He Qijia, Gao Fei, Dukes Oliver, Delany-Moretlwe Sinead, Zhang Bo
Department of Statistics, University of Washington.
Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center.
J Am Stat Assoc. 2024;119(548):2478-2492. doi: 10.1080/01621459.2024.2360643. Epub 2024 Jul 8.
In many clinical settings, an active-controlled trial design (e.g., a non-inferiority or superiority design) is often used to compare an experimental medicine to an active control (e.g., an FDA-approved, standard therapy). One prominent example is a recent phase 3 efficacy trial, HIV Prevention Trials Network Study 084 (HPTN 084), comparing long-acting cabotegravir, a new HIV pre-exposure prophylaxis (PrEP) agent, to the FDA-approved daily oral tenofovir disoproxil fumarate plus emtricitabine (TDF/FTC) in a population of heterosexual women in 7 African countries. One key complication of interpreting study results in an active-controlled trial like HPTN 084 is that the placebo arm is not present and the efficacy of the active control (and hence the experimental drug) compared to the placebo can only be inferred by leveraging other data sources. In this article, we study statistical inference for the intention-to-treat (ITT) effect of the active control using relevant historical placebo-controlled trials data under the potential outcomes (PO) framework. We highlight the role of adherence and unmeasured confounding, discuss in detail identification assumptions and two modes of inference (point versus partial identification), propose estimators under identification assumptions permitting point identification, and lay out sensitivity analyses needed to relax identification assumptions. We applied our framework to estimating the intention-to-treat effect of daily oral TDF/FTC versus placebo in HPTN 084 using data from an earlier Phase 3, placebo-controlled trial of daily oral TDF/FTC (Partners PrEP).
在许多临床环境中,常常采用活性对照试验设计(例如,非劣效性或优效性设计)来将试验药物与活性对照(例如,一种经美国食品药品监督管理局批准的标准疗法)进行比较。一个突出的例子是最近的一项3期疗效试验,即艾滋病预防试验网络研究084(HPTN 084),该试验在7个非洲国家的异性恋女性群体中,将新型艾滋病毒暴露前预防(PrEP)药物长效卡博特韦与经美国食品药品监督管理局批准的每日口服替诺福韦酯富马酸盐加恩曲他滨(TDF/FTC)进行比较。在像HPTN 084这样的活性对照试验中,解读研究结果的一个关键复杂之处在于不存在安慰剂组,与安慰剂相比的活性对照(以及试验药物)的疗效只能通过利用其他数据源来推断。在本文中,我们在潜在结果(PO)框架下,使用相关的历史安慰剂对照试验数据,研究活性对照的意向性治疗(ITT)效应的统计推断。我们强调依从性和未测量混杂因素的作用,详细讨论识别假设和两种推断模式(点识别与部分识别),在允许点识别的识别假设下提出估计量,并列出放宽识别假设所需的敏感性分析。我们应用我们的框架,利用来自早期3期每日口服TDF/FTC的安慰剂对照试验(伙伴PrEP)的数据,来估计HPTN 084中每日口服TDF/FTC与安慰剂相比的意向性治疗效应。