The Role of Type 2 Diabetes in Shaping Multimorbidity Progression: Evidence from the UK Biobank Cohort
Zhang, J. E.; Bjerg, L.; Graversen, S. B.; Stovring, H.; Dahm, C. C.; Carstensen, B.; Witte, D.
Show abstract
Aims/hypothesisType 2 diabetes (T2D) frequently co-occurs with other chronic conditions and has been suggested as a key driver of multimorbidity development. However, the temporal dynamics of how T2D influences multimorbidity progression are not well understood. We aimed to investigate how T2D influences the rate of multimorbidity progression. MethodsWe analyzed data from the UK Biobank, a prospective population-based cohort study (n=502,368, median age 58 years [range 37-73 years], 46% male at baseline) with a median follow-up of 15.3 year. 8.7% of participants were diagnosed with T2D over the follow-up period. We counted the current number of morbidities (among 80 long-term chronic conditions) identified through hospital admission records using ICD-10 diagnosis codes. We modeled the age-specific transition rates between multimorbidity states using multistate models tailored for time-split data (i.e., 2 to 3 morbidities, T2D (with 1 morbidity) toT2D (with 2 morbidities), etc.). Age was modeled using natural splines with an interaction term with T2D, adjusting for sex, education, ethnicity, smoking, and body mass index. ResultsThe total follow-up time was 7.5 million person-years (PY), of which 0.33 million PY was in T2D. Individuals with T2D consistently experienced higher transition rates between morbidity transition states. For example, the transition rate from 2 to 3 morbidities was 7.94 per 100 PY without the presence of T2D, compared to 18.35 per 100 PY with T2D (rate ratio=2.31, 95% CI: 2.28-2.34). The excess in transition rates was most pronounced from states with few comorbidities. Further, the transition rates were consistently influenced by T2D status and age, with younger individuals with T2D showing the most accelerated progression. Conclusion/interpretationOur study suggests that T2D is associated with accelerated development of subsequent multimorbidity, highlighting T2D as a critical contributor of chronic disease accumulation. The progression of disease accumulation is more pronounced in younger age groups, which suggests different underlying mechanisms of multimorbidity progression across age, warranting further investigation. The findings indicate the need for early intervention among younger people with T2D to slow multimorbidity progression.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Birth weight, BMI in adulthood and latent autoimmune diabetes in adults: A Mendelian randomization study 93%
- Depression, diabetes, their comorbidity and all-cause and cause-specific mortality: a prospective cohort study 93%
- Role of Weight Loss Induced Prediabetes Remission in the Prevention of Type 2 Diabetes – Time to Improve Diabetes Prevention 93%
Similar papers in this journal
- Relation of incident Type 1 diabetes to recent COVID-19 infection: cohort study using e-health record linkage in Scotland 93%
- Early metabolic features of genetic liability to type 2 diabetes: cohort study with repeated metabolomics across early life 93%
- Poor in-utero growth, reduced beta cell secretion and high plasma glucose in childhood are harbingers of glucose intolerance in young Indians 92%
Similar papers in this journal
- Sociodemographic Characteristics and Longitudinal Progression of Multimorbidity: A Multistate Modelling Analysis of a Large Primary Care Records Dataset in England 94%
- Harnessing the power of polygenic risk scores to predict type 2 diabetes and its subtypes in a high-risk population of British Pakistanis and Bangladeshis in a routine healthcare setting 93%
- Trends in weight gain recorded in English primary care before and during the Coronavirus-19 pandemic: an observational cohort study using the OpenSAFELY platform 92%
Similar papers in this journal
- Educational Inequality in Multimorbidity: Causality and Causal Pathways. A Mendelian Randomisation Study in UK Biobank 90%
- Using the illness-death model to estimate age- and sex-standardized incidence rates of diabetes in Mexico from 2003 to 2015 90%
- Cognitive impairment at older ages among 8000 men and women living in Mexico City: cross-sectional analyses of a prospective study 89%
Similar papers in this journal
- The relationships between MASLD, extrahepatic multimorbidity and all-cause mortality in UK Biobank cohort 94%
- Prediabetes as a risk factor for all-cause and cause-specific mortality: a prospective analysis of 115,919 adults without diabetes in Mexico City 94%
- Prevalence trends of diabetes subgroups in US: A data-driven analysis spanning three decades from NHANES (1988-2018) 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.