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Huang KY, Feng YY, Du H, Ma CW, Xie D, Wan T, Feng XY, Dai XG, Yin TM, Wang XQ, Ran JH. DNA methylation dynamics in gymnosperm duplicate genes: implications for genome evolution and stress adaptation. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2025; 121:e70006. [PMID: 39982811 DOI: 10.1111/tpj.70006] [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: 04/29/2024] [Revised: 12/17/2024] [Accepted: 01/08/2025] [Indexed: 02/23/2025]
Abstract
Duplicate genes are pivotal in driving evolutionary innovation, often exhibiting expression divergence that offers a system to investigate the role of DNA methylation in transcriptional regulation. However, previous studies have predominantly focused on angiosperms, leaving the methylation patterns in major lineages of land plants still unclear. This study explores DNA methylation evolution in duplicate genes across representative gymnosperm species with large genomes, spanning over 300 million years, using genomic, transcriptomic, and high-depth DNA methylomic data. We observed variations in DNA methylation levels along gene bodies, flanking regions, and methylation statuses of coding regions across different duplication types. Biased divergences in DNA methylation and gene expression frequently occurred between duplicate copies. Specifically, methylation divergences in the 2-kb downstream regions negatively correlated with gene expression. Both CG and CHG DNA methylation in gene bodies were positively correlated with gene length, suggesting these methylation types may function as an epigenomic buffer to mitigate the adverse impact of gene length on expression. Duplicate genes exhibiting both methylation and expression divergences were notably enriched in adaptation-related biological processes, suggesting that DNA methylation may aid adaptive evolution in gymnosperms by regulating stress response genes. Changes in expression levels correlated with switches in methylation status within coding regions of transposed duplicates. Specifically, depletion for CG methylation or enrichment for non-CG methylation significantly reduced the expression of translocated copies. This correlation suggests that DNA methylation may reduce genetic redundancy by silencing translocated copies. Our study highlights the significance of DNA methylation in plant genome evolution and stress adaptation.
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Affiliation(s)
- Kai-Yuan Huang
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
- China National Botanical Garden, Beijing, 100093, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Yuan-Yuan Feng
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
- China National Botanical Garden, Beijing, 100093, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Department of Bioinformatics, School of Life Sciences, and Center for Genomics and Computational Biology, North China University of Science and Technology, Tangshan, 510650, China
| | - Hong Du
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
- China National Botanical Garden, Beijing, 100093, China
| | - Chang-Wang Ma
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
- China National Botanical Garden, Beijing, 100093, China
| | - Dan Xie
- South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, 510650, China
- South China National Botanical Garden, Guangzhou, 510650, China
| | - Tao Wan
- Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, 430074, China
| | - Xiu-Yan Feng
- Key Laboratory of Economic Plants and Biotechnology, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, 650201, Yunnan, China
| | - Xiao-Gang Dai
- State Key Laboratory of Tree Genetics and Breeding, Co-Innovation Center for Sustainable Forestry in Southern China, Nanjing Forestry University, Nanjing, 210037, China
| | - Tong-Ming Yin
- State Key Laboratory of Tree Genetics and Breeding, Co-Innovation Center for Sustainable Forestry in Southern China, Nanjing Forestry University, Nanjing, 210037, China
| | - Xiao-Quan Wang
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
- China National Botanical Garden, Beijing, 100093, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Jin-Hua Ran
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, China
- China National Botanical Garden, Beijing, 100093, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
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2
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Nkongolo K, Michael P. Reduced representation bisulfite sequencing (RRBS) analysis reveals variation in distribution and levels of DNA methylation in white birch ( Betula papyrifera) exposed to nickel. Genome 2024; 67:351-367. [PMID: 39226484 DOI: 10.1139/gen-2024-0019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
Research in understanding the role of genetics and epigenetics in plant adaptations to environmental stressors such as metals is still in its infancy. The objective of the present study is to assess the effect of nickel on DNA methylation level and distribution in white birch (Betula papyrifera Marshall) using reduced representation bisulfite sequencing (RRBS). The distribution of methylated C sites of each sample revealed that the level of methylation was much higher in CG context varying between 54% and 65%, followed by CHG (24%-31.5%), and then CHH with the methylation rate between 3.3% and 5.2%. The analysis of differentially methylated regions (DMR) revealed that nickel induced both hypermethylation and hypomethylation when compared to water. Detailed analysis showed for the first time that nickel induced a higher level of hypermethylation compared to controls, while potassium triggers a higher level of hypomethylation compared to nickel. Surprisingly, the analysis of the distribution of DMRs revealed that 38%-42% were located in gene bodies, 20%-24% in exon, 19%-20% in intron, 16%-17% in promoters, and 0.03%-0.04% in transcription start site. RRBS was successful in detecting and mapping DMR in plants exposed to nickel.
