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Zhao X, Jiang J, Pang Z, Ma W, Jiang Y, Fu Y, Liu Y. Tracking Existing Factors Directly Affecting the Reproduction of Bumblebees: Current Knowledge. INSECTS 2024; 15:654. [PMID: 39336622 PMCID: PMC11432074 DOI: 10.3390/insects15090654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Revised: 08/24/2024] [Accepted: 08/28/2024] [Indexed: 09/30/2024]
Abstract
Bumblebees are primary social insects and a vital class of pollinating insects. Their distinctive reproductive mode is characterized by the independent initiation and construction of the nest by the queen and the subsequent production of sufficient workers, males, and gynes following colony development. After successful mating, the queen transitions to the first phase of its annual life cycle. The reproductive processes are directly influenced by environmental factors, including floral resources and pesticides. Moreover, the reproductive level is regulated by biological factors, particularly the role of workers, who participate in egg laying and pass on their genetic material to the next generation of queens. Successful reproduction can only be achieved by maintaining colony development under natural or artificial breeding conditions. Consequently, understanding the known factors that influence bumblebee reproduction is essential for developing conservation strategies for wild bumblebees and for successfully breeding diverse bumblebee species. Breeding various bumblebee species is crucial for in-depth research into known factors and for further exploration of other potential factors, which will also help to meet the demand for pollination in agricultural facilities globally.
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Affiliation(s)
- Xiaomeng Zhao
- College of Animal Sciences, Shanxi Agricultural University, Taigu, Jinzhong 030801, China; (X.Z.); (J.J.); (Z.P.); (Y.J.)
| | - Jingxin Jiang
- College of Animal Sciences, Shanxi Agricultural University, Taigu, Jinzhong 030801, China; (X.Z.); (J.J.); (Z.P.); (Y.J.)
| | - Zilin Pang
- College of Animal Sciences, Shanxi Agricultural University, Taigu, Jinzhong 030801, China; (X.Z.); (J.J.); (Z.P.); (Y.J.)
| | - Weihua Ma
- College of Horticulture, Shanxi Agricultural University, Taiyuan 030031, China;
| | - Yusuo Jiang
- College of Animal Sciences, Shanxi Agricultural University, Taigu, Jinzhong 030801, China; (X.Z.); (J.J.); (Z.P.); (Y.J.)
| | - Yanfang Fu
- HeBei Provincial Animal Husbandry Station, Shijiazhuang 050035, China;
| | - Yanjie Liu
- College of Animal Sciences, Shanxi Agricultural University, Taigu, Jinzhong 030801, China; (X.Z.); (J.J.); (Z.P.); (Y.J.)
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2
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da Silva J. The kin selection theory of genomic imprinting and modes of reproduction in the eusocial Hymenoptera. Biol Rev Camb Philos Soc 2023; 98:677-695. [PMID: 36457233 DOI: 10.1111/brv.12925] [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] [Received: 05/26/2022] [Revised: 11/18/2022] [Accepted: 11/21/2022] [Indexed: 12/03/2022]
Abstract
Genomic imprinting is known from flowering plants and mammals but has not been confirmed for the Hymenoptera even though the eusocial Hymenoptera are prime candidates for this peculiar form of gene expression. Here, the kin selection theory of genomic imprinting is reviewed and applied to the eusocial Hymenoptera. The evidence for imprinting in eusocial Hymenoptera with the typical mode of reproduction, involving the sexual production of diploid female offspring, which develop into workers or gynes, and the arrhenotokous parthenogenesis of haploid males, is also reviewed briefly. However, the focus of this review is how atypical modes of reproduction, involving thelytokous parthenogenesis, hybridisation and androgenesis, may also select for imprinting. In particular, naturally occurring hybridisation in several genera of ants may provide useful tests of the role of kin selection in the evolution of imprinting. Hybridisation is expected to disrupt the coadaptation of antagonistically imprinted loci, and thus affect the phenotypes of hybrids. Some of the limited data available on hybrid worker reproduction and on colony sex ratios support predictions about patterns of imprinting derived from kin selection theory.
