Resting state dynamic functional connectivity in children with attention deficit/hyperactivity disorder

静息状态功能磁共振成像 动态功能连接 楔前 注意缺陷多动障碍 心理学 功能连接 神经科学 冲动性 功能磁共振成像 扣带回(脑) 脑岛 默认模式网络 听力学 医学 发展心理学 精神科 磁共振成像 磁共振弥散成像 放射科 部分各向异性
作者
Maliheh Ahmadi,Kamran Kazemi,Katarzyna Kuć,Anita Cybulska-Kłosowicz,Mohammad Sadegh Helfroush,Ardalan Aarabi
出处
期刊:Journal of Neural Engineering [IOP Publishing]
卷期号:18 (4): 0460d1-0460d1 被引量:12
标识
DOI:10.1088/1741-2552/ac16b3
摘要

Attention deficit/hyperactivity disorder (ADHD) is characterized by inattention, hyperactivity and impulsivity. In this study, we investigated group differences in dynamic functional connectivity (dFC) between 113 children with inattentive (46 ADHDI) and combined (67 ADHDC) ADHD and 76 typically developing (TD) children using resting-state functional MRI data. For dynamic connectivity analysis, the data were first decomposed into 100 independent components, among which 88 were classified into eight well-known resting-state networks (RSNs). Three discrete FC states were then identified using k-means clustering and used to estimate transition probabilities between states in both patient and control groups using a hidden Markov model. Our results showed state-dependent alterations in intra and inter-network connectivity in both ADHD subtypes in comparison with TD. Spending less time than healthy controls in state 1, both ADHDI and ADHDC were characterized with weaker intra-hemispheric connectivity with functional asymmetries. In this state, ADHDI further showed weaker inter-hemispheric connectivity. The patients spent more time in state 2, exhibiting characteristic abnormalities in corticosubcortical and corticocerebellar connectivity. In state 3, a less frequently state observed across the ADHD and TD children, ADHDC was differentiated from ADHDI by significant alterations in FC between bilateral temporal regions and other brain areas in comparison with TD. Across all three states, several strategic brain regions, mostly bilateral, exhibited significant alterations in both static functional connectivity (sFC) and dFC in the ADHD groups compared to TD, including inferior, middle and superior temporal gyri, middle frontal gyri, insula, anterior cingulum cortex, precuneus, calcarine, fusiform, superior motor area, and cerebellum. Our results show distributed abnormalities in sFC and dFC between different large-scale RSNs including cortical and subcortical regions in both ADHD subtypes compared to TD. Our findings show that the dynamic changes in brain FC can better explain the underlying pathophysiology of ADHD such as deficits in visual cognition, attention, memory and emotion processing, and cognitive and motor control.
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