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Affiliation(s)
- Kabwe Nkongolo
- Biomolecular Sciences Program and School of Natural Sciences, Laurentian University, Sudbury, ON P3E 2C6, Canada
| | - Paul Michael
- Biomolecular Sciences Program and School of Natural Sciences, Laurentian University, Sudbury, ON P3E 2C6, Canada
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3
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Guerrero L, Bay R. Patterns of methylation and transcriptional plasticity during thermal acclimation in a reef-building coral. Evol Appl 2024; 17:e13757. [PMID: 39027686 PMCID: PMC11254580 DOI: 10.1111/eva.13757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 06/21/2024] [Accepted: 06/29/2024] [Indexed: 07/20/2024] Open
Abstract
Phenotypic plasticity can buffer organisms against short-term environmental fluctuations. For example, previous exposure to increased temperatures can increase thermal tolerance in many species. Prior studies have found that acclimation to higher temperature can influence the magnitude of transcriptional response to subsequent acute thermal stress (hereafter, "transcriptional response modulation"). However, mechanisms mediating this gene expression response and, ultimately, phenotypic plasticity remain largely unknown. Epigenetic modifications are good candidates for modulating transcriptional response, as they broadly correlate with gene expression. Here, we investigate changes in DNA methylation as a possible mechanism controlling shifts in gene expression plasticity and thermal acclimation in the reef-building coral Acropora nana. We find that gene expression response to acute stress is altered in corals acclimated to different temperatures, with many genes exhibiting a dampened response to heat stress in corals pre-conditioned to higher temperatures. At the same time, we observe shifts in methylation during both acclimation (11 days) and acute heat stress (24 h). We observed that the acute heat stress results in shifts in gene-level methylation and elicits an acute transcriptional response in distinct gene sets. Further, acclimation-induced shifts in gene expression plasticity and differential methylation also largely occur in separate sets of genes. Counter to our initial hypothesis no overall correlation between the magnitude of differential methylation and the change in gene expression plasticity. We do find a small but statistically significant overlap in genes exhibiting both dampened expression response and shifts in methylation (14 genes), which could be candidates for further inquiry. Overall, our results suggest transcriptional response modulation occurs independently from methylation changes induced by thermal acclimation.
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Affiliation(s)
| | - Rachael Bay
- University of California, DavisDavisCaliforniaUSA
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4
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Zhang Y, Jang H, Luo Z, Dong Y, Xu Y, Kantamneni Y, Schmitz RJ. Dynamic evolution of the heterochromatin sensing histone demethylase IBM1. PLoS Genet 2024; 20:e1011358. [PMID: 38991029 PMCID: PMC11265718 DOI: 10.1371/journal.pgen.1011358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 07/23/2024] [Accepted: 07/01/2024] [Indexed: 07/13/2024] Open
Abstract
Heterochromatin is critical for maintaining genome stability, especially in flowering plants, where it relies on a feedback loop involving the H3K9 methyltransferase, KRYPTONITE (KYP), and the DNA methyltransferase CHROMOMETHYLASE3 (CMT3). The H3K9 demethylase INCREASED IN BONSAI METHYLATION 1 (IBM1) counteracts the detrimental consequences of KYP-CMT3 activity in transcribed genes. IBM1 expression in Arabidopsis is uniquely regulated by methylation of the 7th intron, allowing it to monitor global H3K9me2 levels. We show the methylated intron is prevalent across flowering plants and its underlying sequence exhibits dynamic evolution. We also find extensive genetic and expression variations in KYP, CMT3, and IBM1 across flowering plants. We identify Arabidopsis accessions resembling weak ibm1 mutants and Brassicaceae species with reduced IBM1 expression or deletions. Evolution towards reduced IBM1 activity in some flowering plants could explain the frequent natural occurrence of diminished or lost CMT3 activity and loss of gene body DNA methylation, as cmt3 mutants in A. thaliana mitigate the deleterious effects of IBM1.
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Affiliation(s)
- Yinwen Zhang
- Department of Genetics, University of Georgia, Athens, Georgia, United States of America
| | - Hosung Jang
- Department of Genetics, University of Georgia, Athens, Georgia, United States of America
| | - Ziliang Luo
- Department of Genetics, University of Georgia, Athens, Georgia, United States of America
| | - Yinxin Dong
- Department of Genetics, University of Georgia, Athens, Georgia, United States of America
| | - Yangyang Xu
- Department of Genetics, University of Georgia, Athens, Georgia, United States of America
| | - Yamini Kantamneni
- Department of Genetics, University of Georgia, Athens, Georgia, United States of America
| | - Robert J. Schmitz
- Department of Genetics, University of Georgia, Athens, Georgia, United States of America
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5
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Harkess A, Bewick AJ, Lu Z, Fourounjian P, Michael TP, Schmitz RJ, Meyers BC. The unusual predominance of maintenance DNA methylation in Spirodela polyrhiza. G3 (BETHESDA, MD.) 2024; 14:jkae004. [PMID: 38190722 PMCID: PMC10989885 DOI: 10.1093/g3journal/jkae004] [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: 08/08/2023] [Revised: 10/28/2023] [Accepted: 11/06/2023] [Indexed: 01/10/2024]
Abstract
Duckweeds are among the fastest reproducing plants, able to clonally divide at exponential rates. However, the genetic and epigenetic impact of clonality on plant genomes is poorly understood. 5-methylcytosine (5mC) is a modified base often described as necessary for the proper regulation of certain genes and transposons and for the maintenance of genome integrity in plants. However, the extent of this dogma is limited by the current phylogenetic sampling of land plant species diversity. Here we analyzed DNA methylomes, small RNAs, mRNA-seq, and H3K9me2 histone modification for Spirodela polyrhiza. S. polyrhiza has lost highly conserved genes involved in de novo methylation of DNA at sites often associated with repetitive DNA, and within genes, however, symmetrical DNA methylation and heterochromatin are maintained during cell division at certain transposons and repeats. Consequently, small RNAs that normally guide methylation to silence repetitive DNA like retrotransposons are diminished. Despite the loss of a highly conserved methylation pathway, and the reduction of small RNAs that normally target repetitive DNA, transposons have not proliferated in the genome, perhaps due in part to the rapid, clonal growth lifestyle of duckweeds.