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Affiliation(s)
- Jack da Silva
- School of Biological Sciences, University of Adelaide, Adelaide, SA, 5005, Australia
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3
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Oldroyd BP, Yagound B. Parent-of-origin effects, allele-specific expression, genomic imprinting and paternal manipulation in social insects. Philos Trans R Soc Lond B Biol Sci 2021; 376:20200425. [PMID: 33866807 DOI: 10.1098/rstb.2020.0425] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Haplo-diploidy and the relatedness asymmetries it generates mean that social insects are prime candidates for the evolution of genomic imprinting. In single-mating social insect species, some genes may be selected to evolve genomic mechanisms that enhance reproduction by workers when they are inherited from a female. This situation reverses in multiple mating species, where genes inherited from fathers can be under selection to enhance the reproductive success of daughters. Reciprocal crosses between subspecies of honeybees have shown strong parent-of-origin effects on worker reproductive phenotypes, and this could be evidence of such genomic imprinting affecting genes related to worker reproduction. It is also possible that social insect fathers directly affect gene expression in their daughters, for example, by placing small interfering RNA molecules in semen. Gene expression studies have repeatedly found evidence of parent-specific gene expression in social insects, but it is unclear at this time whether this arises from genomic imprinting, paternal manipulation, an artefact of cyto-nuclear interactions, or all of these. This article is part of the theme issue 'How does epigenetics influence the course of evolution?'
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Affiliation(s)
- Benjamin P Oldroyd
- Wissenschaftskolleg zu Berlin, Wallotstrasse 19, 14193 Berlin, Germany.,BEE Lab, School of Life and Environmental Sciences A12, University of Sydney, New South Wales 2006, Australia
| | - Boris Yagound
- BEE Lab, School of Life and Environmental Sciences A12, University of Sydney, New South Wales 2006, Australia
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IRP30 promotes worker egg-laying in bumblebee, Bombus terrestris (Hymenoptera: Apidae). Gene 2021; 776:145446. [PMID: 33484761 DOI: 10.1016/j.gene.2021.145446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 11/16/2020] [Accepted: 01/13/2021] [Indexed: 11/22/2022]
Abstract
Bumblebees are important pollinators that have evolved between solitary and advanced eusocial insects. Compared with advanced honeybees, workers of social bumblebee species are prone to laying eggs during the competition phase, which leads to the end of the colony. Therefore, worker reproductive behavior has become a popular research topic for exploring various biological phenomena. Here, we demonstrate a novel reproduction-related function of an immune response protein-encoding gene (Immune Responsive Protein 30, IRP30) in Bombus terrestris by employing RNA interference (RNAi) and a transgenic Drosophila melanogaster system. The results show that worker egg-laying was significantly affected by IRP30 expression levels (P < 0.01). Compared with those in the dsGFP-treated groups, the first egg-laying time was delayed by 3.7 d and the egg number was decreased by 41% in the dsIRP30-treated group. In addition, the average size of the largest oocyte and the relative mRNA expression levels of Vg (vitellogenin) were significantly reduced in the dsIRP30-treated group (P < 0.05). Cellular localization by immunofluorescence demonstrated that IRP30 has important functions in the germ cells of workers' ovarioles. Overexpression of IRP30 was confirmed to increase the reproductive capability of the transgenic D. melanogaster. In conclusion, IRP30 regulates worker egg-laying by affecting the expression of Vg, the size of the ovary and the formation of the oocyte. These findings provide essential information for understanding the mechanisms underlying worker reproductive regulation.
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5
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Howe J, Schiøtt M, Li Q, Wang Z, Zhang G, Boomsma JJ. A novel method for using RNA-seq data to identify imprinted genes in social Hymenoptera with multiply mated queens. J Evol Biol 2020; 33:1770-1782. [PMID: 33030255 DOI: 10.1111/jeb.13716] [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: 04/23/2020] [Revised: 08/13/2020] [Accepted: 09/21/2020] [Indexed: 11/30/2022]
Abstract
Genomic imprinting results in parent-of-origin-dependent gene expression biased towards either the maternally or paternally derived allele at the imprinted locus. The kinship theory of genomic imprinting argues that this unusual expression pattern can be a manifestation of intra-genomic conflict between the maternally and paternally derived halves of the genome that arises because they are not equally related to the genomes of social partners. The theory thus predicts that imprinting may evolve wherever there are close interactions among asymmetrically related kin. The social Hymenoptera with permanent caste differentiation are suitable candidates for testing the kinship theory because haplodiploid sex determination creates strong relatedness asymmetries and nursing workers interact closely with kin. However, progress in the search for imprinted genes in the social Hymenoptera has been slow, in part because tests for imprinting rely on reciprocal crosses that are impossible in most species. Here, we develop a method to systematically search for imprinting in haplodiploid social insects without crosses, using instead samples of pooled individuals collected from natural colonies. We tested this protocol using data available for the leaf-cutting ant Acromyrmex echinatior, providing the first genome-wide search for imprinting in any ant. Although we identified several genes as potentially imprinted, none of the four genes tested could be verified as imprinted using digital droplet PCR, highlighting the need for higher quality genomic assemblies that accurately map duplicated genes.
