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Dong J, Qiu L, Zhou X, Liu S. Drivers of genomic differentiation landscapes in populations of disparate ecological and geographical settings within mainland Apis cerana. Mol Ecol 2024; 33:e17414. [PMID: 38801184 DOI: 10.1111/mec.17414] [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: 07/07/2023] [Revised: 05/07/2024] [Accepted: 05/09/2024] [Indexed: 05/29/2024]
Abstract
Elucidating the evolutionary processes that drive population divergence can enhance our understanding of the early stages of speciation and inform conservation management decisions. The honeybee Apis cerana displays extensive population divergence, providing an informative natural system for exploring these processes. The mainland lineage A. cerana includes several peripheral subspecies with disparate ecological and geographical settings radiated from a central ancestor. Under this evolutionary framework, we can explore the patterns of genome differentiation and the evolutionary models that explain them. We can also elucidate the contribution of non-genomic spatiotemporal mechanisms (extrinsic features) and genomic mechanisms (intrinsic features) that influence these genomic differentiation landscapes. Based on 293 whole genomes, a small part of the genome is highly differentiated between central-peripheral subspecies pairs, while low and partial parallelism partly reflects idiosyncratic responses to environmental differences. Combined elements of recurrent selection and speciation-with-gene-flow models generate the heterogeneous genome landscapes. These elements weight differently between central-island and other central-peripheral subspecies pairs, influenced by glacial cycles superimposed on different geomorphologies. Although local recombination rates exert a significant influence on patterns of genomic differentiation, it is unlikely that low-recombination rates regions were generated by structural variation. In conclusion, complex factors including geographical isolation, divergent ecological selection and non-uniform genome features have acted concertedly in the evolution of reproductive barriers that could reduce gene flow in part of the genome and facilitate the persistence of distinct populations within mainland lineage of A. cerana.
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Affiliation(s)
- Jiangxing Dong
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Lifei Qiu
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Xin Zhou
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Shanlin Liu
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
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2
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Cui J, Chen Y, Hines HM, Ma L, Yang W, Wang C, Liu S, Li H, Cai W, Da W, Williams P, Tian L. Does coevolution in refugia drive mimicry in bumble bees? Insights from a South Asian mimicry group. SCIENCE ADVANCES 2024; 10:eadl2286. [PMID: 38865449 PMCID: PMC11168453 DOI: 10.1126/sciadv.adl2286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Accepted: 05/09/2024] [Indexed: 06/14/2024]
Abstract
Müllerian mimicry was proposed to be an example of a coevolved mutualism promoted by population isolation in glacial refugia. This, however, has not been well supported in butterfly models. Here, we use genomic data to test this theory while examining the population genetics behind mimetic diversification in a pair of co-mimetic bumble bees, Bombus breviceps Smith and Bombus trifasciatus Smith. In both lineages, populations were structured by geography but not as much by color pattern, suggesting sharing of color alleles across regions of restricted gene flow and formation of mimicry complexes in the absence of genetic differentiation. Demographic analyses showed mismatches between historical effective population size changes and glacial cycles, and niche modeling revealed only mild habitat retraction during glaciation. Moreover, mimetic subpopulations of the same color form in the two lineages only in some cases exhibit similar population history and genetic divergence. Therefore, the current study supports a more complex history in this comimicry than a simple refugium-coevolution model.
