Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1782473721102991360 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5147684 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | International Scientific Literature, Inc. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT cuiying comparisonoftranscriptomebetweentype2diabetesmellitusandimpairedfastingglucose AT chenwen comparisonoftranscriptomebetweentype2diabetesmellitusandimpairedfastingglucose AT chijinfeng comparisonoftranscriptomebetweentype2diabetesmellitusandimpairedfastingglucose AT wanglei comparisonoftranscriptomebetweentype2diabetesmellitusandimpairedfastingglucose |