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一种用于评估整个照护连续过程中糖尿病干预措施成本效益的2型糖尿病模型的开发与验证。

Development and validation of a type 2 diabetes model to estimate the cost-effectiveness of diabetes interventions across the care continuum.

作者信息

Wiggins Megan, Round Jeff, Kirwin Erin

机构信息

https://ror.org/03e81x648Institute of Health Economics, Edmonton, AB, Canada.

Faculty of Medicine and Dentistry, https://ror.org/0160cpw27University of Alberta, Edmonton, AB, Canada.

出版信息

Int J Technol Assess Health Care. 2025 Jun 2;41(1):e36. doi: 10.1017/S0266462325100172.

Abstract

OBJECTIVES

The aim of this study is to develop a patient-level model for type 2 diabetes mellitus (T2DM) progression that can estimate the cost-effectiveness of T2DM interventions from prevention to management.

METHODS

We developed an individual-level microsimulation model, the Institute of Health Economics Diabetes Model (IHE-DM), that simulates: (i) T2DM progression from normal glucose tolerance (NGT) to T2DM, (ii) the occurrence and timing of eight comorbidities and death, and (iii) the correlated progression of risk factors over time. We report model validation and use a case study to investigate the cost-effectiveness of a hypothetical T2DM prevention program.

RESULTS

The internal validation indicated excellent performance with mean absolute differences between the predicted and observed values for all endpoints of less than 1 percent. External validation results were mixed. The model under-predicted cumulative T2DM incidence in the first 8 years, predicted well from years eight through eleven, and over-predicted from years twelve through fifteen. Our case study estimated an incremental net monetary benefit of CAD 2,701 (USD 2,289) (95% Uncertainty Interval: CAD 1,316 to 4,000 [USD 1,115 to 3,390]) over the 15-year time horizon.

CONCLUSIONS

Prominent T2DM models focus on patients with diagnosed T2DM whereas our model simulates progression from NGT to T2DM and incorporates important correlations in the progression of risk factors. These adaptations allow us to evaluate preventative interventions and better capture the long-term impacts, filling an important gap in the evidence base. Our model can be used to inform future funding decisions for T2DM interventions across the care continuum.

摘要

目的

本研究旨在开发一种用于2型糖尿病(T2DM)进展的患者水平模型,该模型能够估计从预防到管理的T2DM干预措施的成本效益。

方法

我们开发了一种个体水平的微观模拟模型,即健康经济研究所糖尿病模型(IHE-DM),该模型模拟:(i)从正常糖耐量(NGT)到T2DM的T2DM进展,(ii)八种合并症和死亡的发生及时间,以及(iii)风险因素随时间的相关进展。我们报告了模型验证情况,并通过一个案例研究来调查一个假设的T2DM预防项目的成本效益。

结果

内部验证表明模型性能优异,所有终点预测值与观察值之间的平均绝对差异小于1%。外部验证结果喜忧参半。该模型在前8年低估了T2DM的累积发病率,在第8年至第11年预测良好,在第12年至第15年高估了发病率。我们的案例研究估计,在15年的时间范围内,增量净货币效益为2701加元(2289美元)(95%不确定区间:1316加元至4000加元[1115美元至3390美元])。

结论

著名的T2DM模型侧重于已确诊T2DM的患者,而我们的模型模拟了从NGT到T2DM的进展,并纳入了风险因素进展中的重要相关性。这些改进使我们能够评估预防性干预措施,并更好地捕捉长期影响,填补了证据基础中的一个重要空白。我们的模型可用于为整个护理连续过程中T2DM干预措施的未来资金决策提供参考。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d4b/12188100/cc00d5b5b106/S0266462325100172_fig1.jpg

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