Cargando…

Identification of Two CDK5R1-Related Subtypes and Characterization of Immune Infiltrates in Alzheimer's Disease Based on an Integrated Bioinformatics Analysis

BACKGROUND: Alzheimer's disease (AD) is a neurodegenerative disorder and the major cause of senile dementia. The Reelin pathway has been involved in both learning and AD pathogenesis. However, the specific Reelin-related gene signature during the pathological process remains unknown. METHODS: R...

Descripción completa

Detalles Bibliográficos
Autores principales: Shao, Xu, Yang, Yanxian, Chen, Jieyun, Zhao, Runping, Xu, Lei, Guo, Xilong, Feng, Yu, Qin, Lina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767738/
https://www.ncbi.nlm.nih.gov/pubmed/36561735
http://dx.doi.org/10.1155/2022/6766460
_version_ 1784854025004384256
author Shao, Xu
Yang, Yanxian
Chen, Jieyun
Zhao, Runping
Xu, Lei
Guo, Xilong
Feng, Yu
Qin, Lina
author_facet Shao, Xu
Yang, Yanxian
Chen, Jieyun
Zhao, Runping
Xu, Lei
Guo, Xilong
Feng, Yu
Qin, Lina
author_sort Shao, Xu
collection PubMed
description BACKGROUND: Alzheimer's disease (AD) is a neurodegenerative disorder and the major cause of senile dementia. The Reelin pathway has been involved in both learning and AD pathogenesis. However, the specific Reelin-related gene signature during the pathological process remains unknown. METHODS: Reelin-related gene (CDK5R1) expression was analyzed using the GEO datasets. The relevant genes of CDK5R1 were identified using differential expression analysis and weighted gene correlation network analysis (WGCNA) based on the GSE43850 dataset. ConsensusClusterPlus analysis was applied to identify subtypes (C1 and C2) of AD. The CIBERSORT algorithm was used to assess the immune cell infiltration between the two AD subtypes. RESULTS: CDK5R1 was downregulated in AD. 244 differentially expressed CDK5R1-related genes (DECRGs) between the two subgroups were mainly enriched in GABAergic synapse, neuroactive ligand-receptor interaction, synapse organization, neurotransmitter transport, etc. Furthermore, the GSVA results indicated that immune-related pathways were significantly enriched in the C1 subgroup. Interestingly, 10 Reelin pathway-related genes (CRK, DAB2IP, LRP8, RELN, STAT5A, CDK5, CDK5R1, DAB1, FYN, and SH3KBP1) were abnormally expressed between the two subgroups. The proportion of T cell gamma delta, monocytes, macrophage M2, and dendritic cells activated decreased from C1 to C2, while the proportion of plasma cells, T cell follicular helper, and NK cells activated increased. CONCLUSION: Two CDK5R1-related subtypes of AD were identified, helping us to better understand the role of CDK5R1 in the pathological process of AD.
format Online
Article
Text
id pubmed-9767738
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-97677382022-12-21 Identification of Two CDK5R1-Related Subtypes and Characterization of Immune Infiltrates in Alzheimer's Disease Based on an Integrated Bioinformatics Analysis Shao, Xu Yang, Yanxian Chen, Jieyun Zhao, Runping Xu, Lei Guo, Xilong Feng, Yu Qin, Lina Comput Math Methods Med Research Article BACKGROUND: Alzheimer's disease (AD) is a neurodegenerative disorder and the major cause of senile dementia. The Reelin pathway has been involved in both learning and AD pathogenesis. However, the specific Reelin-related gene signature during the pathological process remains unknown. METHODS: Reelin-related gene (CDK5R1) expression was analyzed using the GEO datasets. The relevant genes of CDK5R1 were identified using differential expression analysis and weighted gene correlation network analysis (WGCNA) based on the GSE43850 dataset. ConsensusClusterPlus analysis was applied to identify subtypes (C1 and C2) of AD. The CIBERSORT algorithm was used to assess the immune cell