High-Diabetes-Risk 'Cluster 5' Sees the Most Prediabetes Remission After Bariatric Surgery
The blood glucose benefit of bariatric surgery differed by Tübingen cluster, which groups people by metabolic characteristics.

A study published in Diabetes Care reports that when people with obesity who are at risk of diabetes are divided into subtypes by metabolic characteristics, the blood glucose benefit of bariatric surgery differs by subtype. Researchers at the University Hospital of Tübingen in Germany analyzed the data together with French and Italian cohorts.
Tübingen clusters applied to three cohorts
The researchers assigned people who did not have diabetes but were in a risk group because of a high body mass index to the previously proposed 'Tübingen Clusters.' Of these, clusters 5 (C5) and 6 (C6) are groups at high risk of diabetes and comorbid conditions, and cluster 4 (C4) is a low-risk group. Participants had normal blood glucose or prediabetes. The researchers compared a French discovery cohort in Lille and an Italian replication cohort in Rome, both of whom had surgery, with a German control cohort in Tübingen who received only behavioral modification counseling.
In the discovery cohort, there were 121 people in C4, 180 in C5 and 503 in C6. Weight loss was similar across the clusters, but the reduction in insulin resistance and the improvement in beta-cell (β-cell) function were greatest in C5. The prediabetes remission rate was also highest in C5 and lowest in C4. In both surgical cohorts, some people moved from a high-risk cluster to a low-risk cluster, but no such shift occurred in the control cohort.
A clue for tailored treatment, but not a randomized comparison
The findings show that even with the same amount of weight loss, the metabolic benefit may differ by subtype, which could serve as a criterion in selecting candidates for surgery. However, this is a comparison of observational cohorts rather than a randomized assignment, and the remission rate figures by cluster and whether long-term diabetes developed are not confirmed in the abstract, so further validation is needed.
- People with a high BMI and no diabetes were classified into Tübingen metabolic clusters (C4, C5, C6)
- Weight loss was similar, but improvement in insulin resistance and beta-cell function was greatest in C5
- Prediabetes remission highest in C5 and lowest in C4; shift from high-risk to low-risk cluster only in surgery groups
Limitations This is a comparison of observational cohorts rather than random assignment, so the causal size of the surgical effect cannot be determined.
Original Research
- Sandforth L, et al. · University Hospital of Tübingen. Subphenotype-Dependent Benefits of Bariatric Surgery for Individuals at Risk for Type 2 Diabetes. Diabetes Care. DOI: 10.2337/dc25-0160
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