ArticleFrontiers in epidemiology2022
Illness-Death Model as a Framework for Chronic Disease Burden Projection: Application to Mental Health Epidemiology.
Article in Frontiers in epidemiology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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12 citing papers in PubMed.
- Future Projection of Cystic Echinococcosis in Iran to 2040: A Secondary Analysis Based on Global Burden of Disease (2021).Health science reports · 2026Article
- Assessing rheumatoid arthritis prevalence from 1990 to 2040: viewing global inequities through the lens of sociodemographic development.Clinical rheumatology · 2026Article
- Incidence and remission of endometriosis in Germany based on prevalence data from 35 million patients from the statutory health insurance.BMC women's health · 2026Article
- Applying the illness-death model to estimate the incidence and remission of severe anxiety and depressive symptoms in the German National Cohort (NAKO).European psychiatry : the journal of the Association of European Psychiatrists · 2026Article
- The national and subnational trend of ischemic heart disease in Iran from 1990-2021, with projections for 2040: a modelling study.American journal of cardiovascular disease · 2026Article
- Illness-death model to predict anxiety prevalence in general population during COVID-19 pandemic and beyond: a promising development in mental health epidemiology.BJPsych open · 2025Article
- Assessing the Colorectal Cancer Landscape: A Comprehensive Exploration of Future Trends in 216 Countries and Territories from 2021 to 2040.Journal of epidemiology and global health · 2025Article
- Projections of anxiety disorder prevalence during and beyond the COVID-19 pandemic in Germany using the illness-death model.BJPsych open · 2024Article
- Global Trend in Pancreatic Cancer Prevalence Rates Through 2040: An Illness-Death Modeling Study.Cancer medicine · 2024Article
- Impact of Smoking Reduction Scenarios on the Burden of Myocardial Infarction in the French Population Until 2035.Clinical epidemiology · 2024Article
- Estimation of migraine prevalence considering active and inactive states across different age groups.The journal of headache and pain · 2023Article
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Abstract
Introduction: Estimates of future disease burden supports public health decision-making. Multistate modeling of chronic diseases is still limited despite a long history of mathematical modeling of diseases. We introduce a discrete time approach to the illness-death model and a recursion formula, which can be utilized to project chronic disease burden. We further illustrate an example of the technique applied to anxiety disorders in Germany. Materials and Equipment: The illness-death model is a multistate model that relates prevalence, incidence, mortality, and remission. A basic recursion formula that considers prevalence, incidence, mortality among the susceptible, and mortality among the diseased can be applied to irreversible chronic diseases such as diabetes. Among several mental disorders, remission plays a key role and thus an extended recursion formula taking remission into account is derived. Methods: Using the Global Burden of Disease Study 2019 data and population projections from the Federal Statistical Office of Germany, a total number of individuals with anxiety disorders by sex in Germany from 2019 to 2030 was projected. Regression models were fitted to historical data for prevalence and incidence. Differential mortality risks were modeled based on empirical evidence. Remission was estimated from prevalence, incidence, and mortality, applying the extended recursion formula. Sex- and age-specific prevalence of 2019 was given as the initial value to estimate the total number of individuals with anxiety disorders for each year up to 2030. Projections were also made through simple extrapolation of prevalence for comparison. Results: From 2019 to 2030, we estimated a decrease of 52,114 (-1.3%) individuals with anxiety disorders among women, and an increase of 166,870 (+8.5%) cases among men, through the illness-death model approach. With prevalence extrapolation, an increase of 381,770 (+9.7%) among women and an increase of 272,446 (+13.9%) among men were estimated. Discussion: Application of the illness-death model with discrete time steps is possible for both irreversible chronic diseases and diseases with possible remissions, such as anxiety disorders. The technique provides a framework for disease burden prediction. The example provided here can form a basis for running simulations under varying transition probabilities.
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