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关于 2 型糖尿病在中低收入国家的长期管理的模拟模型综述。

A review of simulation models for the long-term management of type 2 diabetes in low-and-middle income countries.

机构信息

Division of Epidemiology and Biostatistics, School of Public Health and Family Medicine, Faculty of Health Sciences, University of Cape Town, Observatory, Cape Town, 7925, South Africa.

Health Economics Unit, School of Public Health & Family Medicine, University of Cape Town, Cape Town, South Africa.

出版信息

BMC Health Serv Res. 2021 Dec 6;21(1):1313. doi: 10.1186/s12913-021-07324-0.

Abstract

INTRODUCTION

The burden of type 2 diabetes is steadily increasing in low-and-middle-income countries, thereby posing a major threat from both a treatment, and funding standpoint. Although simulation modelling is generally relied upon for evaluating long-term costs and consequences associated with diabetes interventions, no recent article has reviewed the characteristics and capabilities of available models used in low-and-middle-income countries. We review the use of computer simulation modelling for the management of type 2 diabetes in low-and-middle-income countries.

METHODS

A search for studies reporting computer simulation models of the natural history of individuals with type 2 diabetes and/or decision models to evaluate the impact of treatment strategies on these populations was conducted in PubMed. Data were extracted following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and assessed using modelling checklists. Publications before the year 2000, from high-income countries, studies involving animals and analyses that did not use mathematical simulations were excluded. The full text of eligible articles was sourced and information about the intervention and population being modelled, type of modelling approach and the model structure was extracted.

RESULTS

Of the 79 articles suitable for full text review, 44 studies met the inclusion criteria. All were cost-effectiveness/utility studies with the majority being from the East Asia and Pacific region (n = 29). Of the included studies, 34 (77.3%) evaluated the cost-effectiveness of pharmacological interventions and approximately 75% of all included studies used HbA1c as one of the treatment effects of the intervention. 32 (73%) of the publications were microsimulation models, and 29 (66%) were state-transition models. Most of the studies utilised annual cycles (n = 29, 71%), and accounted for costs and outcomes over 20 years or more (n = 38, 86.4%).

CONCLUSIONS

While the use of simulation modelling in the management of type 2 diabetes has been steadily increasing in low-and-middle-income countries, there is an urgent need to invest in evaluating therapeutic and policy interventions related to type 2 diabetes in low-and-middle-income countries through simulation modelling, especially with local research data. Moreover, it is important to improve transparency and credibility in the reporting of input data underlying model-based economic analyses, and studies.

摘要

简介

2 型糖尿病在中低收入国家的负担稳步增加,因此从治疗和资金的角度来看,这是一个主要威胁。虽然模拟建模通常用于评估与糖尿病干预相关的长期成本和后果,但最近没有文章综述了中低收入国家使用的可用模型的特征和能力。我们综述了计算机模拟模型在中低收入国家 2 型糖尿病管理中的应用。

方法

在 PubMed 中搜索了报告 2 型糖尿病个体自然史的计算机模拟模型和/或评估这些人群治疗策略影响的决策模型的研究。根据系统评价和荟萃分析的首选报告项目 (PRISMA) 指南提取数据,并使用建模检查表进行评估。排除了 2000 年以前的出版物、来自高收入国家的出版物、涉及动物的研究以及未使用数学模拟的分析。获取了合格文章的全文,并提取了关于干预和建模人群、建模方法类型和模型结构的信息。

结果

在适合全文审查的 79 篇文章中,有 44 篇符合纳入标准。所有研究均为成本效益/效用研究,其中大多数来自东亚和太平洋地区 (n=29)。在纳入的研究中,34 项(77.3%)评估了药物干预的成本效益,大约 75%的纳入研究都将 HbA1c 作为干预治疗效果之一。32 项(73%)出版物为微观模拟模型,29 项(66%)为状态转移模型。大多数研究使用年度周期 (n=29,71%),并在 20 年或更长时间内核算成本和结果 (n=38,86.4%)。

结论

尽管在中低收入国家,2 型糖尿病管理中使用模拟建模的情况稳步增加,但迫切需要通过模拟建模投资评估与中低收入国家 2 型糖尿病相关的治疗和政策干预措施,尤其是使用当地研究数据。此外,重要的是要提高基于模型的经济分析和研究中输入数据报告的透明度和可信度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/553b/8650231/4f6a500761e9/12913_2021_7324_Fig1_HTML.jpg

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