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Multi-Dimensional Prioritization of Dental Caries Candidate Genes and Its Enriched Dense Network Modules

A number of genetic studies have suggested numerous susceptibility genes for dental caries over the past decade with few definite conclusions. The rapid accumulation of relevant information, along with the complex architecture of the disease, provides a challenging but also unique opportunity to rev...

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Autores principales: Wang, Quan, Jia, Peilin, Cuenco, Karen T., Feingold, Eleanor, Marazita, Mary L., Wang, Lily, Zhao, Zhongming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3795720/
https://www.ncbi.nlm.nih.gov/pubmed/24146904
http://dx.doi.org/10.1371/journal.pone.0076666
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author Wang, Quan
Jia, Peilin
Cuenco, Karen T.
Feingold, Eleanor
Marazita, Mary L.
Wang, Lily
Zhao, Zhongming
author_facet Wang, Quan
Jia, Peilin
Cuenco, Karen T.
Feingold, Eleanor
Marazita, Mary L.
Wang, Lily
Zhao, Zhongming
author_sort Wang, Quan
collection PubMed
description A number of genetic studies have suggested numerous susceptibility genes for dental caries over the past decade with few definite conclusions. The rapid accumulation of relevant information, along with the complex architecture of the disease, provides a challenging but also unique opportunity to review and integrate the heterogeneous data for follow-up validation and exploration. In this study, we collected and curated candidate genes from four major categories: association studies, linkage scans, gene expression analyses, and literature mining. Candidate genes were prioritized according to the magnitude of evidence related to dental caries. We then searched for dense modules enriched with the prioritized candidate genes through their protein-protein interactions (PPIs). We identified 23 modules comprising of 53 genes. Functional analyses of these 53 genes revealed three major clusters: cytokine network relevant genes, matrix metalloproteinases (MMPs) family, and transforming growth factor-beta (TGF-β) family, all of which have been previously implicated to play important roles in tooth development and carious lesions. Through our extensive data collection and an integrative application of gene prioritization and PPI network analyses, we built a dental caries-specific sub-network for the first time. Our study provided insights into the molecular mechanisms underlying dental caries. The framework we proposed in this work can be applied to other complex diseases.
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spelling pubmed-37957202013-10-21 Multi-Dimensional Prioritization of Dental Caries Candidate Genes and Its Enriched Dense Network Modules Wang, Quan Jia, Peilin Cuenco, Karen T. Feingold, Eleanor Marazita, Mary L. Wang, Lily Zhao, Zhongming PLoS One Research Article A number of genetic studies have suggested numerous susceptibility genes for dental caries over the past decade with few definite conclusions. The rapid accumulation of relevant information, along with the complex architecture of the disease, provides a challenging but also unique opportunity to review and integrate the heterogeneous data for follow-up validation and exploration. In this study, we collected and curated candidate genes from four major categories: association studies, linkage scans, gene expression analyses, and literature mining. Candidate genes were prioritized according to the magnitude of evidence related to dental caries. We then searched for dense modules enriched with the prioritized candidate genes through their protein-protein interactions (PPIs). We identified 23 modules comprising of 53 genes. Functional analyses of these 53 genes revealed three major clusters: cytokine network relevant genes, matrix metalloproteinases (MMPs) family, and transforming growth factor-beta (TGF-β) family, all of which have been previously implicated to play important roles in tooth development and carious lesions. Through our extensive data collection and an integrative application of gene prioritization and PPI network analyses, we built a dental caries-specific sub-network for the first time. Our study provided insights into the molecular mechanisms underlying dental caries. The framework we proposed in this work can be applied to other complex diseases. Public Library of Science 2013-10-11 /pmc/articles/PMC3795720/ /pubmed/24146904 http://dx.doi.org/10.1371/journal.pone.0076666 Text en © 2013 Wang et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Wang, Quan
Jia, Peilin
Cuenco, Karen T.
Feingold, Eleanor
Marazita, Mary L.
Wang, Lily
Zhao, Zhongming
Multi-Dimensional Prioritization of Dental Caries Candidate Genes and Its Enriched Dense Network Modules
title Multi-Dimensional Prioritization of Dental Caries Candidate Genes and Its Enriched Dense Network Modules
title_full Multi-Dimensional Prioritization of Dental Caries Candidate Genes and Its Enriched Dense Network Modules
title_fullStr Multi-Dimensional Prioritization of Dental Caries Candidate Genes and Its Enriched Dense Network Modules
title_full_unstemmed Multi-Dimensional Prioritization of Dental Caries Candidate Genes and Its Enriched Dense Network Modules
title_short Multi-Dimensional Prioritization of Dental Caries Candidate Genes and Its Enriched Dense Network Modules
title_sort multi-dimensional prioritization of dental caries candidate genes and its enriched dense network modules
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3795720/
https://www.ncbi.nlm.nih.gov/pubmed/24146904
http://dx.doi.org/10.1371/journal.pone.0076666
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