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The landscape of PBMC methylome in canine mammary tumors reveals the epigenetic regulation of immune marker genes and its potential application in predicting tumor malignancy
by
Nam, A-Reum
, Heo, Min
, Cho, Je-Yoel
, Kim, Ji-Yoon
, Lee, Kang-Hoon
, Won, Sung-Ho
in
Animal Genetics and Genomics
/ Biomarker
/ Biomarkers
/ Biomedical and Life Sciences
/ Breast cancer
/ Cancer
/ Cancer therapies
/ Canine
/ Cell differentiation
/ Cell proliferation
/ Clinical trials
/ Clustering
/ CpG islands
/ Development and progression
/ DNA methylation
/ Dogs
/ Epigenetic inheritance
/ Epigenetics
/ Gene expression
/ Gene regulation
/ Gene sequencing
/ Gene set enrichment analysis
/ Genes
/ Genetic aspects
/ Genetic markers
/ Genetic regulation
/ Genetic research
/ Genomes
/ Genomics
/ Health aspects
/ Immune system
/ Immunity
/ Immunotherapy
/ Leukocytes (mononuclear)
/ Life Sciences
/ Lymphocytes B
/ Machine learning
/ Malignancy
/ Mammary gland
/ Mammary glands
/ Mammary tumor
/ Methylation
/ Methylome
/ Microarrays
/ Microbial Genetics and Genomics
/ Oncology, Experimental
/ Ontology
/ PBMC
/ Peripheral blood mononuclear cells
/ Plant Genetics and Genomics
/ Proteomics
/ Risk factors
/ SH2D1A protein
/ Tumors
2023
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The landscape of PBMC methylome in canine mammary tumors reveals the epigenetic regulation of immune marker genes and its potential application in predicting tumor malignancy
by
Nam, A-Reum
, Heo, Min
, Cho, Je-Yoel
, Kim, Ji-Yoon
, Lee, Kang-Hoon
, Won, Sung-Ho
in
Animal Genetics and Genomics
/ Biomarker
/ Biomarkers
/ Biomedical and Life Sciences
/ Breast cancer
/ Cancer
/ Cancer therapies
/ Canine
/ Cell differentiation
/ Cell proliferation
/ Clinical trials
/ Clustering
/ CpG islands
/ Development and progression
/ DNA methylation
/ Dogs
/ Epigenetic inheritance
/ Epigenetics
/ Gene expression
/ Gene regulation
/ Gene sequencing
/ Gene set enrichment analysis
/ Genes
/ Genetic aspects
/ Genetic markers
/ Genetic regulation
/ Genetic research
/ Genomes
/ Genomics
/ Health aspects
/ Immune system
/ Immunity
/ Immunotherapy
/ Leukocytes (mononuclear)
/ Life Sciences
/ Lymphocytes B
/ Machine learning
/ Malignancy
/ Mammary gland
/ Mammary glands
/ Mammary tumor
/ Methylation
/ Methylome
/ Microarrays
/ Microbial Genetics and Genomics
/ Oncology, Experimental
/ Ontology
/ PBMC
/ Peripheral blood mononuclear cells
/ Plant Genetics and Genomics
/ Proteomics
/ Risk factors
/ SH2D1A protein
/ Tumors
2023
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The landscape of PBMC methylome in canine mammary tumors reveals the epigenetic regulation of immune marker genes and its potential application in predicting tumor malignancy
by
Nam, A-Reum
, Heo, Min
, Cho, Je-Yoel
, Kim, Ji-Yoon
, Lee, Kang-Hoon
, Won, Sung-Ho
in
Animal Genetics and Genomics
/ Biomarker
/ Biomarkers
/ Biomedical and Life Sciences
/ Breast cancer
/ Cancer
/ Cancer therapies
/ Canine
/ Cell differentiation
/ Cell proliferation
/ Clinical trials
/ Clustering
/ CpG islands
/ Development and progression
/ DNA methylation
/ Dogs
/ Epigenetic inheritance
/ Epigenetics
/ Gene expression
/ Gene regulation
/ Gene sequencing
/ Gene set enrichment analysis
/ Genes
/ Genetic aspects
/ Genetic markers
/ Genetic regulation
/ Genetic research
/ Genomes
/ Genomics
/ Health aspects
/ Immune system
/ Immunity
/ Immunotherapy
/ Leukocytes (mononuclear)
/ Life Sciences
/ Lymphocytes B
/ Machine learning
/ Malignancy
/ Mammary gland
/ Mammary glands
/ Mammary tumor
/ Methylation
/ Methylome
/ Microarrays
/ Microbial Genetics and Genomics
/ Oncology, Experimental
/ Ontology
/ PBMC
/ Peripheral blood mononuclear cells
/ Plant Genetics and Genomics
/ Proteomics
/ Risk factors
/ SH2D1A protein
/ Tumors
2023
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The landscape of PBMC methylome in canine mammary tumors reveals the epigenetic regulation of immune marker genes and its potential application in predicting tumor malignancy
Journal Article
The landscape of PBMC methylome in canine mammary tumors reveals the epigenetic regulation of immune marker genes and its potential application in predicting tumor malignancy
2023
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Overview
Background
Genome-wide dysregulation of CpG methylation accompanies tumor progression and characteristic states of cancer cells, prompting a rationale for biomarker development. Understanding how the archetypic epigenetic modification determines systemic contributions of immune cell types is the key to further clinical benefits.
Results
In this study, we characterized the differential DNA methylome landscapes of peripheral blood mononuclear cells (PBMCs) from 76 canines using methylated CpG-binding domain sequencing (MBD-seq). Through gene set enrichment analysis, we discovered that genes involved in the growth and differentiation of T- and B-cells are highly methylated in tumor PBMCs. We also revealed the increased methylation at single CpG resolution and reversed expression in representative marker genes regulating immune cell proliferation (BACH2, SH2D1A, TXK, UHRF1). Furthermore, we utilized the PBMC methylome to effectively differentiate between benign and malignant tumors and the presence of mammary gland tumors through a machine-learning approach.
Conclusions
This research contributes to a better knowledge of the comprehensive epigenetic regulation of circulating immune cells responding to tumors and suggests a new framework for identifying benign and malignant cancers using genome-wide methylome.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
Subject
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