Frank Ellen, Wallace Meredith L, Matthews Mark J, Kendrick Jeremy, Leach Jeremy, Moore Tara, Aranovich Gabriel, Choudhury Tanzeem, Shah Nirav R, Framroze Zeenia, Posey Greg, Burgess Samuel A, Kupfer David J
Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States.
HealthRhythms, Inc., Long Island City, NY, United States.
Front Digit Health. 2022 Sep 2;4:870522. doi: 10.3389/fdgth.2022.870522. eCollection 2022.
We conducted a 16-week randomized controlled trial in psychiatric outpatients with a lifetime diagnosis of a mood and/or anxiety disorder to measure the impact of a first-of-its-kind precision digital intervention software solution based on social rhythm regulation principles. The full intent-to-treat (ITT) sample consisted of 133 individuals, aged 18-65. An exploratory sub-sample of interest was those individuals who presented with moderately severe to severe depression at study entry (baseline PHQ-8 score ≥15; = 28). Cue is a novel digital intervention platform that capitalizes on the smartphone's ability to continuously monitor depression-relevant behavior patterns and use each patient's behavioral data to provide timely, personalized "micro-interventions," making this the first example of a precision digital intervention of which we are aware. Participants were randomly allocated to receive Cue plus care-as-usual or digital monitoring only plus care as usual. Within the full study and depressed-at-entry samples, we fit a mixed effects model to test for group differences in the slope of depressive symptoms over 16 weeks. To account for the non-linear trajectory with more flexibility, we also fit a mixed effects model considering week as a categorical variable and used the resulting estimates to test the group difference in PHQ change from baseline to 16 weeks. In the full sample, the group difference in the slope of PHQ-8 was negligible (Cohen's = -0.10); however, the Cue group demonstrated significantly greater improvement from baseline to 16 weeks ( = 0.040). In the depressed-at-entry sample, we found evidence for benefit of Cue. The group difference in the slope of PHQ-8 (Cohen's = -0.72) indicated a meaningfully more rapid rate of improvement in the intervention group than in the control group. The Cue group also demonstrated significantly greater improvement in PHQ-8 from baseline to 16 weeks ( = 0.009). We are encouraged by the size of the intervention effect in those who were acutely ill at baseline, and by the finding that across all participants, 80% of whom were receiving pharmacotherapy, we observed significant benefit of Cue at 16 weeks of treatment. These findings suggest that a social rhythm-focused digital intervention platform may represent a useful and accessible adjunct to antidepressant treatment (https://clinicaltrials.gov/ct2/show/NCT03152864?term=ellen+frank&draw=2&rank=3).
我们对终生诊断为心境和/或焦虑障碍的精神科门诊患者进行了一项为期16周的随机对照试验,以评估一种基于社会节律调节原则的首创精准数字干预软件解决方案的影响。意向性治疗(ITT)全样本包括133名年龄在18至65岁之间的个体。一个感兴趣的探索性子样本是那些在研究开始时(基线PHQ-8评分≥15;n = 28)表现为中度至重度抑郁的个体。Cue是一个新颖的数字干预平台,它利用智能手机持续监测与抑郁相关行为模式的能力,并利用每个患者的行为数据提供及时、个性化的“微干预”,这是我们所知的首个精准数字干预实例。参与者被随机分配接受Cue加常规护理或仅接受数字监测加常规护理。在全样本研究和入组时抑郁的样本中,我们拟合了一个混合效应模型,以检验16周内抑郁症状斜率的组间差异。为了更灵活地考虑非线性轨迹,我们还拟合了一个将周作为分类变量的混合效应模型,并使用所得估计值来检验从基线到16周PHQ变化的组间差异。在全样本中,PHQ-8斜率的组间差异可忽略不计(科恩d值 = -0.10);然而,Cue组从基线到16周表现出显著更大的改善(p = 0.040)。在入组时抑郁的样本中,我们发现了Cue有益的证据。PHQ-8斜率的组间差异(科恩d值 = -0.72)表明干预组的改善速度明显快于对照组。Cue组从基线到16周在PHQ-8方面也表现出显著更大的改善(p = 0.009)。基线时病情严重的患者的干预效果大小以及在所有参与者(其中80%正在接受药物治疗)中我们在治疗16周时观察到Cue有显著益处这一发现,让我们备受鼓舞。这些发现表明,一个以社会节律为重点的数字干预平台可能是抗抑郁治疗有用且可及的辅助手段(https://clinicaltrials.gov/ct2/show/NCT03152864?term=ellen+frank&draw=2&rank=3)。