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Affiliation(s)
- Jack Howe
- Department of Biology, Section for Ecology and Evolution, Centre for Social Evolution, University of Copenhagen, Copenhagen, Denmark
| | - Morten Schiøtt
- Department of Biology, Section for Ecology and Evolution, Centre for Social Evolution, University of Copenhagen, Copenhagen, Denmark
| | - Qiye Li
- BGI-Shenzhen, Shenzhen, China
| | | | - Guojie Zhang
- Department of Biology, Section for Ecology and Evolution, Centre for Social Evolution, University of Copenhagen, Copenhagen, Denmark.,BGI-Shenzhen, Shenzhen, China
| | - Jacobus J Boomsma
- Department of Biology, Section for Ecology and Evolution, Centre for Social Evolution, University of Copenhagen, Copenhagen, Denmark
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6
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Marshall H, Jones ARC, Lonsdale ZN, Mallon EB. Bumblebee Workers Show Differences in Allele-Specific DNA Methylation and Allele-Specific Expression. Genome Biol Evol 2020; 12:1471-1481. [PMID: 32597949 PMCID: PMC7502211 DOI: 10.1093/gbe/evaa132] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/18/2020] [Indexed: 12/14/2022] Open
Abstract
Allele-specific expression is when one allele of a gene shows higher levels of expression compared with the other allele, in a diploid organism. Recent work has identified allele-specific expression in a number of Hymenopteran species. However, the molecular mechanism which drives this allelic expression bias remains unknown. In mammals, DNA methylation is often associated with genes which show allele-specific expression. DNA methylation systems have been described in species of Hymenoptera, providing a candidate mechanism. Using previously generated RNA-Seq and whole-genome bisulfite sequencing from reproductive and sterile bumblebee (Bombus terrestris) workers, we have identified genome-wide allele-specific expression and allele-specific DNA methylation. The majority of genes displaying allele-specific expression are common between reproductive and sterile workers and the proportion of allele-specific expression bias generally varies between genetically distinct colonies. We have also identified genome-wide allele-specific DNA methylation patterns in both reproductive and sterile workers, with reproductive workers showing significantly more genes with allele-specific methylation. Finally, there is no significant overlap between genes showing allele-specific expression and allele-specific methylation. These results indicate that cis-acting DNA methylation does not directly drive genome-wide allele-specific expression in this species.
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Affiliation(s)
- Hollie Marshall
- Department of Genetics and Genome Biology, University of Leicester, United Kingdom
| | - Alun R C Jones
- Department of Genetics and Genome Biology, University of Leicester, United Kingdom
| | - Zoë N Lonsdale
- Department of Genetics and Genome Biology, University of Leicester, United Kingdom
| | - Eamonn B Mallon
- Department of Genetics and Genome Biology, University of Leicester, United Kingdom
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7
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Affiliation(s)
- Kenji Matsuura
- Laboratory of Insect Ecology, Graduate School of AgricultureKyoto University Kyoto Japan
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8
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Adam AC, Lie KK, Whatmore P, Jakt LM, Moren M, Skjærven KH. Profiling DNA methylation patterns of zebrafish liver associated with parental high dietary arachidonic acid. PLoS One 2019; 14:e0220934. [PMID: 31398226 PMCID: PMC6688801 DOI: 10.1371/journal.pone.0220934] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Accepted: 07/26/2019] [Indexed: 12/18/2022] Open
Abstract
Diet has been shown to influence epigenetic key players, such as DNA methylation, which can regulate the gene expression potential in both parents and offspring. Diets enriched in omega-6 and deficient in omega-3 PUFAs (low dietary omega-3/omega-6 PUFA ratio), have been associated with the promotion of pathogenesis of diseases in humans and other mammals. In this study, we investigated the impact of increased dietary intake of arachidonic acid (ARA), a physiologically important omega-6 PUFA, on 2 generations of zebrafish. Parental fish were fed either a low or a high ARA diet, while the progeny of both groups were fed the low ARA diet. We screened for DNA methylation on single base-pair resolution using reduced representation bisulfite sequencing (RRBS). The DNA methylation profiling revealed significant differences between the dietary groups in both parents and offspring. The majority of differentially methylated loci associated with high dietary ARA were found in introns and intergenic regions for both generations. Common loci between the identified differentially methylated loci in F0 and F1 livers were reported. We described overlapping gene annotations of identified methylation changes with differential expression, but based on a small number of overlaps. The present study describes the diet-associated methylation profiles across genomic regions, and it demonstrates that parental high dietary ARA modulates DNA methylation patterns in zebrafish liver.
