ReviewDiabetologia2019
Type 2 diabetes: a multifaceted disease.
Review in Diabetologia, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 136 papers, 9 of them syntheses that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
136 citing papers in PubMed, 9 syntheses or guidelines pooled it.
- Skeletal muscle eQTL meta-analysis implicates genes in the genetic architecture of muscular and cardiometabolic traits.American journal of human genetics · 2025Pooled it
- Association between non-high-density lipoprotein cholesterol and type 2 diabetes: a systematic review and meta-analysis of cohort studies.Endocrine journal · 2025Pooled it
- The effect of acupuncture on blood glucose control in patients with type 2 diabetes: a systematic review and meta-analysis of randomized controlled trials.Frontiers in endocrinology · 2025Pooled it
- Relationship between the triglyceride-glucose index and risk of cardiovascular diseases and mortality in the general population: a systematic review and meta-analysis.Cardiovascular diabetology · 2022Pooled it
- Pooled it
- Mercury Exposure and Risk of Type 2 Diabetes: A Systematic Review and Meta-Analysis.International journal of clinical practice · 2022Pooled it
- Risk of hypovolemia associated with sodium-glucose cotransporter-2 inhibitors treatment: A meta-analysis of randomized controlled trials.Frontiers in cardiovascular medicine · 2022Pooled it
- The Effect of Physical Activity on Glycemic Variability in Patients With Diabetes: A Systematic Review and Meta-Analysis of Randomized Controlled Trials.Frontiers in endocrinology · 2021Pooled it
- Shared genetic architecture and casual relationship between leptin levels and type 2 diabetes: large-scale cross-trait meta-analysis and Mendelian randomization analysis.BMJ open diabetes research & care · 2020Pooled it
- Predictors of Initial and Sustained Glycemic and Weight Response to Tirzepatide: A Post Hoc Analysis of SURPASS-4.Diabetes · 2025Trial
- Impact of a mineral enriched, fiber complex on glycaemic response and satiation in healthy adults: a double-blind, crossover intervention study.European journal of nutrition · 2025Trial
- Strawberries Improve Insulin Resistance and Related Cardiometabolic Markers in Adults with Prediabetes: A Randomized Controlled Crossover Trial.The Journal of nutrition · 2025Trial
- Impact of Fixed Combination of Metformin and Pioglitazone on Insulin Resistance of Patients with Type 2 Diabetes: Results of a Randomized Open-Label Study.Diabetes, metabolic syndrome and obesity : targets and therapy · 2023Trial
- Combination treatment of autologous bone marrow stem cell transplantation and hyperbaric oxygen therapy for type 2 diabetes mellitus: A randomized controlled trial.Cell transplantation · 2019Trial
- Understanding barriers and facilitators of adherence to lifestyle changes in prediabetes: a qualitative study.International journal of qualitative studies on health and well-being · 2026Observational
- Genetic and Clinical Determinants of Variation in Drug Response in Type 2 Diabetes: Insights From the Scottish and UK Biobank Cohorts.Diabetes, obesity & metabolism · 2026Article
- Genetics of type 2 diabetes: Beyond single nucleotide variant studies.Molecular metabolism · 2026Review
- Type 2 diabetes subtypes for precision medicine: methodological challenges and alternative prediction-based approaches.Diabetologia · 2026Review
- Expert consensus on Lipoprotein(a) in the Gulf countries: Navigating cardiovascular risk and therapeutic advances.Atherosclerosis plus · 2026Article
- Fixed-dose streptozotocin combined with high-fat diet induces a stable type 2 diabetes-like phenotype in C57BL/6J mice.Disease models & mechanisms · 2026Article
76 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
1 author.
Funding
Abstract
Type 2 diabetes is a complex disease usually diagnosed with little regard to aetiology. In the broader sense, it is a mix of different clearly defined aetiologies, such as monogenic diabetes, that we need to be better at identifying as this has major implications for treatment and patient management. Beyond this, however, type 2 diabetes is a highly heterogeneous polygenic disease. This review outlines the recent developments that recognise this heterogeneity by deconvoluting the aetiology of type 2 diabetes into pathophysiological processes, either by measuring physiological variables (such as beta cell function or insulin resistance) or using partitioned polygenic scores, and addresses recent work that clusters type 2 diabetes into distinct subgroups. Increasing evidence suggests that considering the aetiological components of type 2 diabetes matters, in terms of progression rates, treatment response and complications. In other words, clinicians need to recognise that type 2 diabetes is multifaceted and that its characteristics are important for how patients are managed.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.