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A Novel Metabolomic Aging Clock Predicting Health Outcomes and Its Genetic and Modifiable Factors
Xueqing Jia1, Jiayao Fan1, Xucheng Wu1
1Center for Clinical Big Data and Analytics of the Second Affiliated Hospital and Department of Big Data in Health Science School of Public Health, Zhejiang Key Laboratory of Intelligent Preventive Medicine, Zhejiang University School of Medicine, Hangzhou, 310058, China.
A new metabolomic aging measure, MetaboAgeMort, predicts mortality and disease risk by analyzing metabolic profiles. It identifies 99 modifiable factors influencing aging, offering personalized interventions for healthy longevity.
Area of Science:
- Metabolomics
- Aging Research
- Biomarkers
Background:
- Existing metabolomic clocks fail to capture individual aging rate heterogeneity.
- Systematic study of modifiable and non-modifiable factors in metabolomic aging is lacking.
Purpose of the Study:
- Develop a novel aging measure, MetaboAgeMort, for 10-year all-cause mortality prediction.
- Investigate factors influencing metabolomic aging and their association with health outcomes.
Main Methods:
- Utilized metabolomic profiles from 239,291 UK Biobank participants.
- Developed MetaboAgeMort for mortality prediction and analyzed associations with mortality, diseases, and risk factors.
- Performed genetic and tissue-enrichment analyses.
Main Results:
- MetaboAgeMort significantly predicted all-cause and cause-specific mortality, and incident diseases.
- Incorporating MetaboAgeMort improved 10-year mortality prediction.
- Identified 99 modifiable factors, with pulmonary function, body composition, diet, smoking, alcohol, and disease status showing strong associations.
- Discovered 99 genomic risk loci and 271 associated genes, with significant liver enrichment.
Conclusions:
- MetaboAgeMort effectively captures heterogeneous metabolomic aging.
- Identified key modifiable factors for potential interventions to promote healthy aging.
- Highlights the potential for personalized interventions and anti-aging therapies.
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