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Metabolic trajectories before diabetes diagnosis across subgroups: a pooled analysis of prospective European cohort studies
Folkhälsan Research Center, Helsinki, Finland; University of Helsinki, Helsinki, Finland.
Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark.
Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark.
Institute for Clinical Diabetology, German Diabetes Center (DDZ), Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany; German Center for Diabetes Research (DZD), Partner Düsseldorf, Neuherberg, Germany.
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2026 (English)In: The Lancet Regional Health: Europe, E-ISSN 2666-7762, Vol. 66, article id 101715Article in journal (Refereed) Published
Abstract [en]

Background: Adult-onset diabetes comprises subgroups differing in pathophysiology, clinical presentation, and risk of comorbidities. We investigated early phenotypic differences between individuals who later developed diabetes, stratified by subgroup at diabetes diagnosis.

Methods: We conducted a pooled analysis of nine prospective European cohorts with 3309 individuals developing incident diabetes and 13,963 age- and sex-matched controls without diabetes. Cases were assigned to previously defined cluster-based subgroups: severe autoimmune (SAID), insulin-deficient (SIDD), or insulin-resistant diabetes (SIRD), and moderate obesity- (MOD) or age-related diabetes (MARD). Clinical and metabolic characteristics were retroactively assessed for three time periods (>12, 6–12, 1–6 years) before diagnosis.

Findings: Despite similarly high body mass index (BMI) in MOD and SIRD at diagnosis, MOD differed from controls already >12 years before diagnosis (31% higher than controls), while BMI increased progressively in SIRD (from 14% to 25% higher than controls). Compared to controls in period 1–6 years, age-, sex-, and BMI-adjusted insulin-glucose ratio was higher in SIRD, MOD and MARD at fasting (88%, 45% and 14%, respectively) and 120 min (110%, 70%, 26%) during an oral glucose tolerance test (p < 0.0001 for all), and the first-phase insulin-glucose ratio was higher in SIRD (23% [6; 43] p = 0.0072) but lower in SIDD (−30% [−37; −22], p < 0.0001) and MARD (−29% [−34; −24], p < 0.0001). The autoimmune subgroup SAID also exhibited features of metabolic syndrome. Despite differences in HOMA2-B and HbA1c at diagnosis, insulin and glucose levels did not differ significantly between the SIDD and MARD subgroups 1–6 years earlier suggesting a rapid deterioration in glycemic control in SIDD around diagnosis.

Interpretation: Subgroups of diabetes display different trajectories of insulin resistance, insulin deficiency, and features of the metabolic syndrome before diagnosis. Funding: ERC, local governments, private foundations, University of Helsinki, and Research councils of Finland and Sweden.

Place, publisher, year, edition, pages
Elsevier, 2026. Vol. 66, article id 101715
Keywords [en]
Classification, Diabetes, Diabetes stratification, Diabetes subgroup, Diabetes subtype, Precision medicine
National Category
Endocrinology and Diabetes
Identifiers
URN: urn:nbn:se:umu:diva-256523DOI: 10.1016/j.lanepe.2026.101715ISI: 001786082900001PubMedID: 42254809Scopus ID: 2-s2.0-105040614645OAI: oai:DiVA.org:umu-256523DiVA, id: diva2:2086525
Funder
Swedish Research Council
Note

Corrigendum. Liisa Hakaste, Mette K. Andersen, Lars Ängquist, Haifa Maalmi, Jagadish Vangipurapu, Türküler Cakmak, Anna Möllsten, Björn Tavelin, Mikko Lehtovirta, Most Champa Begum, Rashmi B. Prasad, Annette Peters, Barbara Thorand, Allan Linneberg, Markku Laakso, Olov Rolandsson, Bjørn Olav Åsvold, Valeriya Lyssenko, Peter M. Nilsson, Christian Herder, Michael Roden, Torben Hansen, Emma Ahlqvist, Tiinamaija Tuomi,Corrigendum to ‘Metabolic trajectories before diabetes diagnosis across subgroups: a pooled analysis of prospective European cohort studies’ [The Lancet Regional Health—Europe volume 66 (2026) 1–11/101715],The Lancet Regional Health - Europe,Volume 67, 2026, 101793, ISSN 2666-7762, https://doi.org/10.1016/j.lanepe.2026.101793.

Available from: 2026-07-14 Created: 2026-07-14 Last updated: 2026-07-30Bibliographically approved

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