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使用个体患者数据的荟萃分析评估创伤后应激障碍、酒精和其他药物使用障碍的治疗方法:虚拟临床试验的设计和方法。

Evaluating treatments for posttraumatic stress disorder, alcohol and other drug use disorders using meta-analysis of individual patient data: Design and methodology of a virtual clinical trial.

机构信息

RTI International, USA.

RTI International, USA.

出版信息

Contemp Clin Trials. 2021 Aug;107:106479. doi: 10.1016/j.cct.2021.106479. Epub 2021 Jun 19.

Abstract

This paper describes Project Harmony, a Virtual Clinical Trial (VCT) funded by the National Institute on Alcohol Abuse and Alcoholism (NIAAA) to harmonize and analyze data from over 40 independent psychological, pharmacologic and/or combined pharmacological treatment studies for posttraumatic stress disorder and comorbid alcohol and other drug use disorders (PTSD/AOD). The study attends to three distinct analysis challenges: (1) variation in measurement of PTSD/AOD across studies, time, populations and reporters, (2) cross-study variation in treatment effect sizes and (3) non-randomized, cross-study variation in the classification of treatments (despite within-study randomization of treatment arms). To address these challenges, the study combines meta-analysis of individual patient data (MIPD), integrative data analysis (IDA) and propensity score weighting (PSW) to integrate raw data from these clinical trials. This protocol shows how this VCT analytic framework was used to (1) develop commensurate scale scores of PTSD and AOD severity when measures vary across studies, (2) compare the efficacy of evidence-based treatment models for PTSD/AOD, (3) test for potential mediators of treatment effects on AOD and PTSD across treatment models, and (4) explore individual- and study-level moderators to inform for whom each of the treatment models works best. The advantages of the general VCT approach are juxtaposed against the limitations of single randomized controlled trials and conventional meta-analysis.

摘要

本文描述了“和谐计划”,这是一个由国家酒精滥用与酒精中毒研究所(NIAAA)资助的虚拟临床试验(VCT),旨在协调和分析来自 40 多项独立的心理、药理学和/或联合药物治疗创伤后应激障碍和共病酒精和其他药物使用障碍(PTSD/AOD)的研究数据,并进行分析。该研究针对三个不同的分析挑战:(1)研究之间、时间、人群和报告者对 PTSD/AOD 的测量存在差异,(2)治疗效果大小的跨研究差异,以及(3)尽管对治疗臂进行了研究内随机分组,但治疗的分类存在非随机、跨研究差异。为了解决这些挑战,该研究将个体患者数据的荟萃分析(MIPD)、综合数据分析(IDA)和倾向评分加权(PSW)相结合,以整合这些临床试验的原始数据。本方案展示了如何使用这种 VCT 分析框架来:(1)当测量在研究之间变化时,开发 PTSD 和 AOD 严重程度的相称量表评分;(2)比较 PTSD/AOD 的循证治疗模型的疗效;(3)测试治疗模型对 AOD 和 PTSD 治疗效果的潜在中介;以及(4)探索个体和研究水平的调节因素,以了解每个治疗模型最适合哪些患者。一般 VCT 方法的优势与单个随机对照试验和常规荟萃分析的局限性形成对比。

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