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Affiliation(s)
- Jixiang Cui
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing, China
| | - Yuxin Chen
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing, China
| | - Heather M. Hines
- Department of Biology, The Pennsylvania State University, University Park, PA, USA
| | - Ling Ma
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing, China
| | - Wanhu Yang
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing, China
| | - Chao Wang
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing, China
| | - Shanlin Liu
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing, China
- Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
| | - Hu Li
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing, China
| | - Wanzhi Cai
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing, China
| | - Wa Da
- Tibet Plateau Institute of Biology, Lhasa, Tibet 850001, China
- Medog Biodiversity Observation and Research Station of Xizang Autonomous Region, Tibet, China
| | - Paul Williams
- Department of Life Sciences, Natural History Museum, London SW7 5BD, UK
| | - Li Tian
- Department of Entomology, College of Plant Protection, China Agricultural University, Beijing, China
- MOA Key Lab of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing, China
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Xu WQ, Ren CQ, Zhang XY, Comes HP, Liu XH, Li YG, Kettle CJ, Jalonen R, Gaisberger H, Ma YZ, Qiu YX. Genome sequences and population genomics reveal climatic adaptation and genomic divergence between two closely related sweetgum species. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024; 118:1372-1387. [PMID: 38343032 DOI: 10.1111/tpj.16675] [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: 10/24/2023] [Revised: 01/24/2024] [Accepted: 01/29/2024] [Indexed: 05/31/2024]
Abstract
Understanding the genetic basis of population divergence and adaptation is an important goal in population genetics and evolutionary biology. However, the relative roles of demographic history, gene flow, and/or selective regime in driving genomic divergence, climatic adaptation, and speciation in non-model tree species are not yet fully understood. To address this issue, we generated whole-genome resequencing data of Liquidambar formosana and L. acalycina, which are broadly sympatric but altitudinally segregated in the Tertiary relict forests of subtropical China. We integrated genomic and environmental data to investigate the demographic history, genomic divergence, and climatic adaptation of these two sister species. We inferred a scenario of allopatric species divergence during the late Miocene, followed by secondary contact during the Holocene. We identified multiple genomic islands of elevated divergence that mainly evolved through divergence hitchhiking and recombination rate variation, likely fostered by long-term refugial isolation and recent differential introgression in low-recombination genomic regions. We also found some candidate genes with divergent selection signatures potentially involved in climatic adaptation and reproductive isolation. Our results contribute to a better understanding of how late Tertiary/Quaternary climatic change influenced speciation, genomic divergence, climatic adaptation, and introgressive hybridization in East Asia's Tertiary relict flora. In addition, they should facilitate future evolutionary, conservation genomics, and molecular breeding studies in Liquidambar, a genus of important medicinal and ornamental values.
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Affiliation(s)
- Wu-Qin Xu
- Systematic & Evolutionary Botany and Biodiversity Group, College of Life Sciences, Zhejiang University, Hangzhou, Zhejiang, China
- Zhejiang Lab, Hangzhou, Zhejiang, China
| | - Chao-Qian Ren
- Systematic & Evolutionary Botany and Biodiversity Group, College of Life Sciences, Zhejiang University, Hangzhou, Zhejiang, China
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China
| | - Xin-Yi Zhang
- Systematic & Evolutionary Botany and Biodiversity Group, College of Life Sciences, Zhejiang University, Hangzhou, Zhejiang, China
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China
| | - Hans-Peter Comes
- Department of Environment & Biodiversity, Salzburg University, Salzburg, Austria
| | - Xin-Hong Liu
- Zhejiang Academy of Forestry, Hangzhou, 310023, China
| | - Yin-Gang Li
- Zhejiang Academy of Forestry, Hangzhou, 310023, China
| | | | - Riina Jalonen
- Bioversity International, Regional Office for Asia, Penang, Malaysia
| | | | - Ya-Zhen Ma
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China
| | - Ying-Xiong Qiu
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China
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4
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Fu PC, Guo QQ, Chang D, Gao QB, Sun SS. Cryptic diversity and rampant hybridization in annual gentians on the Qinghai-Tibet Plateau revealed by population genomic analysis. PLANT DIVERSITY 2024; 46:194-205. [PMID: 38807911 PMCID: PMC11128845 DOI: 10.1016/j.pld.2023.10.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Revised: 10/24/2023] [Accepted: 10/25/2023] [Indexed: 05/30/2024]
Abstract
Understanding the evolutionary and ecological processes involved in population differentiation and speciation provides critical insights into biodiversity formation. In this study, we employed 29,865 single nucleotide polymorphisms (SNPs) and complete plastomes to examine genomic divergence and hybridization in Gentiana aristata, which is endemic to the Qinghai-Tibet Plateau (QTP) region. Genetic clustering revealed that G. aristata is characterized by geographic genetic structures with five clusters (West, East, Central, South and North). The West cluster has a specific morphological character (i.e., blue corolla) and higher values of FST compared to the remaining clusters, likely the result of the geological barrier formed by the Yangtze River. The West cluster diverged from the other clusters in the Early Pliocene; these remaining clusters diverged from one another in the Early Quaternary. Phylogenetic reconstructions based on SNPs and plastid data revealed substantial cyto-nuclear conflicts. Genetic clustering and D-statistics demonstrated rampant hybridization between the Central and North clusters, along the Bayankala Mountains, which form the geological barrier between the Central and North clusters. Species distribution modeling demonstrated the range of G. aristata expanded since the Last Interglacial period. Our findings provide genetic and morphological evidence of cryptic diversity in G. aristata, and identified rampant hybridization between genetic clusters along a geological barrier. These findings suggest that geological barriers and climatic fluctuations have an important role in triggering diversification as well as hybridization, indicating that cryptic diversity and hybridization are essential factors in biodiversity formation within the QTP region.
