Center for Cognition and Brain Disorders, The Affiliated Hospital of Hangzhou Normal University, Hangzhou, China.
Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Addict Biol. 2021 Nov;26(6):e13046. doi: 10.1111/adb.13046. Epub 2021 May 6.
Cross-sectional studies have suggested that functional heterogeneity within the striatum in individuals with addictive behaviours may involve the transition from ventral to dorsal partitions; however, due to limitations of the cross-sectional design, whether the contribution of this transition to addiction was confused by individual differences remains unclear, especially for internet gaming disorder (IGD). Longitudinal functional magnetic resonance imaging (fMRI) data from 22 IGD subjects and 18 healthy controls were collected at baseline and more than 6 months later. We examined the connectivity features of subregions within the striatum between these two scans. Based on the results, we further performed dynamic causal modelling to explore the directional effect between regions and used these key features for data classification in machine learning to test the replicability of the results. Compared with controls, IGD subjects exhibited decreased functional connectivity between the left dorsal striatum (putamen) and the left insula, whereas connectivity between the right ventral striatum (nucleus accumbens [Nacc]) and the left insula was relatively stable over time. An inhibitory effective connectivity from the left putamen to the right Nacc was found in IGD subjects during the follow-up scan. Using the above features, the classification accuracy of the training model developed with the follow-up was better than that of the model based on the initial scan. Persistent IGD status was accompanied by a switch in the locus of control within the striatum, which provided new insights into association between IGD and drug addiction.
横断面研究表明,具有成瘾行为的个体纹状体中的功能异质性可能涉及从腹侧到背侧隔室的转变;然而,由于横断面设计的局限性,这种转变对成瘾的贡献是否因个体差异而混淆尚不清楚,特别是对于网络游戏障碍 (IGD)。我们收集了 22 名 IGD 受试者和 18 名健康对照者在基线和 6 个多月后的纵向功能磁共振成像 (fMRI) 数据。我们检查了这两次扫描之间纹状体亚区之间的连接特征。基于这些结果,我们进一步进行了动态因果建模,以探索区域之间的定向影响,并使用这些关键特征对机器学习中的数据进行分类,以测试结果的可重复性。与对照组相比,IGD 受试者在左侧背侧纹状体(壳核)和左侧岛叶之间的功能连接减少,而右侧腹侧纹状体(伏隔核 [Nacc])和左侧岛叶之间的连接在随访期间相对稳定。在随访扫描期间,我们发现 IGD 受试者中存在从左侧壳核到右侧 Nacc 的抑制性有效连接。使用上述特征,基于随访数据开发的训练模型的分类准确性优于基于初始扫描的模型。持续性 IGD 状态伴随着纹状体内部控制的转变,这为 IGD 与药物成瘾之间的关联提供了新的见解。