基于多态模型和微观模拟的灵活方法,进行真实世界成本效益分析:应用于 pcsk9 抑制剂。

IF 4.9 2区 医学 Q1 ECONOMICS Value in Health Pub Date : 2024-07-01 DOI:10.1016/j.jval.2024.03.008
Caterina Gregorio PhD , Federico Rea PhD , Francesca Ieva PhD , Arjuna Scagnetto MS , Carla Indennidate MD , Chiara Cappelletto MD , Andrea Di Lenarda MD , Giulia Barbati PhD
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引用次数: 0

摘要

研究目的本研究旨在展示灵活的统计方法在心血管领域实际成本效益分析中的应用,特别侧重于 PCSK9 抑制剂治疗高脂血症:所提出的方法使我们能够利用电子健康数据库,通过多状态建模和微观模拟来模拟成本效益分析的目标试验。我们正式确定了研究设计,并提供了相关因果指标的精确定义,同时还概述了利用现有数据准确估算这些指标所需的假设。此外,我们还全面考虑了决策模型的拟合度评估和敏感性分析,这对于把握个人医疗路径的复杂性和提高此类卫生经济模型的有效性至关重要:结果:在疾病模型中,发现马尔可夫假设是不充分的,因此采用了 "时间重置 "时间尺度,并使用随时间变化的变量来纳入过去的住院史。此外,微观模拟决策模型显示出令人满意的拟合优度,与非基于模型的方法相比,在短期范围内获得的结果是一致的。值得注意的是,只有在长期随访中,PCSK9 抑制剂才显示出其良好的成本效益,最低支付意愿值为 39,000 欧元/LY:该方法在多个方面显示出其显著的实用性。与非基于模型或其他基于模型的方法不同,它能够:1)全面调查长期成本效益;2)采用与所研究的具体问题相一致的适当疾病模型;3)进行亚组特异性成本效益分析,以获得更有针对性的见解。
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Flexible Approaches Based on Multistate Models and Microsimulation to Perform Real-World Cost-Effectiveness Analyses: An Application to Proprotein Convertase Subtilisin-Kexin Type 9 Inhibitors

Objectives

This study aims to show the application of flexible statistical methods in real-world cost-effectiveness analyses applied in the cardiovascular field, focusing specifically on the use of proprotein convertase subtilisin-kexin type 9 inhibitors for hyperlipidemia.

Methods

The proposed method allowed us to use an electronic health database to emulate a target trial for cost-effectiveness analysis using multistate modeling and microsimulation. We formally established the study design and provided precise definitions of the causal measures of interest while also outlining the assumptions necessary for accurately estimating these measures using the available data. Additionally, we thoroughly considered goodness-of-fit assessments and sensitivity analyses of the decision model, which are crucial to capture the complexity of individuals’ healthcare pathway and to enhance the validity of this type of health economic models.

Results

In the disease model, the Markov assumption was found to be inadequate, and a “time-reset” timescale was implemented together with the use of a time-dependent variable to incorporate past hospitalization history. Furthermore, the microsimulation decision model demonstrated a satisfying goodness of fit, as evidenced by the consistent results obtained in the short-term horizon compared with a nonmodel-based approach. Notably, proprotein convertase subtilisin-kexin type 9 inhibitors revealed their favorable cost-effectiveness only in the long-term follow-up, with a minimum willingness to pay of 39 000 Euro/life years gained.

Conclusions

The approach demonstrated its significant utility in several ways. Unlike nonmodel-based or alternative model-based methods, it enabled to (1) investigate long-term cost-effectiveness comprehensively, (2) use an appropriate disease model that aligns with the specific problem under study, and (3) conduct subgroup-specific cost-effectiveness analyses to gain more targeted insights.

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来源期刊
Value in Health
Value in Health 医学-卫生保健
CiteScore
6.90
自引率
6.70%
发文量
3064
审稿时长
3-8 weeks
期刊介绍: Value in Health contains original research articles for pharmacoeconomics, health economics, and outcomes research (clinical, economic, and patient-reported outcomes/preference-based research), as well as conceptual and health policy articles that provide valuable information for health care decision-makers as well as the research community. As the official journal of ISPOR, Value in Health provides a forum for researchers, as well as health care decision-makers to translate outcomes research into health care decisions.
期刊最新文献
Analytical Methods for Comparing Uncontrolled Trials with External Controls from Real-World Data: a Systematic Literature Review and Comparison to European Regulatory and Health Technology Assessment Practice. Author Reply to "Cost-of/Burden-of-Illness Studies: Steps Backward?" Author Reply. Table of Contents Editorial Board
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