Shanshan Yao, Megan M Marron, Qu Tian, Eleanor L Watts, Clary B Clish, Ravi V Shah, Venkatesh L Murthy, Anne B Newman
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A metabolite score of HAI was developed using LASSO regression.</p><p><strong>Results: </strong>We identified 42 metabolites consistently associated with Year 1 and Year 10 HAI, as well as change in HAI: 13 lipids, 4 amino acids, and 4 metabolites of other classes were associated with worse and worsening HAI while 20 lipids and 1 amino acid was associated with better and improving HAI. Most of these associations were no longer significant after additionally adjusting for inflammation biomarkers. A higher metabolite score of Year 1 HAI was associated with greater HAI deterioration over time (hold-out \"test\" set beta 0.40 [0.15-0.65]) and higher mortality (hold-out \"test\" set hazard ratio: 1.43 [1.23-1.67]).</p><p><strong>Conclusions: </strong>A multi-organ healthy aging phenotype was linked to lipid metabolites, suggesting potential pathways related to mitochondrial function, oxidative stress and inflammation. Metabolomics of HAI at older age were related to worsening health and mortality, suggesting potential links between metabolism and accelerated physiological aging.</p>","PeriodicalId":94243,"journal":{"name":"The journals of gerontology. 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引用次数: 0
摘要
背景:代谢-炎症状态是多器官衰老机制的核心,但生理衰老的精确功能生物标志物仍不太明确:在 "健康、衰老和身体成分 "研究中,我们采用分裂集设计,从 2015 名老年参与者(平均年龄 73.6 岁;50% 为女性;35% 为黑人)中定义了健康衰老指数(HAI)的代谢组学特征,该指数是心血管、肺、认知、代谢和肾功能的综合指数(0-10 分,分数越高表示健康状况越差)。我们使用标准回归法来确定第 1 年和第 10 年 HAI、HAI 随时间的变化以及死亡率的代谢组学相关因素。使用 LASSO 回归法得出了 HAI 代谢物评分:我们确定了 42 种代谢物与第一年和第十年的 HAI 以及 HAI 的变化持续相关:13 种脂类、4 种氨基酸和 4 种其他类别的代谢物与 HAI 的恶化和恶化相关,而 20 种脂类和 1 种氨基酸与 HAI 的改善和改善相关。在对炎症生物标志物进行额外调整后,这些关联大多不再显著。第1年HAI代谢物得分越高,随着时间的推移,HAI恶化的程度越大("暂缓试验 "组β值:0.40 [0.15-0.65]),死亡率越高("暂缓试验 "组危险比:1.43 [1.23-1.67]):结论:多器官健康老化表型与脂质代谢物有关,表明潜在的途径与线粒体功能、氧化应激和炎症有关。老年 HAI 代谢组学与健康恶化和死亡率有关,表明代谢与加速生理衰老之间存在潜在联系。
Metabolomic Pathways of Inflammation and Mitochondrial Dysfunction are Related to Worsening Healthy Aging Index and Mortality.
Background: Metabolic-inflammatory states are central to multiorgan mechanisms of aging, but precise functional biomarkers of physiological aging remain less clear.
Methods: In the Health, Aging and Body Composition study, we defined metabolomic profiles of the Healthy Aging Index (HAI), a composite of cardiovascular, lung, cognitive, metabolic, and renal function (0-10, with higher scores indicating poorer health) in a split set design from 2015 older participants (mean age 73.6 years; 50% women; 35% Black). We used standard regression to identify metabolomic correlates of Year 1 and Year 10 HAI, change in HAI over time, and mortality. A metabolite score of HAI was developed using LASSO regression.
Results: We identified 42 metabolites consistently associated with Year 1 and Year 10 HAI, as well as change in HAI: 13 lipids, 4 amino acids, and 4 metabolites of other classes were associated with worse and worsening HAI while 20 lipids and 1 amino acid was associated with better and improving HAI. Most of these associations were no longer significant after additionally adjusting for inflammation biomarkers. A higher metabolite score of Year 1 HAI was associated with greater HAI deterioration over time (hold-out "test" set beta 0.40 [0.15-0.65]) and higher mortality (hold-out "test" set hazard ratio: 1.43 [1.23-1.67]).
Conclusions: A multi-organ healthy aging phenotype was linked to lipid metabolites, suggesting potential pathways related to mitochondrial function, oxidative stress and inflammation. Metabolomics of HAI at older age were related to worsening health and mortality, suggesting potential links between metabolism and accelerated physiological aging.