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Affiliation(s)
- Alex Harkess
- Donald Danforth Plant Science Center, St Louis, MO 63132, USA
| | - Adam J Bewick
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
| | - Zefu Lu
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
| | - Paul Fourounjian
- Waksman Institute of Microbiology, Rutgers University, New Brunswick, NJ 08901, USA
| | - Todd P Michael
- Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Robert J Schmitz
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
| | - Blake C Meyers
- Donald Danforth Plant Science Center, St Louis, MO 63132, USA
- Division of Plant Sciences, University of Missouri—Columbia, Columbia, MO 65211, USA
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6
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Goeldel C, Johannes F. Stochasticity in gene body methylation. CURRENT OPINION IN PLANT BIOLOGY 2023; 75:102436. [PMID: 37597469 DOI: 10.1016/j.pbi.2023.102436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 06/30/2023] [Accepted: 07/10/2023] [Indexed: 08/21/2023]
Abstract
Gene body methylation (gbM) is a widely conserved epigenetic feature of plant genomes. Efforts to delineate the mechanisms by which gbM contributes to transcriptional regulation remain largely inconclusive, and its evolutionary significance continues to be debated. Curiously, although steady-state gbM levels are remarkably stable across mitotic and meiotic cell divisions, the methylation status of individual CG dinucleotides in gbM genes is highly stochastic. How can these two seemingly contradictory observations be reconciled? Here, we discuss how stochastic processes relate to gbM maintenance dynamics. We show that a quantitative understanding of these processes can shed deeper insights into the molecular and evolutionary biology of this enigmatic epigenetic trait.
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Affiliation(s)
| | - Frank Johannes
- Plant Epigenomics, Technical University of Munich, Germany.
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7
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Hämälä T, Ning W, Kuittinen H, Aryamanesh N, Savolainen O. Environmental response in gene expression and DNA methylation reveals factors influencing the adaptive potential of Arabidopsis lyrata. eLife 2022; 11:e83115. [PMID: 36306157 PMCID: PMC9616567 DOI: 10.7554/elife.83115] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 10/12/2022] [Indexed: 11/13/2022] Open
Abstract
Understanding what factors influence plastic and genetic variation is valuable for predicting how organisms respond to changes in the selective environment. Here, using gene expression and DNA methylation as molecular phenotypes, we study environmentally induced variation among Arabidopsis lyrata plants grown at lowland and alpine field sites. Our results show that gene expression is highly plastic, as many more genes are differentially expressed between the field sites than between populations. These environmentally responsive genes evolve under strong selective constraint - the strength of purifying selection on the coding sequence is high, while the rate of adaptive evolution is low. We find, however, that positive selection on cis-regulatory variants has likely contributed to the maintenance of genetically variable environmental responses, but such variants segregate only between distantly related populations. In contrast to gene expression, DNA methylation at genic regions is largely insensitive to the environment, and plastic methylation changes are not associated with differential gene expression. Besides genes, we detect environmental effects at transposable elements (TEs): TEs at the high-altitude field site have higher expression and methylation levels, suggestive of a broad-scale TE activation. Compared to the lowland population, plants native to the alpine environment harbor an excess of recent TE insertions, and we observe that specific TE families are enriched within environmentally responsive genes. Our findings provide insight into selective forces shaping plastic and genetic variation. We also highlight how plastic responses at TEs can rapidly create novel heritable variation in stressful conditions.
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Affiliation(s)
- Tuomas Hämälä
- Department of Ecology and Genetics, University of OuluOuluFinland
| | - Weixuan Ning
- Department of Ecology and Genetics, University of OuluOuluFinland
| | - Helmi Kuittinen
- Department of Ecology and Genetics, University of OuluOuluFinland
| | - Nader Aryamanesh
- Department of Ecology and Genetics, University of OuluOuluFinland
| | - Outi Savolainen
- Department of Ecology and Genetics, University of OuluOuluFinland
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8
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Junaid A, Singh NK, Gaikwad K. Evolutionary fates of gene-body methylation and its divergent association with gene expression in pigeonpea. THE PLANT GENOME 2022; 15:e20207. [PMID: 35790083 DOI: 10.1002/tpg2.20207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 05/07/2021] [Indexed: 06/15/2023]
Abstract
Pigeonpea (Cajanus cajan L. Huth) is an agronomically important legume cultivated worldwide. In this study, we extensively analyzed gene-body methylation (GbM) patterns in pigeonpea. We found a bimodal distribution of CG and CHG methylation patterns. GbM features- slow evolution rate and increased length remained conserved. Genes with moderate CG body methylation showed highest expression where as highly-methylated genes showed lowest expression. Transposable element (TE)-related genes were methylated in multiple contexts and hence classified as C-methylated genes. A low expression among C-methylated genes was associated with transposons insertion in gene-body and upstream regulatory regions. The CG methylation patterns were found to be conserved in orthologs compared with non-CG methylation. By comparing methylation patterns between differentially methylated regions (DMRs) of the three genotypes, we found that variably methylated marks are less likely to target evolutionary conserved sequences. Finally, our analysis showed enrichment of nitrogen-related genes in GbM orthologs of legumes, which could be promising candidates for generating epialleles for crop improvement.
