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Simko I. Differentially methylated genomic regions of lettuce seeds relate to divergence across morphologically distinct horticultural types. AoB Plants 2023; 15:plad060. [PMID: 37680204 PMCID: PMC10482144 DOI: 10.1093/aobpla/plad060] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 08/22/2023] [Indexed: 09/09/2023]
Abstract
Heritable cytosine methylation plays a role in shaping plant phenotypes; however, no information is available about DNA methylation in cultivated lettuce (Lactuca sativa), one of the most important leafy vegetables. Whole-genome bisulfite sequencing (WGBS) performed on seeds of 95 accessions from eight morphologically distinct horticultural types (Batavia, butterhead, iceberg, Latin, leaf, oilseed, romaine and stem) revealed a high level of methylation in lettuce genome with an average methylation of 90.6 % in the CG context, 72.9 % in the CHG context and 7.5 % in the CHH context. Although WGBS did not show substantial differences in overall methylation levels across eight horticultural types, 350 differentially methylated regions (DMR) were identified. Majority of the 41 pivotal DMR overlapped with genomic features predicted or confirmed to be involved in plant growth and development. These results provide the first insight into lettuce DNA methylation and indicate a potential role for heritable variation in cytosine methylation in lettuce morphology. The results reveal that differences in methylation profiles of morphologically distinct horticultural types are already detectable in seeds. Identified DMR can be a focus of the future functional studies.
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Affiliation(s)
- Ivan Simko
- Crop Improvement and Protection Research Unit, US Department of Agriculture, Agricultural Research Service, Salinas, CA 93905, USA
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Cuomo M, Borrelli L, Della Monica R, Coretti L, De Riso G, D’Angelo Lancellotti di Durazzo L, Fioretti A, Lembo F, Dinan TG, Cryan JF, Cocozza S, Chiariotti L. DNA Methylation Profiles of Tph1A and BDNF in Gut and Brain of L. Rhamnosus-Treated Zebrafish. Biomolecules 2021; 11:biom11020142. [PMID: 33499115 PMCID: PMC7911505 DOI: 10.3390/biom11020142] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Revised: 01/13/2021] [Accepted: 01/18/2021] [Indexed: 12/19/2022] Open
Abstract
The bidirectional microbiota–gut–brain axis has raised increasing interest over the past years in the context of health and disease, but there is a lack of information on molecular mechanisms underlying this connection. We hypothesized that change in microbiota composition may affect brain epigenetics leading to long-lasting effects on specific brain gene regulation. To test this hypothesis, we used Zebrafish (Danio Rerio) as a model system. As previously shown, treatment with high doses of probiotics can modulate behavior in Zebrafish, causing significant changes in the expression of some brain-relevant genes, such as BDNF and Tph1A. Using an ultra-deep targeted analysis, we investigated the methylation state of the BDNF and Tph1A promoter region in the brain and gut of probiotic-treated and untreated Zebrafishes. Thanks to the high resolution power of our analysis, we evaluated cell-to-cell methylation differences. At this resolution level, we found slight DNA methylation changes in probiotic-treated samples, likely related to a subgroup of brain and gut cells, and that specific DNA methylation signatures significantly correlated with specific behavioral scores.
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Affiliation(s)
- Mariella Cuomo
- Department of Molecular Medicine and Medical Biotechnology, University of Naples “Federico II”, Via S. Pansini 5, 80131 Naples, Italy; (M.C.); (G.D.R.); (L.D.L.d.D.); (S.C.)
- CEINGE Biotecnologie Avanzate, via Gaetano Salvatore 482, 80145 Naples, Italy;
| | - Luca Borrelli
- Department of Veterinary Medicine and Animal Productions, University of Naples “Federico II”, Via Delpino 1, 80137 Naples, Italy; (L.B.); (A.F.)
