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Comparison of Transcriptome Between Type 2 Diabetes Mellitus and Impaired Fasting Glucose

BACKGROUND: The aim of this study was to compare the transcriptome between impaired fasting glucose (IFG) and type 2 diabetes mellitus (T2DM), and further research their molecular mechanisms. MATERIAL/METHODS: The original microarray GSE21321, including miRNA and mRNA expression profiles, was downlo...

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Autores principales: Cui, Ying, Chen, Wen, Chi, Jinfeng, Wang, Lei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Scientific Literature, Inc. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5147684/
https://www.ncbi.nlm.nih.gov/pubmed/27906902
http://dx.doi.org/10.12659/MSM.896772
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author Cui, Ying
Chen, Wen
Chi, Jinfeng
Wang, Lei
author_facet Cui, Ying
Chen, Wen
Chi, Jinfeng
Wang, Lei
author_sort Cui, Ying
collection PubMed
description BACKGROUND: The aim of this study was to compare the transcriptome between impaired fasting glucose (IFG) and type 2 diabetes mellitus (T2DM), and further research their molecular mechanisms. MATERIAL/METHODS: The original microarray GSE21321, including miRNA and mRNA expression profiles, was downloaded from the GEO database. Data preprocessing was processed by limma package, and differentially expressed genes (DGs) and miRNA (DMs) were screened. Then, the regulatory relationships among miRNA, TF, and genes were screened and the regulatory network was constructed. Finally, DAVID was used for KEGG enrichment analysis. RESULTS: There were 11 upregulated IFG-related DMs and five upregulated T2DM-related DMs. Three of the DMs overlapped. In addition, there were eight downregulated IFG-related DMs and two downregulated T2DM-related DMs. Only one downregulated DM overlapped. Similarly, there were 264 upregulated IFG-related DGs and 331 upregulated T2DM-related DGs; and 196 overlapping genes were obtained. In addition, there were 400 downregulated IFG-related DMs and 568 downregulated T2DM-related DMs. A total of 326 downregulated DMs were overlapped. The overlapped DGs were enriched in various pathways, including hematopoietic cell lineage, Fc gamma R-mediated phagocytosis, and MAPK signaling pathway. TAF1 (upregulated gene) and MAFK (downregulated gene) were hub nodes both in IFG- and T2DM-related miRNA-TF-gene regulatory network. In addition, miRNAs, including hsa-miR-29a, hsa-miR-192, and hsa-miR-144, were upregulated hub nodes in the two regulatory networks. CONCLUSIONS: Genes including TAF1 and MAFK, and miRNAs including hsa-miR-29a, hsa-miR-192, and hsa-miR-144 might be potential target genes and important miRNAs for IFG and T2DM.
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spelling pubmed-51476842016-12-16 Comparison of Transcriptome Between Type 2 Diabetes Mellitus and Impaired Fasting Glucose Cui, Ying Chen, Wen Chi, Jinfeng Wang, Lei Med Sci Monit Molecular Biology BACKGROUND: The aim of this study was to compare the transcriptome between impaired fasting glucose (IFG) and type 2 diabetes mellitus (T2DM), and further research their molecular mechanisms. MATERIAL/METHODS: The original microarray GSE21321, including miRNA and mRNA expression profiles, was downloaded from the GEO database. Data preprocessing was processed by limma package, and differentially expressed genes (DGs) and miRNA (DMs) were screened. Then, the regulatory relationships among miRNA, TF, and genes were screened and the regulatory network was constructed. Finally, DAVID was used for KEGG enrichment analysis. RESULTS: There were 11 upregulated IFG-related DMs and five upregulated T2DM-related DMs. Three of the DMs overlapped. In addition, there were eight downregulated IFG-related DMs and two downregulated T2DM-related DMs. Only one downregulated DM overlapped. Similarly, there were 264 upregulated IFG-related DGs and 331 upregulated T2DM-related DGs; and 196 overlapping genes were obtained. In addition, there were 400 downregulated IFG-related DMs and 568 downregulated T2DM-related DMs. A total of 326 downregulated DMs were overlapped. The overlapped DGs were enriched in various pathways, including hematopoietic cell lineage, Fc gamma R-mediated phagocytosis, and MAPK signaling pathway. TAF1 (upregulated gene) and MAFK (downregulated gene) were hub nodes both in IFG- and T2DM-related miRNA-TF-gene regulatory network. In addition, miRNAs, including hsa-miR-29a, hsa-miR-192, and hsa-miR-144, were upregulated hub nodes in the two regulatory networks. CONCLUSIONS: Genes including TAF1 and MAFK, and miRNAs including hsa-miR-29a, hsa-miR-192, and hsa-miR-144 might be potential target genes and important miRNAs for IFG and T2DM. International Scientific Literature, Inc. 2016-12-01 /pmc/articles/PMC5147684/ /pubmed/27906902 http://dx.doi.org/10.12659/MSM.896772 Text en © Med Sci Monit, 2016 This work is licensed under Creative Common Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)
spellingShingle Molecular Biology
Cui, Ying
Chen, Wen
Chi, Jinfeng
Wang, Lei
Comparison of Transcriptome Between Type 2 Diabetes Mellitus and Impaired Fasting Glucose
title Comparison of Transcriptome Between Type 2 Diabetes Mellitus and Impaired Fasting Glucose
title_full Comparison of Transcriptome Between Type 2 Diabetes Mellitus and Impaired Fasting Glucose
title_fullStr Comparison of Transcriptome Between Type 2 Diabetes Mellitus and Impaired Fasting Glucose
title_full_unstemmed Comparison of Transcriptome Between Type 2 Diabetes Mellitus and Impaired Fasting Glucose
title_short Comparison of Transcriptome Between Type 2 Diabetes Mellitus and Impaired Fasting Glucose
title_sort comparison of transcriptome between type 2 diabetes mellitus and impaired fasting glucose
topic Molecular Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5147684/
https://www.ncbi.nlm.nih.gov/pubmed/27906902
http://dx.doi.org/10.12659/MSM.896772
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