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Affiliation(s)
- Alim Junaid
- National Institute of Plant Biotechnology, Pusa Campus, New Delhi, 110012, India
| | - Nagendra Kumar Singh
- National Institute of Plant Biotechnology, Pusa Campus, New Delhi, 110012, India
| | - Kishor Gaikwad
- National Institute of Plant Biotechnology, Pusa Campus, New Delhi, 110012, India
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9
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Arsala D, Wu X, Yi SV, Lynch JA. Dnmt1a is essential for gene body methylation and the regulation of the zygotic genome in a wasp. PLoS Genet 2022; 18:e1010181. [PMID: 35522715 PMCID: PMC9075658 DOI: 10.1371/journal.pgen.1010181] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Accepted: 04/01/2022] [Indexed: 11/19/2022] Open
Abstract
Gene body methylation (GBM) is an ancestral mode of DNA methylation whose role in development has been obscured by the more prominent roles of promoter and CpG island methylation. The wasp Nasonia vitripennis has little promoter and CpG island methylation, yet retains strong GBM, making it an excellent model for elucidating the roles of GBM. Here we show that N. vitripennis DNA methyltransferase 1a (Nv-Dnmt1a) knockdown leads to failures in cellularization and gastrulation of the embryo. Both of these disrupted events are hallmarks of the maternal-zygotic transition (MZT) in insects. Analysis of the embryonic transcriptome and methylome revealed strong reduction of GBM and widespread disruption of gene expression during embryogenesis after Nv-Dnmt1a knockdown. Strikingly, there was a strong correlation between loss of GBM and reduced gene expression in thousands of methylated loci, consistent with the hypothesis that GBM directly facilitates high levels of transcription. We propose that lower expression levels of methylated genes due to reduced GBM is the crucial direct effect of Nv-Dnmt1 knockdown. Subsequently, the disruption of methylated genes leads to downstream dysregulation of the MZT, culminating in developmental failure at gastrulation.
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Affiliation(s)
- Deanna Arsala
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Ecology & Evolution, University of Chicago, Chicago, Illinois, United States of America
| | - Xin Wu
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, United States of America
| | - Soojin V. Yi
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, United States of America
- Department of Ecology, Evolution and Marine Biology, University of California, Santa Barbara, Santa Barbara, California, United States of America
| | - Jeremy A. Lynch
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, Illinois, United States of America
- * E-mail:
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10
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Muyle AM, Seymour DK, Lv Y, Huettel B, Gaut BS. Gene-body methylation in plants: mechanisms, functions and important implications for understanding evolutionary processes. Genome Biol Evol 2022; 14:6550137. [PMID: 35298639 PMCID: PMC8995044 DOI: 10.1093/gbe/evac038] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/11/2022] [Indexed: 11/13/2022] Open
Abstract
Gene body methylation (gbM) is an epigenetic mark where gene exons are methylated in the CG context only, as opposed to CHG and CHH contexts (where H stands for A, C, or T). CG methylation is transmitted transgenerationally in plants, opening the possibility that gbM may be shaped by adaptation. This presupposes, however, that gbM has a function that affects phenotype, which has been a topic of debate in the literature. Here, we review our current knowledge of gbM in plants. We start by presenting the well-elucidated mechanisms of plant gbM establishment and maintenance. We then review more controversial topics: the evolution of gbM and the potential selective pressures that act on it. Finally, we discuss the potential functions of gbM that may affect organismal phenotypes: gene expression stabilization and upregulation, inhibition of aberrant transcription (reverse and internal), prevention of aberrant intron retention, and protection against TE insertions. To bolster the review of these topics, we include novel analyses to assess the effect of gbM on transcripts. Overall, a growing body of literature finds that gbM correlates with levels and patterns of gene expression. It is not clear, however, if this is a causal relationship. Altogether, functional work suggests that the effects of gbM, if any, must be relatively small, but there is nonetheless evidence that it is shaped by natural selection. We conclude by discussing the potential adaptive character of gbM and its implications for an updated view of the mechanisms of adaptation in plants.