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Affiliation(s)
- Peng-Cheng Fu
- School of Life Science, Luoyang Normal University, Luoyang 471934, PR China
| | - Qiao-Qiao Guo
- School of Life Science, Luoyang Normal University, Luoyang 471934, PR China
| | - Di Chang
- School of Life Science, Luoyang Normal University, Luoyang 471934, PR China
| | - Qing-Bo Gao
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining 810001, PR China
| | - Shan-Shan Sun
- School of Life Science, Luoyang Normal University, Luoyang 471934, PR China
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5
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Liu Y, Olsson A, Larva T, Cantwell-Jones A, Gill RJ, Cederberg B, Webster MT. Genomic variation in montane bumblebees in Scandinavia: High levels of intraspecific diversity despite population vulnerability. Mol Ecol 2024; 33:e17251. [PMID: 38112228 DOI: 10.1111/mec.17251] [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: 10/04/2023] [Revised: 11/24/2023] [Accepted: 12/11/2023] [Indexed: 12/21/2023]
Abstract
Populations of many bumblebee species are declining, with distributions shifting northwards to track suitable climates. Climate change is considered a major contributing factor. Arctic species are particularly vulnerable as they cannot shift further north, making assessment of their population viability important. Analysis of levels of whole-genome variation is a powerful way to analyse population declines and fragmentation. Here, we use genome sequencing to analyse genetic variation in seven species of bumblebee from the Scandinavian mountains, including two classified as vulnerable. We sequenced 333 samples from across the ranges of these species in Sweden. Estimates of effective population size (NE ) vary from ~55,000 for species with restricted high alpine distributions to 220,000 for more widespread species. Population fragmentation is generally very low or undetectable over large distances in the mountains, suggesting an absence of barriers to gene flow. The relatively high NE and low population structure indicate that none of the species are at immediate risk of negative genetic effects caused by high levels of genetic drift. However, reconstruction of historical fluctuations in NE indicates that the arctic specialist species Bombus hyperboreus has experienced population declines since the last ice age and we detected one highly inbred diploid male of this species close to the southern limit of its range, potentially indicating elevated genetic load. Although the levels of genetic variation in montane bumblebee populations are currently relatively high, their ranges are predicted to shrink drastically due to the effects of climate change and monitoring is essential to detect future population declines.
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Affiliation(s)
- Yuanzhen Liu
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Anna Olsson
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Tuuli Larva
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Aoife Cantwell-Jones
- Department of Life Sciences, Georgina Mace Centre for The Living Planet, Imperial College London, Ascot, UK
| | - Richard J Gill
- Department of Life Sciences, Georgina Mace Centre for The Living Planet, Imperial College London, Ascot, UK
| | - Björn Cederberg
- Swedish University of Agricultural Sciences, Swedish Species Information Centre, Uppsala, Sweden
| | - Matthew T Webster
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
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6
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Pyron RA, Kakkera A, Beamer DA, O'Connell KA. Discerning structure versus speciation in phylogeographic analysis of Seepage Salamanders (Desmognathus aeneus) using demography, environment, geography, and phenotype. Mol Ecol 2024; 33:e17219. [PMID: 38015012 DOI: 10.1111/mec.17219] [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: 08/04/2023] [Revised: 10/26/2023] [Accepted: 11/13/2023] [Indexed: 11/29/2023]
Abstract
Numerous mechanisms can drive speciation, including isolation by adaptation, distance, and environment. These forces can promote genetic and phenotypic differentiation of local populations, the formation of phylogeographic lineages, and ultimately, completed speciation. However, conceptually similar mechanisms may also result in stabilizing rather than diversifying selection, leading to lineage integration and the long-term persistence of population structure within genetically cohesive species. Processes that drive the formation and maintenance of geographic genetic diversity while facilitating high rates of migration and limiting phenotypic differentiation may thereby result in population genetic structure that is not accompanied by reproductive isolation. We suggest that this framework can be applied more broadly to address the classic dilemma of "structure" versus "species" when evaluating phylogeographic diversity, unifying population genetics, species delimitation, and the underlying study of speciation. We demonstrate one such instance in the Seepage Salamander (Desmognathus aeneus) from the southeastern United States. Recent studies estimated up to 6.3% mitochondrial divergence and four phylogenomic lineages with broad admixture across geographic hybrid zones, which could potentially represent distinct species supported by our species-delimitation analyses. However, while limited dispersal promotes substantial isolation by distance, microhabitat specificity appears to yield stabilizing selection on a single, uniform, ecologically mediated phenotype. As a result, climatic cycles promote recurrent contact between lineages and repeated instances of high migration through time. Subsequent hybridization is apparently not counteracted by adaptive differentiation limiting introgression, leaving a single unified species with deeply divergent phylogeographic lineages that nonetheless do not appear to represent incipient species.
