Identification of crucial genes related to postmenopausal osteoporosis using gene expression profiling
Background Postmenopausal osteoporosis is a common bone disease and characterized by low bone mineral density. Aim This study aimed to reveal key genes associated with postmenopausal osteoporosis (PMO), and provide a theoretical basis for subsequent experiments. Methods The dataset GSE7429 was obtai...
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Veröffentlicht in: | Aging clinical and experimental research 2016-12, Vol.28 (6), p.1067-1074 |
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Sprache: | eng |
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Zusammenfassung: | Background
Postmenopausal osteoporosis is a common bone disease and characterized by low bone mineral density.
Aim
This study aimed to reveal key genes associated with postmenopausal osteoporosis (PMO), and provide a theoretical basis for subsequent experiments.
Methods
The dataset GSE7429 was obtained from Gene Expression Omnibus. A total of 20 B cell samples (ten ones, respectively from postmenopausal women with low or high bone mineral density (BMD) were included in this dataset. Following screening of differentially expressed genes (DEGs), coexpression analysis of all genes was performed, and key genes in the coexpression network were screened using the random walk algorithm. Afterwards, functional and pathway analyses were conducted. Additionally, protein–protein interactions (PPIs) between DEGs and key genes were analyzed.
Results
A set of 308 DEGs (170 up-regulated ones and 138 down-regulated ones) between low BMD and high BMD samples were identified, and 101 key genes in the coexpression network were screened out. In the coexpression network, some genes had a higher score and degree, such as
CSTA
. The key genes in the coexpression network were mainly enriched in GO terms of the defense response (e.g.,
SERPINA1
and
CST3
), immune response (e.g.,
IL32
and
CLEC7A
); while, the DEGs were mainly enriched in structural constituent of cytoskeleton (e.g.,
CYLC2
and
TUBA1B
) and membrane-enclosed lumen (e.g.,
CCNE1
and
INTS5
). In the PPI network,
CCNE1
interacted with
REL
; and
TUBA1B
interacted with
ESR1
.
Conclusions
A series of interactions, such as
CSTA
/
TYROBP
,
CCNE1
/
REL
and
TUBA1B
/
ESR1
might play pivotal roles in the occurrence and development of PMO. |
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ISSN: | 1720-8319 1594-0667 1720-8319 |
DOI: | 10.1007/s40520-015-0509-y |