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Affiliation(s)
| | | | - Yuanda Lv
- Provincial Key Laboratory of Agrobiology, Institute of Crop Germplasm and Biotechnology, Jiangsu Academy of Agricultural Sciences, Nanjing, China
| | - Bruno Huettel
- Max Planck Genome Centre Cologne, Max Planck Institute for Plant Breeding, Cologne, Germany
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11
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Wang Y, Dai A, Chen Y, Tang T. Gene Body Methylation Confers Transcription Robustness in Mangroves During Long-Term Stress Adaptation. FRONTIERS IN PLANT SCIENCE 2021; 12:733846. [PMID: 34630483 PMCID: PMC8493031 DOI: 10.3389/fpls.2021.733846] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 09/02/2021] [Indexed: 05/23/2023]
Abstract
Whether induced epigenetic changes contribute to long-term adaptation remains controversial. Recent studies indicate that environmentally cued changes in gene body methylation (gbM) can facilitate acclimatization. However, such changes are often associated with genetic variation and their contribution to long-term stress adaptation remains unclear. Using whole-genome bisulfite sequencing, we examined evolutionary gains and losses of gbM in mangroves that adapted to extreme intertidal environments. We treated mangrove seedlings with salt stress, and investigated expression changes in relation with stress-induced or evolutionarily-acquired gbM changes. Evolution and function of gbM was compared with that of genetic variation. Mangroves gained much more gbM than their terrestrial relatives, mainly through convergent evolution. Genes that convergently gained gbM during evolution are more likely to become methylated in response to salt stress in species where they are normally not marked. Stress-induced and evolutionarily convergent gains of gbM both correlate with reduction in expression variation, conferring genome-wide expression robustness under salt stress. Moreover, convergent gbM evolution is uncoupled with convergent sequence evolution. Our findings suggest that transgenerational inheritance of acquired gbM helps environmental canalization of gene expression, facilitating long-term stress adaptation of mangroves in the face of a severe reduction in genetic diversity.
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Affiliation(s)
- Yushuai Wang
- State Key Laboratory of Biocontrol and Guangdong Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Aimei Dai
- State Key Laboratory of Biocontrol and Guangdong Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Yiping Chen
- State Key Laboratory of Biocontrol and Guangdong Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Tian Tang
- State Key Laboratory of Biocontrol and Guangdong Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
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12
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Papareddy RK, Páldi K, Smolka AD, Hüther P, Becker C, Nodine MD. Repression of CHROMOMETHYLASE 3 prevents epigenetic collateral damage in Arabidopsis. eLife 2021; 10:e69396. [PMID: 34296996 PMCID: PMC8352596 DOI: 10.7554/elife.69396] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 07/21/2021] [Indexed: 01/14/2023] Open
Abstract
DNA methylation has evolved to silence mutagenic transposable elements (TEs) while typically avoiding the targeting of endogenous genes. Mechanisms that prevent DNA methyltransferases from ectopically methylating genes are expected to be of prime importance during periods of dynamic cell cycle activities including plant embryogenesis. However, virtually nothing is known regarding how DNA methyltransferase activities are precisely regulated during embryogenesis to prevent the induction of potentially deleterious and mitotically stable genic epimutations. Here, we report that microRNA-mediated repression of CHROMOMETHYLASE 3 (CMT3) and the chromatin features that CMT3 prefers help prevent ectopic methylation of thousands of genes during embryogenesis that can persist for weeks afterwards. Our results are also consistent with CMT3-induced ectopic methylation of promoters or bodies of genes undergoing transcriptional activation reducing their expression. Therefore, the repression of CMT3 prevents epigenetic collateral damage on endogenous genes. We also provide a model that may help reconcile conflicting viewpoints regarding the functions of gene-body methylation that occurs in nearly all flowering plants.
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Affiliation(s)
- Ranjith K Papareddy
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), Dr. Bohr-Gasse 3ViennaAustria
| | - Katalin Páldi
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), Dr. Bohr-Gasse 3ViennaAustria
| | - Anna D Smolka
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), Dr. Bohr-Gasse 3ViennaAustria
| | - Patrick Hüther
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), Dr. Bohr-Gasse 3ViennaAustria
- Genetics, LMU Biocenter, Ludwig-Maximilians UniversityMartinsriedGermany
| | - Claude Becker
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), Dr. Bohr-Gasse 3ViennaAustria
- Genetics, LMU Biocenter, Ludwig-Maximilians UniversityMartinsriedGermany
| | - Michael D Nodine
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), Dr. Bohr-Gasse 3ViennaAustria
- Laboratory of Molecular Biology, Wageningen UniversityWageningenNetherlands
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13
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Ritter EJ, Niederhuth CE. Intertwined evolution of plant epigenomes and genomes. CURRENT OPINION IN PLANT BIOLOGY 2021; 61:101990. [PMID: 33445143 DOI: 10.1016/j.pbi.2020.101990] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 12/08/2020] [Accepted: 12/17/2020] [Indexed: 06/12/2023]
Abstract
DNA methylation is found across eukaryotes; however, plants have evolved patterns and pathways of DNA methylation that are distinct from animals and fungi. DNA methylation shapes the evolution of genomes through its direct roles in transposon silencing, gene expression, genome stability, and its impact on mutation rates. In return the diversity of DNA methylation across species is shaped by genome sequence evolution. Extensive diversification of key DNA methylation pathways has continued in plants through gene duplication and loss. Meanwhile, frequent movement of transposons has altered local DNA methylation patterns and the genes affected. Only recently has the diversity and evolutionary history of plant DNA methylation become evident with the availability of increasing genomic and epigenomic data. However, much remains unresolved regarding the evolutionary forces that have shaped the dynamics of the complex and intertwined history of plant genome and epigenome evolution.
