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Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis

This study aimed to use bioinformatics methods to characterize epigenetic changes in terms of micro-RNA(miRNA) expression and DNA methylation during adipogenesis. The mRNA and miRNA expression microarray and DNA methylation dataset were obtained from the GEO database. Differentially expressed genes...

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Autores principales: Zhang, Yong, Chen, Fancheng, Zhang, Fangxue, Huang, Xiaowei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8845261/
https://www.ncbi.nlm.nih.gov/pubmed/35168604
http://dx.doi.org/10.1186/s12967-022-03295-w
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author Zhang, Yong
Chen, Fancheng
Zhang, Fangxue
Huang, Xiaowei
author_facet Zhang, Yong
Chen, Fancheng
Zhang, Fangxue
Huang, Xiaowei
author_sort Zhang, Yong
collection PubMed
description This study aimed to use bioinformatics methods to characterize epigenetic changes in terms of micro-RNA(miRNA) expression and DNA methylation during adipogenesis. The mRNA and miRNA expression microarray and DNA methylation dataset were obtained from the GEO database. Differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylated probes (DMPs) were filtered using the limma package. The R language cluster profile package was used for functional and enrichment analysis. A protein–protein interaction (PPI) network was constructed using STRING and visualized in Cytoscape. The Connection map (CMap) website tool was used to screen potential therapeutic drugs for adipogenesis. When comparing the early and late stages of adipogenesis, 111 low miRNA targeted upregulated genes and 64 high miRNA targeted downregulated genes were obtained, as well as 663 low-methylated high-expressed genes and 237 high-methylated low-expressed genes. In addition, 41 genes (24 upregulated and 17 downregulated) were simultaneously regulated by abnormal miRNA changes and DNA methylation. Ten chemicals were identified as putative therapeutics for adipogenesis. In addition, among the dual-regulated genes identified, CANX, HNRNPA1, MCL1, and PPIF may play key roles in the epigenetic regulation of adipogenesis and may serve as aberrant methylation or miRNA targeting biomarkers. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-022-03295-w.
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spelling pubmed-88452612022-02-16 Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis Zhang, Yong Chen, Fancheng Zhang, Fangxue Huang, Xiaowei J Transl Med Research This study aimed to use bioinformatics methods to characterize epigenetic changes in terms of micro-RNA(miRNA) expression and DNA methylation during adipogenesis. The mRNA and miRNA expression microarray and DNA methylation dataset were obtained from the GEO database. Differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylated probes (DMPs) were filtered using the limma package. The R language cluster profile package was used for functional and enrichment analysis. A protein–protein interaction (PPI) network was constructed using STRING and visualized in Cytoscape. The Connection map (CMap) website tool was used to screen potential therapeutic drugs for adipogenesis. When comparing the early and late stages of adipogenesis, 111 low miRNA targeted upregulated genes and 64 high miRNA targeted downregulated genes were obtained, as well as 663 low-methylated high-expressed genes and 237 high-methylated low-expressed genes. In addition, 41 genes (24 upregulated and 17 downregulated) were simultaneously regulated by abnormal miRNA changes and DNA methylation. Ten chemicals were identified as putative therapeutics for adipogenesis. In addition, among the dual-regulated genes identified, CANX, HNRNPA1, MCL1, and PPIF may play key roles in the epigenetic regulation of adipogenesis and may serve as aberrant methylation or miRNA targeting biomarkers. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-022-03295-w. BioMed Central 2022-02-15 /pmc/articles/PMC8845261/ /pubmed/35168604 http://dx.doi.org/10.1186/s12967-022-03295-w Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Zhang, Yong
Chen, Fancheng
Zhang, Fangxue
Huang, Xiaowei
Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis
title Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis
title_full Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis
title_fullStr Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis
title_full_unstemmed Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis
title_short Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis
title_sort characterization of dna methylation as well as mico-rna expression and screening of epigenetic markers in adipogenesis
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8845261/
https://www.ncbi.nlm.nih.gov/pubmed/35168604
http://dx.doi.org/10.1186/s12967-022-03295-w
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