Zhu Dantong, Wu Judy Z, Griffin Patrick, Samuelson Brady A, Sinclair David A, Kane Alice E
Institute for Systems Biology, Seattle, WA 98109, USA.
Blavatnik Institute, Department of Genetics, Paul F. Glenn Center for Biology of Aging Research at Harvard Medical School, Boston, MA 02115, USA.
bioRxiv. 2025 Jan 22:2025.01.22.634160. doi: 10.1101/2025.01.22.634160.
Frailty is an age-related geriatric syndrome, for which the mechanisms remain largely unknown. 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 samples. We identify differentially abundant metabolites related to aging, determine frailty related metabolites via a machine learning approach, and generate a union set of frailty features, both in the whole cohort and in 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. In summary, our results identify sex-specific metabolite biomarkers of frailty in aging, and shed light on potential mechanisms involved in frailty.
衰弱是一种与年龄相关的老年综合征,其机制在很大程度上仍不清楚。我们对衰老的雌性(n = 40)和雄性(n = 47)C57BL/6NIA小鼠进行了纵向研究,测量了衰弱指数,并从血浆样本中获取代谢组学数据。我们识别与衰老相关的差异丰富代谢物,通过机器学习方法确定与衰弱相关的代谢物,并在整个队列和按性别分层的亚组中生成衰弱特征的并集。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,并呈现出性别二态性。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确定为女性特有的衰弱生物标志物,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确定为男性特有的衰弱生物标志物。这些关联在一个验证队列中得到证实,麦角硫因和全氟辛烷磺酸被确定为可靠的衰弱生物标志物。总之,我们的结果确定了衰老中衰弱的性别特异性代谢物生物标志物,并揭示了衰弱所涉及的潜在机制。