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Affiliation(s)
- Eleanore J Ritter
- Department of Plant Biology, Michigan State University, East Lansing, MI 48824, USA
| | - Chad E Niederhuth
- Department of Plant Biology, Michigan State University, East Lansing, MI 48824, USA; AgBioResearch, Michigan State University, East Lansing, MI 48824, USA.
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Muyle A, Ross-Ibarra J, Seymour DK, Gaut BS. Gene body methylation is under selection in Arabidopsis thaliana. Genetics 2021; 218:6237897. [PMID: 33871638 PMCID: PMC8225343 DOI: 10.1093/genetics/iyab061] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Accepted: 04/07/2021] [Indexed: 11/28/2022] Open
Abstract
In plants, mammals and insects, some genes are methylated in the CG dinucleotide context, a phenomenon called gene body methylation (gbM). It has been controversial whether this phenomenon has any functional role. Here, we took advantage of the availability of 876 leaf methylomes in Arabidopsis thaliana to characterize the population frequency of methylation at the gene level and to estimate the site-frequency spectrum of allelic states. Using a population genetics model specifically designed for epigenetic data, we found that genes with ancestral gbM are under significant selection to remain methylated. Conversely, ancestrally unmethylated genes were under selection to remain unmethylated. Repeating the analyses at the level of individual cytosines confirmed these results. Estimated selection coefficients were small, on the order of 4 Nes = 1.4, which is similar to the magnitude of selection acting on codon usage. We also estimated that A. thaliana is losing gbM threefold more rapidly than gaining it, which could be due to a recent reduction in the efficacy of selection after a switch to selfing. Finally, we investigated the potential function of gbM through its link with gene expression. Across genes with polymorphic methylation states, the expression of gene body methylated alleles was consistently and significantly higher than unmethylated alleles. Although it is difficult to disentangle genetic from epigenetic effects, our work suggests that gbM has a small but measurable effect on fitness, perhaps due to its association to a phenotype-like gene expression.
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Affiliation(s)
- Aline Muyle
- Ecology and Evolutionary Biology, University of California, Irvine, Irvine, CA 92697-2525, USA
| | - Jeffrey Ross-Ibarra
- Evolution and Ecology, Center for Population Biology and Genome Center, University of California, Davis, Davis, CA 95616, USA
| | - Danelle K Seymour
- Botany & Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Brandon S Gaut
- Ecology and Evolutionary Biology, University of California, Irvine, Irvine, CA 92697-2525, USA
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15
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Shi Y, Zhang X, Chang X, Yan M, Zhao H, Qin Y, Wang H. Integrated analysis of DNA methylome and transcriptome reveals epigenetic regulation of CAM photosynthesis in pineapple. BMC PLANT BIOLOGY 2021; 21:19. [PMID: 33407144 PMCID: PMC7789485 DOI: 10.1186/s12870-020-02814-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Accepted: 12/22/2020] [Indexed: 06/01/2023]
Abstract
BACKGROUND Crassulacean acid metabolism (CAM) photosynthesis is an important carbon fixation pathway especially in arid environments because it leads to higher water-use efficiency compared to C3 and C4 plants. However, the role of DNA methylation in regulation CAM photosynthesis is not fully understood. RESULTS Here, we performed temporal DNA methylome and transcriptome analysis of non-photosynthetic (white base) and photosynthetic (green tip) tissues of pineapple leaf. The DNA methylation patterns and levels in these two tissues were generally similar for the CG and CHG cytosine sequence contexts. However, CHH methylation was reduced in white base leaf tissue compared with green tip tissue across diel time course in both gene and transposon regions. We identified thousands of local differentially methylated regions (DMRs) between green tip and white base at different diel periods. We also showed that thousands of genes that overlapped with DMRs were differentially expressed between white base and green tip leaf tissue across diel time course, including several important CAM pathway-related genes, such as beta-CA, PEPC, PPCK, and MDH. CONCLUSIONS Together, these detailed DNA methylome and transcriptome maps provide insight into DNA methylation changes and enhance our understanding of the relationships between DNA methylation and CAM photosynthesis.
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Affiliation(s)
- Yan Shi
- State Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, College of Plant Protection, Fujian Agriculture and Forestry University, Fuzhou, 350002, Fujian, China
| | - Xingtan Zhang
- Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Center for Genomics and Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, Fujian, China
| | - Xiaojun Chang
- College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou, 350002, Fujian, China
| | - Maokai Yan
- Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Center for Genomics and Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, Fujian, China
| | - Heming Zhao
- Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Center for Genomics and Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, Fujian, China
| | - Yuan Qin
- Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Center for Genomics and Biotechnology, Fujian Agriculture and Forestry University, Fuzhou, 350002, Fujian, China.
| | - Haifeng Wang
- State Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, College of Plant Protection, Fujian Agriculture and Forestry University, Fuzhou, 350002, Fujian, China.
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, Guangxi Key Lab of Sugarcane Biology, College of Agriculture, Guangxi University, Nanning, 530004, Guangxi, China.
