Cargando…
A Comprehensive Analysis Identified Hub Genes and Associated Drugs in Alzheimer's Disease
Alzheimer's disease (AD) is the most common neurodegenerative disease among the elderly and has become a growing global health problem causing great concern. However, the pathogenesis of AD is unclear and no specific therapeutics are available to provide the sustained remission of the disease....
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7814952/ https://www.ncbi.nlm.nih.gov/pubmed/33506048 http://dx.doi.org/10.1155/2021/8893553 |
_version_ | 1783638139705753600 |
---|---|
author | Jing, Qi Zhang, Hui Sun, Xiaoru Xu, Yaru Cao, Silu Fang, Yiling Zhao, Xuan Li, Cheng |
author_facet | Jing, Qi Zhang, Hui Sun, Xiaoru Xu, Yaru Cao, Silu Fang, Yiling Zhao, Xuan Li, Cheng |
author_sort | Jing, Qi |
collection | PubMed |
description | Alzheimer's disease (AD) is the most common neurodegenerative disease among the elderly and has become a growing global health problem causing great concern. However, the pathogenesis of AD is unclear and no specific therapeutics are available to provide the sustained remission of the disease. In this study, we used comprehensive bioinformatics to determine 158 potential genes, whose expression levels changed between the entorhinal and temporal lobe cortex samples from cognitively normal individuals and patients with AD. Then, we clustered these genes in the protein-protein interaction analysis and identified six significant genes that had more biological functions. Besides, we conducted a drug-gene interaction analysis of module genes in the drug-gene interaction database and obtained 26 existing drugs that might be applied for the prevention and treatment of AD. In addition, a predictive model was built based on the selected genes using different machine learning algorithms to identify individuals with AD. These findings may provide new insights into AD therapy. |
format | Online Article Text |
id | pubmed-7814952 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-78149522021-01-26 A Comprehensive Analysis Identified Hub Genes and Associated Drugs in Alzheimer's Disease Jing, Qi Zhang, Hui Sun, Xiaoru Xu, Yaru Cao, Silu Fang, Yiling Zhao, Xuan Li, Cheng Biomed Res Int Research Article Alzheimer's disease (AD) is the most common neurodegenerative disease among the elderly and has become a growing global health problem causing great concern. However, the pathogenesis of AD is unclear and no specific therapeutics are available to provide the sustained remission of the disease. In this study, we used comprehensive bioinformatics to determine 158 potential genes, whose expression levels changed between the entorhinal and temporal lobe cortex samples from cognitively normal individuals and patients with AD. Then, we clustered these genes in the protein-protein interaction analysis and identified six significant genes that had more biological functions. Besides, we conducted a drug-gene interaction analysis of module genes in the drug-gene interaction database and obtained 26 existing drugs that might be applied for the prevention and treatment of AD. In addition, a predictive model was built based on the selected genes using different machine learning algorithms to identify individuals with AD. These findings may provide new insights into AD therapy. Hindawi 2021-01-09 /pmc/articles/PMC7814952/ /pubmed/33506048 http://dx.doi.org/10.1155/2021/8893553 Text en Copyright © 2021 Qi Jing 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 Jing, Qi Zhang, Hui Sun, Xiaoru Xu, Yaru Cao, Silu Fang, Yiling Zhao, Xuan Li, Cheng A Comprehensive Analysis Identified Hub Genes and Associated Drugs in Alzheimer's Disease |
title | A Comprehensive Analysis Identified Hub Genes and Associated Drugs in Alzheimer's Disease |
title_full | A Comprehensive Analysis Identified Hub Genes and Associated Drugs in Alzheimer's Disease |
title_fullStr | A Comprehensive Analysis Identified Hub Genes and Associated Drugs in Alzheimer's Disease |
title_full_unstemmed | A Comprehensive Analysis Identified Hub Genes and Associated Drugs in Alzheimer's Disease |
title_short | A Comprehensive Analysis Identified Hub Genes and Associated Drugs in Alzheimer's Disease |
title_sort | comprehensive analysis identified hub genes and associated drugs in alzheimer's disease |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7814952/ https://www.ncbi.nlm.nih.gov/pubmed/33506048 http://dx.doi.org/10.1155/2021/8893553 |
work_keys_str_mv | AT jingqi acomprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT zhanghui acomprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT sunxiaoru acomprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT xuyaru acomprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT caosilu acomprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT fangyiling acomprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT zhaoxuan acomprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT licheng acomprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT jingqi comprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT zhanghui comprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT sunxiaoru comprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT xuyaru comprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT caosilu comprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT fangyiling comprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT zhaoxuan comprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease AT licheng comprehensiveanalysisidentifiedhubgenesandassociateddrugsinalzheimersdisease |