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Affiliation(s)
| | | | | | - Lars Martin Jakt
- Faculty of Biosciences and Aquaculture, Nord University, Bodø, Norway
| | - Mari Moren
- Institute of Marine Research, Bergen, Norway
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Pegoraro M, Marshall H, Lonsdale ZN, Mallon EB. Do social insects support Haig's kin theory for the evolution of genomic imprinting? Epigenetics 2018; 12:725-742. [PMID: 28703654 PMCID: PMC5739101 DOI: 10.1080/15592294.2017.1348445] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Although numerous imprinted genes have been described in several lineages, the phenomenon of genomic imprinting presents a peculiar evolutionary problem. Several hypotheses have been proposed to explain gene imprinting, the most supported being Haig's kinship theory. This theory explains the observed pattern of imprinting and the resulting phenotypes as a competition for resources between related individuals, but despite its relevance it has not been independently tested. Haig's theory predicts that gene imprinting should be present in eusocial insects in many social scenarios. These lineages are therefore ideal for testing both the theory's predictions and the mechanism of gene imprinting. Here we review the behavioral evidence of genomic imprinting in eusocial insects, the evidence of a mechanism for genomic imprinting and finally we evaluate recent results showing parent of origin allele specific expression in honeybees in the light of Haig's theory.
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Affiliation(s)
- Mirko Pegoraro
- a Department of Genetics and Genome Biology , University of Leicester , UK
| | - Hollie Marshall
- a Department of Genetics and Genome Biology , University of Leicester , UK
| | - Zoë N Lonsdale
- a Department of Genetics and Genome Biology , University of Leicester , UK
| | - Eamonn B Mallon
- a Department of Genetics and Genome Biology , University of Leicester , UK
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10
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Li B, Hou L, Zhu D, Xu X, An S, Wang X. Identification and caste-dependent expression patterns of DNA methylation associated genes in Bombus terrestris. Sci Rep 2018; 8:2332. [PMID: 29402971 PMCID: PMC5799256 DOI: 10.1038/s41598-018-20831-1] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2017] [Accepted: 01/24/2018] [Indexed: 11/09/2022] Open
Abstract
DNA methylation has been proposed to play critical roles in caste fate and behavioral plasticity in bumblebees, however, there is little information on its regulatory mechanisms. Here, we identified six important genes mediating the modification of DNA methylation and determined their expression patterns in the bumblebee Bombus terrestris. There is a complete functional DNA methylation system, including four DNA methyltransferases (DNMT1a, DNMT1b, DNMT2, and DNMT3), a DNA demethylase (Ten-eleven translocation), and a methyl-CpG-binding domain protein in B. terrestris. Most of these genes were highly expressed in fat bodies and gonads but lowly expressed in antennae and brains of bumblebee adults. Besides, these genes exhibited caste-specific expression patterns in bumblebees, with higher transcription levels in queens than workers and drones. Whereas their expression levels showed no remarkable difference in queenright and queenless workers. These results suggested potential roles of DNA methylation-related genes in caste differentiation in bumblebees.
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Affiliation(s)
- Beibei Li
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450002, China
| | - Li Hou
- Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101, China
| | - Dan Zhu
- Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101, China
| | - Xilian Xu
- Institute of Plant and Environment Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100097, China
| | - Shiheng An
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450002, China.
| | - Xianhui Wang
- Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101, China.
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11
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Lonsdale Z, Lee K, Kiriakidu M, Amarasinghe H, Nathanael D, O’Connor CJ, Mallon EB. Allele specific expression and methylation in the bumblebee, Bombus terrestris. PeerJ 2017; 5:e3798. [PMID: 28929021 PMCID: PMC5600721 DOI: 10.7717/peerj.3798] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2017] [Accepted: 08/21/2017] [Indexed: 12/29/2022] Open
Abstract
The social hymenoptera are emerging as models for epigenetics. DNA methylation, the addition of a methyl group, is a common epigenetic marker. In mammals and flowering plants methylation affects allele specific expression. There is contradictory evidence for the role of methylation on allele specific expression in social insects. The aim of this paper is to investigate allele specific expression and monoallelic methylation in the bumblebee, Bombus terrestris. We found nineteen genes that were both monoallelically methylated and monoallelically expressed in a single bee. Fourteen of these genes express the hypermethylated allele, while the other five express the hypomethylated allele. We also searched for allele specific expression in twenty-nine published RNA-seq libraries. We found 555 loci with allele-specific expression. We discuss our results with reference to the functional role of methylation in gene expression in insects and in the as yet unquantified role of genetic cis effects in insect allele specific methylation and expression.
