Zhu Dantong, Wu Judy Z, Griffin Patrick T, Samuelson Brady A, Sinclair David A, Kane Alice E
Institute for Systems Biology, Seattle, WA, USA.
Blavatnik Institute, Department of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, MA, USA.
NPJ Aging. 2025 May 23;11(1):40. doi: 10.1038/s41514-025-00237-w.
Frailty is an age-related geriatric syndrome. We performed a longitudinal study of aging female (n = 40) and male (n = 47) C57BL/6NIA mice, measured frailty index and derived metabolomics data from plasma. We identify age-related differentially abundant metabolites, determine frailty-related metabolites, and generate frailty features, both in the whole cohort and sex-stratified subgroups. Using the features, we perform an association study and build a metabolomics-based frailty clock. We find that frailty-related metabolites are enriched for amino acid metabolism and metabolism of cofactors and vitamins, include ergothioneine, tryptophan and alpha-ketoglutarate, and present sex dimorphism. We identify B vitamin metabolism related flavin-adenine dinucleotide and pyridoxate as female-specific frailty biomarkers, and lipid metabolism related sphingomyelins, glycerophosphoethanolamine and glycerophosphocholine as male-specific frailty biomarkers. These associations are confirmed in a validation cohort, with ergothioneine and perfluorooctanesulfonate identified as robust frailty biomarkers. Our results identify sex-specific metabolite frailty biomarkers, and shed light on potential mechanisms.
衰弱是一种与年龄相关的老年综合征。我们对40只雌性和47只雄性C57BL/6NIA衰老小鼠进行了纵向研究,测量了衰弱指数并从血浆中获取了代谢组学数据。我们在整个队列和按性别分层的亚组中识别与年龄相关的差异丰富代谢物,确定与衰弱相关的代谢物,并生成衰弱特征。利用这些特征,我们进行了关联研究并构建了基于代谢组学的衰弱时钟。我们发现,与衰弱相关的代谢物在氨基酸代谢以及辅因子和维生素代谢方面富集,包括麦角硫因、色氨酸和α-酮戊二酸,并且存在性别差异。我们将与B族维生素代谢相关的黄素腺嘌呤二核苷酸和吡哆酸盐鉴定为女性特异性衰弱生物标志物,将与脂质代谢相关的鞘磷脂、甘油磷酸乙醇胺和甘油磷酸胆碱鉴定为男性特异性衰弱生物标志物。这些关联在一个验证队列中得到了证实,麦角硫因和全氟辛烷磺酸被鉴定为可靠的衰弱生物标志物。我们的结果确定了性别特异性的代谢物衰弱生物标志物,并揭示了潜在机制。