Multi-Omics Analysis to Examine Gene Expression and Metabolites From Multisite Adipose-Derived Mesenchymal Stem Cells

This study aimed at exploring the gene expression and metabolites among multisite adipose-derived mesenchymal stem cells (ASCs) and investigate the metabolic pathway using a multi-omics analysis. Subcutaneous adipose-derived mesenchymal stem cells (SASCs), perirenal adipose-derived mesenchymal stem...

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Main Authors: Chuanxi Yang, Jing Zhang, Tingting Wu, Kun Zhao, Xiaoguang Wu, Jing Shi, Wei Sun, Xiangqing Kong
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-02-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2021.627347/full
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spelling doaj-d92beb2dc15e46a894c9e5056d02904a2021-02-18T09:07:15ZengFrontiers Media S.A.Frontiers in Genetics1664-80212021-02-011210.3389/fgene.2021.627347627347Multi-Omics Analysis to Examine Gene Expression and Metabolites From Multisite Adipose-Derived Mesenchymal Stem CellsChuanxi Yang0Jing Zhang1Tingting Wu2Kun Zhao3Xiaoguang Wu4Jing Shi5Wei Sun6Xiangqing Kong7Department of Cardiology, Medical School of Southeast University, Nanjing, ChinaDepartment of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, ChinaDepartment of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, ChinaDepartment of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, ChinaDepartment of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, ChinaDepartment of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, ChinaDepartment of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, ChinaDepartment of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, ChinaThis study aimed at exploring the gene expression and metabolites among multisite adipose-derived mesenchymal stem cells (ASCs) and investigate the metabolic pathway using a multi-omics analysis. Subcutaneous adipose-derived mesenchymal stem cells (SASCs), perirenal adipose-derived mesenchymal stem cells (PASCs), and epididymal adipose-derived mesenchymal stem cells (EASCs) were isolated from Sprague Dawley rats. RNA and metabolites were extracted and sequenced using transcriptomics and metabolomics analyses, respectively. There were 720 differentially expressed genes (DEGs) in EASCs and 688 DEGs in PASCs compared with SASCs; there were 166 unique DEGs in EASCs, 134 unique DEGs in PASCs, and 554 common DEGs between EASCs and PASCs. Furthermore, there were 226 differential metabolites in EASCs, 255 differential metabolites in PASCs, 83 unique differential metabolites in EASCs, 112 unique differential metabolites in PASCs, and 143 common differential metabolites between EASCs and PASCs. The transcriptomics and metabolomics analyses identified four hub genes, one in EASCs and three in PASCs. There are functional differences among multisite ASCs that may be related to the hub genes Atac2, Rrm1, Rrm2, and Gla. The relevant signaling pathways are the Ras signaling pathway, HIF-1 signaling pathway, and the p53 signaling pathway. In conclusion, compared with SASCs, our multi-omics analysis identified that EASCs with higher Acat2 expression may be more correlated to fat metabolism and insulin resistance, while PASCs with abnormal expression of Rrm1/2 and Gla may be more correlated with some malignant tumors and cardiac-cerebral vascular disease.https://www.frontiersin.org/articles/10.3389/fgene.2021.627347/fulladipose-derived mesenchymal stem cellsgene expressionmetabolitesRNA-seqmetabolomics
collection DOAJ
language English
format Article
sources DOAJ
author Chuanxi Yang
Jing Zhang
Tingting Wu
Kun Zhao
Xiaoguang Wu
Jing Shi
Wei Sun
Xiangqing Kong
spellingShingle Chuanxi Yang
Jing Zhang
Tingting Wu
Kun Zhao
Xiaoguang Wu
Jing Shi
Wei Sun
Xiangqing Kong
Multi-Omics Analysis to Examine Gene Expression and Metabolites From Multisite Adipose-Derived Mesenchymal Stem Cells
Frontiers in Genetics
adipose-derived mesenchymal stem cells
gene expression
metabolites
RNA-seq
metabolomics
author_facet Chuanxi Yang
Jing Zhang
Tingting Wu
Kun Zhao
Xiaoguang Wu
Jing Shi
Wei Sun
Xiangqing Kong
author_sort Chuanxi Yang
title Multi-Omics Analysis to Examine Gene Expression and Metabolites From Multisite Adipose-Derived Mesenchymal Stem Cells
title_short Multi-Omics Analysis to Examine Gene Expression and Metabolites From Multisite Adipose-Derived Mesenchymal Stem Cells
title_full Multi-Omics Analysis to Examine Gene Expression and Metabolites From Multisite Adipose-Derived Mesenchymal Stem Cells
title_fullStr Multi-Omics Analysis to Examine Gene Expression and Metabolites From Multisite Adipose-Derived Mesenchymal Stem Cells
title_full_unstemmed Multi-Omics Analysis to Examine Gene Expression and Metabolites From Multisite Adipose-Derived Mesenchymal Stem Cells
title_sort multi-omics analysis to examine gene expression and metabolites from multisite adipose-derived mesenchymal stem cells
publisher Frontiers Media S.A.
series Frontiers in Genetics
issn 1664-8021
publishDate 2021-02-01
description This study aimed at exploring the gene expression and metabolites among multisite adipose-derived mesenchymal stem cells (ASCs) and investigate the metabolic pathway using a multi-omics analysis. Subcutaneous adipose-derived mesenchymal stem cells (SASCs), perirenal adipose-derived mesenchymal stem cells (PASCs), and epididymal adipose-derived mesenchymal stem cells (EASCs) were isolated from Sprague Dawley rats. RNA and metabolites were extracted and sequenced using transcriptomics and metabolomics analyses, respectively. There were 720 differentially expressed genes (DEGs) in EASCs and 688 DEGs in PASCs compared with SASCs; there were 166 unique DEGs in EASCs, 134 unique DEGs in PASCs, and 554 common DEGs between EASCs and PASCs. Furthermore, there were 226 differential metabolites in EASCs, 255 differential metabolites in PASCs, 83 unique differential metabolites in EASCs, 112 unique differential metabolites in PASCs, and 143 common differential metabolites between EASCs and PASCs. The transcriptomics and metabolomics analyses identified four hub genes, one in EASCs and three in PASCs. There are functional differences among multisite ASCs that may be related to the hub genes Atac2, Rrm1, Rrm2, and Gla. The relevant signaling pathways are the Ras signaling pathway, HIF-1 signaling pathway, and the p53 signaling pathway. In conclusion, compared with SASCs, our multi-omics analysis identified that EASCs with higher Acat2 expression may be more correlated to fat metabolism and insulin resistance, while PASCs with abnormal expression of Rrm1/2 and Gla may be more correlated with some malignant tumors and cardiac-cerebral vascular disease.
topic adipose-derived mesenchymal stem cells
gene expression
metabolites
RNA-seq
metabolomics
url https://www.frontiersin.org/articles/10.3389/fgene.2021.627347/full
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