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Abstract
Previous studies in small samples have identified inconsistent cortical abnormalities in major depressive disorder (MDD). Despite genetic influences on MDD and the brain, it is unclear how genetic risk for MDD is translated into spatially patterned cortical vulnerability. Here, we initially examined voxel-wise differences in cortical function and structure using the largest multi-modal MRI data from 1660 MDD patients and 1341 controls. Combined with the Allen Human Brain Atlas, we then adopted transcription-neuroimaging spatial correlation and the newly developed ensemble-based gene category enrichment analysis to identify gene categories with expression related to cortical changes in MDD. Results showed that patients had relatively circumscribed impairments in local functional properties and broadly distributed disruptions in global functional connectivity, consistently characterized by hyper-function in associative areas and hypo-function in primary regions. Moreover, the local functional alterations were correlated with genes enriched for biological functions related to MDD in general (e.g., endoplasmic reticulum stress, mitogen-activated protein kinase, histone acetylation, and DNA methylation); and the global functional connectivity changes were associated with not only MDD-general, but also brain-relevant genes (e.g., neuron, synapse, axon, glial cell, and neurotransmitters). Our findings may provide important insights into the transcriptomic signatures of regional cortical vulnerability to MDD.
Our combined large-scale neuroimaging and brain transcriptome study demonstrates genetic substrates underlying cortical functional abnormalities in depression, suggesting transcriptomic decoding of regional cortical vulnerability to depression.
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1 The First Affiliated Hospital of Anhui Medical University, Department of Radiology, Hefei, China (GRID:grid.412679.f) (ISNI:0000 0004 1771 3402); Research Center of Clinical Medical Imaging, Hefei, China (GRID:grid.412679.f); Anhui Provincial Institute of Translational Medicine, Hefei, China (GRID:grid.412679.f)
2 Chinese Academy of Sciences, CAS Key Laboratory of Behavioral Science, Institute of Psychology, Beijing, China (GRID:grid.9227.e) (ISNI:0000 0001 1957 3309); Chinese Academy of Sciences, International Big-Data Center for Depression Research, Beijing, China (GRID:grid.9227.e) (ISNI:0000 0001 1957 3309); Chinese Academy of Sciences, Magnetic Resonance Imaging Research Center, Institute of Psychology, Beijing, China (GRID:grid.9227.e) (ISNI:0000000119573309); University of Chinese Academy of Sciences, Department of Psychology, Beijing, China (GRID:grid.410726.6) (ISNI:0000 0004 1797 8419)
3 Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou, China (GRID:grid.410737.6) (ISNI:0000 0000 8653 1072)
4 The First Affiliated Hospital of Jinan University, Guangzhou, China (GRID:grid.412601.0) (ISNI:0000 0004 1760 3828)
5 Zhejiang University, Department of Radiology, The First Affiliated Hospital, College of Medicine, Hangzhou, China (GRID:grid.13402.34) (ISNI:0000 0004 1759 700X)
6 West China Hospital of Sichuan University, Huaxi MR Research Center (HMRRC), Department of Radiology, Chengdu, China (GRID:grid.412901.f) (ISNI:0000 0004 1770 1022); Chinese Academy of Medical Sciences, Research Unit of Psychoradiology, Chengdu, China (GRID:grid.506261.6) (ISNI:0000 0001 0706 7839)
7 First Affiliated Hospital of Kunming Medical University, Department of Psychiatry, Kunming, China (GRID:grid.414902.a) (ISNI:0000 0004 1771 3912)
8 Chinese Academy of Sciences, CAS Key Laboratory of Behavioral Science, Institute of Psychology, Beijing, China (GRID:grid.9227.e) (ISNI:0000 0001 1957 3309); University of Chinese Academy of Sciences, Sino-Danish College, Beijing, China (GRID:grid.410726.6) (ISNI:0000 0004 1797 8419); Graduate University of Chinese Academy of Sciences, Sino-Danish Center for Education and Research, Beijing, China (GRID:grid.410726.6) (ISNI:0000 0004 1797 8419)
