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Dissecting genetic links between Alzheimer’s disease and type 2 diabetes mellitus in a systems biology way

Background: Alzheimer’s disease (AD) and Type 2 Diabetes Mellitus (T2DM) are two of the most common diseases for older adults. Accumulating epidemiological studies suggest that T2DM is a risk factor for cognitive dysfunction in the elderly. In this study, we aimed to dissect the genetic links betwee...

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Autores principales: Kang, Peiyuan, Wang, Zhao, Qiao, Dan, Zhang, Bohan, Mu, Chenyu, Cui, Huixian, Li, Sha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9523408/
https://www.ncbi.nlm.nih.gov/pubmed/36186446
http://dx.doi.org/10.3389/fgene.2022.1019860
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author Kang, Peiyuan
Wang, Zhao
Qiao, Dan
Zhang, Bohan
Mu, Chenyu
Cui, Huixian
Li, Sha
author_facet Kang, Peiyuan
Wang, Zhao
Qiao, Dan
Zhang, Bohan
Mu, Chenyu
Cui, Huixian
Li, Sha
author_sort Kang, Peiyuan
collection PubMed
description Background: Alzheimer’s disease (AD) and Type 2 Diabetes Mellitus (T2DM) are two of the most common diseases for older adults. Accumulating epidemiological studies suggest that T2DM is a risk factor for cognitive dysfunction in the elderly. In this study, we aimed to dissect the genetic links between the two diseases and identify potential genes contributing the most to the mechanistic link. Methods: Two AD (GSE159699 and GSE28146) and two T2DM (GSE38642 and GSE164416) datasets were used to identify the differentially expressed genes (DEGs). The datasets for each disease were detected using two platforms, microarray and RNA-seq. Functional similarity was calculated and evaluated between AD and T2DM DEGs considering semantic similarity, protein-protein interaction, and biological pathways. Results: We observed that the overlapped DEGs between the two diseases are not in a high proportion, but the functional similarity between them is significantly high when considering Gene Ontology (GO) semantic similarity and protein-protein interactions (PPIs), indicating that T2DM shares some common pathways with AD development. Moreover, we constructed a PPI network consisting of AD and T2DM DEGs, and found that the hub gene SLC2A2 (coding transmembrane carrier protein GLUT2), which connects the most DEGs in both AD and T2DM, plays as a key regulator in linking T2DM and AD via glucose metabolism related pathways. Conclusion: Through functional evaluation at the systems biology level, we demonstrated that AD and T2DM are similar diseases sharing common pathways and pathogenic genes. SLC2A2 may serve as a potential marker for early warning and monitoring of AD for the T2DM patients.
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spelling pubmed-95234082022-10-01 Dissecting genetic links between Alzheimer’s disease and type 2 diabetes mellitus in a systems biology way Kang, Peiyuan Wang, Zhao Qiao, Dan Zhang, Bohan Mu, Chenyu Cui, Huixian Li, Sha Front Genet Genetics Background: Alzheimer’s disease (AD) and Type 2 Diabetes Mellitus (T2DM) are two of the most common diseases for older adults. Accumulating epidemiological studies suggest that T2DM is a risk factor for cognitive dysfunction in the elderly. In this study, we aimed to dissect the genetic links between the two diseases and identify potential genes contributing the most to the mechanistic link. Methods: Two AD (GSE159699 and GSE28146) and two T2DM (GSE38642 and GSE164416) datasets were used to identify the differentially expressed genes (DEGs). The datasets for each disease were detected using two platforms, microarray and RNA-seq. Functional similarity was calculated and evaluated between AD and T2DM DEGs considering semantic similarity, protein-protein interaction, and biological pathways. Results: We observed that the overlapped DEGs between the two diseases are not in a high proportion, but the functional similarity between them is significantly high when considering Gene Ontology (GO) semantic similarity and protein-protein interactions (PPIs), indicating that T2DM shares some common pathways with AD development. Moreover, we constructed a PPI network consisting of AD and T2DM DEGs, and found that the hub gene SLC2A2 (coding transmembrane carrier protein GLUT2), which connects the most DEGs in both AD and T2DM, plays as a key regulator in linking T2DM and AD via glucose metabolism related pathways. Conclusion: Through functional evaluation at the systems biology level, we demonstrated that AD and T2DM are similar diseases sharing common pathways and pathogenic genes. SLC2A2 may serve as a potential marker for early warning and monitoring of AD for the T2DM patients. Frontiers Media S.A. 2022-09-16 /pmc/articles/PMC9523408/ /pubmed/36186446 http://dx.doi.org/10.3389/fgene.2022.1019860 Text en Copyright © 2022 Kang, Wang, Qiao, Zhang, Mu, Cui and Li. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Kang, Peiyuan
Wang, Zhao
Qiao, Dan
Zhang, Bohan
Mu, Chenyu
Cui, Huixian
Li, Sha
Dissecting genetic links between Alzheimer’s disease and type 2 diabetes mellitus in a systems biology way
title Dissecting genetic links between Alzheimer’s disease and type 2 diabetes mellitus in a systems biology way
title_full Dissecting genetic links between Alzheimer’s disease and type 2 diabetes mellitus in a systems biology way
title_fullStr Dissecting genetic links between Alzheimer’s disease and type 2 diabetes mellitus in a systems biology way
title_full_unstemmed Dissecting genetic links between Alzheimer’s disease and type 2 diabetes mellitus in a systems biology way
title_short Dissecting genetic links between Alzheimer’s disease and type 2 diabetes mellitus in a systems biology way
title_sort dissecting genetic links between alzheimer’s disease and type 2 diabetes mellitus in a systems biology way
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9523408/
https://www.ncbi.nlm.nih.gov/pubmed/36186446
http://dx.doi.org/10.3389/fgene.2022.1019860
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