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Gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset

Diabetic retinopathy (DR) is a serious microvascular complication of diabetes, which causes visual disability and blindness. Several studies have used gene expression profiling of DR to identify the key genes involved in this process; however, few studies have focused on the associated pathways and...

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Autores principales: HE, KAN, LV, WENWEN, ZHANG, QING, WANG, YUQING, TAO, LIMING, LIU, DAHAI
Formato: Online Artículo Texto
Lenguaje:English
Publicado: D.A. Spandidos 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4494587/
https://www.ncbi.nlm.nih.gov/pubmed/25997411
http://dx.doi.org/10.3892/ijmm.2015.2220
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author HE, KAN
LV, WENWEN
ZHANG, QING
WANG, YUQING
TAO, LIMING
LIU, DAHAI
author_facet HE, KAN
LV, WENWEN
ZHANG, QING
WANG, YUQING
TAO, LIMING
LIU, DAHAI
author_sort HE, KAN
collection PubMed
description Diabetic retinopathy (DR) is a serious microvascular complication of diabetes, which causes visual disability and blindness. Several studies have used gene expression profiling of DR to identify the key genes involved in this process; however, few studies have focused on the associated pathways and transcription factors (TFs), or on the co-expression patterns at the multiple pathways level. In this study, we employed a microarray dataset from the public database library of the Gene Expression Omnibus (GEO) associated with DR and applied gene set enrichment analysis (GSEA) to this dataset and performed candidate TF selection. As a result, 10 upregulated pathways, including the type I diabetes mellitus and peroxisome proliferator-activated receptor (PPAR) signaling pathways, as well as 59 downregulated pathways, including the ErbB signaling pathway and the mammalian target of rapamycin (mTOR) signaling pathway, were identified as DR-related pathways. The majority of these pathways have been previously identified, but some were novel. Finally, co-expression networks of related pathways were constructed using the significant core genes and TFs, such as PPARγ and SMAD4. The results of our study may enhance our understanding of the molecular mechanisms associated DR at the genome-wide level.
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spelling pubmed-44945872015-07-13 Gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset HE, KAN LV, WENWEN ZHANG, QING WANG, YUQING TAO, LIMING LIU, DAHAI Int J Mol Med Articles Diabetic retinopathy (DR) is a serious microvascular complication of diabetes, which causes visual disability and blindness. Several studies have used gene expression profiling of DR to identify the key genes involved in this process; however, few studies have focused on the associated pathways and transcription factors (TFs), or on the co-expression patterns at the multiple pathways level. In this study, we employed a microarray dataset from the public database library of the Gene Expression Omnibus (GEO) associated with DR and applied gene set enrichment analysis (GSEA) to this dataset and performed candidate TF selection. As a result, 10 upregulated pathways, including the type I diabetes mellitus and peroxisome proliferator-activated receptor (PPAR) signaling pathways, as well as 59 downregulated pathways, including the ErbB signaling pathway and the mammalian target of rapamycin (mTOR) signaling pathway, were identified as DR-related pathways. The majority of these pathways have been previously identified, but some were novel. Finally, co-expression networks of related pathways were constructed using the significant core genes and TFs, such as PPARγ and SMAD4. The results of our study may enhance our understanding of the molecular mechanisms associated DR at the genome-wide level. D.A. Spandidos 2015-07 2015-05-22 /pmc/articles/PMC4494587/ /pubmed/25997411 http://dx.doi.org/10.3892/ijmm.2015.2220 Text en Copyright © 2015, Spandidos Publications http://creativecommons.org/licenses/by/3.0 This is an open-access article licensed under a Creative Commons Attribution-NonCommercial 3.0 Unported License. The article may be redistributed, reproduced, and reused for non-commercial purposes, provided the original source is properly cited.
spellingShingle Articles
HE, KAN
LV, WENWEN
ZHANG, QING
WANG, YUQING
TAO, LIMING
LIU, DAHAI
Gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset
title Gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset
title_full Gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset
title_fullStr Gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset
title_full_unstemmed Gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset
title_short Gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset
title_sort gene set enrichment analysis of pathways and transcription factors associated with diabetic retinopathy using a microarray dataset
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4494587/
https://www.ncbi.nlm.nih.gov/pubmed/25997411
http://dx.doi.org/10.3892/ijmm.2015.2220
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