Genome-wide DNA methylation and RNA-seq analyses identify genes and pathways associated with doxorubicin resistance in a canine diffuse large B-cell lymphoma cell line
PLOS ONE
RESEARCH ARTICLE
Genome-wide DNA methylation and RNA-seq
analyses identify genes and pathways
associated with doxorubicin resistance in a
canine diffuse large B-cell lymphoma cell line
Chia-Hsin Hsu1¤, Hirotaka Tomiyasu2, Chi-Hsun Liao ID1, Chen-Si Lin ID1*
1 Department of Veterinary Medicine, School of Veterinary Medicine, National Taiwan University, Taipei,
Taiwan, 2 Department of Veterinary Internal Medicine, Graduate School of Agricultural and Life Sciences,
The University of Tokyo, Tokyo, Japan
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¤ Current address: Department of Biomedical Sciences, Cornell University, Ithaca, NY, United States of
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Abstract
OPEN ACCESS
Citation: Hsu C-H, Tomiyasu H, Liao C-H, Lin C-S
(2021) Genome-wide DNA methylation and RNAseq analyses identify genes and pathways
associated with doxorubicin resistance in a canine
diffuse large B-cell lymphoma cell line. PLoS ONE
16(5): e0250013. https://doi.org/10.1371/journal.
pone.0250013
Editor: Vasu Punj, University of Southern
California, UNITED STATES
Received: October 2, 2020
Accepted: March 29, 2021
Published: May 7, 2021
Copyright: © 2021 Hsu 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.
Doxorubicin resistance is a major challenge in the successful treatment of canine diffuse
large B-cell lymphoma (cDLBCL). In the present study, MethylCap-seq and RNA-seq were
performed to characterize the genome-wide DNA methylation and differential gene expression patterns respectively in CLBL-1 8.0, a doxorubicin-resistant cDLBCL cell line, and in
CLBL-1 as control, to investigate the underlying mechanisms of doxorubicin resistance in
cDLBCL. A total of 20289 hypermethylated differentially methylated regions (DMRs) were
detected. Among these, 1339 hypermethylated DMRs were in promoter regions, of which
24 genes showed an inverse correlation between methylation and gene expression. These
24 genes were involved in cell migration, according to gene ontology (GO) analysis. Also,
12855 hypermethylated DMRs were in gene-body regions. Among these, 353 genes
showed a positive correlation between methylation and gene expression. Functional analysis of these 353 genes highlighted that TGF-β and lysosome-mediated signal pathways are
significantly associated with the drug resistance of CLBL-1. The tumorigenic role of TGF-β
signaling pathway in CLBL-1 8.0 was further validated by treating the cells with a TGF-β
inhibitor(s) to show the increased chemo-sensitivity and intracellular doxorubicin accumulation, as well as decreased p-glycoprotein expression. In summary, the present study performed an integrative analysis of DNA methylation and gene expression in CLBL-1 8.0 and
CLBL-1. The candidate genes and pathways identified in this study hold potential promise
for overcoming doxorubicin resistance in cDLBCL.
Data Availability Statement: All relevant data are
within the manuscript and its Supporting
Information files.
Funding: This work was supported by the Ministry
of Science and Technology of Taiwan (MOST 1072313-B-002-044).
Introduction
Competing interests: The authors have declared
that no competing interests exist.
Canine diffuse large B-cell lymphoma (cDLBCL) is one of the most frequently diagnosed
malignancies in dogs. It resembles human lymphoma in many essential ways, such as
PLOS ONE | https://doi.org/10.1371/journal.pone.0250013 May 7, 2021
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PLOS ONE
Doxorubicin resistance in canine B cell lymphoma
characteristic translocations and molecular abnormalities, as well as similar therapeutic
responses to chemotherapy [1]. Multidrug chemotherapy that is doxorubicin-based remains
the treatment of choice and extends the life span of dogs affected by cDLBCL; however,
cDLBCL remains incurable, with variable survival time and high relapse rates due to drug
resistance [1, 2].
Since drug resistance is the major limiting factor in the successful treatment of cDLBCL
with doxorubicin-based chemotherapy, understanding the mechanisms causing drug resistance will significantly improve therapeutic strategies for fighting cDLBCL and hence increase
the survival rates. Multiple mechanisms contribute to drug resistance, including increased
drug efflux, changes in drug metabolism or drug target, and activation of downstream or parallel signal transduction pathways [3, 4]. Increasing evidence has shown that genetic mutations
play critical roles in drug resistance; however, the relatively rapid appearance or the reversibility of non-responsiveness to drug treatment cannot be explained by genetics [4]. Also, research
has revealed that aberrant DNA methylation may occur at a much higher frequency than gene
mutation and therefore have a greater impact on the acquisition of resistance to anticancer
drugs [5]. Thus, it is critical to understand the DNA methylation profile of resistant cDLBCL
to achieve a breakthrough in cancer treatment.
Aberrant DNA methylation has gained increasing attention in the field of cancer. Promoter
DNA hypermethylation, which induces gene silencing of tumor suppressor genes, has been
generally recognized as one of the critical features of cancer [6]. On the other hand, recent
studies have shown that gene body methylation is positively correlated with gene expression
[7–9]. Since methylation in both promoter and gene-body regions regulates gene expression,
the details of the genome-wide methylation profile of doxorubicin-resistant cDLBCL should
be further investigated. The strategy we used here to study the methylation profile is called
MethylCap, which is based on the capture of methylated DNA with the MBD domain of
methyl-CpG binding protein 2 (MeCP2) [10]. With this strategy, many novel regions that are
hypermethylated in biological samples can be revealed [11].
To date, no reports on genome-wide DNA methylation and transcriptome analysis of resistant cDLBCL have been published. CLBL-1, a cDLBCL cell line, has been established from
clinical specimens as a powerful research tool for comparative tumor biology and cancer drug
development [12]. We previously developed a doxorubicin-resistant CLBL-1, named CLBL-1
8.0, which allowed us to study the doxorubicin resistance of cDLBCL [13]. In the present
study, with CLBL-1 8.0 and CLBL-1 as control, we intend to investigate the role of epigenetically dysregulated genes and pathways with a potential role in the drug resistance of cDLBCL.
Materials and methods
Cell lines
CLBL-1 was kindly provided by Dr. Barbara C. Rütgen’s laboratory (University of Veterinary
Medicine Vienna, Vienna, Australia). The cells were grown in RPMI medium at 37˚C with
10% fetal bovine serum (FBS; Caisson, USA) in a humidified atmosphere containing 5% CO2.
CLBL-1 8.0, a doxorubicin-resistant CLBL-1 established in our previous study (Chen et al.,
2019 (...truncated)