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Ma F, Lu GA, Chen Q, Ruan Y, Li X, Lu X, Li C. Dynamic global analysis of transcription reveals the role of miRNAs in synergistic stabilization of gene expression. Sci Bull (Beijing) 2020; 65:2130-2140. [PMID: 36732966 DOI: 10.1016/j.scib.2020.08.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2019] [Revised: 03/29/2020] [Accepted: 06/08/2020] [Indexed: 02/04/2023]
Abstract
Buffering exogenous perturbation is crucial to maintain transcriptional homeostasis during development. While miRNAs have been speculated to play a role in stability maintenance, previous studies seeking to check this conjecture focused on measurements of transcript levels at steady state or involved individual miRNA targets. We measured whole-genome expression dynamics by introducing a transient perturbation and establishing a perturbation and recovery system in Drosophila larvae. We inhibited all transcription and assayed transcriptomes at several time points during recovery from inhibition. We performed these experiments in the wild type and miRNA-deficient genetic backgrounds. Consistent with theories about miRNAs' function in stabilizing the transcriptome, we find that attenuating miRNA expression leads to weak impairment in degradation of targets but strong destabilization of target genes when transcription is re-activated. We further fitted a model that captures the essential aspects of transcription dynamics in our experiments and found that the miRNA target transcripts uniformly overshoot the original steady state as they recover from a general inhibition of transcription if global miRNA levels are reduced. Collectively, our results provide experimental evidence for the idea that miRNAs act cumulatively to stabilize the transcriptional regulatory network. We therefore found a promising approach to assess the effect of these molecules on transcription dynamics.
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Affiliation(s)
- Fuqiang Ma
- School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China; Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, School of Medicine and Engineering, and Key Laboratory of Big Data-Based Precision Medicine (Ministry of Industry and Information Technology), Beihang University, Beijing 100191, China
| | - Guang-An Lu
- School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China; State Key Laboratory of Genetic Resources and Evolution & CAS Center for Excellence in Animal Evolution and Genetics, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming 650223, China
| | - Qingjian Chen
- School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
| | - Yongsen Ruan
- School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
| | - Xin Li
- State Key Laboratory of Molecular Developmental Biology, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing 100101, China
| | - Xuemei Lu
- State Key Laboratory of Genetic Resources and Evolution & CAS Center for Excellence in Animal Evolution and Genetics, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming 650223, China; Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China.
| | - Chunyan Li
- Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, School of Medicine and Engineering, and Key Laboratory of Big Data-Based Precision Medicine (Ministry of Industry and Information Technology), Beihang University, Beijing 100191, China; Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China.
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17
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Natural variation in DNA methylation homeostasis and the emergence of epialleles. Proc Natl Acad Sci U S A 2020; 117:4874-4884. [PMID: 32071208 DOI: 10.1073/pnas.1918172117] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
In plants and mammals, DNA methylation plays a critical role in transcriptional silencing by delineating heterochromatin from transcriptionally active euchromatin. A homeostatic balance between heterochromatin and euchromatin is essential to genomic stability. This is evident in many diseases and mutants for heterochromatin maintenance, which are characterized by global losses of DNA methylation coupled with localized ectopic gains of DNA methylation that alter transcription. Furthermore, we have shown that genome-wide methylation patterns in Arabidopsis thaliana are highly stable over generations, with the exception of rare epialleles. However, the extent to which natural variation in the robustness of targeting DNA methylation to heterochromatin exists, and the phenotypic consequences of such variation, remain to be fully explored. Here we describe the finding that heterochromatin and genic DNA methylation are highly variable among 725 A. thaliana accessions. We found that genic DNA methylation is inversely correlated with that in heterochromatin, suggesting that certain methylation pathway(s) may be redirected to genes upon the loss of heterochromatin. This redistribution likely involves a feedback loop involving the DNA methyltransferase, CHROMOMETHYLASE 3 (CMT3), H3K9me2, and histone turnover, as highly expressed, long genes with a high density of CMT3-preferred CWG sites are more likely to be methylated. Importantly, although the presence of CG methylation in genes alone may not affect transcription, genes containing CG methylation are more likely to become methylated at non-CG sites and silenced. These findings are consistent with the hypothesis that natural variation in DNA methylation homeostasis may underlie the evolution of epialleles that alter phenotypes.
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18
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DNA Methylation and Histone H1 Jointly Repress Transposable Elements and Aberrant Intragenic Transcripts. Mol Cell 2020; 77:310-323.e7. [DOI: 10.1016/j.molcel.2019.10.011] [Citation(s) in RCA: 65] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Revised: 08/26/2019] [Accepted: 10/10/2019] [Indexed: 12/12/2022]
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Seymour DK, Gaut BS. Phylogenetic Shifts in Gene Body Methylation Correlate with Gene Expression and Reflect Trait Conservation. Mol Biol Evol 2019; 37:31-43. [DOI: 10.1093/molbev/msz195] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Abstract
A subset of genes in plant genomes are labeled with DNA methylation specifically at CG residues. These genes, known as gene-body methylated (gbM), have a number of associated characteristics. They tend to have longer sequences, to be enriched for intermediate expression levels, and to be associated with slower rates of molecular evolution. Most importantly, gbM genes tend to maintain their level of DNA methylation between species, suggesting that this trait is under evolutionary constraint. Given the degree of conservation in gbM, we still know surprisingly little about its function in plant genomes or whether gbM is itself a target of selection. To address these questions, we surveyed DNA methylation across eight grass (Poaceae) species that span a gradient of genome sizes. We first established that genome size correlates with genome-wide DNA methylation levels, but less so for genic levels. We then leveraged genomic data to identify a set of 2,982 putative orthologs among the eight species and examined shifts of methylation status for each ortholog in a phylogenetic context. A total of 55% of orthologs exhibited a shift in gbM, but these shifts occurred predominantly on terminal branches, indicating that shifts in gbM are rarely conveyed over time. Finally, we found that the degree of conservation of gbM across species is associated with increased gene length, reduced rates of molecular evolution, and increased gene expression level, but reduced gene expression variation across species. Overall, these observations suggest a basis for evolutionary pressure to maintain gbM status over evolutionary time.