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Affiliation(s)
- R Alexander Pyron
- Department of Biological Sciences, The George Washington University, Washington, District of Columbia, USA
- Department of Vertebrate Zoology, National Museum of Natural History, Smithsonian Institution, Washington, District of Columbia, USA
| | - Anvith Kakkera
- Thomas Jefferson High School for Science and Technology, Alexandria, Virginia, USA
| | - David A Beamer
- Office of Research, Economic Development and Engagement, East Carolina University, Greenville, North Carolina, USA
| | - Kyle A O'Connell
- Department of Vertebrate Zoology, National Museum of Natural History, Smithsonian Institution, Washington, District of Columbia, USA
- Deloitte Consulting LLP, Health and Data AI, Arlington, Virginia, USA
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7
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Sun C, Zhang A, Chen J, Schaack S. 'Junk' that matters: the role of transposable elements in bumblebee genome evolution. CURRENT OPINION IN INSECT SCIENCE 2023; 59:101103. [PMID: 37604302 DOI: 10.1016/j.cois.2023.101103] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Revised: 08/05/2023] [Accepted: 08/16/2023] [Indexed: 08/23/2023]
Abstract
Transposable elements (TEs) are mobile DNA sequences that are widely distributed in eukaryotic genomes, where they are known to serve as a major force in genome evolution. The phenotypic impacts of TEs, while less well-studied, have also been discovered. Bumblebees are globally important pollinators in natural ecosystems and agriculture. Although TEs comprise a small fraction of bumblebee genomes, emerging evidence suggests that TEs are the major contributor of genome size variation across species and are involved in the formation of new coding and regulatory sequences. We review recent discoveries related to TEs in bumblebees, as well as outlining three key questions for the future of the field. In the future, we argue long-read sequencing technologies and genome editing techniques will help us identify TEs in bumblebees, unveil mechanisms that could account for their silencing and limited abundance, and uncover their contributions to phenotypic diversification, ecological adaptation, and speciation.
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Affiliation(s)
- Cheng Sun
- College of Life Sciences, Capital Normal University, Beijing 100048, China.
| | - Aibing Zhang
- College of Life Sciences, Capital Normal University, Beijing 100048, China
| | - Jinfeng Chen
- Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China
| | - Sarah Schaack
- Department of Biology, Reed College, Portland, OR 97202, USA
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8
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Everitt T, Wallberg A, Christmas MJ, Olsson A, Hoffmann W, Neumann P, Webster MT. The Genomic Basis of Adaptation to High Elevations in Africanized Honey Bees. Genome Biol Evol 2023; 15:evad157. [PMID: 37625795 PMCID: PMC10484329 DOI: 10.1093/gbe/evad157] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 08/11/2023] [Accepted: 08/18/2023] [Indexed: 08/27/2023] Open
Abstract
A range of different genetic architectures underpin local adaptation in nature. Honey bees (Apis mellifera) in the Eastern African Mountains harbor high frequencies of two chromosomal inversions that likely govern adaptation to this high-elevation habitat. In the Americas, honey bees are hybrids of European and African ancestries and adaptation to latitudinal variation in climate correlates with the proportion of these ancestries across the genome. It is unknown which, if either, of these forms of genetic variation governs adaptation in honey bees living at high elevations in the Americas. Here, we performed whole-genome sequencing of 29 honey bees from both high- and low-elevation populations in Colombia. Analysis of genetic ancestry indicated that both populations were predominantly of African ancestry, but the East African inversions were not detected. However, individuals in the higher elevation population had significantly higher proportions of European ancestry, likely reflecting local adaptation. Several genomic regions exhibited particularly high differentiation between highland and lowland bees, containing candidate loci for local adaptation. Genes that were highly differentiated between highland and lowland populations were enriched for functions related to reproduction and sperm competition. Furthermore, variation in levels of European ancestry across the genome was correlated between populations of honey bees in the highland population and populations at higher latitudes in South America. The results are consistent with the hypothesis that adaptation to both latitude and elevation in these hybrid honey bees are mediated by variation in ancestry at many loci across the genome.
