Heart-health measures linked to distinct blood chemical patterns
An observational study followed 1,218 adults for an average 10.2 years and linked eight modified heart-health measures to different blood chemical patterns.
Our read
Biomarkers- Studied:
- Cohort study of 1,218 Pennsylvania adults, average 10.2 years
- What changed:
- Different modified heart-health measures were linked to distinct blood chemical patterns
- The catch:
- Heart-health scores differed from standard measures
- Why it’s aging research:
- It builds or tests a tool for aging research.
Editor of record: Boris Djordjevic · AgingResearch.News
In an observational cohort study, researchers analyzed 1,218 Pennsylvania adults recruited at ages 45–75. Their mean age was 59.1 years; 67.1% were women and 39.2% self-identified as Black. They linked modified versions of eight American Heart Association heart-health measures to distinct patterns among 987 blood chemicals.
They also developed “metabolic age,” an age estimate based on those chemicals. Among adults aged 65 or older, each additional year of metabolic age relative to actual age was associated with a higher relative rate of major adverse events (hazard ratio 1.10), after accounting for other measured factors. This outcome combined cardiovascular events and death from any cause. The association with cardiovascular disease events alone was less clear. Over an average 10.2 years, 6.7% of the full cohort had cardiovascular disease events and 12.8% had major adverse events.
Why it matters
The work addresses whether blood chemistry can add information about cardiovascular risk in older adults beyond familiar heart-health measures.
Caveats
This observational study cannot show cause and effect, and its population was limited to adults recruited at ages 45–75. The heart-health scores differed from standard measures, and the cardiovascular-disease estimate in older adults had a range of likely values that included no difference.
- Exercise
- Machine learning
- Lipid and ceramide metabolism
- Atherosclerotic cardiovascular disease
- Accelerated metAge
- Humans
Exercise is part of Bryan Johnson's Blueprint
The paper
University of Pittsburgh
Metabolism Open, Jul 20, 2026, Open access
doi.org/10.1016/j.metop.2026.100487PubMed 42571324
Corrected, Sep 1, 2026




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