Microglia Mediate the Occurrence and Development of Alzheimer's Disease Through Ligand-Receptor Axis Communication.
Microglia Mediate the Occurrence and Development of Alzheimer's Disease Through Ligand-Receptor Axis Communication.
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小胶质细胞通过配体-受体轴通讯介导阿尔茨海默病的发生和发展
DOI:
10.3389/fnagi.2021.731180
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发表时间:
2021
影响因子:
4.8
通讯作者:
Zou D
中科院分区:
文献类型:
--
作者:
Jian C;Wei L;Mo R;Li R;Liang L;Chen L;Zou C;Meng Y;Liu Y;Zou D
Alzheimer’s disease (AD) is a common neurodegenerative disease. Its onset is insidious and its progression is slow, making diagnosis difficult. In addition, its underlying molecular and cellular mechanisms remain unclear. In this study, clustering analysis was performed on single-cell RNA sequencing (scRNA-seq) data from the prefrontal cortex of 48 AD patients. Each sample module was identified to be a specific AD cell type, eight main brain cell types were identified, and the dysfunctional evolution of each cell type was further explored by pseudo-time analysis. Correlation analysis was then used to explore the relationship between AD cell types and pathological characteristics. In particular, intercellular communication between neurons and glial cells in AD patients was investigated by cell communication analysis. In patients, neuronal cells and glial cells significantly correlated with pathological features, and glial cells appear to play a key role in the development of AD through ligand-receptor axis communication. Marker genes involved in communication between these two cell types were identified using five types of modeling: logistic regression, multivariate logistic regression, least absolute shrinkage and selection operator (LASSO) and support vector machine (SVM). LASSO modeling identified CXCR4, EGFR, MAP4K4, and IGF1R as key genes in this communication. Our results support the idea that microglia play a role in the occurrence and development of AD through ligand-receptor axis communication. In particular, our analyses identify CXCR4, EGFR, MAP4K4, and IGF1R as potential biomarkers and therapeutic targets in AD.
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影响因子:
46.9
作者:
Becht, Etienne;McInnes, Leland;Newell, Evan W.
通讯作者:
Newell, Evan W.
影响因子:
2.1
作者:
Mantzavinos V;Alexiou A
通讯作者:
Alexiou A
影响因子:
--
作者:
Zou D;Zhou Y;Liu L;Dong F;Shu T;Zhou Y;Tsai LH;Mao Y
通讯作者:
Mao Y
DOI:
10.1007/978-1-4939-7000-1_26
发表时间:
2017
期刊:
Methods in molecular biology (Clifton, N.J.)
影响因子:
--
作者:
Burley SK;Berman HM;Kleywegt GJ;Markley JL;Nakamura H;Velankar S
通讯作者:
Velankar S
DOI:
10.3233/jad-179939
发表时间:
2018
期刊:
Journal of Alzheimer's disease : JAD
影响因子:
--
作者:
Bennett DA;Buchman AS;Boyle PA;Barnes LL;Wilson RS;Schneider JA
通讯作者:
Schneider JA