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Affiliation(s)
- Turid Everitt
- Department Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Andreas Wallberg
- Department Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Matthew J Christmas
- Department Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Anna Olsson
- Department Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Wolfgang Hoffmann
- Grupo de Biocalorimetría, Universidad de Pamplona, Pamplona, Colombia
| | - Peter Neumann
- Institute of Bee Health, Vetsuisse Faculty, University of Bern and Agroscope, Bern, Switzerland
| | - Matthew T Webster
- Department Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
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9
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Abstract
Insects constitute vital components of ecosystems. There is alarming evidence for global declines in insect species diversity, abundance, and biomass caused by anthropogenic drivers such as habitat degradation or loss, agricultural practices, climate change, and environmental pollution. This raises important concerns about human food security and ecosystem functionality and calls for more research to assess insect population trends and identify threatened species and the causes of declines to inform conservation strategies. Analysis of genetic diversity is a powerful tool to address these goals, but so far animal conservation genetics research has focused strongly on endangered vertebrates, devoting less attention to invertebrates, such as insects, that constitute most biodiversity. Insects' shorter generation times and larger population sizes likely necessitate different analytical methods and management strategies. The availability of high-quality reference genome assemblies enables population genomics to address several key issues. These include precise inference of past demographic fluctuations and recent declines, measurement of genetic load levels, delineation of evolutionarily significant units and cryptic species, and analysis of genetic adaptation to stressors. This enables identification of populations that are particularly vulnerable to future threats, considering their potential to adapt and evolve. We review the application of population genomics to insect conservation and the outlook for averting insect declines.
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Affiliation(s)
- Matthew T Webster
- Science for Life Laboratory, Department of Medical Biochemistry and Microbiology, Uppsala University, Uppsala, Sweden;
| | - Alexis Beaurepaire
- Institute of Bee Health, Vetsuisse Faculty, University of Bern, Bern, Switzerland.,Agroscope, Swiss Bee Research Centre, Bern, Switzerland
| | - Peter Neumann
- Institute of Bee Health, Vetsuisse Faculty, University of Bern, Bern, Switzerland.,Agroscope, Swiss Bee Research Centre, Bern, Switzerland
| | - Eckart Stolle
- Leibniz Institute for the Analysis of Biodiversity Change, Museum Koenig, Bonn, Germany
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10
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Lozier JD, Strange JP, Heraghty SD. Whole genome demographic models indicate divergent effective population size histories shape contemporary genetic diversity gradients in a montane bumble bee. Ecol Evol 2023; 13:e9778. [PMID: 36744081 PMCID: PMC9889631 DOI: 10.1002/ece3.9778] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 01/05/2023] [Accepted: 01/12/2023] [Indexed: 02/04/2023] Open
Abstract
Understanding historical range shifts and population size variation provides an important context for interpreting contemporary genetic diversity. Methods to predict changes in species distributions and model changes in effective population size (N e) using whole genomes make it feasible to examine how temporal dynamics influence diversity across populations. We investigate N e variation and climate-associated range shifts to examine the origins of a previously observed latitudinal heterozygosity gradient in the bumble bee Bombus vancouverensis Cresson (Hymenoptera: Apidae: Bombus Latreille) in western North America. We analyze whole genomes from a latitude-elevation cline using sequentially Markovian coalescent models of N e through time to test whether relatively low diversity in southern high-elevation populations is a result of long-term differences in N e. We use Maxent models of the species range over the last 130,000 years to evaluate range shifts and stability. N e fluctuates with climate across populations, but more genetically diverse northern populations have maintained greater N e over the late Pleistocene and experienced larger expansions with climatically favorable time periods. Northern populations also experienced larger bottlenecks during the last glacial period, which matched the loss of range area near these sites; however, bottlenecks were not sufficient to erode diversity maintained during periods of large N e. A genome sampled from an island population indicated a severe postglacial bottleneck, indicating that large recent postglacial declines are detectable if they have occurred. Genetic diversity was not related to niche stability or glacial-period bottleneck size. Instead, spatial expansions and increased connectivity during favorable climates likely maintain diversity in the north while restriction to high elevations maintains relatively low diversity despite greater stability in southern regions. Results suggest genetic diversity gradients reflect long-term differences in N e dynamics and also emphasize the unique effects of isolation on insular habitats for bumble bees. Patterns are discussed in the context of conservation under climate change.
