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  1. This study used data from 250,341 UK Biobank participants and developed a metabolomic profile that outperforms other aging metrics in predicting short-term mortality risk. The score also shows potential for identifying individuals with accelerated aging. This could potentially improve disease risk prediction and health monitoring.