TY - JOUR
T1 - Meta-Analysis-Assisted Detection of Gravity-Sensitive Genes in Human Vascular Endothelial Cells
AU - Liang, Yin
AU - Wang, Mengxue
AU - Liu, Yun
AU - Wang, Chen
AU - Takahashi, Ken
AU - Naruse, Keiji
N1 - Funding Information:
The authors would like to acknowledge Central Research Laboratory, Okayama University Medical School for the assistance of qRT-PCR, Hitoshi Osada for preliminary research of this work, and Masatoshi Morimatsu for his valuable suggestions. Funding. This study was supported by Grant-in-Aid for Scientific Research on Innovative Areas (No. 15H05936) and for Challenging Exploratory Research (20K21896).
Funding Information:
This study was supported by Grant-in-Aid for Scientific Research on Innovative Areas (No. 15H05936) and for Challenging Exploratory Research (20K21896).
Publisher Copyright:
© Copyright © 2021 Liang, Wang, Liu, Wang, Takahashi and Naruse.
PY - 2021/8/4
Y1 - 2021/8/4
N2 - Gravity affects the function and maintenance of organs, such as bones, muscles, and the heart. Several studies have used DNA microarrays to identify genes with altered expressions in response to gravity. However, it is technically challenging to combine the results from various microarray datasets because of their different data structures. We hypothesized that it is possible to identify common changes in gene expression from the DNA microarray datasets obtained under various conditions and methods. In this study, we grouped homologous genes to perform a meta-analysis of multiple vascular endothelial cell and skeletal muscle datasets. According to the t-distributed stochastic neighbor embedding (t-SNE) analysis, the changes in the gene expression pattern in vascular endothelial cells formed specific clusters. We also identified candidate genes in endothelial cells that responded to gravity. Further, we exposed human umbilical vein endothelial cells (HUVEC) to simulated microgravity (SMG) using a clinostat and measured the expression levels of the candidate genes. Gene expression analysis using qRT-PCR revealed that the expression level of the prostaglandin (PG) transporter gene SLCO2A1 decreased in response to microgravity, consistent with the meta-analysis of microarray datasets. Furthermore, the direction of gravity affected the expression level of SLCO2A1, buttressing the finding that its expression was affected by gravity. These results suggest that a meta-analysis of DNA microarray datasets may help identify new target genes previously overlooked in individual microarray analyses.
AB - Gravity affects the function and maintenance of organs, such as bones, muscles, and the heart. Several studies have used DNA microarrays to identify genes with altered expressions in response to gravity. However, it is technically challenging to combine the results from various microarray datasets because of their different data structures. We hypothesized that it is possible to identify common changes in gene expression from the DNA microarray datasets obtained under various conditions and methods. In this study, we grouped homologous genes to perform a meta-analysis of multiple vascular endothelial cell and skeletal muscle datasets. According to the t-distributed stochastic neighbor embedding (t-SNE) analysis, the changes in the gene expression pattern in vascular endothelial cells formed specific clusters. We also identified candidate genes in endothelial cells that responded to gravity. Further, we exposed human umbilical vein endothelial cells (HUVEC) to simulated microgravity (SMG) using a clinostat and measured the expression levels of the candidate genes. Gene expression analysis using qRT-PCR revealed that the expression level of the prostaglandin (PG) transporter gene SLCO2A1 decreased in response to microgravity, consistent with the meta-analysis of microarray datasets. Furthermore, the direction of gravity affected the expression level of SLCO2A1, buttressing the finding that its expression was affected by gravity. These results suggest that a meta-analysis of DNA microarray datasets may help identify new target genes previously overlooked in individual microarray analyses.
KW - DNA microarrays
KW - clinostat
KW - human umbilical vein endothelial cells
KW - meta-analysis
KW - microgravity
KW - prostaglandin transporter
KW - spaceflight-associated neuro-ocular syndrome
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U2 - 10.3389/fcell.2021.689662
DO - 10.3389/fcell.2021.689662
M3 - Article
AN - SCOPUS:85113189442
SN - 2296-634X
VL - 9
JO - Frontiers in Cell and Developmental Biology
JF - Frontiers in Cell and Developmental Biology
M1 - 689662
ER -