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A Huge Map of Blood Chemistry and Health
United Kingdom, UKWednesday, June 24, 2026
By grouping diseases that shared similar chemical patterns, the researchers uncovered ten clusters of existing conditions and twelve clusters of new cases. These groups cut across official disease categories but show that many illnesses have common chemical fingerprints, which could explain why some diseases tend to appear together.
Predictive models built on these chemicals worked best for short‑term risks. The kidney marker creatinine showed up in many disease predictions, hinting it’s a key early warning sign. To explore cause and effect, the scientists used genetic data in a method called Mendelian randomisation. They found 61 chemicals that might actually cause disease and over 500 situations where a disease changes the chemical profile.
All of this information is available online as a public atlas. It offers scientists a detailed map linking blood chemistry to health, helping them spot disease patterns, improve risk forecasts and identify possible targets for new treatments.
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