Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell Transformation

An in vitro cell transformation assay (CTA) is useful for the detection of non-genotoxic carcinogens (NGTXCs); however, it does not provide information on their modes of action. In this study, to pursue a mechanism-based approach in the risk assessment of NGTXCs, we aimed to develop an integrated st...

Full description

Bibliographic Details
Main Authors: Sung-Hee Hwang, Hojin Yeom, Byeal-I Han, Byung-Joo Ham, Yong-Moon Lee, Mi-Ryung Han, Michael Lee
Format: Article
Language:English
Published: MDPI AG 2020-07-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:https://www.mdpi.com/1422-0067/21/15/5387
id doaj-b044cb8d247e4365aba505e91ed7dc88
record_format Article
spelling doaj-b044cb8d247e4365aba505e91ed7dc882020-11-25T03:49:22ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672020-07-01215387538710.3390/ijms21155387Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell TransformationSung-Hee Hwang0Hojin Yeom1Byeal-I Han2Byung-Joo Ham3Yong-Moon Lee4Mi-Ryung Han5Michael Lee6Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, KoreaDivision of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, KoreaInstitute for New Drug Development, Incheon National University, Incheon 22012, KoreaDepartment of Psychiatry, Korea University Anam Hospital, Korea University College of Medicine, Seoul 02841, KoreaCollege of Pharmacy and Medical Research Center, Chungbuk National University, Cheoungju-si, Chungcheongbuk-do 28160, KoreaDivision of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, KoreaDivision of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, KoreaAn in vitro cell transformation assay (CTA) is useful for the detection of non-genotoxic carcinogens (NGTXCs); however, it does not provide information on their modes of action. In this study, to pursue a mechanism-based approach in the risk assessment of NGTXCs, we aimed to develop an integrated strategy comprising an in vitro Bhas 42 CTA and global DNA methylation analysis. For this purpose, 10 NGTXCs, which were also predicted to be negative through Derek/Sarah structure–activity relationship analysis, were first tested for transforming activity in Bhas 42 cells. Methylation profiles using reduced representation bisulfite sequencing were generated for seven NGTXCs that were positive in CTAs. In general, the differentially methylated regions (DMRs) within promoter regions showed slightly more bias toward hypermethylation than the DMRs across the whole genome. We also identified 13 genes associated with overlapping DMRs within the promoter regions in four NGTXCs, of which seven were hypermethylated and six were hypomethylated. Using ingenuity pathway analysis, the genes with DMRs at the CpG sites were found to be enriched in cancer-related categories, including “cell-to-cell signaling and interaction” as well as “cell death and survival”. Moreover, the networks related to “cell death and survival”, which were considered to be associated with carcinogenesis, were identified in six NGTXCs. These results suggest that epigenetic changes supporting cell transformation processes occur during non-genotoxic carcinogenesis. Taken together, our combined system can become an attractive component for an integrated approach for the testing and assessment of NGTXCs.https://www.mdpi.com/1422-0067/21/15/5387non-genotoxic carcinogenin vitro cell transformation assaymethylation profilesRRBS
collection DOAJ
language English
format Article
sources DOAJ
author Sung-Hee Hwang
Hojin Yeom
Byeal-I Han
Byung-Joo Ham
Yong-Moon Lee
Mi-Ryung Han
Michael Lee
spellingShingle Sung-Hee Hwang
Hojin Yeom
Byeal-I Han
Byung-Joo Ham
Yong-Moon Lee
Mi-Ryung Han
Michael Lee
Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell Transformation
International Journal of Molecular Sciences
non-genotoxic carcinogen
in vitro cell transformation assay
methylation profiles
RRBS
author_facet Sung-Hee Hwang
Hojin Yeom
Byeal-I Han
Byung-Joo Ham
Yong-Moon Lee
Mi-Ryung Han
Michael Lee
author_sort Sung-Hee Hwang
title Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell Transformation
title_short Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell Transformation
title_full Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell Transformation
title_fullStr Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell Transformation
title_full_unstemmed Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell Transformation
title_sort predicting carcinogenic mechanisms of non-genotoxic carcinogens via combined analysis of global dna methylation and in vitro cell transformation
publisher MDPI AG
series International Journal of Molecular Sciences
issn 1661-6596
1422-0067
publishDate 2020-07-01
description An in vitro cell transformation assay (CTA) is useful for the detection of non-genotoxic carcinogens (NGTXCs); however, it does not provide information on their modes of action. In this study, to pursue a mechanism-based approach in the risk assessment of NGTXCs, we aimed to develop an integrated strategy comprising an in vitro Bhas 42 CTA and global DNA methylation analysis. For this purpose, 10 NGTXCs, which were also predicted to be negative through Derek/Sarah structure–activity relationship analysis, were first tested for transforming activity in Bhas 42 cells. Methylation profiles using reduced representation bisulfite sequencing were generated for seven NGTXCs that were positive in CTAs. In general, the differentially methylated regions (DMRs) within promoter regions showed slightly more bias toward hypermethylation than the DMRs across the whole genome. We also identified 13 genes associated with overlapping DMRs within the promoter regions in four NGTXCs, of which seven were hypermethylated and six were hypomethylated. Using ingenuity pathway analysis, the genes with DMRs at the CpG sites were found to be enriched in cancer-related categories, including “cell-to-cell signaling and interaction” as well as “cell death and survival”. Moreover, the networks related to “cell death and survival”, which were considered to be associated with carcinogenesis, were identified in six NGTXCs. These results suggest that epigenetic changes supporting cell transformation processes occur during non-genotoxic carcinogenesis. Taken together, our combined system can become an attractive component for an integrated approach for the testing and assessment of NGTXCs.
topic non-genotoxic carcinogen
in vitro cell transformation assay
methylation profiles
RRBS
url https://www.mdpi.com/1422-0067/21/15/5387
work_keys_str_mv AT sungheehwang predictingcarcinogenicmechanismsofnongenotoxiccarcinogensviacombinedanalysisofglobaldnamethylationandinvitrocelltransformation
AT hojinyeom predictingcarcinogenicmechanismsofnongenotoxiccarcinogensviacombinedanalysisofglobaldnamethylationandinvitrocelltransformation
AT byealihan predictingcarcinogenicmechanismsofnongenotoxiccarcinogensviacombinedanalysisofglobaldnamethylationandinvitrocelltransformation
AT byungjooham predictingcarcinogenicmechanismsofnongenotoxiccarcinogensviacombinedanalysisofglobaldnamethylationandinvitrocelltransformation
AT yongmoonlee predictingcarcinogenicmechanismsofnongenotoxiccarcinogensviacombinedanalysisofglobaldnamethylationandinvitrocelltransformation
AT miryunghan predictingcarcinogenicmechanismsofnongenotoxiccarcinogensviacombinedanalysisofglobaldnamethylationandinvitrocelltransformation
AT michaellee predictingcarcinogenicmechanismsofnongenotoxiccarcinogensviacombinedanalysisofglobaldnamethylationandinvitrocelltransformation
_version_ 1724495891453181952