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...
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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 |
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