Altered intersubject functional variability of brain white-matter in major depressive disorder and its association with gene expression profiles

被引:1
|
作者
Gai, Qun [1 ,2 ,3 ]
Chu, Tongpeng [1 ,2 ,3 ]
Li, Qinghe [4 ]
Guo, Yuting [4 ]
Ma, Heng [1 ]
Shi, Yinghong [1 ]
Che, Kaili [1 ]
Zhao, Feng [5 ]
Dong, Fanghui [4 ]
Li, Yuna [6 ]
Xie, Haizhu [1 ]
Mao, Ning [1 ,2 ,3 ]
机构
[1] Qingdao Univ, Yantai Yuhuangding Hosp, Dept Radiol, Yantai 264000, Shandong, Peoples R China
[2] Yantai Yuhuangding Hosp, Big Data & Artificial Intelligence Lab, Yantai, Shandong, Peoples R China
[3] Yantai Yuhuangding Hosp, Shandong Prov Key Med & Hlth Lab Intelligent Diag, Yantai, Shandong, Peoples R China
[4] Binzhou Med Univ, Sch Med Imaging, Yantai, Shandong, Peoples R China
[5] Shandong Technol & Business Univ, Sch Comp Sci & Technol, Yantai, Shandong, Peoples R China
[6] Capital Med Univ, Beijing Tiantan Hosp, Dept Radiol, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
functional connectivity; intersubject variability; major depressive disorder; transcriptomics; white-matter; CORPUS-CALLOSUM; CONNECTIVITY; SEVERITY; CORTEX; ABNORMALITIES; DYSFUNCTION; COGNITION; PATHWAYS; ILLNESS;
D O I
10.1002/hbm.26670
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Major depressive disorder (MDD) is a clinically heterogeneous disorder. Its mechanism is still unknown. Although the altered intersubject variability in functional connectivity (IVFC) within gray-matter has been reported in MDD, the alterations to IVFC within white-matter (WM-IVFC) remain unknown. Based on the resting-state functional MRI data of discovery (145 MDD patients and 119 healthy controls [HCs]) and validation cohorts (54 MDD patients, and 78 HCs), we compared the WM-IVFC between the two groups. We further assessed the meta-analytic cognitive functions related to the alterations. The discriminant WM-IVFC values were used to classify MDD patients and predict clinical symptoms in patients. In combination with the Allen Human Brain Atlas, transcriptome-neuroimaging association analyses were further conducted to investigate gene expression profiles associated with WM-IVFC alterations in MDD, followed by a set of gene functional characteristic analyses. We found extensive WM-IVFC alterations in MDD compared to HCs, which were associated with multiple behavioral domains, including sensorimotor processes and higher-order functions. The discriminant WM-IVFC could not only effectively distinguish MDD patients from HCs with an area under curve ranging from 0.889 to 0.901 across three classifiers, but significantly predict depression severity (r = 0.575, p = 0.002) and suicide risk (r = 0.384, p = 0.040) in patients. Furthermore, the variability-related genes were enriched for synapse, neuronal system, and ion channel, and predominantly expressed in excitatory and inhibitory neurons. Our results obtained good reproducibility in the validation cohort. These findings revealed intersubject functional variability changes of brain WM in MDD and its linkage with gene expression profiles, providing potential implications for understanding the high clinical heterogeneity of MDD. The study highlight altered intersubject functional variability of brain white-matter in major depressive disorder and its linkage with gene expression profiles and clinical applications, providing insight into the neurobiological underpinnings and potential biomarkers for diagnosis and assessment of this disorder. image
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收藏
页数:16
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