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Affiliation(s)
- Jeffrey D. Lozier
- Department of Biological SciencesThe University of AlabamaTuscaloosaAlabamaUSA
| | - James P. Strange
- Department of EntomologyThe Ohio State UniversityColumbusOhioUSA
| | - Sam D. Heraghty
- Department of Biological SciencesThe University of AlabamaTuscaloosaAlabamaUSA
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11
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Sun N, Yang L, Tian F, Zeng H, He Z, Zhao K, Wang C, Meng M, Feng C, Fang C, Lv W, Bo J, Tang Y, Gan X, Peng Z, Chen Y, He S. Sympatric or micro-allopatric speciation in a glacial lake? Genomic islands support neither. Natl Sci Rev 2022; 9:nwac291. [PMID: 36778108 PMCID: PMC9905650 DOI: 10.1093/nsr/nwac291] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2022] [Revised: 12/19/2022] [Accepted: 12/23/2022] [Indexed: 12/29/2022] Open
Abstract
Apparent cases of sympatric speciation may actually be due to micro-allopatric or micro-parapatric speciation. One way to distinguish between these models is to examine the existence and nature of genomic islands of divergence, wherein divergent DNA segments are interspersed with low-divergence segments. Such islands should be rare or absent under micro-allopatric speciation but common in cases of speciation with gene flow. Sympatric divergence of endemic fishes is known from isolated saline, crater, postglacial, and ancient lakes. Two morphologically distinct cyprinid fishes, Gymnocypris eckloni scoliostomus (GS) and G. eckloni eckloni (GE), in a small glacial lake on the Qinghai-Tibet Plateau, Lake Sunmcuo, match the biogeographic criteria of sympatric speciation. In this study, we examined genome-wide variation in 46 individuals from these two groups. The divergence time between the GS and GE lineages was estimated to be 20-60 Kya. We identified 54 large genomic islands (≥100 kb) of speciation, which accounted for 89.4% of the total length of all genomic islands. These islands harboured divergent genes related to olfactory receptors and olfaction signals that may play important roles in food selection and assortative mating in fishes. Although the genomic islands clearly indicated speciation with gene flow and rejected micro-allopatric speciation, they were too large to support the hypothesis of sympatric speciation. Theoretical and recent empirical studies suggested that continual gene flow in sympatry should give rise to many small genomic islands (as small as a few kilobases in size). Thus, the observed pattern is consistent with the extensive evidence on parapatric speciation, in which adjacent habitats facilitate divergent selection but also permit gene flow during speciation. We suggest that many, if not most, of the reported cases of sympatric speciation are likely to be micro-parapatric speciation.
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Affiliation(s)
| | | | | | | | | | | | - Cheng Wang
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China,University of Chinese Academy of Sciences, Beijing 100049, China
| | - Minghui Meng
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Chenguang Feng
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China,School of Ecology and Environment, Northwestern Polytechnical University, Xi’an 710129, China
| | - Chengchi Fang
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Wenqi Lv
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China,University of Chinese Academy of Sciences, Beijing 100049, China
| | - Jing Bo
- Institute of Deep-Sea Science and Engineering, Chinese Academy of Sciences, Sanya 572000, China,University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yongtao Tang
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining 810008, China
| | - Xiaoni Gan
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Zuogang Peng
- Key Laboratory of Freshwater Fish Reproduction and Development (Ministry of Education), Southwest University School of Life Sciences, Chongqing 400700, China
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12
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Miller-Struttmann N, Miller Z, Galen C. Climate driven disruption of transitional alpine bumble bee communities. GLOBAL CHANGE BIOLOGY 2022; 28:6165-6179. [PMID: 36184909 DOI: 10.1111/gcb.16348] [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: 03/10/2022] [Revised: 07/01/2022] [Accepted: 07/17/2022] [Indexed: 06/16/2023]
Abstract
Pollinators at high elevations face multiple threats from climate change including heat stress, failure to phenological match advancing flower resources and competitive pressure from range-expanding species of lower elevations. We conducted long-term multi-site surveys of alpine bumble bees to determine how phenology of range-stable and range-expanding species is responding to climate change. We ask whether bumble bee responses generate mismatches with floral resources, and whether these mismatches in turn promote community disruption and potential species replacement. In alpine environments of the central Rocky Mountains, range-stable and range-expanding bumble bees exhibit phenological mismatches with flowering host plants due to earlier flowering of preferred resources under warmer spring temperatures. However, workers of range-stable species are more canalised in their foraging schedules, exploiting a relatively narrow portion of the flowering season. Specifically, range-stable species show less variance in phenology in response to temporally and spatially changing conditions than range-expanding ones. Because flowering duration drives the seasonal abundance of floral resources at the landscape scale, we hypothesize that canalisation of phenology in alpine bumble bees could reduce their access to earlier or later season flowers. Warmer conditions are decreasing abundances of range-stable alpine bumble bees above the timberline, increasing abundance of range-expanding species, and facilitating a novel and more species-diverse bumble bee community. However, this trend is not explained by greater phenological mismatch of range-stable bees. Results suggest that conversion of historic habitats for cold-adapted alpine bumble bee species into refugia for more heat-tolerant congeners is disrupting bumble bee communities at high elevations, though the precise mechanisms accounting for these changes are not yet known. If warming continues, we predict that the transient increase in diversity due to colonization by historically low-elevation species will likely give way to declines of alpine bumble bees in the central Rocky Mountains.
