1
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Augustijnen H, Lucek K. Beyond gene flow: (non)-parallelism of secondary contact in a pair of highly differentiated sibling species. Mol Ecol 2024; 33:e17488. [PMID: 39119885 DOI: 10.1111/mec.17488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Revised: 07/01/2024] [Accepted: 07/10/2024] [Indexed: 08/10/2024]
Abstract
Replicated secondary contact zones can provide insights into the barriers to gene flow that are important during speciation and can reveal to which degree secondary contact may result in similar evolutionary outcomes. Here, we studied two secondary contact zones between highly differentiated Alpine butterflies of the genus Erebia using whole-genome resequencing data. We assessed the genomic relationships between populations and species and found hybridization to be rare, with no to little current or historical introgression in either contact zone. There are large similarities between contact zones, consistent with an allopatric origin of interspecific differentiation, with no indications for ongoing reinforcing selection. Consistent with expected reduced effective population size, we further find that scaffolds related to the Z-chromosome show increased differentiation compared to the already high levels across the entire genome, which could also hint towards a contribution of the Z chromosome to species divergence in this system. Finally, we detected the presence of the endosymbiont Wolbachia, which can cause reproductive isolation between its hosts, in all E. cassioides, while it appears to be fully or largely absent in contact zone populations of E. tyndarus. We discuss how this rare pattern may have arisen and how it may have affected the dynamics of speciation upon secondary contact.
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Affiliation(s)
- Hannah Augustijnen
- Department of Environmental Sciences, University of Basel, Basel, Switzerland
| | - Kay Lucek
- Biodiversity Genomics Laboratory, Institute of Biology, University of Neuchâtel, Neuchâtel, Switzerland
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2
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Martins ARP, Warren NB, McMillan WO, Barrett RDH. Spatiotemporal dynamics in butterfly hybrid zones. INSECT SCIENCE 2024; 31:328-353. [PMID: 37596954 DOI: 10.1111/1744-7917.13262] [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: 05/02/2023] [Revised: 07/13/2023] [Accepted: 07/21/2023] [Indexed: 08/21/2023]
Abstract
Evaluating whether hybrid zones are stable or mobile can provide novel insights for evolution and conservation biology. Butterflies exhibit high sensitivity to environmental changes and represent an important model system for the study of hybrid zone origins and maintenance. Here, we review the literature exploring butterfly hybrid zones, with a special focus on their spatiotemporal dynamics and the potential mechanisms that could lead to their movement or stability. We then compare different lines of evidence used to investigate hybrid zone dynamics and discuss the strengths and weaknesses of each approach. Our goal with this review is to reveal general conditions associated with the stability or mobility of butterfly hybrid zones by synthesizing evidence obtained using different types of data sampled across multiple regions and spatial scales. Finally, we discuss spatiotemporal dynamics in the context of a speciation/divergence continuum, the relevance of hybrid zones for conservation biology, and recommend key topics for future investigation.
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Affiliation(s)
- Ananda R Pereira Martins
- Redpath Museum, McGill University, 859 Sherbrooke Street West, Montreal, Quebec, Canada
- Smithsonian Tropical Research Institute, Gamboa, Panama City, Panama
| | - Natalie B Warren
- Redpath Museum, McGill University, 859 Sherbrooke Street West, Montreal, Quebec, Canada
| | - W Owen McMillan
- Smithsonian Tropical Research Institute, Gamboa, Panama City, Panama
| | - Rowan D H Barrett
- Redpath Museum, McGill University, 859 Sherbrooke Street West, Montreal, Quebec, Canada
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3
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Legeai F, Romain S, Capblancq T, Doniol-Valcroze P, Joron M, Lemaitre C, Després L. Chromosome-Level Assembly and Annotation of the Pearly Heath Coenonympha arcania Butterfly Genome. Genome Biol Evol 2024; 16:evae055. [PMID: 38491969 PMCID: PMC10980516 DOI: 10.1093/gbe/evae055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 03/07/2024] [Accepted: 03/13/2024] [Indexed: 03/18/2024] Open
Abstract
We present the first chromosome-level genome assembly and annotation of the pearly heath Coenonympha arcania, generated with a PacBio HiFi sequencing approach and complemented with Hi-C data. We additionally compare synteny, gene, and repeat content between C. arcania and other Lepidopteran genomes. This reference genome will enable future population genomics studies with Coenonympha butterflies, a species-rich genus that encompasses some of the most highly endangered butterfly taxa in Europe.
