Institute for Medical Technology Assessment/Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, The Netherlands.
Institute for Medical Technology Assessment/Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, The Netherlands.
Value Health. 2019 Mar;22(3):313-321. doi: 10.1016/j.jval.2018.10.008. Epub 2018 Dec 20.
To develop a health economic model that included a great diversity of patient characteristics and outcomes for chronic obstructive pulmonary disease (COPD), which can be used to inform decisions about stratified medicine in COPD.
The choice of patient characteristics and outcomes to include in the model was based on 3 literature reviews on multidimensional prognostic COPD indices, COPD phenotypes, and treatment effects in subgroups. A conceptual model was constructed including 14 patient characteristics, 7 intermediate outcomes (lung function, physical activity, exercise capacity, symptoms, disease-specific quality of life, exacerbations, and pneumonias), and 3 final outcomes (mortality, quality-adjusted life-years [QALYs], and costs). Regression equations describing the statistical associations between the patient characteristics and intermediate and final outcomes were estimated using the longitudinal data of 5 large COPD trials (19,378 patients). A patient-level simulation model was developed in which individual patients from the baseline population of the 5 trials are sampled and their outcomes over lifetime are predicted based on the regression equations.
The base-case analysis (single-arm simulation representing treatment with tiotropium) showed that patients had a mean lung function decline of 43 mL/year, 0.62 exacerbations/year, a worsening of their physical activity and quality of life with 1.48 and 1.10 points/year, a life expectancy of 11.2 years, 7.25 QALYs, and total lifetime costs of £24,891. Results for a selection of treatment scenarios and subgroups were shown to demonstrate the potential of the model.
We developed a unique patient-level simulation model that can be used to evaluate COPD treatment options for a variety of subgroups.
开发一种健康经济模型,该模型包含广泛的慢性阻塞性肺疾病(COPD)患者特征和结局,可用于为 COPD 分层医学决策提供信息。
模型中纳入患者特征和结局的选择基于 3 项关于多维 COPD 预后指数、COPD 表型和亚组治疗效果的文献综述。构建了一个包含 14 个患者特征、7 个中间结局(肺功能、体力活动、运动能力、症状、疾病特异性生活质量、加重和肺炎)和 3 个最终结局(死亡率、质量调整生命年[QALYs]和成本)的概念模型。使用 5 项大型 COPD 试验(19378 例患者)的纵向数据,使用回归方程估计描述患者特征与中间和最终结局之间统计关联的方程。开发了一个患者水平的仿真模型,从 5 项试验的基线人群中抽取个体患者,并根据回归方程预测他们在一生中的结局。
基础分析(代表噻托溴铵治疗的单臂模拟)显示,患者的肺功能每年下降 43 毫升,每年发生 0.62 次加重,体力活动和生活质量每年恶化 1.48 和 1.10 分,预期寿命为 11.2 年,7.25QALYs,总终身费用为 24891 英镑。还展示了一系列治疗方案和亚组的结果,以展示模型的潜力。
我们开发了一种独特的患者水平仿真模型,可用于评估各种亚组的 COPD 治疗选择。