Study of structural network connectivity using DTI tractography in insomnia disorder

纤维束成像 磁共振弥散成像 连接体 默认模式网络 人类连接体项目 连接组学 神经科学 心理学 模式识别(心理学) 功能连接 磁共振成像 认知心理学 医学 放射科
作者
Masoumeh Rostampour,Zeinab Gharaylou,Ali Rostampour,Fatemeh Shahbodaghy,Mojtaba Zarei,Reza Fadaei,Habibolah Khazaie
出处
期刊:Psychiatry Research: Neuroimaging [Elsevier BV]
卷期号:336: 111730-111730
标识
DOI:10.1016/j.pscychresns.2023.111730
摘要

Most of tractography studies on insomnia disorder (ID) have reported decreased structural connectivity between cortical and subcortical structures. Tractography based on standard diffusion tensor imaging (DTI) can generate high number of false-positive streamlines connections between gray matter regions. In the present study, we employed the convex optimization modeling for microstructure informed tractography-2 (COMMIT2) to improve the accuracy of the reconstructed whole-brain connectome and filter implausible brain connections in 28 patients with ID and compared with 27 healthy controls. Then, we used NBS-predict (a prediction-based extension to the network-based statistic method) in the COMMIT2-weighted connectome. Our results revealed decreased structural connectivity between subregions of the left somatomotor, ventral attention, frontoparietal, dorsal attention and default mode networks in the insomnia group. Moreover, there is a negative correlation between sleep efficiency and structural connectivity within the left frontoparietal, visual, default mode network, limbic, dorsal attention, right dorsal attention as well as right default mode networks. By comparing with standard connectivity analysis, we showed that by removing of false-positive streamlines connections after COMMIT2 filtering, abnormal structural connectivity was reduced in patients with ID compared to controls. Our results demonstrate the importance of improving the accuracy of tractography for understanding structural connectivity networks in ID.
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