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Affiliation(s)
| | - Zachary Miller
- Division of Biological Sciences, University of Missouri, Columbia, Missouri, USA
| | - Candace Galen
- Division of Biological Sciences, University of Missouri, Columbia, Missouri, USA
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13
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Feron R, Waterhouse RM. Exploring new genomic territories with emerging model insects. CURRENT OPINION IN INSECT SCIENCE 2022; 51:100902. [PMID: 35301165 DOI: 10.1016/j.cois.2022.100902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 02/24/2022] [Accepted: 03/04/2022] [Indexed: 06/14/2023]
Abstract
Improvements in reference genome generation for insects and across the tree of life are extending the concept and utility of model organisms beyond traditional laboratory-tractable supermodels. Species or groups of species with comprehensive genome resources can be developed into model systems for studying a large variety of biological phenomena. Advances in sequencing and assembly technologies are supporting these emerging genome-enabled model systems by producing resources that are increasingly accurate and complete. Nevertheless, quality controls including assessing gene content completeness are required to ensure that these data can be included in expanding catalogues of high-quality references that will greatly advance understanding of insect biology and evolution.
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Affiliation(s)
- Romain Feron
- Department of Ecology and Evolution, University of Lausanne, and the Swiss Institute of Bioinformatics,1015 Lausanne, Switzerland
| | - Robert M Waterhouse
- Department of Ecology and Evolution, University of Lausanne, and the Swiss Institute of Bioinformatics,1015 Lausanne, Switzerland.
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14
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Bai WF, Liu J, Liu Y, Han W, Evans JD, Huang Q. Phylogenetic Analysis of Small Hive Beetles From Native to Introduced Populations. Front Genet 2022; 13:900795. [PMID: 35664321 PMCID: PMC9160786 DOI: 10.3389/fgene.2022.900795] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Accepted: 04/15/2022] [Indexed: 11/13/2022] Open
Abstract
The small hive beetle (SHB), a social parasite of beehives, is native to sub-Saharan Africa and has spread to America, Europe, and Australia. Recently, these beetles invaded China, causing widespread colony collapses in the honeybee, Apis cerana. In this study, single nucleotide polymorphisms (SNPs) were identified in the beetle genome from its native range (Africa), a region that was invaded by SHBs nearly 30 years ago (America), and more recent invasions (Asia). The beetles in the United States formed the earliest branch and show signs of two decades of gene flow and local adaptation to differentiate this population from the native ones. The beetles in China were deep branched and showed the highest fixation index when compared to the US populations. The number of SNPs in overexpressed genes was significantly higher than the transcriptome. Gene-expression profiles presented here distinguish the characters between adult and larvae SHBs.
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Affiliation(s)
- Wen Feng Bai
- Honeybee Research Institute, Jiangxi Agricultural University, Nanchang, China
- Jiangxi Province Key Laboratory of Honeybee Biology and Beekeeping, Jiangxi Agricultural University, Nanchang, China
| | - Junfeng Liu
- Periodicals Agency, Jiangxi Agricultural University, Nanchang, China
| | - Yuanzhen Liu
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Wensu Han
- Environment and Plant Protection Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou, China
| | - Jay D. Evans
- USDA-ARS Bee Research Laboratory, Beltsville, MD, United States
| | - Qiang Huang
- Honeybee Research Institute, Jiangxi Agricultural University, Nanchang, China
- Jiangxi Province Key Laboratory of Honeybee Biology and Beekeeping, Jiangxi Agricultural University, Nanchang, China
- *Correspondence: Qiang Huang,
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15
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Utilizing museomics to trace the complex history and species boundaries in an avian-study system of conservation concern. Heredity (Edinb) 2022; 128:159-168. [PMID: 35082388 PMCID: PMC8897408 DOI: 10.1038/s41437-022-00499-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Revised: 12/23/2021] [Accepted: 01/05/2022] [Indexed: 11/08/2022] Open
Abstract
A taxonomic classification that accurately captures evolutionary history is essential for conservation. Genomics provides powerful tools for delimiting species and understanding their evolutionary relationships. This allows for a more accurate and detailed view on conservation status compared with other, traditionally used, methods. However, from a practical and ethical perspective, gathering sufficient samples for endangered taxa may be difficult. Here, we use museum specimens to trace the evolutionary history and species boundaries in an Asian oriole clade. The endangered silver oriole has long been recognized as a distinct species based on its unique coloration, but a recent study suggested that it might be nested within the maroon oriole-species complex. To evaluate species designation, population connectivity, and the corresponding conservation implications, we assembled a de novo genome and used whole-genome resequencing of historical specimens. Our results show that the silver orioles form a monophyletic lineage within the maroon oriole complex and that maroon and silver forms continued to interbreed after initial divergence, but do not show signs of recent gene flow. Using a genome scan, we identified genes that may form the basis for color divergence and act as reproductive barriers. Taken together, our results confirm the species status of the silver oriole and highlight that taxonomic revision of the maroon forms is urgently needed. Our study demonstrates how genomics and Natural History Collections (NHC) can be utilized to shed light on the taxonomy and evolutionary history of natural populations and how such insights can directly benefit conservation practitioners when assessing wild populations.
