ArticleBMC medicine2019
The comorbidity burden of type 2 diabetes mellitus: patterns, clusters and predictions from a large English primary care cohort.
Article in BMC medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 147 papers, 4 of them syntheses that pooled it.
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Who cites it
147 citing papers in PubMed, 4 syntheses or guidelines pooled it, 323 citations in OpenAlex.
- Necrotising Fasciitis in Patients With Diabetes: A Systematic Review of Mortality-Associated Clinical Factors.International wound journal · 2026Pooled it
- Diabetes self-management education and its association with hospital admissions and premature mortality: A scoping review and meta-analysis.Diabetes, obesity & metabolism · 2026Pooled it
- Global prevalence of multimorbidity among people living with type 2 diabetes: a systematic review and meta-analysis.BMC public health · 2025Pooled it
- Effects of Inspiratory Muscle Training in Type 2 Diabetes: A Systematic Review.Brazilian journal of cardiovascular surgery · 2023Pooled it
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- Trends in comorbidities and multimorbidity among adults with recently diagnosed diabetes: United States, 1999-2023.Diabetes research and clinical practice · 2026Article
- Potentially Inappropriate Medication Use in Older Adults in Primary Care According to Four Explicit Criteria: Associations with Patient Factors.Medicina (Kaunas, Lithuania) · 2026Observational
- Costs of Comorbidities and Complications Associated with Type 2 Diabetes: A Retrospective, Cohort Study.Advances in therapy · 2026Article
- Type 2 diabetes is associated with clinical progression of aortic stenosis: a nationwide retrospective study in Sweden.Scientific reports · 2026Article
- Standardized chronic disease management reduces comorbidity risk in China.Nature communications · 2026Article
- Implementing SGLT2 Inhibitor Therapy in Line with the New NICE Guidelines for Type 2 Diabetes Management.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2026Review
- Factors Associated with Produce Prescription Program Enrollment and Benefit Use among Patients with Diabetes and at Risk for Food Insecurity.The Journal of nutrition · 2026Observational
- Proteomics of human duodenum in pre-diabetes and type 2 diabetes reveals potential novel therapeutic targets for aetiology and therapeutics.Clinical proteomics · 2026Article
- Unveiling the heterogeneity of T2DM: a narrative review of clustering algorithms in stratifying comorbidity and complication risk.Cardiovascular diabetology. Endocrinology reports · 2026Review
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- All-cause healthcare utilization among older adults with type 2 diabetes and cardiovascular and mental health comorbidities.BMC geriatrics · 2026Article
- An online interpretable machine learning model for predicting cardiometabolic multimorbidity risk in patients with type 2 diabetes mellitus.Scientific reports · 2026Article
- SMARTCLOTH Prototype for Dietary Management in Patients With Diabetes Mellitus: Tutorial on Human-Centered Design Methodology for Health Care Hardware Development.Journal of medical Internet research · 2026Article
- Multimorbidity and its associations with physical function, fall risk, and hospitalization cost in adults with type 1 diabetes: a cross-sectional study.Frontiers in endocrinology · 2026Article
87 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
16 authors at 6 institutions in 1 country.
Funding
Abstract
backgroundThe presence of additional chronic conditions has a significant impact on the treatment and management of type 2 diabetes (T2DM). Little is known about the patterns of comorbidities in this population. The aims of this study are to quantify comorbidity patterns in people with T2DM, to estimate the prevalence of six chronic conditions in 2027 and to identify clusters of similar conditions.
methodsWe used the Clinical Practice Research Datalink (CPRD) linked with the Index of Multiple Deprivation (IMD) data to identify patients diagnosed with T2DM between 2007 and 2017. 102,394 people met the study inclusion criteria. We calculated the crude and age-standardised prevalence of 18 chronic conditions present at and after the T2DM diagnosis. We analysed longitudinally the 6 most common conditions and forecasted their prevalence in 2027 using linear regression. We used agglomerative hierarchical clustering to identify comorbidity clusters. These analyses were repeated on subgroups stratified by gender and deprivation.
resultsMore people living in the most deprived areas had ≥ 1 comorbidities present at the time of diagnosis (72% of females; 64% of males) compared to the most affluent areas (67% of females; 59% of males). Depression prevalence increased in all strata and was more common in the most deprived areas. Depression was predicted to affect 33% of females and 15% of males diagnosed with T2DM in 2027. Moderate clustering tendencies were observed, with concordant conditions grouped together and some variations between groups of different demographics.
conclusionsComorbidities are common in this population, and high between-patient variability in comorbidity patterns emphasises the need for patient-centred healthcare. Mental health is a growing concern, and there is a need for interventions that target both physical and mental health in this population.
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