Alterations in regional homogeneity and functional connectivity associated with cognitive impairment in patients with hypertension: a resting-state functional magnetic resonance imaging study

被引:8
作者
Liao, Dan [1 ,2 ]
Guo, Zhi-Peng [1 ]
Tang, Li-Rong [3 ]
Gao, Yue [3 ]
Zhang, Zhu-Qing [1 ]
Yang, Ming-Hao [1 ]
Wang, Rong-Ping [2 ]
Liu, Chun-Hong [1 ]
机构
[1] Capital Med Univ, Beijing Hosp Tradit Chinese Med, Beijing 100010, Peoples R China
[2] Guizhou Prov Peoples Hosp, Dept Radiol, Guiyang 550002, Guizhou, Peoples R China
[3] Capital Med Univ, Beijing Anding Hosp, Dept Radiol & Psychiat, Beijing 100032, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Hypertension; Cognitive impairment; Regional homogeneity; Functional connectivity; Multivariate pattern analysis; PARKINSONS-DISEASE; DECLINE;
D O I
10.1038/s41440-023-01168-3
中图分类号
R6 [外科学];
学科分类号
1002 ; 100210 ;
摘要
Our study aims to investigate the alterations and diagnostic efficiency of regional homogeneity (ReHo) and functional connectivity (FC) in hypertension patients with cognitive impairment. A total of 62 hypertension patients with cognitive impairment (HTN-CI), 59 hypertension patients with normal cognition (HTN-NC), and 58 healthy controls (HCs) with rs-fMRI data were enrolled in this study. Univariate analysis (based on whole-brain ReHo and seed-based FC maps) was performed to observe brain regions with significant differences among the three groups. Multiple voxel pattern analysis (MVPA) was applied to evaluate the diagnostic accuracy in classifying HTN-CI from HTN-NC and HCs. Compared with the HCs and HTN-NC, HTN-CI exhibited decreased ReHo in the right caudate, left postcentral gyrus, posterior cingulate gyrus, insula, while increased ReHo in the left superior occipital gyrus and superior parietal gyrus. HTN-CI showed increased FC between seed regions (left posterior cingulate gyrus, insula, postcentral gyrus) with many specific brain regions. MVPA analysis (based on whole-brain ReHo and seed-based FC maps) displayed high classification ability in distinguishing HTN-CI from HTN-NC and HCs. The ReHo values (right caudate) and the FC values (left postcentral gyrus seed to left posterior cingulate gyrus) were positively correlated with the MoCA scores in HTN-CI. HTN-CI was associated with decreased ReHo and increased FC mainly in the left posterior cingulate gyrus, postcentral gyrus, insula compared to HTN-NC and HC. Besides, MVPA analysis yields excellent diagnostic accuracy in classifying HTN-CI from HTN-NC and HCs. The findings may contribute to unveiling the underlying neuropathological mechanism of HTN-CI.
引用
收藏
页码:1311 / 1325
页数:15
相关论文
共 48 条
[1]   Machine Learning-Based Identification of Suicidal Risk in Patients With Schizophrenia Using Multi-Level Resting-State fMRI Features [J].
Bohaterewicz, Bartosz ;
Sobczak, Anna M. ;
Podolak, Igor ;
Wojcik, Bartosz ;
Metel, Dagmara ;
Chrobak, Adrian A. ;
Fafrowicz, Magdalena ;
Siwek, Marcin ;
Dudek, Dominika ;
Marek, Tadeusz .
FRONTIERS IN NEUROSCIENCE, 2021, 14
[2]   Brain Functional Magnetic Resonance Imaging Highlights Altered Connections and Functional Networks in Patients With Hypertension [J].
Carnevale, Lorenzo ;
Maffei, Angelo ;
Landolfi, Alessandro ;
Grillea, Giovanni ;
Carnevale, Daniela ;
Lembo, Giuseppe .
HYPERTENSION, 2020, 76 (05) :1480-1490
[3]  
Chand Ganesh B, 2017, Front Aging Neurosci, V9, P177, DOI 10.3389/fnagi.2017.00177
[4]   Effects of Black Garlic Extract and Nanoemulsion on the Deoxy Corticosterone Acetate-Salt Induced Hypertension and Its Associated Mild Cognitive Impairment in Rats [J].
Chen, Chun-Yu ;
Tsai, Tsung-Yu ;
Chen, Bing-Huei .
ANTIOXIDANTS, 2021, 10 (10)
[5]   Abnormal Fractional Amplitude of Low-Frequency Fluctuation as a Potential Imaging Biomarker for First-Episode Major Depressive Disorder: A Resting-State fMRI Study and Support Vector Machine Analysis [J].
Gao, Yujun ;
Wang, Xi ;
Xiong, Zhenying ;
Ren, Hongwei ;
Liu, Ruoshi ;
Wei, Yafen ;
Li, Dongbin .
FRONTIERS IN NEUROLOGY, 2021, 12
[6]   Characteristic changes in the default mode network in hypertensive patients with cognitive impairment [J].
Gu, Yucheng ;
Liu, Renyuan ;
Qin, Ruomeng ;
Chen, Xin ;
Zou, Junhui ;
Jiang, Yongcheng ;
Ye, Qing ;
Zhang, Bing ;
Bai, Feng ;
Xu, Yun .
HYPERTENSION RESEARCH, 2019, 42 (04) :530-540
[7]   Alterations of Regional Homogeneity in Children With Congenital Sensorineural Hearing Loss: A Resting-State fMRI Study [J].
Guo, Pingping ;
Lang, Siyuan ;
Jiang, Muliang ;
Wang, Yifeng ;
Zeng, Zisan ;
Wen, Zuguang ;
Liu, Yikang ;
Chen, Bihong T. .
FRONTIERS IN NEUROSCIENCE, 2021, 15
[8]   Brain activity alterations in patients with Parkinson's disease with cognitive impairment based on resting-state functional MRI [J].
Guo, Weina ;
Jin, Wei ;
Li, Na ;
Gao, Junshu ;
Wang, Jiuxue ;
Chang, Yajun ;
Yin, Kuochang ;
Chen, Yingmin ;
Zhang, Shuqian ;
Wang, Tianjun .
NEUROSCIENCE LETTERS, 2021, 747
[9]   PTSD and its dissociative subtype through the lens of the insula: Anterior and posterior insula resting-state functional connectivity and its predictive validity using machine learning [J].
Harricharan, Sherain ;
Nicholson, Andrew A. ;
Thome, Janine ;
Densmore, Maria ;
McKinnon, Margaret C. ;
Theberge, Jean ;
Frewen, Paul A. ;
Neufeld, Richard W. J. ;
Lanius, Ruth A. .
PSYCHOPHYSIOLOGY, 2020, 57 (01)
[10]   Separating generalized anxiety disorder from major depression using clinical, hormonal, and structural MRI data: A multimodal machine learning study [J].
Hilbert, Kevin ;
Lueken, Ulrike ;
Muehlhan, Markus ;
Beesdo-Baum, Katja .
BRAIN AND BEHAVIOR, 2017, 7 (03)