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Affiliation(s)
- Fabrice Legeai
- Inria, CNRS, IRISA, University of Rennes, 35000 Rennes, France
- IGEPP, INRAE, Institut Agro, University of Rennes, 35653 Le Rheu, France
| | - Sandra Romain
- Inria, CNRS, IRISA, University of Rennes, 35000 Rennes, France
| | - Thibaut Capblancq
- LECA, CNRS, Université Grenoble-Alpes, Université Savoie Mont Blanc, Grenoble, France
| | | | - Mathieu Joron
- CEFE, CNRS, EPHE, IRD, Université de Montpellier, Montpellier, France
| | - Claire Lemaitre
- Inria, CNRS, IRISA, University of Rennes, 35000 Rennes, France
| | - Laurence Després
- LECA, CNRS, Université Grenoble-Alpes, Université Savoie Mont Blanc, Grenoble, France
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4
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Firneno TJ, Semenov G, Dopman EB, Taylor SA, Larson EL, Gompert Z. Quantitative Analyses of Coupling in Hybrid Zones. Cold Spring Harb Perspect Biol 2023; 15:a041434. [PMID: 37739809 PMCID: PMC10691479 DOI: 10.1101/cshperspect.a041434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/24/2023]
Abstract
In hybrid zones, whether barrier loci experience selection mostly independently or as a unit depends on the ratio of selection to recombination as captured by the coupling coefficient. Theory predicts a sharper transition between an uncoupled and coupled system when more loci affect hybrid fitness. However, the extent of coupling in hybrid zones has rarely been quantified. Here, we use simulations to characterize the relationship between the coupling coefficient and variance in clines across genetic loci. We then reanalyze 25 hybrid zone data sets and find that cline variances and estimated coupling coefficients form a smooth continuum from high variance and weak coupling to low variance and strong coupling. Our results are consistent with low rates of hybridization and a strong genome-wide barrier to gene flow when the coupling coefficient is much greater than 1, but also suggest that this boundary might be approached gradually and at a near constant rate over time.
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Affiliation(s)
- Thomas J Firneno
- Department of Biology, University of Denver, Denver, Colorado 80208, USA
| | - Georgy Semenov
- Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, Colorado 80211, USA
| | - Erik B Dopman
- Department of Biology, Tufts University, Medford, Massachusetts 02155, USA
| | - Scott A Taylor
- Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, Colorado 80211, USA
| | - Erica L Larson
- Department of Biology, University of Denver, Denver, Colorado 80208, USA
| | - Zachariah Gompert
- Department of Biology, Utah State University, Logan, Utah 84321, USA
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5
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Augustijnen H, Patsiou T, Lucek K. Secondary contact rather than coexistence-Erebia butterflies in the Alps. Evolution 2022; 76:2669-2686. [PMID: 36117267 PMCID: PMC9828779 DOI: 10.1111/evo.14615] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Revised: 08/05/2022] [Accepted: 08/30/2022] [Indexed: 01/22/2023]
Abstract
Secondary contact zones are ideal systems to study the processes that govern the evolution of reproductive barriers, especially at advanced stages of the speciation process. An increase in reproductive isolation resulting from selection against maladaptive hybrids is thought to contribute to reproductive barrier buildup in secondary contact zones. Although such processes have been invoked for many systems, it remains unclear to which extent they influence contact zone dynamics in nature. Here, we study a very narrow contact zone between the butterfly species Erebia cassioides and Erebia tyndarus in the Swiss Alps. We quantified phenotypic traits related to wing shape and reproduction as well as ecology to compare the degree of intra- and interspecific differentiation. Even though only very few first-generation hybrids occur, we find no strong indications for current reinforcing selection, suggesting that if reinforcement occurred in our system, it likely operated in the past. Additionally, we show that both species differ less in their ecological niche at the contact zone than elsewhere, which could explain why coexistence between these butterflies may currently not be possible.
