The microRNA-mediated gene regulatory network in the hippocampus and hypothalamus of the aging mouse
PLOS ONE
RESEARCH ARTICLE
The microRNA-mediated gene regulatory
network in the hippocampus and
hypothalamus of the aging mouse
Choijamts Munkhzul ID1,2, Sun Shin Yi3, Junhyung Kim1,2, Seongsoo Lee4,5, Hyuntae Kim4,
Jong-Seok Moon1,2*, Mihye Lee ID1,2*
a1111111111
a1111111111
a1111111111
a1111111111
a1111111111
1 Soonchunhyang Institute of Medi-Bio Science, Soonchunhyang University, Cheonan, Korea, 2 Department
of Integrated Biomedical Science, Soonchunhyang University, Cheonan, Korea, 3 Department of Biomedical
Laboratory Science, College of Medical Sciences, Soonchunhyang University, Asan, Korea, 4 Gwangju
Center, Korea Basic Science Institute (KBSI), Gwangju, Korea, 5 Department of Systems Biotechnology,
Chung-Ang University, Anseong, Korea
* (ML); (JSM)
Abstract
OPEN ACCESS
Citation: Munkhzul C, Yi SS, Kim J, Lee S, Kim H,
Moon J-S, et al. (2023) The microRNA-mediated
gene regulatory network in the hippocampus and
hypothalamus of the aging mouse. PLoS ONE
18(11): e0291943. https://doi.org/10.1371/journal.
pone.0291943
Editor: Tanja Grubić Kezele, University of Rijeka
Faculty of Medicine: Sveuciliste u Rijeci Medicinski
fakultet, CROATIA
Received: May 15, 2023
Accepted: September 9, 2023
Published: November 9, 2023
Peer Review History: PLOS recognizes the
benefits of transparency in the peer review
process; therefore, we enable the publication of
all of the content of peer review and author
responses alongside final, published articles. The
editorial history of this article is available here:
https://doi.org/10.1371/journal.pone.0291943
Copyright: © 2023 Munkhzul et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited.
Data Availability Statement: RNA sequencing data
generated in this study are available in the Gene
Expression Omnibus (GEO) under GSE231582.
Aging leads to time-dependent functional decline of all major organs. In particular, the aging
brain is prone to cognitive decline and several neurodegenerative diseases. Various studies
have attempted to understand the aging process and underlying molecular mechanisms by
monitoring changes in gene expression in the aging mouse brain using high-throughput
sequencing techniques. However, the effect of microRNA (miRNA) on the post-transcriptional regulation of gene expression has not yet been comprehensively investigated. In this
study, we performed global analysis of mRNA and miRNA expression simultaneously in the
hypothalamus and hippocampus of young and aged mice. We identified aging-dependent
differentially expressed genes, most of which were specific either to the hypothalamus or
hippocampus. However, genes related to immune response-related pathways were
enriched in upregulated differentially expressed genes, whereas genes related to metabolism-related pathways were enriched in downregulated differentially expressed genes in
both regions of the aging brain. Furthermore, we identified many differentially expressed
miRNAs, including three that were upregulated and three that were downregulated in both
the hypothalamus and hippocampus. The two downregulated miRNAs, miR-322-3p, miR542-3p, and the upregulated protein-encoding coding gene C4b form a regulatory network
involved in complement and coagulation cascade pathways in the hypothalamus and hippocampus of the aging brain. These results advance our understanding of the miRNA-mediated gene regulatory network and its influence on signaling pathways in the hypothalamus
and hippocampus of the aging mouse brain.
Introduction
Aging is an irreversible, time-dependent process marked by the decline of physiological functions responsible for survival and fertility [1]. This physiological decline leads to loss of organ
PLOS ONE | https://doi.org/10.1371/journal.pone.0291943 November 9, 2023
1 / 24
PLOS ONE
Additionally, the minimal data sets for Figs 4C, 4E,
S4D, and S4E and minimal data set for Fig 4D are
available as Supporting Information files.
Funding: This work was supported by the National
Research Foundation of Korea (Grant NRF2021R1A2C4002421 to M.L.; RS-2023-00219563
to M.L.; 2021R1C1C1007810 to J.M.) and
Soonchunhyang University Research Fund
(Soonchunhyang University Research Fund 2021
to J.M.). The funders had no role in study design,
data collection and analysis, decision to publish, or
preparation of the manuscript.
Competing interests: The authors have declared
that no competing interests exist.
miRNA-mediated gene regulatory network in the aging mouse brain
and tissue function and an increased risk of cancer, diabetes, and cardiovascular disease [2].
Aging of the brain is often associated with a decline in motor, sensory, and cognitive functions,
resulting in common neurodegenerative diseases such as Alzheimer’s and Parkinson’s disease
[3]. To understand the aging processes, the molecular mechanisms of aging, as well as morphological and physiological changes in the aging brain, have been extensively investigated [4].
In particular, analysis of gene expression changes associated with brain aging can characterize
cellular events during aging and may allow prevention or treatment of age-related diseases [5].
Gene expression changes during aging have been reported at cellular, tissue and organism
level using Drosophila [6, 7], Caenorhabditis elegans [8], and mouse models [9]. Several studies
have identified differentially expressed genes (DEGs) by comparing young and aged mice,
mostly focusing on specific brain regions [10]. Using RNA sequencing (RNA-seq), Shavlakadze et al. [11] identified 229 age-regulated genes with a significant proportion implicated in
immune-response signaling pathways in the hippocampal region of rats. Li et al. [12] performed RNA-seq of the hippocampal regions of the mouse brain during aging and found
DEGs associated with neuroinflammation. Ximerakis et al. [13] performed single-cell RNAsequencing (scRNA-seq) of whole brains of young and aged mice and found DEGs involved in
protein synthesis, oxidative stress, inflammatory responses, and growth factor signaling. However, the underlying control mechanisms of genome-wide gene expression in aging are still
not comprehensively understood.
miRNAs are small non-coding RNAs composed of 19–24 nucleotides that regulate gene
expression at the post-transcriptional level [14, 15]. miRNA-mediated regulation of gene
expression is critical for most biological processes, including tissue development, cellular differentiation, cell proliferation, and cell death [16]. In humans, 60% of protein-coding genes
are regulated by miRNAs [17]. Numerous studies have shown that miRNAs play an important
role in regulating aging processes, such as cognitive decline, inflammation, and neurodegenerative diseases, in mouse brains [18–20]. Li et al. [21] analyzed miRNA expression datasets
from human prefrontal cortex o (...truncated)