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Identification of Biomarkers Related to M2 Macrophage Infiltration in Alzheimer’s Disease
Many studies have demonstrated that neuroinflammation contributes to the onset and development of Alzheimer’s disease (AD). The infiltration of immune cells in the brain was observed in AD. The purpose of the present study was to verify potential mechanisms and screen out biomarkers related to immun...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9367736/ https://www.ncbi.nlm.nih.gov/pubmed/35954209 http://dx.doi.org/10.3390/cells11152365 |
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author | Lin, Caixiu Xu, Congcong Zhou, Yongji Chen, Anqi Jin, Baiye |
author_facet | Lin, Caixiu Xu, Congcong Zhou, Yongji Chen, Anqi Jin, Baiye |
author_sort | Lin, Caixiu |
collection | PubMed |
description | Many studies have demonstrated that neuroinflammation contributes to the onset and development of Alzheimer’s disease (AD). The infiltration of immune cells in the brain was observed in AD. The purpose of the present study was to verify potential mechanisms and screen out biomarkers related to immune infiltration in AD. We collected the expression profiling datasets of AD patients and healthy donors from the NCBI’s Gene Expression Omnibus (GEO) database. We confirmed that immune-related mechanisms were involved in AD using differentially expressed genes analysis and functional enrichment analysis. We then found that M2 macrophage infiltration was most positively correlated with AD according to the CIBERSORT algorithm and a weighted gene co-expression network analysis (WGCNA). TLR2, FCGR2A, ITGB2, NCKAP1L and CYBA were identified as hub genes correlated with M2 macrophage infiltration in AD. Furthermore, the expression levels of these hub genes were positively correlated with Aβ42 and β-secretase activity. A diagnostic model of these hub genes was constructed, which showed a high area under the curve (AUC) value in both the derivation and validation cohorts. Overall, our work further expanded our understanding of the immunological mechanisms of AD and provided new insights into therapeutic strategies in AD. |
format | Online Article Text |
id | pubmed-9367736 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93677362022-08-12 Identification of Biomarkers Related to M2 Macrophage Infiltration in Alzheimer’s Disease Lin, Caixiu Xu, Congcong Zhou, Yongji Chen, Anqi Jin, Baiye Cells Article Many studies have demonstrated that neuroinflammation contributes to the onset and development of Alzheimer’s disease (AD). The infiltration of immune cells in the brain was observed in AD. The purpose of the present study was to verify potential mechanisms and screen out biomarkers related to immune infiltration in AD. We collected the expression profiling datasets of AD patients and healthy donors from the NCBI’s Gene Expression Omnibus (GEO) database. We confirmed that immune-related mechanisms were involved in AD using differentially expressed genes analysis and functional enrichment analysis. We then found that M2 macrophage infiltration was most positively correlated with AD according to the CIBERSORT algorithm and a weighted gene co-expression network analysis (WGCNA). TLR2, FCGR2A, ITGB2, NCKAP1L and CYBA were identified as hub genes correlated with M2 macrophage infiltration in AD. Furthermore, the expression levels of these hub genes were positively correlated with Aβ42 and β-secretase activity. A diagnostic model of these hub genes was constructed, which showed a high area under the curve (AUC) value in both the derivation and validation cohorts. Overall, our work further expanded our understanding of the immunological mechanisms of AD and provided new insights into therapeutic strategies in AD. MDPI 2022-08-01 /pmc/articles/PMC9367736/ /pubmed/35954209 http://dx.doi.org/10.3390/cells11152365 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lin, Caixiu Xu, Congcong Zhou, Yongji Chen, Anqi Jin, Baiye Identification of Biomarkers Related to M2 Macrophage Infiltration in Alzheimer’s Disease |
title | Identification of Biomarkers Related to M2 Macrophage Infiltration in Alzheimer’s Disease |
title_full | Identification of Biomarkers Related to M2 Macrophage Infiltration in Alzheimer’s Disease |
title_fullStr | Identification of Biomarkers Related to M2 Macrophage Infiltration in Alzheimer’s Disease |
title_full_unstemmed | Identification of Biomarkers Related to M2 Macrophage Infiltration in Alzheimer’s Disease |
title_short | Identification of Biomarkers Related to M2 Macrophage Infiltration in Alzheimer’s Disease |
title_sort | identification of biomarkers related to m2 macrophage infiltration in alzheimer’s disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9367736/ https://www.ncbi.nlm.nih.gov/pubmed/35954209 http://dx.doi.org/10.3390/cells11152365 |
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