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Affiliation(s)
- Danelle K Seymour
- Department of Ecology and Evolutionary Biology, University of California, Irvine, Irvine, CA
- Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA
| | - Brandon S Gaut
- Department of Ecology and Evolutionary Biology, University of California, Irvine, Irvine, CA
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Muyle A, Gaut BS. Loss of Gene Body Methylation in Eutrema salsugineum Is Associated with Reduced Gene Expression. Mol Biol Evol 2019; 36:155-158. [PMID: 30398664 PMCID: PMC6340462 DOI: 10.1093/molbev/msy204] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Gene body methylation (gbM) is typically characterized by DNA methylation in the CG context within coding regions and is associated with constitutive genes that have moderate to high expression levels. A recent study discovered the loss of gbM in two plant species (Eutrema salsugineum and Conringia planisiliqua), illustrating that gbM is not necessary for survival and reproduction. The same paper stated there was no detectable effect of gbM loss on gene expression (GE). Here, we reanalyzed the GE data and accounted for experimental variability in expression level estimates. We show that the loss of gbM in E. salsugineum is associated with a small but highly significant decrease in GE relative to the closely related species Arabidospis thaliana. Our results are consistent with various evolutionary analyses that suggest gbM has a function, perhaps as a homeostatic effect on GE.
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Affiliation(s)
- Aline Muyle
- Department of Ecology and Evolutionary Biology, University of California Irvine, Irvine, CA
| | - Brandon S Gaut
- Department of Ecology and Evolutionary Biology, University of California Irvine, Irvine, CA
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21
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Choudhury RR, Rogivue A, Gugerli F, Parisod C. Impact of polymorphic transposable elements on linkage disequilibrium along chromosomes. Mol Ecol 2019; 28:1550-1562. [DOI: 10.1111/mec.15014] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Accepted: 12/26/2018] [Indexed: 01/03/2023]
Affiliation(s)
| | - Aude Rogivue
- WSL Swiss Federal Research Institute Birmensdorf Switzerland
| | - Felix Gugerli
- WSL Swiss Federal Research Institute Birmensdorf Switzerland
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Horvath R, Laenen B, Takuno S, Slotte T. Single-cell expression noise and gene-body methylation in Arabidopsis thaliana. Heredity (Edinb) 2019; 123:81-91. [PMID: 30651589 PMCID: PMC6781109 DOI: 10.1038/s41437-018-0181-z] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Revised: 12/18/2018] [Accepted: 12/18/2018] [Indexed: 02/06/2023] Open
Abstract
Gene-body methylation (gbM) refers to an increased level of methylated cytosines specifically in a CG sequence context within genes. gbM is found in plant genes with intermediate expression level, which evolve slowly, and is often broadly conserved across millions of years of evolution. Intriguingly however, some plants lack gbM, and thus it remains unclear whether gbM has a function. In animals, there is support for a role of gbM in reducing erroneous transcription and transcription noise, but so far most studies in plants have tested for an effect of gbM on expression level, not noise. Here, we therefore tested whether gbM was associated with reduced expression noise in Arabidopsis thaliana, using single-cell transcriptome sequencing data from root quiescent centre cells. We find that gbM genes have lower expression noise levels than unmethylated genes. However, an analysis of covariance revealed that, if other genomic features are taken into account, this association disappears. Nonetheless, gbM genes were more consistently expressed across single-cell samples, supporting previous inference that gbM genes are constitutively expressed. Finally, we observed that fewer RNAseq reads map to introns of gbM genes than to introns of unmethylated genes, which indicates that gbM might be involved in reducing erroneous transcription by reducing intron retention.
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Affiliation(s)
- Robert Horvath
- Department of Ecology, Environment and Plant Sciences, Science for Life laboratory, Stockholm University, Stockholm, 106 91, Sweden.
| | - Benjamin Laenen
- Department of Ecology, Environment and Plant Sciences, Science for Life laboratory, Stockholm University, Stockholm, 106 91, Sweden
| | - Shohei Takuno
- Department of Evolutionary Studies of Biosystems, SOKENDAI (The Graduate University for Advanced Studies), Hayama, Kanagawa, Japan
| | - Tanja Slotte
- Department of Ecology, Environment and Plant Sciences, Science for Life laboratory, Stockholm University, Stockholm, 106 91, Sweden.
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