Metabolic Trajectories Before Diabetes Diagnosis Across Subgroups: A Pooled Analysis of Prospective European Cohort Studies
<h2>Summary</h2><h3>Background</h3> 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. <h3>Methods</h3> 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. <h3>Findings</h3> 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. <h3>Interpretation</h3> Subgroups of diabetes display different trajectories of insulin resistance, insulin deficiency, and features of the metabolic syndrome before diagnosis. <h3>Funding</h3> ERC, local governments, private foundations, University of Helsinki, and Research councils of Finland and Sweden.
Authors
- Emma Ahlqvist (ORCID: https://orcid.org/0000-0002-6513-2384)
- Rashmi B. Prasad (ORCID: https://orcid.org/0000-0002-4400-6741)
- Most Champa Begum
- Bjørn Olav Åsvold (ORCID: https://orcid.org/0000-0003-3837-2101)
- Haïfa Maalmi (ORCID: https://orcid.org/0000-0002-2910-1142)
- Olov Rolandsson (ORCID: https://orcid.org/0000-0002-1341-6828)
- Jagadish Vangipurapu (ORCID: https://orcid.org/0000-0001-6657-2659)
- Björn Tavelin
- Anna Möllsten
- Tiinamaija Tuomi
- Mette K. Andersen
- Torben Hansen (ORCID: https://orcid.org/0000-0001-8748-3831)
- Türküler Cakmak
- Markku Laakso
- Valeriya Lyssenko
- Christian Herder (ORCID: https://orcid.org/0000-0002-2050-093X)
- Barbara Thorand
- Allan Linneberg (ORCID: https://orcid.org/0000-0002-0994-0184)
- Peter M. Nilsson (ORCID: https://orcid.org/0000-0002-5652-8459)
- Mikko Lehtovirta (ORCID: https://orcid.org/0000-0001-9165-0516)
- Lars Ängquist
- Annette Peters
- Liisa Hakaste (ORCID: https://orcid.org/0000-0001-9212-3873)
- Michael Roden (ORCID: https://orcid.org/0000-0001-8200-6382)
Institutions
- University of Copenhagen (DK)
- University of Helsinki (FI)
- Zimmer Biomet (Netherlands) (NL)
- University of Eastern Finland (FI)
- Lund University (SE)
- Norwegian University of Science and Technology (NO)
- Helsinki University Hospital (FI)
- Novo Nordisk Foundation (DK)
- Frederiksberg Hospital (DK)
- Copenhagen University Hospital (DK)
- Helmholtz Zentrum München (DE)
- Düsseldorf University Hospital (DE)
- Center for Clinical Research and Prevention (DK)
- University Hospital of Umeå (SE)
- St Olav's University Hospital (NO)
- Finland University (FI)
- German Centre for Cardiovascular Research (DE)
- Institute for Molecular Medicine Finland (FI)
- Deutsches Diabetes-Zentrum e.V. (DE)
- German Center for Diabetes Research (DE)
- Folkhälsans Forskningscentrum (FI)
- Hospital District of Helsinki and Uusimaa (FI)
- Heinrich Heine University Düsseldorf (DE)
- University of Bergen (NO)
- Ludwig-Maximilians-Universität München (DE)
- Umeå University (SE)
Publication Details
- Journal
- The Lancet Regional Health - Europe
- Published
- 2026-05-28
- DOI
- https://doi.org/10.1016/j.lanepe.2026.101715
- Primary Topic
- Diabetes, Cardiovascular Risks, and Lipoproteins
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Helsingin Yliopisto