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Affiliation(s)
- Hannah Augustijnen
- Department of Environmental SciencesUniversity of BaselBaselCH‐4056Switzerland
| | - Theofania Patsiou
- Institute of Plant SciencesUniversity of BernBernCH‐3013Switzerland
- Department of BiologyUniversity of FribourgFribourgCH‐1700Switzerland
| | - Kay Lucek
- Department of Environmental SciencesUniversity of BaselBaselCH‐4056Switzerland
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6
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Tournebize R, Borner L, Manel S, Meynard CN, Vigouroux Y, Crouzillat D, Fournier C, Kassam M, Descombes P, Tranchant-Dubreuil C, Parrinello H, Kiwuka C, Sumirat U, Legnate H, Kambale JL, Sonké B, Mahinga JC, Musoli P, Janssens SB, Stoffelen P, de Kochko A, Poncet V. Ecological and genomic vulnerability to climate change across native populations of Robusta coffee (Coffea canephora). GLOBAL CHANGE BIOLOGY 2022; 28:4124-4142. [PMID: 35527235 DOI: 10.1111/gcb.16191] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Revised: 02/11/2022] [Accepted: 03/17/2022] [Indexed: 06/14/2023]
Abstract
The assessment of population vulnerability under climate change is crucial for planning conservation as well as for ensuring food security. Coffea canephora is, in its native habitat, an understorey tree that is mainly distributed in the lowland rainforests of tropical Africa. Also known as Robusta, its commercial value constitutes a significant revenue for many human populations in tropical countries. Comparing ecological and genomic vulnerabilities within the species' native range can provide valuable insights about habitat loss and the species' adaptive potential, allowing to identify genotypes that may act as a resource for varietal improvement. By applying species distribution models, we assessed ecological vulnerability as the decrease in climatic suitability under future climatic conditions from 492 occurrences. We then quantified genomic vulnerability (or risk of maladaptation) as the allelic composition change required to keep pace with predicted climate change. Genomic vulnerability was estimated from genomic environmental correlations throughout the native range. Suitable habitat was predicted to diminish to half its size by 2050, with populations near coastlines and around the Congo River being the most vulnerable. Whole-genome sequencing revealed 165 candidate SNPs associated with climatic adaptation in C. canephora, which were located in genes involved in plant response to biotic and abiotic stressors. Genomic vulnerability was higher for populations in West Africa and in the region at the border between DRC and Uganda. Despite an overall low correlation between genomic and ecological vulnerability at broad scale, these two components of vulnerability overlap spatially in ways that may become damaging. Genomic vulnerability was estimated to be 23% higher in populations where habitat will be lost in 2050 compared to regions where habitat will remain suitable. These results highlight how ecological and genomic vulnerabilities are relevant when planning on how to cope with climate change regarding an economically important species.
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Affiliation(s)
- Rémi Tournebize
- DIADE, CIRAD, IRD, Univ. Montpellier, Montpellier, France
- Instituto Gulbenkian de Ciência, Oeiras, Portugal
| | - Leyli Borner
- CBGP, INRAE, CIRAD, IRD, Montpellier SupAgro, Univ Montpellier, Montpellier, France
- INRAE, Le Rheu, France
| | - Stéphanie Manel
- CEFE, CNRS, EPHE-PSL University, IRD, Univ Montpellier, Montpellier, France
| | - Christine N Meynard
- CBGP, INRAE, CIRAD, IRD, Montpellier SupAgro, Univ Montpellier, Montpellier, France
| | - Yves Vigouroux
- DIADE, CIRAD, IRD, Univ. Montpellier, Montpellier, France
| | | | - Coralie Fournier
- Nestlé Research, Société des Produits Nestlé S.A., EPFL Innovation Park, Lausanne, Switzerland
- School of Medicine, University of Geneva, Geneva, Switzerland
| | - Mohamed Kassam
- Nestlé Research, Société des Produits Nestlé S.A., EPFL Innovation Park, Lausanne, Switzerland
- Danone Nutricia Research, Singapore
| | - Patrick Descombes
- Nestlé Research, Société des Produits Nestlé S.A., EPFL Innovation Park, Lausanne, Switzerland
| | | | - Hugues Parrinello
- CNRS, INSERM, Univ. Montpellier, Montpellier, France
- Montpellier GenomiX, France Génomique, Montpellier, France
| | | | | | | | - Jean-Léon Kambale
- University of Kisangani, Kisangani, Democratic Republic of the Congo
| | | | | | | | - Steven B Janssens
- Meise Botanic Garden, Meise, Belgium
- Department of Biology, KU Leuven, Leuven, Belgium
| | | | | | - Valérie Poncet
- DIADE, CIRAD, IRD, Univ. Montpellier, Montpellier, France
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7
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Solovyev VI, Dubatolov VV, Vavilova VY, Kosterin OE. Estimating range disjunction time of the Palearctic Admirals (Limenitis L.) with COI and histone H1 genes. ORG DIVERS EVOL 2022. [DOI: 10.1007/s13127-022-00565-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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8
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Wolfgramm H, Martens J, Töpfer T, Vamberger M, Pathak A, Stuckas H, Päckert M. Asymmetric allelic introgression across a hybrid zone of the coal tit ( Periparus ater) in the central Himalayas. Ecol Evol 2021; 11:17332-17351. [PMID: 34938512 PMCID: PMC8668783 DOI: 10.1002/ece3.8369] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 10/26/2021] [Accepted: 11/02/2021] [Indexed: 11/07/2022] Open
Abstract
In the Himalayas, a number of secondary contact zones have been described for vicariant vertebrate taxa. However, analyses of genetic divergence and admixture are missing for most of these examples. In this study, we provide a population genetic analysis for the coal tit (Periparus ater) hybrid zone in Nepal. Intermediate phenotypes between the distinctive western "spot-winged tit" (P. a. melanolophus) and Eastern Himalayan coal tits (P. a. aemodius) occur across a narrow range of <100 km in western Nepal. As a peculiarity, another distinctive cinnamon-bellied form is known from a single population so far. Genetic admixture of western and eastern mitochondrial lineages was restricted to the narrow zone of phenotypically intermediate populations. The cline width was estimated 46 km only with a center close to the population of the cinnamon-bellied phenotype. In contrast, allelic introgression of microsatellite loci was asymmetrical from eastern P. a. aemodius into far western populations of phenotypic P. a. melanolophus but not vice versa. Accordingly, the microsatellite cline was about 3.7 times wider than the mitochondrial one.