9 The Second Xiangya Hospital of Central South University, Department of Psychiatry, and National Clinical Research Center for Mental Disorders, Changsha, China (GRID:grid.452708.c) (ISNI:0000 0004 1803 0208)
10 Affiliated ZhongDa Hospital of Southeast University, Department of Neurology, Nanjing, China (GRID:grid.452290.8)
11 The First Affiliated Hospital of Chongqing Medical University, Department of Psychiatry, Chongqing, China (GRID:grid.452206.7) (ISNI:0000 0004 1758 417X)
12 The Affiliated Guangji Hospital of Soochow University, Department of Clinical Psychology, Suzhou Psychiatric Hospital, Suzhou, China (GRID:grid.263761.7) (ISNI:0000 0001 0198 0694)
13 Xijing Hospital of Air Force Military Medical University, Xi’an, China (GRID:grid.417295.c) (ISNI:0000 0004 1799 374X)
14 Capital Medical University, Beijing Anding Hospital, Beijing, China (GRID:grid.24696.3f) (ISNI:0000 0004 0369 153X)
15 Zhejiang University School of Medicine, Affiliated Mental Health Center & Hangzhou Seventh People’s Hospital, Hangzhou, China (GRID:grid.469604.9) (ISNI:0000 0004 1765 5222); West China Hospital of Sichuan University, Mental Health Center and Psychiatric Laboratory, Chengdu, China (GRID:grid.412901.f) (ISNI:0000 0004 1770 1022)
16 Chinese Academy of Sciences, CAS Key Laboratory of Behavioral Science, Institute of Psychology, Beijing, China (GRID:grid.9227.e) (ISNI:0000 0001 1957 3309); Chinese Academy of Sciences, International Big-Data Center for Depression Research, Beijing, China (GRID:grid.9227.e) (ISNI:0000 0001 1957 3309); Chinese Academy of Sciences, Magnetic Resonance Imaging Research Center, Institute of Psychology, Beijing, China (GRID:grid.9227.e) (ISNI:0000000119573309)
17 Southeast University, Department of Psychosomatics and Psychiatry, Zhongda Hospital, School of Medicine, Nanjing, China (GRID:grid.263826.b) (ISNI:0000 0004 1761 0489)
18 Shenzhen Kangning Hospital Shenzhen, Guangzhou, China (GRID:grid.452897.5) (ISNI:0000 0004 6091 8446)
19 Southwest University, Faculty of Psychology, Chongqing, China (GRID:grid.263906.8) (ISNI:0000 0001 0362 4044)
20 Ministry of Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital) & Key Laboratory of Mental Health, Beijing, China (GRID:grid.453135.5) (ISNI:0000 0004 1769 3691)
21 Xi’an Central Hospital, Xi’an, China (GRID:grid.478124.c) (ISNI:0000 0004 1773 123X)
22 Chongqing Medical University, Institute of Neuroscience, Chongqing, China (GRID:grid.203458.8) (ISNI:0000 0000 8653 0555); Chongqing Key Laboratory of Neurobiology, Chongqing, China (GRID:grid.203458.8) (ISNI:0000 0000 8653 0555); The First Affiliated Hospital of Chongqing Medical University, Department of Neurology, Chongqing, China (GRID:grid.452206.7) (ISNI:0000 0004 1758 417X)
23 West China Hospital of Sichuan University, Chengdu, China (GRID:grid.412901.f) (ISNI:0000 0004 1770 1022)
24 First Hospital of Shanxi Medical University, Taiyuan, China (GRID:grid.452461.0) (ISNI:0000 0004 1762 8478)
25 Chinese Academy of Sciences, CAS Key Laboratory of Behavioral Science, Institute of Psychology, Beijing, China (GRID:grid.9227.e) (ISNI:0000 0001 1957 3309); Chinese Academy of Sciences, International Big-Data Center for Depression Research, Beijing, China (GRID:grid.9227.e) (ISNI:0000 0001 1957 3309); Chinese Academy of Sciences, Magnetic Resonance Imaging Research Center, Institute of Psychology, Beijing, China (GRID:grid.9227.e) (ISNI:0000000119573309); University of Chinese Academy of Sciences, Department of Psychology, Beijing, China (GRID:grid.410726.6) (ISNI:0000 0004 1797 8419); University of Chinese Academy of Sciences, Sino-Danish College, Beijing, China (GRID:grid.410726.6) (ISNI:0000 0004 1797 8419); Graduate University of Chinese Academy of Sciences, Sino-Danish Center for Education and Research, Beijing, China (GRID:grid.410726.6) (ISNI:0000 0004 1797 8419)