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通过DNA甲基化替代标志物评估代谢衰老:英国、爱尔兰和美国的多队列研究

Assessing Metabolic Ageing via DNA Methylation Surrogate Markers: A Multicohort Study in Britain, Ireland and the USA.

作者信息

Xu Kexin, Hernández Belinda, Arpawong Thalida Em, Camuzeaux Stephane, Chekmeneva Elena, Crimmins Eileen M, Elliott Paul, Fiorito Giovani, Jiménez Beatriz, Kenny Rose Anne, McCrory Cathal, McLoughlin Sinead, Pinto Rui, Sands Caroline, Vineis Paolo, Lau Chung-Ho E, Robinson Oliver

机构信息

MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.

MRC WIMM Centre of Computational Biology, Radcliffe Department of Medicine, Medical Sciences Division, University of Oxford, Oxford, UK.

出版信息

Aging Cell. 2025 May;24(5):e14484. doi: 10.1111/acel.14484. Epub 2025 Jan 20.

Abstract

Metabolomics and epigenomics have been used to develop 'ageing clocks' that assess biological age and identify 'accelerated ageing'. While metabolites are subject to short-term variation, DNA methylation (DNAm) may capture longer-term metabolic changes. We aimed to develop a hybrid DNAm-metabolic clock using DNAm as metabolite surrogates ('DNAm-metabolites') for age prediction. Within the UK Airwave cohort (n = 820), we developed DNAm metabolites by regressing 594 metabolites on DNAm and selected 177 DNAm metabolites and 193 metabolites to construct 'DNAm-metabolic' and 'metabolic' clocks. We evaluated clocks in their age prediction and association with noncommunicable disease risk factors. We additionally validated the DNAm-metabolic clock for the prediction of age and health outcomes in The Irish Longitudinal Study of Ageing (TILDA, n = 488) and the Health and Retirement Study (HRS, n = 4018). Around 70% of DNAm metabolites showed significant metabolite correlations (Pearson's r: > 0.30, p < 10) in the Airwave test set and overall stronger age associations than metabolites. The DNAm-metabolic clock was enriched for metabolic traits and was associated (p < 0.05) with male sex, heavy drinking, anxiety, depression and trauma. In TILDA and HRS, the DNAm-metabolic clock predicted age (r = 0.73 and 0.69), disability and gait speed (p < 0.05). In HRS, it additionally predicted time to death, diabetes, cardiovascular disease, frailty and grip strength. DNAm metabolite surrogates may facilitate metabolic studies using only DNAm data. Clocks built from DNAm metabolites provided a novel approach to assess metabolic ageing, potentially enabling early detection of metabolic-related diseases for personalised medicine.

摘要

代谢组学和表观基因组学已被用于开发“衰老时钟”,以评估生物年龄并识别“加速衰老”。虽然代谢物会受到短期变化的影响,但DNA甲基化(DNAm)可能会捕捉到更长期的代谢变化。我们旨在开发一种混合DNAm-代谢时钟,使用DNAm作为代谢物替代物(“DNAm-代谢物”)来预测年龄。在英国电波队列(n = 820)中,我们通过将594种代谢物与DNAm进行回归分析来开发DNAm代谢物,并选择了177种DNAm代谢物和193种代谢物来构建“DNAm-代谢”和“代谢”时钟。我们评估了这些时钟在年龄预测以及与非传染性疾病风险因素关联方面的表现。我们还在爱尔兰纵向衰老研究(TILDA,n = 488)和健康与退休研究(HRS,n = 4018)中验证了DNAm-代谢时钟对年龄和健康结果的预测能力。在电波测试集中,约70%的DNAm代谢物显示出显著的代谢物相关性(皮尔逊相关系数r:> 0.30,p < 10),并且与代谢物相比,总体上与年龄的关联更强。DNAm-代谢时钟富含代谢特征,并且与男性、大量饮酒、焦虑、抑郁和创伤相关(p < 0.05)。在TILDA和HRS中,DNAm-代谢时钟能够预测年龄(r = 0.73和0.69)、残疾和步速(p < 0.05)。在HRS中,它还能预测死亡时间、糖尿病、心血管疾病、衰弱和握力。DNAm代谢物替代物可能有助于仅使用DNAm数据进行代谢研究。由DNAm代谢物构建的时钟提供了一种评估代谢衰老的新方法,有可能实现对代谢相关疾病的早期检测,以用于个性化医疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2b47/12073893/109aa47aea4c/ACEL-24-e14484-g002.jpg

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