- Task Force on Microbiota Studies University of Naples “Federico II” of Naples, 80131 Naples, Italy; (L.C.); (F.L.)
| | - Rosa Della Monica
- CEINGE Biotecnologie Avanzate, via Gaetano Salvatore 482, 80145 Naples, Italy;
| | - Lorena Coretti
- Task Force on Microbiota Studies University of Naples “Federico II” of Naples, 80131 Naples, Italy; (L.C.); (F.L.)
- Department of Pharmacy, University “Federico II” of Naples, via Domenico Montesano, 80131 Naples, Italy
| | - Giulia De Riso
- Department of Molecular Medicine and Medical Biotechnology, University of Naples “Federico II”, Via S. Pansini 5, 80131 Naples, Italy; (M.C.); (G.D.R.); (L.D.L.d.D.); (S.C.)
| | - Luna D’Angelo Lancellotti di Durazzo
- Department of Molecular Medicine and Medical Biotechnology, University of Naples “Federico II”, Via S. Pansini 5, 80131 Naples, Italy; (M.C.); (G.D.R.); (L.D.L.d.D.); (S.C.)
| | - Alessandro Fioretti
- Department of Veterinary Medicine and Animal Productions, University of Naples “Federico II”, Via Delpino 1, 80137 Naples, Italy; (L.B.); (A.F.)
- Task Force on Microbiota Studies University of Naples “Federico II” of Naples, 80131 Naples, Italy; (L.C.); (F.L.)
| | - Francesca Lembo
- Task Force on Microbiota Studies University of Naples “Federico II” of Naples, 80131 Naples, Italy; (L.C.); (F.L.)
- Department of Pharmacy, University “Federico II” of Naples, via Domenico Montesano, 80131 Naples, Italy
| | - Timothy G. Dinan
- Department of Psychiatry and Neurobehavioural Science, APC Microbiome Institute, University College Cork, T12 YT20 Cork, Ireland; (T.G.D.); (J.F.C.)
| | - John F. Cryan
- Department of Psychiatry and Neurobehavioural Science, APC Microbiome Institute, University College Cork, T12 YT20 Cork, Ireland; (T.G.D.); (J.F.C.)
| | - Sergio Cocozza
- Department of Molecular Medicine and Medical Biotechnology, University of Naples “Federico II”, Via S. Pansini 5, 80131 Naples, Italy; (M.C.); (G.D.R.); (L.D.L.d.D.); (S.C.)
| | - Lorenzo Chiariotti
- Department of Molecular Medicine and Medical Biotechnology, University of Naples “Federico II”, Via S. Pansini 5, 80131 Naples, Italy; (M.C.); (G.D.R.); (L.D.L.d.D.); (S.C.)
- CEINGE Biotecnologie Avanzate, via Gaetano Salvatore 482, 80145 Naples, Italy;
- Task Force on Microbiota Studies University of Naples “Federico II” of Naples, 80131 Naples, Italy; (L.C.); (F.L.)
- Correspondence:
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De Riso G, Fiorillo DFG, Fierro A, Cuomo M, Chiariotti L, Miele G, Cocozza S. Modeling DNA Methylation Profiles through a Dynamic Equilibrium between Methylation and Demethylation. Biomolecules 2020; 10:E1271. [PMID: 32899254 DOI: 10.3390/biom10091271] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Revised: 08/31/2020] [Accepted: 09/01/2020] [Indexed: 12/30/2022] Open
Abstract
DNA methylation is a heritable epigenetic mark that plays a key role in regulating gene expression. Mathematical modeling has been extensively applied to unravel the regulatory mechanisms of this process. In this study, we aimed to investigate DNA methylation by performing a high-depth analysis of particular loci, and by subsequent modeling of the experimental results. In particular, we performed an in-deep DNA methylation profiling of two genomic loci surrounding the transcription start site of the D-Aspartate Oxidase and the D-Serine Oxidase genes in different samples (n = 51). We found evidence of cell-to-cell differences in DNA methylation status. However, these cell differences were maintained between different individuals, which indeed showed very similar DNA methylation profiles. Therefore, we hypothesized that the observed pattern of DNA methylation was the result of a dynamic balance between DNA methylation and demethylation, and that this balance was identical between individuals. We hence developed a simple mathematical model to test this hypothesis. Our model reliably captured the characteristics of the experimental data, suggesting that DNA methylation and demethylation work together in determining the methylation state of a locus. Furthermore, our model suggested that the methylation status of neighboring cytosines plays an important role in this balance.
