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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...

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Autores principales: Chen, Shuai, Jiang, Yicheng, Qi, Xiaoyang, Song, Peng, Tang, Liming, Liu, Hanyang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2022
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.
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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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