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DNA Methylation and All-Cause Mortality in Middle-Aged and Elderly Danish Twins

机译:中老年丹麦双胞胎的DNA甲基化和全因死亡率

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摘要

Several studies have linked DNA methylation at individual CpG sites to aging and various diseases. Recent studies have also identified single CpGs whose methylation levels are associated with all-cause mortality. In this study, we perform an epigenome-wide study of the association between CpG methylation and mortality in a population of 435 monozygotic twin pairs from three Danish twin studies. The participants were aged 55–90 at the time of blood sampling and were followed for up to 20 years. We validated our results by comparison with results from a British and a Swedish cohort, as well as results from the literature. We identified 2806 CpG sites associated with mortality (false discovery rate (FDR)  0.05), of which 24 had an association p-value below 10−7. This was confirmed by intra-pair comparison controlling for confounding effects. Eight of the 24 top sites could be validated in independent datasets or confirmed by previous studies. For all these eight sites, hypomethylation was associated with poor survival prognosis, and seven showed monozygotic correlations above 35%, indicating a potential moderate to strong heritability, but leaving room for substantial shared or unique environmental effects. We also set up a predictor for mortality using least absolute shrinkage and selection operator (LASSO) regression. The predictor showed good performance on the Danish data under cross-validation, but did not perform very well in independent samples.
机译:多项研究已将单个CpG位点的DNA甲基化与衰老和各种疾病联系起来。最近的研究还确定了甲基化水平与全因死亡率相关的单个CpG。在这项研究中,我们对来自三个丹麦双胞胎研究的435个单卵双胞胎对中的CpG甲基化与死亡率之间的关系进行了表观基因组研究。参加者在采血时年龄为55-90岁,随访时间长达20年。我们通过与英国和瑞典队列研究结果以及文献结果进行比较,验证了我们的结果。我们确定了2806个与死亡率相关的CpG位点(错误发现率(FDR)<0.05),其中24个位点的p值低于10 -7 。通过配对内对照控制混杂效应证实了这一点。 24个最佳站点中的8个可以在独立的数据集中进行验证,也可以通过先前的研究进行确认。对于所有这八个位点,甲基化不足均与不良的生存预后相关,并且七个显示单合酶相关性高于35%,表明潜在的中等至强遗传力,但为充分共享或独特的环境影响留有空间。我们还使用最小绝对收缩和选择算子(LASSO)回归建立了死亡率的预测因子。在交叉验证下,预测变量在丹麦数据上显示出良好的性能,但在独立样本中却表现不佳。

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