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Hwang SH, Yeom H, Han BI, Ham BJ, Lee YM, Han MR, Lee M. Predicting Carcinogenic Mechanisms of Non-Genotoxic Carcinogens via Combined Analysis of Global DNA Methylation and In Vitro Cell Transformation. Int J Mol Sci 2020; 21:ijms21155387. [PMID: 32751172 PMCID: PMC7432388 DOI: 10.3390/ijms21155387] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Revised: 07/17/2020] [Accepted: 07/27/2020] [Indexed: 12/13/2022] Open
Abstract
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.
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Affiliation(s)
- Sung-Hee Hwang
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, Korea; (S.-H.H.); (H.Y.)
| | - Hojin Yeom
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, Korea; (S.-H.H.); (H.Y.)
| | - Byeal-I Han
- Institute for New Drug Development, Incheon National University, Incheon 22012, Korea;
| | - Byung-Joo Ham
- Department of Psychiatry, Korea University Anam Hospital, Korea University College of Medicine, Seoul 02841, Korea;
| | - Yong-Moon Lee
- College of Pharmacy and Medical Research Center, Chungbuk National University, Cheoungju-si, Chungcheongbuk-do 28160, Korea;
| | - Mi-Ryung Han
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, Korea; (S.-H.H.); (H.Y.)
- Institute for New Drug Development, Incheon National University, Incheon 22012, Korea;
- INU Human Genome Center, Incheon National University, Incheon 22012, Korea
- Correspondence: (M.-R.H.); (M.L.); Tel.: +82-32-835-8247 (M.L.)
| | - Michael Lee
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 22012, Korea; (S.-H.H.); (H.Y.)
- Institute for New Drug Development, Incheon National University, Incheon 22012, Korea;
- INU Human Genome Center, Incheon National University, Incheon 22012, Korea
- Correspondence: (M.-R.H.); (M.L.); Tel.: +82-32-835-8247 (M.L.)
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Li Y, Pan X, Roberts ML, Liu P, Kotchen TA, Cowley AW, Mattson DL, Liu Y, Liang M, Kidambi S. Stability of global methylation profiles of whole blood and extracted DNA under different storage durations and conditions. Epigenomics 2018; 10:797-811. [PMID: 29683333 DOI: 10.2217/epi-2018-0025] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
AIM To test whether DNA samples stored for a prolonged period (20 years) under various storage conditions could be used for comparative methylation studies using reduced representation bisulfite sequencing. PATIENTS & METHODS Five groups of human blood DNA samples (n = 5-6/group) were compared. The groupings were based on the anticoagulant used and storage temperature and duration. RESULTS Methylation profiles of defined genomic regions in the DNA or blood samples archived for 20 years were similar across all storage temperatures, including 4°C. The level of intersample similarity in archived samples was not significantly different than that in recently collected samples. CONCLUSION Archived samples, including DNA stored at 4°C for 20 years, are suitable for comparative studies of DNA methylation.
