ArticlePloS one2014
Validation of the IHE Cohort Model of Type 2 Diabetes and the impact of choice of macrovascular risk equations.
Article in PloS one, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 3 of them syntheses that pooled it.
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Who cites it
35 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- A Systematic Review of Methodologies Used in Models of the Treatment of Diabetes Mellitus.PharmacoEconomics · 2024Pooled it
- A Systematic Review of Cost-Effectiveness Studies of Newer Non-Insulin Antidiabetic Drugs: Trends in Decision-Analytical Models for Modelling of Type 2 Diabetes Mellitus.PharmacoEconomics · 2023Pooled it
- Decision models in type 2 diabetes mellitus: A systematic review.Acta diabetologica · 2021Pooled it
- Cost-Effectiveness of Once-Weekly Semaglutide 1 mg versus Canagliflozin 300 mg in Patients with Type 2 Diabetes Mellitus in a Canadian Setting.Applied health economics and health policy · 2022Trial
- A Type 2 Diabetes Policy Model That Predicts Remaining Life Expectancy, Quality-Adjusted Life Expectancy and Healthcare Costs for Use in Economic Evaluation, Incorporating Equity Concerns.Diabetes, obesity & metabolism · 2026Article
- Cost-utility of once-weekly insulin icodec versus once-daily basal insulins for type 2 diabetes in China.Diabetes, obesity & metabolism · 2026Article
- Once-weekly insulin icodec versus once-daily insulin degludec for type 2 diabetes in China: A cost-utility and budget impact analysis.Diabetes, obesity & metabolism · 2026Article
- Feasibility and cost-effectiveness of at-home self-sampling screening for type 2 diabetes: a pilot screening study in Denmark.BMJ open diabetes research & care · 2026Article
- Development and Internal Validation of the Multiethnic Type 2 Diabetes Outcomes Model for the U.S. (DOMUS).Diabetes care · 2025Article
- Cost-utility of IDegLira versus alternative basal insulin intensification therapies in patients with type 2 diabetes mellitus uncontrolled on basal insulin in a Chinese setting.Diabetology & metabolic syndrome · 2025Article
- Long- and Short-Term Cost-Effectiveness of Once-Weekly Semaglutide versus Dulaglutide for the Treatment of Type 2 Diabetes in China: A Hypothetical Modeling Exercise.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2025Article
- Long-Term Clinical and Economic Effects of Switching to Once-Weekly Semaglutide from Other GLP-1 RAs Among Patients with Type 2 Diabetes in China: A Modeling Projection Study.Advances in therapy · 2025Article
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- Cost-Effectiveness of Semaglutide vs. Empagliflozin, Canagliflozin, and Sitagliptin for Treatment of Patients with Type 2 Diabetes in Denmark: A Decision-Analytic Modelling Study.PharmacoEconomics - open · 2023Article
- Prediction of complications in health economic models of type 2 diabetes: a review of methods used.Acta diabetologica · 2023Review
- Model-based predictions on health benefits and budget impact of implementing empagliflozin in people with type 2 diabetes and established cardiovascular disease.Diabetes, obesity & metabolism · 2023Article
- First-Line Therapy for Type 2 Diabetes With Sodium-Glucose Cotransporter-2 Inhibitors and Glucagon-Like Peptide-1 Receptor Agonists : A Cost-Effectiveness Study.Annals of internal medicine · 2022Article
- The transferability and validity of a population-level simulation model for the economic evaluation of interventions in diabetes: the MICADO model.Acta diabetologica · 2022Article
- The public economic burden of suboptimal type 2 diabetes control upon taxpayers in Sweden: Looking beyond health costs.Diabetes, obesity & metabolism · 2022Article
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundHealth-economic models of diabetes are complex since the disease is chronic, progressive and there are many diabetic complications. External validation of these models helps building trust and satisfies demands from decision makers. We evaluated the external validity of the IHE Cohort Model of Type 2 Diabetes; the impact of using alternative macrovascular risk equations; and compared the results to those from microsimulation models.
methodsThe external validity of the model was analysed from 12 clinical trials and observational studies by comparing 167 predicted microvascular, macrovascular and mortality outcomes to the observed study outcomes. Concordance was examined using visual inspection of scatterplots and regression-based analysis, where an intercept of 0 and a slope of 1 indicate perfect concordance. Additional subgroup analyses were conducted on 'dependent' vs. 'independent' endpoints and microvascular vs. macrovascular vs. mortality endpoints.
resultsVisual inspection indicates that the model predicts outcomes well. The UKPDS-OM1 equations showed almost perfect concordance with observed values (slope 0.996), whereas Swedish NDR (0.952) and UKPDS-OM2 (0.899) had a slight tendency to underestimate. The R2 values were uniformly high (>0.96). There were no major differences between 'dependent' and 'independent' outcomes, nor for microvascular and mortality outcomes. Macrovascular outcomes tended to be underestimated, most so for UKPDS-OM2 and least so for NDR risk equations.
conclusionsExternal validation indicates that the IHE Cohort Model of Type 2 Diabetes has predictive accuracy in line with microsimulation models, indicating that the trade-off in accuracy using cohort simulation might not be that large. While the choice of risk equations was seen to matter, each were associated with generally reasonable results, indicating that the choice must reflect the specifics of the application. The largest variation was observed for macrovascular outcomes. There, NDR performed best for relatively recent and well-treated patients, while UKPDS-OM1 performed best for the older UKPDS cohort.
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