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Affiliation(s)
- Zoë Lonsdale
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
| | - Kate Lee
- Bioinformatics and Biostatistics Support Hub (B/BASH), University of Leicester, Leicester, United Kingdom
| | - Maria Kiriakidu
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
| | - Harindra Amarasinghe
- Academic Unit of Cancer Sciences, University of Southampton, Southampton, United Kingdom
| | - Despina Nathanael
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
| | | | - Eamonn B. Mallon
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
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12
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Wang X, Werren JH, Clark AG. Allele-Specific Transcriptome and Methylome Analysis Reveals Stable Inheritance and Cis-Regulation of DNA Methylation in Nasonia. PLoS Biol 2016; 14:e1002500. [PMID: 27380029 PMCID: PMC4933354 DOI: 10.1371/journal.pbio.1002500] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2016] [Accepted: 06/03/2016] [Indexed: 11/18/2022] Open
Abstract
Gene expression divergence between closely related species could be attributed to both cis- and trans- DNA sequence changes during evolution, but it is unclear how the evolutionary dynamics of epigenetic marks are regulated. In eutherian mammals, biparental DNA methylation marks are erased and reset during gametogenesis, resulting in paternal or maternal imprints, which lead to genomic imprinting. Whether DNA methylation reprogramming exists in insects is not known. Wasps of the genus Nasonia are non-social parasitoids that are emerging as a model for studies of epigenetic processes in insects. In this study, we quantified allele-specific expression and methylation genome-wide in Nasonia vitripennis and Nasonia giraulti and their reciprocal F1 hybrids. No parent-of-origin effect in allelic expression was found for >8,000 covered genes, suggesting a lack of genomic imprinting in adult Nasonia. As we expected, both significant cis- and trans- effects are responsible for the expression divergence between N. vitripennis and N. giraulti. Surprisingly, all 178 differentially methylated genes are also differentially methylated between the two alleles in F1 hybrid offspring, recapitulating the parental methylation status with nearly 100% fidelity, indicating the presence of strong cis-elements driving the target of gene body methylation. In addition, we discovered that total and allele-specific expression are positively correlated with allele-specific methylation in a subset of the differentially methylated genes. The 100% cis-regulation in F1 hybrids suggests the methylation machinery is conserved and DNA methylation is targeted by cis features in Nasonia. The lack of genomic imprinting and parent-of-origin differentially methylated regions in Nasonia, together with the stable inheritance of methylation status between generations, suggests either a cis-regulatory motif for methylation at the DNA level or highly stable inheritance of an epigenetic signal in Nasonia. RNA-sequencing and whole-genome bisulfite sequencing in the hybrid offspring of two Nasonia parasitoid wasp species revealed strong cis-regulation of methylation and allele-specific expression. No gene was found to display genomic imprinting. The relationship between methylation of genomic DNA and expression of the genes that it encodes—and how this relationship changes during evolution—has been widely studied in mammals, but remains less well understood for insects. Here we analyze the expressed mRNA transcripts and genomic DNA methylation of the hybrid offspring of a pair of Nasonia parasitoid wasp species, producing a wealth of information about the regulation of gene expression. We find that variation in DNA sequence impacts expression on the same strand (called “cis-regulation”), and that cytosine methylation state is also associated in cis with the regulatory consequences of this base alteration. We show that these wasp species lack differential expression dependent on parent-of-origin (called “genomic imprinting”), and that in the hybrids the alleles retain the methylation status of the parental species in a strong cis-regulated fashion. Transcript abundances were also largely driven in a cis-regulated manner, consistent with a correlation between methylation status and expression levels. Despite the many differences between Nasonia and mammals in the impact of genomic DNA methylation, in both groups the use of methylated cytosine has been co-opted in ways that help tune gene expression.
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Affiliation(s)
- Xu Wang
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, New York, United States of America
- Cornell Center for Comparative and Population Genomics, Cornell University, Ithaca, New York, United States of America
- * E-mail: (XW); (JHW); (AGC)
| | - John H. Werren
- Department of Biology, University of Rochester, Rochester, New York, United States of America
- * E-mail: (XW); (JHW); (AGC)
| | - Andrew G. Clark
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, New York, United States of America
- Cornell Center for Comparative and Population Genomics, Cornell University, Ithaca, New York, United States of America
- * E-mail: (XW); (JHW); (AGC)
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