ArticleBMC medicine2018
Economic evaluation of type 2 diabetes prevention programmes: Markov model of low- and high-intensity lifestyle programmes and metformin in participants with different categories of intermediate hyperglycaemia.
Article in BMC medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it, 47 citations in OpenAlex.
- Effects of lifestyle interventions on glucose regulation and diabetes risk in adults with impaired glucose tolerance or prediabetes: a meta-analysis.Archives of endocrinology and metabolism · 2022Pooled it
- Cost-effectiveness of the diabetes remission clinical trial (DiRECT)/Counterweight-Plus weight management programme, based on 5-year follow-up.Diabetic medicine : a journal of the British Diabetic Association · 2026Trial
- Trial
- Effectiveness of Eriomin® in managing hyperglycemia and reversal of prediabetes condition: A double-blind, randomized, controlled study.Phytotherapy research : PTR · 2019Trial
- Cost-effectiveness of implementing the National Health Service England Diabetes Prevention Programme in Canada: a modelling study.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2026Article
- [Diabetes mellitus-definition, classification, diagnosis, screening and prevention (Update 2026)].Wiener klinische Wochenschrift · 2026Review
- Statins for primary prevention of cardiovascular disease in Germany: benefits and costs.Clinical research in cardiology : official journal of the German Cardiac Society · 2026Article
- Development and validation of a type 2 diabetes model to estimate the cost-effectiveness of diabetes interventions across the care continuum.International journal of technology assessment in health care · 2025Article
- Evidence on the effectiveness and equity of population-based policies to reduce the burden of type 2 diabetes: a narrative review.Diabetologia · 2025Review
- The Impact of Unrelated Future Medical Costs on Economic Evaluation Outcomes for Different Models of Diabetes.Applied health economics and health policy · 2024Article
- National health and economic impact of a lifestyle program to prevent type 2 diabetes mellitus in Germany: a simulation study.BMJ open diabetes research & care · 2024Article
- Evaluating the Long-Term Cost-Effectiveness of the English NHS Diabetes Prevention Programme using a Markov Model.PharmacoEconomics - open · 2024Article
- Is Prediabetes Overdiagnosed? Yes: A Patient-Epidemiologist's Experience.Annals of family medicine · 2024Article
- Burden of diabetes and hyperglycaemia in adults in the Americas, 1990-2019: a systematic analysis for the Global Burden of Disease Study 2019.The lancet. Diabetes & endocrinology · 2022Article
- Selecting a target population for type 2 diabetes lifestyle prevention programs: A cost-effectiveness perspective.Diabetic medicine : a journal of the British Diabetic Association · 2022Article
- Cost-Effectiveness of Peer-Educator-Delivered Lifestyle Modification for Type 2 Diabetes Prevention in a Young Healthy Population in Sri Lanka: A Trial-Based Economic Evaluation and Economic Model.PharmacoEconomics - open · 2021Article
- The Effects of Mobile-App-Based Low-Carbohydrate Dietary Guidance on Postprandial Hyperglycemia in Adults with Prediabetes.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2020Article
- Article
- The Cost-Effectiveness of Lifestyle Interventions for Preventing Diabetes in a Health Resource-Limited Setting.Journal of diabetes research · 2020Article
- Assessing the Impact of Lifestyle Interventions on Diabetes Prevention in China: A Modeling Approach.International journal of environmental research and public health · 2019Article
Corrections and comments
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Authors and funding
5 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundNational guidance on preventing type 2 diabetes mellitus (T2DM) in the UK recommends low-intensity lifestyle interventions for individuals with intermediate categories of hyperglycaemia defined in terms of impaired fasting glucose (IFG) or 'at-risk' levels of HbA1c. In a recent systematic review of economic evaluations of such interventions, most studies had evaluated intensive trial-based lifestyle programmes in participants with impaired glucose tolerance (IGT). This study examines the costs and effects of different intensity lifestyle programmes and metformin in participants with different categories of intermediate hyperglycaemia.
methodsWe developed a decision tree and Markov model (50-year horizon) to compare four approaches, namely (1) a low-intensity lifestyle programme based on current NICE guidance, (2) a high-intensity lifestyle programme based on the US Diabetes Prevention Program, (3) metformin, and (4) no intervention, modelled for three different types of intermediate hyperglycaemia (IFG, IGT and HbA1c). A health system perspective was adopted and incremental analysis undertaken at an individual and population-wide level, taking England as a case study.
resultsLow-intensity lifestyle programmes were the most cost-effective (£44/QALY, £195/QALY and £186/QALY compared to no intervention in IGT, IFG and HbA1c, respectively). Intensive lifestyle interventions were also cost-effective compared to no intervention (£2775/QALY, £6820/QALY and £7376/QALY, respectively, in IGT, IFG and HbA1c). Metformin was cost-effective relative to no intervention (£5224/QALY, £6842/QALY and £372/QALY in IGT, IFG and HbA1c, respectively), but was only cost-effective relative to other treatments in participants identified with HbA1c. At a willingness-to-pay threshold of £20,000/QALY, low- and high-intensity lifestyle programmes were cost-effective 98%, 99% and 98% and 81%, 81% and 71% of the time in IGT, IFG and HbA1c, respectively. An England-wide programme for 50-59 year olds could reduce T2DM incidence by < 3.5% over 50 years and would cost 0.2-5.2% of the current diabetes budget for 2-9 years. DISCUSSION: This analysis suggests that current English national policy of low-intensity lifestyle programmes in participants with IFG or HbA1c will be cost-effective and have the most favourable budget impact, but will prevent only a fraction of cases of T2DM. Additional approaches to prevention need to be investigated urgently.
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