首页> 美国卫生研究院文献>Aging (Albany NY) >Epigenetic age predictions based on buccal swabs are more precise in combination with cell type-specific DNA methylation signatures
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Epigenetic age predictions based on buccal swabs are more precise in combination with cell type-specific DNA methylation signatures

机译:基于颊拭子的表观遗传年龄预测与细胞类型特异性DNA甲基化标记结合使用更加精确

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摘要

Aging is reflected by highly reproducible DNA methylation (DNAm) changes that open new perspectives for estimation of chronological age in legal medicine. DNA can be harvested non-invasively from cells at the inside of a person's cheek using buccal swabs – but these specimens resemble heterogeneous mixtures of buccal epithelial cells and leukocytes with different epigenetic makeup. In this study, we have trained an age predictor based on three age-associated CpG sites (associated with the genes PDE4C, ASPA, and ITGA2B) for swab samples to reach a mean absolute deviation (MAD) between predicted and chronological age of 4.3 years in a training set and of 7.03 years in a validation set. Subsequently, the composition of buccal epithelial cells versus leukocytes was estimated by two additional CpGs (associated with the genes CD6 and SERPINB5). Results of this “Buccal-Cell-Signature” correlated with cell counts in cytological stains (R2 = 0.94). Combination of cell type-specific and age-associated CpGs into one multivariate model enabled age predictions with MADs of 5.09 years and 5.12 years in two independent validation sets. Our results demonstrate that the cellular composition in buccal swab samples can be determined by DNAm at two cell type-specific CpGs to improve epigenetic age predictions.
机译:高度可重复的DNA甲基化(DNAm)变化反映了衰老,这为法律医学中按时间顺序排列的年龄开辟了新的前景。可以使用颊拭子从人脸颊内部的细胞中无创地采集DNA,但是这些标本类似于颊上皮细胞和具有不同表观遗传组成的白细胞的异质混合物。在这项研究中,我们根据棉签样本的三个与年龄相关的CpG位点(与基因PDE4C,ASPA和ITGA2B相关联)训练了年龄预测器,以使预测年龄和按时间顺序的平均年龄之间的平均绝对偏差(MAD)为4.3岁在一个培训集中,在一个验证集中为7.03年。随后,通过另外两个CpG(与基因CD6和SERPINB5相关)估算颊上皮细胞与白细胞的组成。该“颊细胞特征”的结果与细胞学染色中的细胞计数相关(R 2 = 0.94)。将细胞类型特异性和年龄相关的CpGs组合到一个多变量模型中,可以在两个独立的验证集中对MAD为5.09年和5.12年的年龄进行预测。我们的结果表明,口腔拭子样品中的细胞组成可以通过DNAm在两种细胞类型特异性CpG处确定,以改善表观遗传年龄的预测。

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