Aberrant concordance among dynamics of spontaneous brain activity in patients with migraine without aura: A multivariate pattern analysis study

被引:1
作者
Chen, Yilei [1 ]
Xu, Jun [2 ]
Wu, Jiazhen [3 ]
Chen, Hui [1 ]
Kang, Yingjie [1 ]
Yang, Yuchan [1 ]
Gong, Zhigang [1 ]
Huang, Yanwen [1 ]
Wang, Hui [1 ]
Wang, Bo [4 ]
Zhan, Songhua [1 ]
Tan, Wenli [1 ,5 ]
机构
[1] Shanghai Univ Tradit Chinese Med, Dept Radiol, Shuguang Hosp, Shanghai, Peoples R China
[2] Shanghai Univ Tradit Chinese Med, Shanghai Municipal Hosp Tradit Chinese Med, Pharm Dept, Shanghai, Peoples R China
[3] Shanghai Univ Tradit Chinese Med, Shanghai Municipal Hosp Tradit Chinese Med, Dept Radiol, Shanghai, Peoples R China
[4] Shanghai Univ Tradit Chinese Med, Dept Acupuncture & Moxibust, Shuguang Hosp, Shanghai, Peoples R China
[5] 528 Zhangheng Rd,Pudong New Area, Shanghai, Peoples R China
关键词
Migraine; Spontaneous brain activity; Concordance; Multi-voxel pattern analysis; FREQUENCY FLUCTUATION ALFF; INTERNET GAMING DISORDER; INTRINSIC BRAIN; INTERINDIVIDUAL VARIATION; FMRI; CONNECTIVITY; AMPLITUDE;
D O I
10.1016/j.heliyon.2024.e30008
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Alterations in the static and dynamic characteristics of spontaneous brain activity have been extensively studied to investigate functional brain changes in migraine without aura (MwoA). However, alterations in concordance among the dynamics of spontaneous brain activity in MwoA remain largely unknown. This study aimed to determine the possibilities of diagnosis based on the concordance indices. Methods: Resting -state functional MRI scans were performed on 32 patients with MwoA and 33 matched healthy controls (HCs) in the first cohort, as well as 36 patients with MwoA and 32 HCs in the validation cohort. The dynamic indices including fractional amplitude of low -frequency fluctuation, regional homogeneity, voxel-mirrored homotopic connectivity, degree centrality and global signal connectivity were analyzed. We calculated the concordance of grey matter volume -wise (across voxels) and voxel-wise (across time windows) to quantify the degree of integration among different functional levels represented by these dynamic indices. Subsequently, the voxel-wise concordance alterations were analyzed as features for multi-voxel pattern analysis (MVPA) utilizing the support vector machine. Results: Compared with that of HCs, patients with MwoA had lower whole -grey matter volumewise concordance, and the mean value of volume -wise concordance was negatively correlated with the frequency of migraine attacks. The MVPA results revealed that the most discriminative brain regions were the right thalamus, right cerebellar Crus II, left insula, left precentral gyrus, right cuneus, and left inferior occipital gyrus. Conclusions: Concordance alterations in the dynamics of spontaneous brain activity in brain regions could be an important feature in the identification of patients with MwoA.
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页数:10
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