Neuromorphic deviations associated with transcriptomic expression and specific cell type in Alzheimer's disease

被引:0
作者
Peng, Jinzhong [1 ]
Tang, Qin [1 ]
Li, Yilu [1 ]
Liu, Lin [1 ]
Biswal, Bharat Bhusan [1 ,2 ]
Wang, Pan [1 ]
机构
[1] Univ Elect Sci & Technol China, Chengdu Brain Sci Inst, Ctr Informat Med, Sch Life Sci & Technol,Clin Hosp, 2006 Xiyuan Ave, Chengdu 611731, Peoples R China
[2] New Jersey Inst Technol, Dept Biomed Engn, 607 Fenster Hall, Newark, NJ 07102 USA
基金
中国国家自然科学基金;
关键词
Alzheimer's disease; Cognitive decline; Cell types; Morphometric similarity network; Gene expression; MILD COGNITIVE IMPAIRMENT; MORPHOMETRIC SIMILARITY; BRAIN NETWORKS; DYSFUNCTION; ATROPHY; CORTEX; ORGANIZATION; DYNAMICS; MRI;
D O I
10.1038/s41598-025-90872-w
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
Alzheimer's disease (AD) is known to be associated with cortical anatomical atrophy and neurodegeneration across various brain regions. However, the relationships between brain structural changes in AD and gene expression remain unclear. We perform the morphometric similarity network (MSN) analysis to reveal the consistent cortical structural differences in individuals with AD compared to controls, and investigate the associations between brain-wide gene expression and morphometric changes. Furthermore, we identify abnormally MSN-related genes linked to specific cell types as the major contributors to transcriptomic relationships. MSN-related structural changes are located in the lateral ventral prefrontal cortex, temporal pole and medial prefrontal lobe, which are highly associated with the AD's cognitive decline. Analysis of gene expression shows the spatial correlations between AD-related genes and MSN differences. Examination of cell type-specific signature genes indicates that changes in microglia and neuronal transcriptional profiles largely contribute to AD-specific MSN differences. The study map the disease-specific structural alterations in AD down to the cellular level, offering a novel perspective on the linking surface-level changes to molecular mechanisms.
引用
收藏
页数:11
相关论文
共 60 条
[1]   Partial least squares regression and projection on latent structure regression (PLS Regression) [J].
Abdi, Herve .
WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2010, 2 (01) :97-106
[2]   Variations of cingulate sulcal organization and link with cognitive performance [J].
Amiez, Celine ;
Wilson, Charles R. E. ;
Procyk, Emmanuel .
SCIENTIFIC REPORTS, 2018, 8
[3]   Assessing the role of primary healthy microglia and gap junction blocker in hindering Alzheimer's disease neuroinflammatory type: Early approaches for therapeutic intervention [J].
Anwar, Mai M. ;
Ozkan, Esra ;
Shomalizadeh, Narges ;
Sapanci, Selin ;
Ozler, Ceyda ;
Kesibi, Judy ;
Gursoy-Ozdemir, Yasemin .
FRONTIERS IN NEUROSCIENCE, 2023, 16
[4]   A practical guide to linking brain-wide gene expression and neuroimaging data [J].
Arnatkeviciute, Aurina ;
Fulcher, Ben D. ;
Fornito, Alex .
NEUROIMAGE, 2019, 189 :353-367
[5]   Transcriptome Profile of Nicotinic Receptor-Linked Sensitization of Beta Amyloid Neurotoxicity [J].
Arora, Komal ;
Belcaid, Mahdi ;
Lantz, Megan J. ;
Taketa, Ruth ;
Nichols, Robert A. .
SCIENTIFIC REPORTS, 2020, 10 (01)
[6]   General Cortical and Special Prefrontal Connections: Principles from Structure to Function [J].
Barbas, Helen .
ANNUAL REVIEW OF NEUROSCIENCE, VOL 38, 2015, 38 :269-289
[7]   Alzheimer's disease [J].
Scheltens, Philip ;
De Strooper, Bart ;
Kivipelto, Miia ;
Holstege, Henne ;
Chetelat, Gael ;
Teunissen, Charlotte E. ;
Cummings, Jeffrey ;
van der Flier, Wiesje M. .
LANCET, 2021, 397 (10284) :1577-1590
[8]   Functional connectivity of the fusiform gyrus during a face-matching task in subjects with mild cognitive impairment [J].
Bokde, ALW ;
Lopez-Bayo, P ;
Meindl, T ;
Pechler, S ;
Born, C ;
Faltraco, F ;
Teipel, SJ ;
Möller, HJ ;
Hampel, H .
BRAIN, 2006, 129 :1113-1124
[9]   Complex brain networks: graph theoretical analysis of structural and functional systems [J].
Bullmore, Edward T. ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2009, 10 (03) :186-198
[10]   Individual-level brain morphological similarity networks: Current methodologies and applications [J].
Cai, Mengjing ;
Ma, Juanwei ;
Wang, Zirui ;
Zhao, Yao ;
Zhang, Yijing ;
Wang, He ;
Xue, Hui ;
Chen, Yayuan ;
Zhang, Yujie ;
Wang, Chunyang ;
Zhao, Qiyu ;
Xue, Kaizhong ;
Liu, Feng .
CNS NEUROSCIENCE & THERAPEUTICS, 2023, 29 (12) :3713-3724