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Meera SP, Kumar A. Role of epigenetics in mangroves: recent progress and future perspectives. PLANT & CELL PHYSIOLOGY 2025; 66:674-686. [PMID: 39916474 DOI: 10.1093/pcp/pcaf017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Revised: 01/31/2025] [Accepted: 02/04/2025] [Indexed: 06/01/2025]
Abstract
Epigenetic modifications in plants involve heritable changes in gene expression patterns that are not due to changes in gene sequences. Unlike genetic adaptations, which are long-term evolutionary changes, epigenetic modifications, such as DNA methylation, histone modifications, and noncoding RNAs, act as adaptive responses and allow plants to better cope with environmental stresses. As mangroves are uniquely located between the land and sea and remain continuously exposed to varying salinity, submergence, and hypoxia stresses, it is expected that certain epigenetic mechanisms might help them withstand the impacts of recurring stress fluctuations. Therefore, understanding the role of epigenetic regulation in mangrove stress adaptations to the intertidal environment is crucial. Despite only few studies to date having investigated epigenetic responses in mangroves, they nonetheless provide important insights into this process on which to base future research. Here, we present an update on recent progress in mangrove epigenetic research and offer perspectives on the potential roles of various epigenetic players in mangrove adaptations to the intertidal environment.
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Affiliation(s)
| | - Ajay Kumar
- Department of Plant Science, Central University of Kerala, Kasaragod, Kerala 671320, India
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Chen HX, Liu ZD, Bai X, Wu B, Song R, Yao HC, Chen Y, Chi W, Hua Q, Cheng L, Xiao CL. Accurate cross-species 5mC detection for Oxford Nanopore sequencing in plants with DeepPlant. Nat Commun 2025; 16:3227. [PMID: 40185832 PMCID: PMC11971355 DOI: 10.1038/s41467-025-58576-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Accepted: 03/21/2025] [Indexed: 04/07/2025] Open
Abstract
Nanopore sequencing enables comprehensive detection of 5-methylcytosine (5mC), particularly in repeat regions. However, CHH methylation detection in plants is limited by the scarcity of high-methylation positive samples, reducing generalization across species. Dorado, the only tool for plant 5mC detection on the R10.4 platform, lacks extensive species testing. Here, we develop DeepPlant, a deep learning model incorporating both Bi-LSTM and Transformer architectures, which significantly improves CHH detection accuracy and performs well for CpG and CHG motifs. We address the scarcity of methylation-positive CHH training samples through screening species with abundant high-methylation CHH sites using bisulfite-sequencing and generate datasets that cover diverse 9-mer motifs for training and testing DeepPlant. Evaluated across nine species, DeepPlant achieves high whole-genome methylation frequency correlations (0.705-0.838) with BS-seq data on CHH, improved by 23.4- 117.6% compared to Dorado. DeepPlant also demonstrates superior single-molecule accuracy and F1 score, offering strong generalization for plant epigenetics research.
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Affiliation(s)
- He-Xu Chen
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangzhou, China
- School of Artificial Intelligence, Sun Yat-Sen University, Zhuhai, China
| | - Zhen-Dong Liu
- School of Computer and Information Engineering, Shanghai Polytechnic University, Shanghai, China
| | - Xin Bai
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangzhou, China
| | - Bo Wu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangzhou, China
| | - Rong Song
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangzhou, China
| | - Hui-Cong Yao
- School of Artificial Intelligence, Sun Yat-Sen University, Zhuhai, China
| | - Ying Chen
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangzhou, China
| | - Wei Chi
- Shenzhen Eye Hospital, Shenzhen Eye Medical Center, Southern Medical University, Shenzhen, China.
| | - Qian Hua
- School of Life Science, Beijing University of Chinese Medicine, Beijing, China.
| | - Liang Cheng
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China.
| | - Chuan-Le Xiao
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangzhou, China.
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Tonosaki K, Susaki D, Morinaka H, Ono A, Nagata H, Furuumi H, Nonomura KI, Sato Y, Sugimoto K, Comai L, Hatakeyama K, Kawakatsu T, Kinoshita T. Multilayered epigenetic control of persistent and stage-specific imprinted genes in rice endosperm. NATURE PLANTS 2024; 10:1231-1245. [PMID: 39080502 DOI: 10.1038/s41477-024-01754-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 07/01/2024] [Indexed: 08/22/2024]
Abstract
In angiosperms, epigenetic profiles for genomic imprinting are established before fertilization. However, the causal relationships between epigenetic modifications and imprinted expression are not fully understood. In this study, we classified 'persistent' and 'stage-specific' imprinted genes on the basis of time-course transcriptome analysis in rice (Oryza sativa) endosperm and compared them to epigenetic modifications at a single time point. While the levels of epigenetic modifications are relatively low in stage-specific imprinted genes, they are considerably higher in persistent imprinted genes. Overall trends revealed that the maternal alleles of maternally expressed imprinted genes are activated by DNA demethylation, while the maternal alleles of paternally expressed imprinted genes with gene body methylation (gbM) are silenced by DNA demethylation and H3K27me3 deposition, and these regions are associated with an enriched motif related to Tc/Mar-Stowaway. Our findings provide insight into the stability of genomic imprinting and the potential variations associated with endosperm development, different cell types and parental genotypes.
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Grants
- 20K15504 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- 22K15145 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- 23H04749 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- 23H04756 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- 23K23585 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- 22H05175 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- 21H02170 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- 22H02320 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
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Affiliation(s)
- Kaoru Tonosaki
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Kanagawa, Japan.
- Faculty of Agriculture, Iwate University, Morioka, Iwate, Japan.
| | - Daichi Susaki
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Kanagawa, Japan
| | - Hatsune Morinaka
- RIKEN Center for Sustainable Resource Science, Yokohama, Kanagawa, Japan
| | - Akemi Ono
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Kanagawa, Japan
| | - Hiroki Nagata
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Kanagawa, Japan
| | - Hiroyasu Furuumi
- Genetic Strains Research Center, National Institute of Genetics, Mishima, Shizuoka, Japan
| | - Ken-Ichi Nonomura
- Plant Cytogenetics, National Institute of Genetics, Mishima, Shizuoka, Japan
| | - Yutaka Sato
- Genetic Strains Research Center, National Institute of Genetics, Mishima, Shizuoka, Japan
| | - Keiko Sugimoto
- RIKEN Center for Sustainable Resource Science, Yokohama, Kanagawa, Japan
| | - Luca Comai
- Department of Plant Biology and Genome Center, University of California, Davis, CA, USA
| | | | - Taiji Kawakatsu
- Institute of Agrobiological Sciences, National Agriculture and Food Research Organization, Tsukuba, Ibaraki, Japan.
| | - Tetsu Kinoshita
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Kanagawa, Japan.
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