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Affiliation(s)
- Hannes Wolfgramm
- Senckenberg Natural History Collections DresdenDresdenGermany
- Present address:
Department of Functional GenomicsInterfaculty Institute of Genetics and Functional GenomicsUniversity Medicine GreifswaldGreifswaldGermany
| | - Jochen Martens
- Institute of Organismic and Molecular Evolution (iomE)Johannes Gutenberg UniversityMainzGermany
| | - Till Töpfer
- Leibniz Institute for the Analysis of Biodiversity ChangeZoological Research Museum Alexander KoenigBonnGermany
| | | | - Abhinaya Pathak
- Department of National Parks and Wildlife ConservationKathmanduNepal
| | - Heiko Stuckas
- Senckenberg Natural History Collections DresdenDresdenGermany
| | - Martin Päckert
- Senckenberg Natural History Collections DresdenDresdenGermany
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9
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Haenel Q, Oke KB, Laurentino TG, Hendry AP, Berner D. Clinal genomic analysis reveals strong reproductive isolation across a steep habitat transition in stickleback fish. Nat Commun 2021; 12:4850. [PMID: 34381033 PMCID: PMC8358029 DOI: 10.1038/s41467-021-25039-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Accepted: 07/20/2021] [Indexed: 11/29/2022] Open
Abstract
How ecological divergence causes strong reproductive isolation between populations in close geographic contact remains poorly understood at the genomic level. We here study this question in a stickleback fish population pair adapted to contiguous, ecologically different lake and stream habitats. Clinal whole-genome sequence data reveal numerous genome regions (nearly) fixed for alternative alleles over a distance of just a few hundred meters. This strong polygenic adaptive divergence must constitute a genome-wide barrier to gene flow because a steep cline in allele frequencies is observed across the entire genome, and because the cline center closely matches the habitat transition. Simulations confirm that such strong divergence can be maintained by polygenic selection despite high dispersal and small per-locus selection coefficients. Finally, comparing samples from near the habitat transition before and after an unusual ecological perturbation demonstrates the fragility of the balance between gene flow and selection. Overall, our study highlights the efficacy of divergent selection in maintaining reproductive isolation without physical isolation, and the analytical power of studying speciation at a fine eco-geographic and genomic scale.
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Affiliation(s)
- Quiterie Haenel
- Department of Environmental Sciences, Zoology, University of Basel, Basel, Switzerland.
| | - Krista B Oke
- College of Fisheries and Ocean Sciences, University of Alaska Fairbanks, Juneau, AK, USA
- Redpath Museum and Department of Biology, McGill University, Montréal, QC, Canada
| | - Telma G Laurentino
- Department of Environmental Sciences, Zoology, University of Basel, Basel, Switzerland
| | - Andrew P Hendry
- Redpath Museum and Department of Biology, McGill University, Montréal, QC, Canada
| | - Daniel Berner
- Department of Environmental Sciences, Zoology, University of Basel, Basel, Switzerland.
