theCatch
THE CATCH SCIENCE · #17 · FACT-CHECK

"Fatty liver is actually 5 different diseases"? It's a model

THE SHORT · 0:53

Watch the 0:53 version

Open on YouTube

17-fatty-liver-subtypes.mdSOURCES CHECKED
Claim
FATTY LIVER = 5 DISEASES?
Catch
A MODEL, NOT 5 DISEASES
Verdict
A USEFUL MAP, NOT A DIAGNOSIS

Headlines said fatty liver disease is "actually five different conditions." The study, by Mayo Clinic and Virginia Tech researchers in Nature Communications (2026), looked at metabolic dysfunction-associated steatotic liver disease (MASLD, formerly NAFLD), which affects about 30% of adults worldwide. Using genetic data and electronic health records from two Mayo Clinic biobanks, the team sorted 1,532 patients into five groups with a statistical method (latent class analysis of 13 clinical traits), then assigned 510 more Mayo Clinic Biobank patients and 2,560 Tapestry Study patients to those groups with 80–88% accuracy. Three groups were mainly metabolic: older patients with heart disease and no obesity, a mostly male group with diabetes, heart and kidney disease, and a mostly female group with obesity and depression. Two groups carried more genetic risk. One was younger with the fewest metabolic problems, yet had some of the highest liver transplant rates over 10 years, and was enriched for a TM6SF2 gene variant. The other had the highest genetic risk score and elevated liver enzymes, and about twice the risk of MASH (hazard ratio 2.22) and liver fibrosis (hazard ratio 2.13) compared with the heart-disease group. The catch: the five groups come from a statistical model, not five separately proven diseases, and the authors note each patient is forced into one group even near the boundaries. All patients came from Mayo Clinic, the data are observational health records, and no treatment, including GLP-1 drugs, has been tested group by group yet.

SOURCES

  1. Priya, Yan, … Klee, Yao, Tian (2026), "Subtyping metabolic dysfunction-associated steatotic liver disease using electronic health record-linked genomic cohorts reveals diverse etiologies and progression," Nature Communications 17:10428. DOI: 10.1038/s41467-026-77410-6
  2. Mayo Clinic news release, October 2026

For information only, not medical advice. If you've been told you have fatty liver, talk to your doctor about your own risk.

More from The Catch Science

All 71 posts →