Suppr超能文献

使用具有失效时间终点的多个随机癌症临床试验数据进行替代终点的一步验证方法。

One-step validation method for surrogate endpoints using data from multiple randomized cancer clinical trials with failure-time endpoints.

机构信息

INSERM U1219 (Biostatistic), Université Bordeaux Segalen, Bordeaux, France.

Graduate Institute of Statistics, National Central University, Taoyuan, Taiwan.

出版信息

Stat Med. 2019 Jul 20;38(16):2928-2942. doi: 10.1002/sim.8162. Epub 2019 Apr 17.

Abstract

A surrogate endpoint can be used instead of the most relevant clinical endpoint to assess the efficiency of a new treatment. Before being used, a surrogate endpoint must be validated based on appropriate methods. Numerous validation approaches have been proposed with the most popular used in a context of meta-analysis, based on a two-step analysis strategy. For two failure-time endpoints, two association measurements are usually used, Kendall's τ at the individual level and the adjusted coefficient of determination ( ) at the trial level. However, is not always available due to model estimation constraints. We propose a one-step validation approach based on a joint frailty model, including both individual-level and trial-level random effects. Parameters have been estimated using a semiparametric penalized marginal log-likelihood method, and various numerical integration approaches were considered. Both individual- and trial-level surrogacy were evaluated using a new definition of Kendall's τ and the coefficient of determination. Estimators' performances were evaluated using simulation studies and satisfactory results were found. The model was applied to individual patient data meta-analyses in gastric cancer to assess disease-free survival as a surrogate for overall survival, as part of the evaluation of adjuvant therapy.

摘要

替代终点可用于替代最相关的临床终点,以评估新治疗方法的疗效。在使用替代终点之前,必须基于适当的方法对其进行验证。已经提出了许多验证方法,其中最流行的方法是在荟萃分析的背景下使用,基于两步分析策略。对于两个失效时间终点,通常使用两种关联测量,个体水平的 Kendall's τ 和试验水平的调整决定系数( )。然而,由于模型估计的限制, 并不总是可用的。我们提出了一种基于联合脆弱性模型的一步验证方法,该模型包括个体水平和试验水平的随机效应。使用半参数惩罚边际对数似然方法估计参数,并考虑了各种数值积分方法。使用 Kendall's τ 和决定系数的新定义评估个体和试验水平的替代情况。通过模拟研究评估了估计器的性能,结果令人满意。该模型应用于胃癌的个体患者数据荟萃分析,以无病生存率作为总生存率的替代指标,作为辅助治疗评估的一部分。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验