infiltration between the two AD subtypes. RESULTS: CDK5R1 was downregulated in AD. 244 differentially expressed CDK5R1-related genes (DECRGs) between the two subgroups were mainly enriched in GABAergic synapse, neuroactive ligand-receptor interaction, synapse organization, neurotransmitter transport, etc. Furthermore, the GSVA results indicated that immune-related pathways were significantly enriched in the C1 subgroup. Interestingly, 10 Reelin pathway-related genes (CRK, DAB2IP, LRP8, RELN, STAT5A, CDK5, CDK5R1, DAB1, FYN, and SH3KBP1) were abnormally expressed between the two subgroups. The proportion of T cell gamma delta, monocytes, macrophage M2, and dendritic cells activated decreased from C1 to C2, while the proportion of plasma cells, T cell follicular helper, and NK cells activated increased. CONCLUSION: Two CDK5R1-related subtypes of AD were identified, helping us to better understand the role of CDK5R1 in the pathological process of AD. Hindawi 2022-12-13 /pmc/articles/PMC9767738/ /pubmed/36561735 http://dx.doi.org/10.1155/2022/6766460 Text en Copyright © 2022 Xu Shao et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Shao, Xu
Yang, Yanxian
Chen, Jieyun
Zhao, Runping
Xu, Lei
Guo, Xilong
Feng, Yu
Qin, Lina
Identification of Two CDK5R1-Related Subtypes and Characterization of Immune Infiltrates in Alzheimer's Disease Based on an Integrated Bioinformatics Analysis
title Identification of Two CDK5R1-Related Subtypes and Characterization of Immune Infiltrates in Alzheimer's Disease Based on an Integrated Bioinformatics Analysis
title_full Identification of Two CDK5R1-Related Subtypes and Characterization of Immune Infiltrates in Alzheimer's Disease Based on an Integrated Bioinformatics Analysis
title_fullStr Identification of Two CDK5R1-Related Subtypes and Characterization of Immune Infiltrates in Alzheimer's Disease Based on an Integrated Bioinformatics Analysis
title_full_unstemmed Identification of Two CDK5R1-Related Subtypes and Characterization of Immune Infiltrates in Alzheimer's Disease Based on an Integrated Bioinformatics Analysis
title_short Identification of Two CDK5R1-Related Subtypes and Characterization of Immune Infiltrates in Alzheimer's Disease Based on an Integrated Bioinformatics Analysis
title_sort identification of two cdk5r1-related subtypes and characterization of immune infiltrates in alzheimer's disease based on an integrated bioinformatics analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767738/
https://www.ncbi.nlm.nih.gov/pubmed/36561735
http://dx.doi.org/10.1155/2022/6766460
work_keys_str_mv AT shaoxu identificationoftwocdk5r1relatedsubtypesandcharacterizationofimmuneinfiltratesinalzheimersdiseasebasedonanintegratedbioinformaticsanalysis
AT yangyanxian identificationoftwocdk5r1relatedsubtypesandcharacterizationofimmuneinfiltratesinalzheimersdiseasebasedonanintegratedbioinformaticsanalysis
AT chenjieyun identificationoftwocdk5r1relatedsubtypesandcharacterizationofimmuneinfiltratesinalzheimersdiseasebasedonanintegratedbioinformaticsanalysis
AT zhaorunping identificationoftwocdk5r1relatedsubtypesandcharacterizationofimmuneinfiltratesinalzheimersdiseasebasedonanintegratedbioinformaticsanalysis
AT xulei identificationoftwocdk5r1relatedsubtypesandcharacterizationofimmuneinfiltratesinalzheimersdiseasebasedonanintegratedbioinformaticsanalysis
AT guoxilong identificationoftwocdk5r1relatedsubtypesandcharacterizationofimmuneinfiltratesinalzheimersdiseasebasedonanintegratedbioinformaticsanalysis
AT fengyu identificationoftwocdk5r1relatedsubtypesandcharacterizationofimmuneinfiltratesinalzheimersdiseasebasedonanintegratedbioinformaticsanalysis
AT qinlina identificationoftwocdk5r1relatedsubtypesandcharacterizationofimmuneinfiltratesinalzheimersdiseasebasedonanintegratedbioinformaticsanalysis