Frailty linked to multiple heart, blood-vessel or metabolic diseases
Higher versus lower frailty scores were linked to multiple heart, blood-vessel or metabolic diseases, with a hazard ratio—a relative rate measure—of 1.33.

Our read
Biomarkers- Studied:
- Cohort study of 25,876 adults free of cardiometabolic multimorbidity at baseline
- What changed:
- Higher frailty scores were linked to developing multiple heart, blood-vessel or metabolic diseases (hazard ratio 1.33)
- The catch:
- Other health differences between participants could contribute to the frailty–disease link
Editor of record: Boris Djordjevic · AgingResearch.News
Adults aged 50 or older in China, England and Europe who initially did not have multiple cardiovascular or metabolic diseases were included in an observational analysis of three aging cohorts. Cardiovascular diseases affect the heart or blood vessels. Among 25,876 participants, 1,364 developed multiple conditions during follow-up.
The researchers assessed frailty using an index of accumulated health problems. They also assessed a blood-fat measure called the atherogenic index of plasma and scores combining it with frailty. Higher frailty and combined scores were associated with greater risk of developing multiple conditions. The blood-fat measure alone showed positive associations in individual cohorts, but estimates varied substantially between cohorts. Its pooled estimate’s range of likely values included no difference.
Why it matters
The accumulation of health problems with age raises questions about who goes on to develop multiple cardiovascular or metabolic diseases. Examining frailty alongside blood fats addresses how these aspects of health relate to that risk.
Caveats
Other differences in participants’ health could have contributed to the links between these scores and later disease. The abstract does not specify the score increases represented by the hazard ratios.
- Atherogenic index of plasma
- Cardiometabolic multimorbidity
- Additive AIP-plus-frailty score
- Frailty index
- Multiplicative AIP–frailty index
- Humans
The paper
Diabetes Research and Clinical Practice, Nov 2026, CC BY



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