Associations between sleep health, negative reinforcement learning, and alcohol use among South Florida college students with elevated internalizing symptoms.

Nathan A Sollenberger, Logan R Cummings, Josefina Freitag, Elisa M Trucco, Sthefany Gomez, Melanie Giraldo, Gabriela Muse, Aaron T Mattfeld, Dana L McMakin
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Abstract

Negative reinforcement is proposed to mediate associations between sleep and alcohol use, especially among people with depression and/or anxiety symptoms. Worse sleep (e.g., shorter duration, less efficiency, more irregular timing) exacerbates negative emotions, which alcohol may temporarily relieve. Not yet examined, we propose sleep indirectly impacts early stages of alcohol use via differences in negative reinforcement learning (NRL), since sleep impacts emotion, reward response, and learning. The current study aimed to replicate associations between sleep and alcohol use, test associations with NRL, and examine indirect associations between sleep health and alcohol use via NRL among 60 underage college students (ages 18-20 years, 77% female) varying in depression and anxiety symptoms. Participants wore Fitbit smartwatches and completed daily diaries measuring sleep and substance use for ∼14 days before completing two computer tasks assessing social (SNRL) and monetary (MNRL) negative reinforcement learning. Robust generalized linear models tested direct associations within the proposed model. SNRL performance was positively associated with alcohol use, but no other associations were observed. Statistical mediation models failed to indicate indirect effects of sleep on alcohol use via SNRL or MNRL performance. Post-hoc exploratory models examining depression and anxiety symptoms as moderators of direct associations indicated several interactions. Positive associations between sleep timing variability and alcohol use were weakened at higher anxiety symptom severity and stronger at higher depression symptom severity. The positive association between SNRL performance and alcohol use was also stronger at higher depression symptom severity. Among students with elevated depression symptoms, variable sleep timing and stronger SNRL performance were independently associated with more alcohol use, but indirect effects were not supported. Future research should replicate findings, confirm causality of interactions, and examine sleep timing and behavioral responses to negative social stimuli as targets for improving alcohol-related outcomes among underage college students with elevated depressive symptoms.

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南佛罗里达州内化症状加重的大学生睡眠健康、负强化学习和饮酒之间的关系。
负强化被认为是睡眠与饮酒之间的中介作用,尤其是在有抑郁和/或焦虑症状的人群中。较差的睡眠(如持续时间较短、效率较低、时间较不规律)会加剧负面情绪,而酒精可能会暂时缓解负面情绪。由于睡眠会影响情绪、奖赏反应和学习,因此我们认为睡眠会通过负强化学习(NRL)的差异间接影响饮酒的早期阶段。目前的研究旨在复制睡眠与饮酒之间的关联,测试与 NRL 的关联,并通过 NRL 检验睡眠健康与饮酒之间的间接关联,研究对象为 60 名未成年大学生(18-20 岁,77% 为女性),他们的抑郁和焦虑症状各不相同。参与者佩戴 Fitbit 智能手表,在完成两项评估社交(SNRL)和金钱(MNRL)负强化学习的计算机任务之前,每天填写睡眠和药物使用日记,为期 14 天。稳健的广义线性模型检验了拟议模型中的直接关联。SNRL成绩与饮酒呈正相关,但未观察到其他关联。统计中介模型未能显示睡眠通过SNRL或MNRL表现对饮酒的间接影响。事后探索性模型将抑郁和焦虑症状作为直接关联的调节因素进行了研究,结果表明两者之间存在若干相互作用。焦虑症状严重程度越高,睡眠时间变异性与饮酒之间的正相关就越弱,而抑郁症状严重程度越高,两者之间的正相关就越强。在抑郁症状严重程度较高的情况下,SNRL 表现与饮酒之间的正相关也较强。在抑郁症状较重的学生中,睡眠时间不稳定和SNRL表现较强与饮酒较多独立相关,但间接效应不成立。未来的研究应复制研究结果,确认相互作用的因果关系,并研究睡眠时间和对负面社会刺激的行为反应,以此作为改善抑郁症状加重的未成年大学生与酒精相关的结果的目标。
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