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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....

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Autores principales: Jing, Qi, Zhang, Hui, Sun, Xiaoru, Xu, Yaru, Cao, Silu, Fang, Yiling, Zhao, Xuan, Li, Cheng
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
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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.
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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
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