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10
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Brachmann MK, Parsons K, Skúlason S, Ferguson MM. The interaction of resource use and gene flow on the phenotypic divergence of benthic and pelagic morphs of Icelandic Arctic charr ( Salvelinus alpinus). Ecol Evol 2021; 11:7315-7334. [PMID: 34188815 PMCID: PMC8216915 DOI: 10.1002/ece3.7563] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Revised: 02/09/2021] [Accepted: 03/02/2021] [Indexed: 12/11/2022] Open
Abstract
Conceptual models of adaptive divergence and ecological speciation in sympatry predict differential resource use, phenotype-environment correlations, and reduced gene flow among diverging phenotypes. While these predictions have been assessed in past studies, connections among them have rarely been assessed collectively. We examined relationships among phenotypic, ecological, and genetic variation in Arctic charr (Salvelinus alpinus) from six Icelandic localities that have undergone varying degrees of divergence into sympatric benthic and pelagic morphs. We characterized morphological variation with geometric morphometrics, tested for differential resource use between morphs using stable isotopes, and inferred the amount of gene flow from single nucleotide polymorphisms. Analysis of stable isotopic signatures indicated that sympatric morphs showed similar difference in resource use across populations, likely arising from the common utilization of niche space within each population. Carbon isotopic signature was also a significant predictor of individual variation in body shape and size, suggesting that variation in benthic and pelagic resource use is associated with phenotypic variation. The estimated percentage of hybrids between sympatric morphs varied across populations (from 0% to 15.6%) but the majority of fish had genotypes (ancestry coefficients) characteristic of pure morphs. Despite evidence of reduced gene flow between sympatric morphs, we did not detect the expected negative relationship between divergence in resource use and gene flow. Three lakes showed the expected pattern, but morphs in the fourth showed no detectable hybridization and had relatively low differences in resource use between them. This coupled with the finding that resource use and genetic differentiation had differential effects on body shape variation across populations suggests that reproductive isolation maintains phenotypic divergence between benthic and pelagic morphs when the effects of resource use are relatively low. Our ability to assess relationships between phenotype, ecology, and genetics deepens our understanding of the processes underlying adaptive divergence in sympatry.
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Affiliation(s)
| | - Kevin Parsons
- Institute of Biodiversity, Animal Health and Comparative MedicineSchool of Life ScienceUniversity of GlasgowGlasgowUK
| | - Skúli Skúlason
- Department of Aquaculture and Fish BiologyHólar UniversitySaudárkrókurIceland
- Icelandic Museum of Natural HistoryReykjavíkIceland
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11
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Araki Y, Sota T. Population genetic structure underlying the geographic variation in beetle structural colour with multiple transition zones. Mol Ecol 2020; 30:670-684. [PMID: 33253446 DOI: 10.1111/mec.15758] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Revised: 11/12/2020] [Accepted: 11/24/2020] [Indexed: 11/27/2022]
Abstract
We studied the population genetic structure underlying the geographic variation in the structural colour of the geotrupid dung beetle, Phelotrupes auratus, which exhibits metallic body colours of different reflectance wavelengths perceived as red, green and indigo. These forms occur parapatrically in an area of Japan. The colour variation was not related to variation in climatic factors. Using single nucleotide polymorphisms (SNPs) from restriction-site-associated DNA sequences, we discriminated five groups of populations (west/red, south/green, south/indigo, south/red and east/red) by a combination of genetic clusters (west, south and east) and three colour forms. There were three transition zones for the colour forms: two between the red and green forms were hybrid zones with steep genetic clines, which implies the existence of barriers to gene flow between regions with different colours. The remaining transition zone between the green and indigo forms lacked genetic differentiation, despite the evident colour changes, which implies regionally specific selection on the different colours. In a genomewide association study, we identified four SNPs that were associated with the red/green or indigo colour and were not linked with one another, which implies that the coloration was controlled by multiple loci, each affecting the expression of a different colour range. These loci may have controlled the transitions between different combinations of colours. Our study demonstrates that geographic colour variation within a species can be maintained by nonuniform interactions among barriers to gene flow, locally specific selection on different colours, and the effects of different colour loci.
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Affiliation(s)
- Yoshifumi Araki
- Department of Zoology, Graduate School of Science, Kyoto University, Kyoto, Japan
| | - Teiji Sota
- Department of Zoology, Graduate School of Science, Kyoto University, Kyoto, Japan
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12
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Ferchaud AL, Laporte M, Wellenreuther M. From the woods to the halls of science: Louis Bernatchez's contributions to science, wildlife conservation and people. Evol Appl 2020; 13:1105-1116. [PMID: 32684949 PMCID: PMC7359837 DOI: 10.1111/eva.13043] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Affiliation(s)
- Anne-Laure Ferchaud
- Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec QC Canada
| | - Martin Laporte
- Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec QC Canada
| | - Maren Wellenreuther
- School of Biological Sciences The University of Auckland Auckland New Zealand
- The New Zealand Institute for Plant and Food Research Ltd Nelson New Zealand
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