From the Department of Psychiatry, Center for Alcohol Use Disorder and PTSD, New York University Grossman School of Medicine, One Park Avenue, New York, New York, 10016, USA.
Department of Population Health, Biostatistics Division, New York University Grossman School of Medicine, New York, New York, USA.
Alcohol Clin Exp Res. 2020 Sep;44(9):1875-1884. doi: 10.1111/acer.14414. Epub 2020 Jul 31.
We reanalyzed a multisite 26-week randomized double-blind placebo-controlled clinical trial of 600 mg twice-a-day Gabapentin Enacarbil Extended-Release (GE-XR), a gabapentin prodrug, designed to evaluate safety and efficacy for treating alcohol use disorder. In the original analysis (n = 338), published in 2019, GE-XR did not differ from placebo. Our aim is to advance precision medicine by identifying likely responders to GE-XR from the trial data and to determine for likely responders if GE-XR is causally superior to placebo.
The primary outcome measure in the reanalysis is the reduction from baseline of the number of heavy drinking days (ΔHDD). Baseline features including measures of alcohol use, anxiety, depression, mood states, sleep, and impulsivity were used in a random forest (RF) model to predict ΔHDD to treatment with GE-XR based on those assigned to GE-XR. The resulting RF model was used to obtain predicted outcomes for those randomized to GE-XR and counterfactually to those randomized to placebo. Likely responders to GE-XR were defined as those predicted to have a reduction of 14 days or more. Tests of causal superiority of GE-XR to placebo were obtained for likely responders and for the whole sample.
For likely responders, GE-XR was causally superior to placebo (p < 0.0033), while for the whole sample, there was no difference. Likely responders exhibited improved outcomes for the related outcomes of percent HDD and drinks per week. Compared with unlikely responders, at baseline likely responders had higher HDDs; lower levels of anxiety, depression, and general mood disturbances; and higher levels of cognitive and motor impulsivity.
There are substantial causal benefits of treatment with GE-XR for a subset of patients predicted to be likely responders. The likely responder statistical paradigm is a promising approach for analyzing randomized clinical trials to advance personalized treatment.
我们重新分析了一项为期 26 周、多中心、随机、双盲、安慰剂对照的临床试验,该试验评估了每日两次 600 毫克加巴喷丁前体药物加巴喷丁恩卡他必利缓释胶囊(GE-XR)治疗酒精使用障碍的安全性和疗效,共有 600 名患者参与了试验。在最初的分析中(n=338),于 2019 年发表,GE-XR 与安慰剂无差异。我们的目的是通过从试验数据中识别出可能对 GE-XR 有反应的患者,从而推进精准医学,并确定对可能有反应的患者而言,GE-XR 是否优于安慰剂。
重新分析的主要结果测量指标是从基线到治疗结束时的重度饮酒天数(ΔHDD)减少量。使用基于随机森林(RF)模型的基线特征,包括酒精使用、焦虑、抑郁、情绪状态、睡眠和冲动性的测量值,预测根据分配到 GE-XR 的患者对 GE-XR 治疗的 ΔHDD。使用该 RF 模型获得对随机分配到 GE-XR 的患者的预测结果,并对随机分配到安慰剂的患者进行反事实预测。将对 GE-XR 有反应的患者定义为预计减少 14 天或更多的患者。对可能对 GE-XR 有反应的患者和整个样本进行了 GE-XR 对安慰剂的因果优势测试。
对于可能有反应的患者,GE-XR 优于安慰剂(p<0.0033),而对于整个样本,两者无差异。可能有反应的患者在相关的重度饮酒天数百分比和每周饮酒量方面的结果得到改善。与不太可能有反应的患者相比,可能有反应的患者在基线时的重度饮酒天数更高;焦虑、抑郁和一般情绪障碍程度较低;认知和运动冲动性水平较高。
对于预测为可能有反应的患者子集,用 GE-XR 治疗具有显著的因果益处。可能有反应的患者统计范式是分析随机临床试验以推进个性化治疗的一种有前途的方法。