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Bioinformatics analysis to obtain critical genes regulated in subcutaneous adipose tissue after bariatric surgery
Bariatric surgery (BS) is a dependable method for managing obesity and metabolic diseases, however, the regulatory processes of lipid metabolism are still not well elucidated. Differentially expressed genes (DEGs) were analysed through three transcriptomic datasets of GSE29409, GSE59034 and GSE72158...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9427031/ https://www.ncbi.nlm.nih.gov/pubmed/36036283 http://dx.doi.org/10.1080/21623945.2022.2115212 |
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author | Chen, Shuai Jiang, Yicheng Qi, Xiaoyang Song, Peng Tang, Liming Liu, Hanyang |
author_facet | Chen, Shuai Jiang, Yicheng Qi, Xiaoyang Song, Peng Tang, Liming Liu, Hanyang |
author_sort | Chen, Shuai |
collection | PubMed |
description | Bariatric surgery (BS) is a dependable method for managing obesity and metabolic diseases, however, the regulatory processes of lipid metabolism are still not well elucidated. Differentially expressed genes (DEGs) were analysed through three transcriptomic datasets of GSE29409, GSE59034 and GSE72158 from the GEO database regarding subcutaneous adipose tissue (SAT) after BS, and 37 DEGs were identified. The weighted gene co-expression network analysis (WGCNA), last absolute shrinkage and selection operator (LASSO) logistic regression and support vector machine-recursive feature elimination (SVM-RFE) algorithms further screened four key genes involved in the regulation of STMN2, SFRP4, APOE and MXRA5. The GSE53376 dataset was used to further confirm the differential expression of SFRP4, APOE and MXRA5 in the postoperative period. GSEA analysis reveals activation of immune-related regulatory pathways after surgery. Finally, the silencing of MXRA5 was found by experimental methods to affect the expression of PPARγ and CEBPα during the differentiation of preadipocytes, as well as to affect the formation of lipid droplets. In conclusion, SAT immunoregulation was mobilized after BS, while MXRA5 was involved in the regulation of lipid metabolism. |
format | Online Article Text |
id | pubmed-9427031 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
spelling | pubmed-94270312022-08-31 Bioinformatics analysis to obtain critical genes regulated in subcutaneous adipose tissue after bariatric surgery Chen, Shuai Jiang, Yicheng Qi, Xiaoyang Song, Peng Tang, Liming Liu, Hanyang Adipocyte Research Paper Bariatric surgery (BS) is a dependable method for managing obesity and metabolic diseases, however, the regulatory processes of lipid metabolism are still not well elucidated. Differentially expressed genes (DEGs) were analysed through three transcriptomic datasets of GSE29409, GSE59034 and GSE72158 from the GEO database regarding subcutaneous adipose tissue (SAT) after BS, and 37 DEGs were identified. The weighted gene co-expression network analysis (WGCNA), last absolute shrinkage and selection operator (LASSO) logistic regression and support vector machine-recursive feature elimination (SVM-RFE) algorithms further screened four key genes involved in the regulation of STMN2, SFRP4, APOE and MXRA5. The GSE53376 dataset was used to further confirm the differential expression of SFRP4, APOE and MXRA5 in the postoperative period. GSEA analysis reveals activation of immune-related regulatory pathways after surgery. Finally, the silencing of MXRA5 was found by experimental methods to affect the expression of PPARγ and CEBPα during the differentiation of preadipocytes, as well as to affect the formation of lipid droplets. In conclusion, SAT immunoregulation was mobilized after BS, while MXRA5 was involved in the regulation of lipid metabolism. Taylor & Francis 2022-08-29 /pmc/articles/PMC9427031/ /pubmed/36036283 http://dx.doi.org/10.1080/21623945.2022.2115212 Text en © 2022 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Paper Chen, Shuai Jiang, Yicheng Qi, Xiaoyang Song, Peng Tang, Liming Liu, Hanyang Bioinformatics analysis to obtain critical genes regulated in subcutaneous adipose tissue after bariatric surgery |
title | Bioinformatics analysis to obtain critical genes regulated in subcutaneous adipose tissue after bariatric surgery |
title_full | Bioinformatics analysis to obtain critical genes regulated in subcutaneous adipose tissue after bariatric surgery |
title_fullStr | Bioinformatics analysis to obtain critical genes regulated in subcutaneous adipose tissue after bariatric surgery |
title_full_unstemmed | Bioinformatics analysis to obtain critical genes regulated in subcutaneous adipose tissue after bariatric surgery |
title_short | Bioinformatics analysis to obtain critical genes regulated in subcutaneous adipose tissue after bariatric surgery |
title_sort | bioinformatics analysis to obtain critical genes regulated in subcutaneous adipose tissue after bariatric surgery |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9427031/ https://www.ncbi.nlm.nih.gov/pubmed/36036283 http://dx.doi.org/10.1080/21623945.2022.2115212 |
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