Department of Epidemiology, University of Washington, Seattle, WA, USA.
Statistical Center for HIV/AIDS Research and Prevention, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
AIDS Behav. 2024 Nov;28(11):3873-3882. doi: 10.1007/s10461-024-04463-3. Epub 2024 Aug 19.
Product adherence is critical to obtaining objective estimates of efficacy of pre-exposure prophylactic interventions against HIV-1 infection. With imperfect adherence, intention-to-treat analyses assess the collective effects of complete, sub-optimal and non-adherence, providing a biased and attenuated estimate of the average causal effect of an intervention. Using data from the MTN-020/ASPIRE phase III trial evaluating HIV-1 efficacy of the dapivirine vaginal ring, we conducted per-protocol, and adherence-adjusted causal inference analyses using principal stratification and marginal structural models. We constructed two adherence cut offs of ≥ 0.9 mg (low cutoff) and > 4.0 mg (high cutoff) that represent drug released from the ring over a 28-day period. The HIV-1 efficacy estimate (95% CI) was 30.8% (3.6%, 50.3%) (P = 0.03) from the per-protocol analysis, and 53.6% (16.5%, 74.3%) (P = 0.01) among the highest predicted adherers from principal stratification analyses using the low cutoff. Marginal structural models produced efficacy estimates (95% CIs) ranging from 48.8 (21.8, 66.4) (P = 0.0019) to 56.5% (32.8%, 71.9%) (P = 0.0002). Application of adherence-adjusted causal inference methods are useful in interpreting HIV-1 efficacy in secondary analyses of PrEP clinical trials.
药物依从性对于获得针对 HIV-1 感染的暴露前预防干预措施的客观疗效估计至关重要。如果药物依从性不完美,意向治疗分析评估了完全、非最佳和不依从的综合影响,从而对干预措施的平均因果效应提供了有偏差和衰减的估计。使用评估双汰芝阴道环对 HIV-1 疗效的 MTN-020/ASPIRE 三期临床试验的数据,我们使用主要分层和边际结构模型进行了方案依从性和依从性调整的因果推断分析。我们构建了两个依从性截止值,≥0.9mg(低截止值)和>4.0mg(高截止值),分别代表 28 天内从环中释放的药物量。从方案依从性分析中得出的 HIV-1 疗效估计(95%CI)为 30.8%(3.6%,50.3%)(P=0.03),而从主要分层分析中使用低截止值的最高预测依从者中得出的疗效估计为 53.6%(16.5%,74.3%)(P=0.01)。边际结构模型产生的疗效估计(95%CI)范围从 48.8(21.8,66.4)(P=0.0019)到 56.5%(32.8%,71.9%)(P=0.0002)。依从性调整的因果推断方法的应用有助于在 PrEP 临床试验的二次分析中解释 HIV-1 的疗效。