Aberrant dynamic and static functional connectivity of the striatum across specific low-frequency bands in patients with autism spectrum disorder

IF 2.1 4区 医学 Q3 CLINICAL NEUROLOGY
Junsa Zhu , Yun Jiao , Ran Chen , Xun-Heng Wang , Yunyan Han
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引用次数: 0

Abstract

Background

Dysfunctions of the striatum have been repeatedly observed in autism spectrum disorder (ASD). However, previous studies have explored the static functional connectivity (sFC) of the striatum in a single frequency band, ignoring the dynamics and frequency specificity of brain FC. Therefore, we investigated the dynamic FC (dFC) and sFC of the striatum in the slow-4 (0.027-0.073 Hz) and slow-5 (0.01-0.027 Hz) frequency bands.

Methods

Data of 47 ASD patients and 47 typically developing (TD) controls were obtained from the Autism Brain Imaging Data Exchange (ABIDE) database. A seed-based approach was used to compute the dFC and sFC. Then, a two-sample t-test was performed. For regions showing abnormal sFC and dFC, we performed clinical correlation analysis and constructed support vector machine (SVM) models.

Results

The middle frontal gyrus (MFG), precuneus, and medial superior frontal gyrus (mPFC) showed both dynamic and static alterations. The reduced striatal dFC in the right MFG was associated with autism symptoms. The dynamic‒static FC model had a great performance in ASD classification, with 95.83 % accuracy.

Conclusions

The striatal dFC and sFC were altered in ASD, which were frequency specific. Examining brain activity using dynamic and static FC provides a comprehensive view of brain activity.

Abstract Image

自闭症谱系障碍患者纹状体在特定低频波段的异常动态和静态功能连通性
背景纹状体功能障碍在自闭症谱系障碍(ASD)中被反复观察到。然而,以往的研究都是在单一频段探索纹状体的静态功能连接(sFC),而忽略了大脑FC的动态性和频率特异性。因此,我们研究了慢-4 (0.027 ~ 0.073 Hz)和慢-5 (0.01 ~ 0.027 Hz)频段纹状体的动态FC (dFC)和sFC。方法从自闭症脑成像数据交换(Autism Brain Imaging Data Exchange,简称ABIDE)数据库中获取47例ASD患者和47例典型发育(TD)对照者的数据。采用基于种子的方法计算dFC和sFC,然后进行双样本t检验。对于sFC和dFC异常的区域,我们进行临床相关性分析并构建支持向量机(SVM)模型。结果额中回(MFG)、楔前叶和内侧额上回(mPFC)均出现动态和静态变化。右侧MFG纹状体dFC减少与自闭症症状有关。动态-静态FC模型在ASD分类中表现良好,准确率为95.83%。结论纹状体dFC和sFC在ASD中发生改变,且具有频率特异性。使用动态和静态FC检查大脑活动提供了一个全面的大脑活动视图。
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来源期刊
Psychiatry Research: Neuroimaging
Psychiatry Research: Neuroimaging 医学-精神病学
CiteScore
3.80
自引率
0.00%
发文量
86
审稿时长
22.5 weeks
期刊介绍: The Neuroimaging section of Psychiatry Research publishes manuscripts on positron emission tomography, magnetic resonance imaging, computerized electroencephalographic topography, regional cerebral blood flow, computed tomography, magnetoencephalography, autoradiography, post-mortem regional analyses, and other imaging techniques. Reports concerning results in psychiatric disorders, dementias, and the effects of behaviorial tasks and pharmacological treatments are featured. We also invite manuscripts on the methods of obtaining images and computer processing of the images themselves. Selected case reports are also published.
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