain the average methylation fraction (AMF) tables of genomic regions from which blacklisted regions were removed. Unsupervised analysis of the obtained AMF values showed that some of the changes in methylation were due to CCC. Through random forest preparation process, 256 differentially methylated region (DMR) candidates showing strong association with CCC were selected. A random forest classifier was then constructed, and the area under the curve of the receiver operating characteristic curve indicated an appropriate predictive function for CCC. Finally, 20 DMRs were identified to have significantly different AMF values between the good and poor CCC groups. Particularly, the good CCC group exhibited hypomethylated DMRs. Pathway analysis revealed five pathways, including TGF-beta signaling, to be associated with good CCC.
These data have demonstrated that differential hypomethylation was identified in dozens of cfDNA regions in patients with good CCC. Our results support the clinical utility of noninvasively obtained epigenetic signatures for predicting collateral circulation in patients with vascular diseases.
影响心脏保护侧支循环的因素仍不完全清楚。最近,细胞游离 DNA(cfDNA)的 CpG 甲基化等特征已被报道为具有临床应用价值的标志物。本研究旨在评估 cfDNA 甲基化模式是否与冠状动脉侧支循环(CCC)的程度有关。
在这项病例对照研究中,从 143 名患有慢性全冠状动脉闭塞的患者(平均年龄 58 岁,男性 71%)中获得了临床和血管造影数据。使用从血浆中提取的 cfDNA 制备酶促甲基化测序(EM-seq)文库。对获得的平均甲基化分数(AMF)表进行处理,以获得从黑名单区域中去除的基因组区域。对获得的 AMF 值进行无监督分析表明,一些甲基化变化归因于 CCC。通过随机森林准备过程,选择了 256 个与 CCC 具有强关联的差异甲基化区域(DMR)候选者。然后构建了一个随机森林分类器,并通过接收者操作特征曲线的曲线下面积指示了 CCC 的适当预测功能。最后,确定了 20 个 DMR 在良好 CCC 组和不良 CCC 组之间的 AMF 值有明显差异。特别是,良好 CCC 组表现出低甲基化 DMR。途径分析显示,包括 TGF-β信号在内的五个途径与良好的 CCC 相关。
这些数据表明,在具有良好 CCC 的患者的数十个 cfDNA 区域中鉴定出差异低甲基化。我们的结果支持通过非侵入性获得的表观遗传特征来预测血管疾病患者侧支循环的临床应用。