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

Institutions

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

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Metabolic Trajectories Before Diabetes Diagnosis Across Subgroups: A Pooled Analysis of Prospective European Cohort Studies

Emma Ahlqvist, Rashmi B. Prasad, Most Champa Begum, Bjørn Olav Åsvold et al.
The Lancet Regional Health - Europe
Diabetes, Cardiovascular Risks, and Lipoproteins
article

Metabolic Trajectories Before Diabetes Diagnosis Across Subgroups: A Pooled Analysis of Prospective European Cohort Studies

Emma Ahlqvist, Rashmi B. Prasad, Most Champa Begum, Bjørn Olav Åsvold, Haïfa Maalmi, Olov Rolandsson, Jagadish Vangipurapu, Björn Tavelin, Anna Möllsten, Tiinamaija Tuomi, Mette K. Andersen, Torben Hansen, Türküler Cakmak, Markku Laakso, Valeriya Lyssenko, Christian Herder, Barbara Thorand, Allan Linneberg, Peter M. Nilsson, Mikko Lehtovirta, Lars Ängquist, Annette Peters, Liisa Hakaste, Michael Roden
article en

Abstract

<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.

The Lancet Regional Health - EuropeVol. 66
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)
Helsingin Yliopisto
Openalex Percentile: Top 6%
Diabetes, Cardiovascular Risks, and Lipoproteins
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.