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Affiliation(s)
- Yingchuan Li
- Center of Systems Molecular Medicine, Department of Physiology, Medical College of Wisconsin, Milwaukee, WI, USA.,Department of Critical Care Medicine, Shanghai JiaoTong University affiliated The Sixth People's Hospital, Shanghai, China
| | - Xiaoqing Pan
- Center of Systems Molecular Medicine, Department of Physiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Michelle L Roberts
- Center of Systems Molecular Medicine, Department of Physiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Pengyuan Liu
- Center of Systems Molecular Medicine, Department of Physiology, Medical College of Wisconsin, Milwaukee, WI, USA.,Department of Respiratory Medicine, Sir Run Run Shaw Hospital & Institute of Translational Medicine, Zhejiang University, Zhejiang, China
| | - Theodore A Kotchen
- Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Allen W Cowley
- Center of Systems Molecular Medicine, Department of Physiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - David L Mattson
- Center of Systems Molecular Medicine, Department of Physiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Yong Liu
- Center of Systems Molecular Medicine, Department of Physiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Mingyu Liang
- Center of Systems Molecular Medicine, Department of Physiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Srividya Kidambi
- Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
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Liew PL, Huang RL, Weng YC, Fang CL, Hui-Ming Huang T, Lai HC. Distinct methylation profile of mucinous ovarian carcinoma reveals susceptibility to proteasome inhibitors. Int J Cancer 2018; 143:355-367. [PMID: 29451304 PMCID: PMC6001480 DOI: 10.1002/ijc.31324] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2017] [Revised: 01/14/2018] [Accepted: 02/05/2018] [Indexed: 12/23/2022]
Abstract
Mucinous type of epithelial ovarian cancer (MuOC) is a unique subtype with a poor survival outcome in recurrent and advanced stages. The role of type-specific epigenomics and its clinical significance remains uncertain. We analyzed the methylomic profiles of 6 benign mucinous adenomas, 24 MuOCs, 103 serous type of epithelial ovarian cancers (SeOCs) and 337 nonepithelial ovarian cancers. MuOC and SeOC exhibited distinct DNA methylation profiles comprising 101 genes, 81 of which exhibited low methylation in MuOC and were associated with the response to glucocorticoid, ATP hydrolysis-coupled proton transport, proteolysis involved in the cellular protein catabolic process and ion transmembrane transport. Hierarchical clustering analysis showed that the profiles of MuOC were similar to colorectal adenocarcinoma and stomach adenocarcinoma. Genetic interaction network analysis of differentially methylated genes in MuOC showed a dominant network module is the proteasome subunit beta (PSMB) family. Combined functional module and methylation analysis identified PSMB8 as a candidate marker for MuOC. Immunohistochemical staining of PSMB8 used to validate in 94 samples of ovarian tumors (mucinous adenoma, MuOC or SeOC) and 62 samples of gastrointestinal cancer. PSMB8 was commonly expressed in MuOC and gastrointestinal cancer samples, predominantly as strong cytoplasmic and occasionally weak nuclei staining, but was not expressed in SeOC samples. Carfilzomib, a second-generation proteasome inhibitor, suppressed MuOC cell growth in vitro. This study unveiled a mucinous-type-specific methylation profile and suggests the potential use of a proteasome inhibitor to treat MuOC.
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Affiliation(s)
- Phui-Ly Liew
- Department of Pathology, Shuang Ho Hospital, Taipei Medical University, New Taipei, Taiwan.,Department of Pathology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Rui-Lan Huang
- Department of Obstetrics and Gynecology, Shuang Ho Hospital, Taipei Medical University, New Taipei, Taiwan.,Translational epigenetic center, Shuang Ho Hospital, Taipei Medical University, New Taipei, Taiwan
| | - Yu-Chun Weng
- Translational epigenetic center, Shuang Ho Hospital, Taipei Medical University, New Taipei, Taiwan
| | - Chia-Lang Fang
- Department of Pathology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.,Department of Pathology, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Tim Hui-Ming Huang
- Department of Molecular Medicine/Institute of Biotechnology, University of Texas Health Science Center at San Antonio, San Antonio, TX
| | - Hung-Cheng Lai
- Department of Obstetrics and Gynecology, Shuang Ho Hospital, Taipei Medical University, New Taipei, Taiwan.,Translational epigenetic center, Shuang Ho Hospital, Taipei Medical University, New Taipei, Taiwan.,Department of Obstetrics and Gynecology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.,Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China.,Hunan Key Laboratory of Pharmacogenetics, Institute of Clinical Pharmacology, Central South University, Changsha, 410078, People's Republic of China
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