Predicting EQ-5D-3L utility values from clinical data in a prospective cohort of kidney transplant recipients.

IF 3 3区 医学 Q1 ECONOMICS
V Bonnemains, Y Foucher, P Tessier, C David, M Giral, E Dantan
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引用次数: 0

Abstract

Objectives: Modelling health-state utility values (HSUVs) from clinical data offers a means to conduct retrospective cost-effectiveness analyses using clinical studies that did not collect direct HSUV measures. Such studies can support the efficient allocation of resources in kidney transplantation (KT). We aim to model KT recipients' EQ-5D-3L HSUVs using routinely collected clinical data.

Methods: From a French observational multicentric prospective cohort, we included 2,787 adult recipients of a first or second single renal graft transplanted between January 2014 and December 2021 who completed 5,679 EQ-5D-3L questionnaires post-KT, from which the HSUVs were calculated. Considering two time periods before and after 1-year post-KT, we estimated a linear mixed effect model (LME), a mixed adjusted limited dependent variable mixture model, and beta and two-part beta mixed models. We compared their predictive performances in terms of precision and calibration.

Results: In each model, recipient age, female sex, higher body mass index, presence of comorbidities and time spent on dialysis prior to KT were associated with lower HSUVs. The predicted HSUVs increased during the first year post-KT before slowly decreasing afterwards. The two-part beta mixed model resulted in the most precise predictions but showed poor calibration. The LME was associated with better calibration than the other models.

Conclusions: Our study illustrates the importance of estimating longitudinal predictive algorithms to consider possible time variations in HSUVs. We provide an online calculator for predicting the HSUVs of KT recipients over time. Future studies in international cohorts are important to support the external validity of our results.

从前瞻性肾移植受者队列的临床数据预测EQ-5D-3L的效用值。
目的:根据临床数据对健康状态效用值(HSUV)进行建模,提供了一种使用临床研究进行回顾性成本效益分析的方法,而临床研究没有收集直接的HSUV测量。这些研究可以支持肾移植(KT)资源的有效分配。我们的目标是利用常规收集的临床数据对KT受体的EQ-5D-3L hsuv进行建模。方法:来自法国的一项观察性多中心前瞻性队列,我们纳入了2787名2014年1月至2021年12月期间接受第一次或第二次单肾移植的成人受者,他们在kt后完成了5679份EQ-5D-3L问卷,从中计算hsuv。考虑到kt后1年前后的两个时间段,我们估计了一个线性混合效应模型(LME),一个混合调整的有限因变量混合模型,以及贝塔和两部分贝塔混合模型。我们比较了它们在精度和校准方面的预测性能。结果:在每个模型中,接受者年龄、女性性别、较高的体重指数、合并症的存在和KT前透析时间与较低的hsuv相关。预测的hsuv在kt后的第一年增加,之后缓慢下降。两部分混合模型的预测结果最为精确,但显示出较差的校准。与其他模型相比,LME具有更好的校准效果。结论:我们的研究说明了纵向预测算法对于考虑hsuv可能的时间变化的重要性。我们提供了一个在线计算器,用于预测KT接受者随时间的hsuv。未来在国际队列中的研究对于支持我们结果的外部有效性非常重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.10
自引率
2.30%
发文量
131
期刊介绍: The European Journal of Health Economics is a journal of Health Economics and associated disciplines. The growing demand for health economics and the introduction of new guidelines in various European countries were the motivation to generate a highly scientific and at the same time practice oriented journal considering the requirements of various health care systems in Europe. The international scientific board of opinion leaders guarantees high-quality, peer-reviewed publications as well as articles for pragmatic approaches in the field of health economics. We intend to cover all aspects of health economics: • Basics of health economic approaches and methods • Pharmacoeconomics • Health Care Systems • Pricing and Reimbursement Systems • Quality-of-Life-Studies The editors reserve the right to reject manuscripts that do not comply with the above-mentioned requirements. The author will be held responsible for false statements or for failure to fulfill the above-mentioned requirements. Officially cited as: Eur J Health Econ
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