CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China (J.S.).
Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China (Y.M., C.Y., D.S., Y.P., L. Li, J.L.).
Circ Res. 2024 Oct 11;135(9):954-966. doi: 10.1161/CIRCRESAHA.124.325066. Epub 2024 Sep 23.
Alterations in lipid metabolism and DNA methylation are 2 hallmarks of aging. Connecting metabolomic, epigenomic, and aging outcomes help unravel the complex mechanisms underlying aging. We aimed to assess whether DNA methylation clocks mediate the association of circulating metabolites with incident atherosclerotic cardiovascular disease (ASCVD) and frailty.
The China Kadoorie Biobank is a prospective cohort study with a baseline survey from 2004 to 2008 and a follow-up period until December 31, 2018. We used the Infinium Methylation EPIC BeadChip to measure the methylation levels of 988 participants' baseline blood leukocyte DNA. Metabolite profiles, including lipoprotein particles, lipid constituents, and various circulating metabolites, were measured using quantitative nuclear magnetic resonance. The pace of DNA methylation age acceleration (AA) was calculated using 5 widely used epigenetic clocks (the first generation: Horvath, Hannum, and Li; the second generation: Grim and Pheno). Incident ASCVD was ascertained through linkage with local death and disease registries and national health insurance databases, supplemented by active follow-up. The frailty index was constructed using medical conditions, symptoms, signs, and physical measurements collected at baseline.
A total of 508 incident cases of ASCVD were documented during a median follow-up of 9.5 years. The first generation of epigenetic clocks was associated with the risk of ASCVD (<0.05). For each SD increment in LiAA, HorvathAA, and HannumAA, the corresponding hazard ratios for ASCVD risk were 1.16 (1.05-1.28), 1.10 (1.00-1.22), and 1.17 (1.04-1.31), respectively. Only LiAA mediated the association of various metabolites (lipids, fatty acids, histidine, and inflammatory biomarkers) with ASCVD, with the mediating proportion reaching up to 15% for the diameter of low-density lipoprotein (=1.2×10). Regarding general aging, a 1-SD increase in GrimAA was associated with an average increase of 0.10 in the frailty index (=2.0×10), and a 33% and 63% increased risk of prefrailty and frailty at baseline (=1.5×10 and 5.8×10), respectively; this association was not observed with other clocks. GrimAA mediated the effect of various lipids, fatty acids, glucose, lactate, and inflammatory biomarkers on the frailty index, with the mediating proportion reaching up to 22% for triglycerides in very small-sized very low-density lipoprotein (=6.0×10).
These findings suggest that epigenomic mechanisms may play a role in the associations between circulating metabolites and the aging process. Different mechanisms underlie the first and second generations of DNA methylation age in cardiovascular and general aging.
脂质代谢和 DNA 甲基化的改变是衰老的两个标志。连接代谢组学、表观基因组学和衰老结果有助于揭示衰老的复杂机制。我们旨在评估 DNA 甲基化时钟是否介导循环代谢物与动脉粥样硬化性心血管疾病(ASCVD)和虚弱的发生之间的关联。
中国慢性病前瞻性研究(CKB)是一项前瞻性队列研究,基线调查于 2004 年至 2008 年进行,随访至 2018 年 12 月 31 日。我们使用 Infinium Methylation EPIC BeadChip 测量了 988 名参与者基线时白细胞 DNA 的甲基化水平。使用定量核磁共振测量脂蛋白颗粒、脂质成分和各种循环代谢物的代谢物谱。使用 5 种广泛使用的表观遗传时钟(第一代:Horvath、Hannum 和 Li;第二代:Grim 和 Pheno)计算 DNA 甲基化年龄加速(AA)的速度。通过与当地死亡和疾病登记处以及国家健康保险数据库的关联,以及通过积极的随访来确定 ASCVD 的发病情况。虚弱指数是根据基线时收集的医疗状况、症状、体征和身体测量值构建的。
在中位随访 9.5 年后,共记录了 508 例 ASCVD 发病病例。第一代表观遗传时钟与 ASCVD 风险相关(<0.05)。LiAA、HorvathAA 和 HannumAA 每增加 1 个标准差,ASCVD 风险的相应危险比分别为 1.16(1.05-1.28)、1.10(1.00-1.22)和 1.17(1.04-1.31)。只有 LiAA 介导了各种代谢物(脂质、脂肪酸、组氨酸和炎症生物标志物)与 ASCVD 的关联,对于 LDL 直径(=1.2×10),介导比例高达 15%。关于一般衰老,GrimAA 增加 1 个标准差与虚弱指数平均增加 0.10(=2.0×10)有关,在基线时,预虚弱和虚弱的风险分别增加 33%和 63%(=1.5×10 和 5.8×10);在其他时钟中没有观察到这种关联。GrimAA 介导了各种脂质、脂肪酸、葡萄糖、乳酸和炎症生物标志物对虚弱指数的影响,对于非常小的极低密度脂蛋白中的甘油三酯,介导比例高达 22%(=6.0×10)。
这些发现表明,表观基因组学机制可能在循环代谢物与衰老过程之间的关联中发挥作用。心血管和一般衰老的第一代和第二代 DNA 甲基化年龄的机制不同。