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In a disease cohort, we further developed a mortality-linked metabolomic metric (age deviation) that quantified individualized departures from age-expected mortality risk inferred from plasma metabolites. Age deviation was associated with established composite health measures and increased with multisystem disease involvement and higher multimorbidity burden. 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