Zhang Rui, Yan Weizheng, Manza Peter, Shokri-Kojori Ehsan, Demiral Sukru Baris, Schwandt Melanie, Vines Leah, Sotelo Diana, Tomasi Dardo, Giddens Natasha T, Wang Gene-Jack, Diazgranados Nancy, Momenan Reza, Volkow Nora D
Laboratory of Neuroimaging, National Institute on Alcohol Abuse and Alcoholism, National Institutes of Health, Bethesda, MD, 20892, USA.
Office of Clinical Director, National Institute on Alcohol Abuse and Alcoholism, National Institutes of Health, Bethesda, MD, 20892-1108, USA.
Neuropsychopharmacology. 2024 Apr;49(5):876-884. doi: 10.1038/s41386-023-01750-w. Epub 2023 Nov 7.
Substance use disorder (SUD) is a chronic relapsing disorder with long-lasting changes in brain intrinsic networks. While most research to date has focused on static functional connectivity, less is known about the effect of chronic drug use on dynamics of brain networks. Here we investigated brain state dynamics in individuals with opioid use (OUD) and alcohol use disorder (AUD) and assessed how concomitant nicotine use, which is frequent among individuals with OUD and AUD, affects brain dynamics. Resting-state functional magnetic resonance imaging data of 27 OUD, 107 AUD, and 137 healthy participants were included in the analyses. To identify recurrent brain states and their dynamics, we applied a data-driven clustering approach that determines brain states at a single time frame. We found that OUD and AUD non-smokers displayed similar changes in brain state dynamics including decreased fractional occupancy or dwell time in default mode network (DMN)-dominated brain states and increased appearance rate in visual network (VIS)-dominated brain states, which were also reflected in transition probabilities of related brain states. Interestingly, co-use of nicotine affected brain states in an opposite manner by lowering VIS-dominated and enhancing DMN-dominated brain states in both OUD and AUD participants. Our finding revealed a similar pattern of brain state dynamics in OUD and AUD participants that differed from controls, with an opposite effect for nicotine use suggesting distinct effects of various drugs on brain state dynamics. Different strategies for treating SUD may need to be implemented based on patterns of co-morbid drug use.
物质使用障碍(SUD)是一种慢性复发性疾病,会导致大脑内在网络发生长期变化。虽然迄今为止的大多数研究都集中在静态功能连接性上,但对于长期药物使用对脑网络动态的影响了解较少。在这里,我们研究了患有阿片类物质使用障碍(OUD)和酒精使用障碍(AUD)的个体的脑状态动态,并评估了在OUD和AUD患者中常见的同时使用尼古丁如何影响脑动态。分析纳入了27名OUD患者、107名AUD患者和137名健康参与者的静息态功能磁共振成像数据。为了识别反复出现的脑状态及其动态,我们应用了一种数据驱动的聚类方法,该方法在单个时间框架内确定脑状态。我们发现,OUD和AUD不吸烟者在脑状态动态方面表现出相似的变化,包括默认模式网络(DMN)主导的脑状态中的分数占有率或停留时间减少,以及视觉网络(VIS)主导的脑状态中的出现率增加,这也反映在相关脑状态的转移概率中。有趣的是,同时使用尼古丁以相反的方式影响脑状态,在OUD和AUD参与者中降低了VIS主导的脑状态并增强了DMN主导的脑状态。我们的研究结果揭示了OUD和AUD参与者中与对照组不同的相似脑状态动态模式,尼古丁使用的相反影响表明不同药物对脑状态动态有不同影响。可能需要根据共病药物使用模式实施不同的SUD治疗策略。