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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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Published in: | Journal of translational medicine 2022-02, Vol.20 (1), p.93-93, Article 93 |
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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. |
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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.</description><identifier>ISSN: 1479-5876</identifier><identifier>EISSN: 1479-5876</identifier><identifier>DOI: 10.1186/s12967-022-03295-w</identifier><identifier>PMID: 35168604</identifier><language>eng</language><publisher>England: BioMed Central Ltd</publisher><subject>Adipocytes ; Adipogenesis ; Binding sites ; Bioinformatics ; Body fat ; Cell differentiation ; Deoxyribonucleic acid ; DNA ; DNA methylation ; DNA microarrays ; DNA probes ; Epigenetics ; Fat cells ; Gene expression ; Genetic aspects ; Genetic markers ; Identification and classification ; Insulin resistance ; Lipids ; Mcl-1 protein ; Metabolic disorders ; Methylation ; Micro-RNA ; MicroRNA ; MicroRNAs ; miRNA ; mRNA ; Obesity ; Physiological aspects ; Stem cells ; Transcription factors</subject><ispartof>Journal of translational medicine, 2022-02, Vol.20 (1), p.93-93, Article 93</ispartof><rights>2022. The Author(s).</rights><rights>COPYRIGHT 2022 BioMed Central Ltd.</rights><rights>2022. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>The Author(s) 2022</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c514t-862f9fcc407a22bbab4b7bbf1575c87d2549578340e312ef5f74a246549439903</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8845261/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2630538234?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25753,27924,27925,37012,37013,44590,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35168604$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Zhang, Yong</creatorcontrib><creatorcontrib>Chen, Fancheng</creatorcontrib><creatorcontrib>Zhang, Fangxue</creatorcontrib><creatorcontrib>Huang, Xiaowei</creatorcontrib><title>Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis</title><title>Journal of translational medicine</title><addtitle>J Transl Med</addtitle><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.</description><subject>Adipocytes</subject><subject>Adipogenesis</subject><subject>Binding sites</subject><subject>Bioinformatics</subject><subject>Body fat</subject><subject>Cell differentiation</subject><subject>Deoxyribonucleic acid</subject><subject>DNA</subject><subject>DNA methylation</subject><subject>DNA microarrays</subject><subject>DNA probes</subject><subject>Epigenetics</subject><subject>Fat cells</subject><subject>Gene expression</subject><subject>Genetic aspects</subject><subject>Genetic markers</subject><subject>Identification and classification</subject><subject>Insulin resistance</subject><subject>Lipids</subject><subject>Mcl-1 protein</subject><subject>Metabolic disorders</subject><subject>Methylation</subject><subject>Micro-RNA</subject><subject>MicroRNA</subject><subject>MicroRNAs</subject><subject>miRNA</subject><subject>mRNA</subject><subject>Obesity</subject><subject>Physiological aspects</subject><subject>Stem cells</subject><subject>Transcription factors</subject><issn>1479-5876</issn><issn>1479-5876</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNptUk1vEzEUXCEQLYU_wAGtxIXLFn9_XJCiQKFSBRKCs-X1PicOm3WwNw3tr8eblNIg5IOteTNjv-epqpcYnWOsxNuMiRayQYQ0iBLNm92j6hQzqRuupHj84HxSPct5hRBhnOmn1QnlWCiB2Gl1PV_aZN0IKdzaMcShjr5-_3lWr2Fc3vQHyOZ6B30_7evgYvO11OHXJkHO-_LQ1dklgCEMi0kPm7CAAcbg6rVNPyDlOhRaFzZxwnPIz6sn3vYZXtztZ9X3iw_f5p-aqy8fL-ezq8ZxzMZGCeK1d44haQlpW9uyVratx1xyp2RHSjtcKsoQUEzAcy-ZJUwUmFGtET2rLg--XbQrs0mhvOfGRBvMHohpYWwq7-zBeFGmoxXay9vOW2Glkn662WspXfF6d_DabNs1dA6GMdn-yPS4MoSlWcRroxTjROBi8ObOIMWfW8ijWYfsymDtAHGbDRFEU6mVJoX6-h_qKm7TUEZVWBRxqghlf1kLWxoIg4_lXjeZmpnQmnGltS6s8_-wyupg-s0BfCj4kYAcBC7FnBP4-x4xMlPyzCF5piTP7JNndkX06uF07iV_okZ_Aw3E05c</recordid><startdate>20220215</startdate><enddate>20220215</enddate><creator>Zhang, Yong</creator><creator>Chen, Fancheng</creator><creator>Zhang, Fangxue</creator><creator>Huang, Xiaowei</creator><general>BioMed Central Ltd</general><general>BioMed Central</general><general>BMC</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7T5</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>H94</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20220215</creationdate><title>Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis</title><author>Zhang, Yong ; Chen, Fancheng ; Zhang, Fangxue ; Huang, Xiaowei</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c514t-862f9fcc407a22bbab4b7bbf1575c87d2549578340e312ef5f74a246549439903</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Adipocytes</topic><topic>Adipogenesis</topic><topic>Binding sites</topic><topic>Bioinformatics</topic><topic>Body fat</topic><topic>Cell differentiation</topic><topic>Deoxyribonucleic acid</topic><topic>DNA</topic><topic>DNA methylation</topic><topic>DNA microarrays</topic><topic>DNA probes</topic><topic>Epigenetics</topic><topic>Fat cells</topic><topic>Gene expression</topic><topic>Genetic aspects</topic><topic>Genetic markers</topic><topic>Identification and classification</topic><topic>Insulin resistance</topic><topic>Lipids</topic><topic>Mcl-1 protein</topic><topic>Metabolic disorders</topic><topic>Methylation</topic><topic>Micro-RNA</topic><topic>MicroRNA</topic><topic>MicroRNAs</topic><topic>miRNA</topic><topic>mRNA</topic><topic>Obesity</topic><topic>Physiological aspects</topic><topic>Stem cells</topic><topic>Transcription factors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zhang, Yong</creatorcontrib><creatorcontrib>Chen, Fancheng</creatorcontrib><creatorcontrib>Zhang, Fangxue</creatorcontrib><creatorcontrib>Huang, Xiaowei</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Immunology Abstracts</collection><collection>ProQuest_Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Journal of translational medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zhang, Yong</au><au>Chen, Fancheng</au><au>Zhang, Fangxue</au><au>Huang, Xiaowei</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis</atitle><jtitle>Journal of translational medicine</jtitle><addtitle>J Transl Med</addtitle><date>2022-02-15</date><risdate>2022</risdate><volume>20</volume><issue>1</issue><spage>93</spage><epage>93</epage><pages>93-93</pages><artnum>93</artnum><issn>1479-5876</issn><eissn>1479-5876</eissn><abstract>This study aimed to use bioinformatics methods to characterize epigenetic changes in terms of micro-RNA(miRNA) expression and DNA methylation during adipogenesis. 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subjects | Adipocytes Adipogenesis Binding sites Bioinformatics Body fat Cell differentiation Deoxyribonucleic acid DNA DNA methylation DNA microarrays DNA probes Epigenetics Fat cells Gene expression Genetic aspects Genetic markers Identification and classification Insulin resistance Lipids Mcl-1 protein Metabolic disorders Methylation Micro-RNA MicroRNA MicroRNAs miRNA mRNA Obesity Physiological aspects Stem cells Transcription factors |
title | Characterization of DNA methylation as well as mico-RNA expression and screening of epigenetic markers in adipogenesis |
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