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16
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Christmas MJ, Jones JC, Olsson A, Wallerman O, Bunikis I, Kierczak M, Whitley KM, Sullivan I, Geib JC, Miller-Struttmann NE, Webster MT. A genomic and morphometric analysis of alpine bumblebees: Ongoing reductions in tongue length but no clear genetic component. Mol Ecol 2021; 31:1111-1127. [PMID: 34837435 DOI: 10.1111/mec.16291] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 11/16/2021] [Accepted: 11/22/2021] [Indexed: 11/29/2022]
Abstract
Over the last six decades, populations of the bumblebees Bombus sylvicola and Bombus balteatus in Colorado have experienced decreases in tongue length, a trait important for plant-pollinator mutualisms. It has been hypothesized that this observation reflects selection resulting from shifts in floral composition under climate change. Here we used morphometrics and population genomics to determine whether morphological change is ongoing, investigate the genetic basis of morphological variation, and analyse population structure in these populations. We generated a genome assembly of B. balteatus. We then analysed whole-genome sequencing data and morphometric measurements of 580 samples of both species from seven high-altitude localities. Out of 281 samples originally identified as B. sylvicola, 67 formed a separate genetic cluster comprising a newly-discovered cryptic species ("incognitus"). However, an absence of genetic structure within species suggests that gene flow is common between mountains. We found a significant decrease in tongue length between bees collected between 2012-2014 and in 2017, indicating that morphological shifts are ongoing. We did not discover any genetic associations with tongue length, but a SNP related to production of a proteolytic digestive enzyme was implicated in body size variation. We identified evidence of covariance between kinship and both tongue length and body size, which is suggestive of a genetic component of these traits, although it is possible that shared environmental effects between colonies are responsible. Our results provide evidence for ongoing modification of a morphological trait important for pollination and indicate that this trait probably has a complex genetic and environmental basis.
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Affiliation(s)
- Matthew J Christmas
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Julia C Jones
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden.,School of Biology and Environmental Science, University College Dublin, Dublin, Ireland
| | - Anna Olsson
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Ola Wallerman
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Ignas Bunikis
- Department of Immunology, Genetics and Pathology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Marcin Kierczak
- Department of Cell and Molecular Biology, National Bioinformatics Infrastructure Sweden, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Kaitlyn M Whitley
- Department of Biology, Appalachian State University, Boone, North Carolina, USA.,U.S. Department of Agriculture, Agriculture Research Service, Charleston, South Carolina, USA
| | - Isabel Sullivan
- Department of Biology, Appalachian State University, Boone, North Carolina, USA.,Marine Estuarine Environmental Sciences, University of Maryland, College Park, Maryland, USA
| | - Jennifer C Geib
- Department of Biology, Appalachian State University, Boone, North Carolina, USA
| | | | - Matthew T Webster
- Department of Medical Biochemistry and Microbiology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
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17
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Fruciano C, Franchini P, Jones JC. Capturing the rapidly evolving study of adaptation. J Evol Biol 2021; 34:856-865. [PMID: 34145685 DOI: 10.1111/jeb.13871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 05/12/2021] [Accepted: 05/12/2021] [Indexed: 11/30/2022]
Abstract
Research on the genomics of adaptation is rapidly changing. In the last few decades, progress in this area has been driven by methodological advances, not only in the way increasingly large amounts of molecular data are generated (e.g. with high-throughput sequencing), but also in the way these data are analysed. This includes a growing appreciation and quantitative treatment of covariation among units within the same data type (e.g. genes) or across data types (e.g. genes and phenotypes). The development and adoption of more and more integrative tools have resulted in richer and more interesting empirical work. This special issue - comprising methodological, empirical, and review papers - aims to capture a 'snapshot' of this rapidly evolving field. We discuss in particular three important themes in the study of adaptation: the genetic architecture of adaptive variation, protein-coding and regulatory changes, and parallel evolution. We highlight how more traditional key themes in the study of genetic architecture (e.g. the number of loci underlying adaptive traits and the distribution of their effects) are now being complemented by other factors (e.g. how patterns of linkage and number of loci interact to affect the ability to adapt). Similarly, apart from addressing the relative importance of protein-coding and regulatory changes, we now have the tools to look in-depth at specific types of regulatory variation to gain a clearer picture of regulatory networks. Finally, parallel evolution has always been central to the study of adaptation, but now we are often able to address the question of whether - and to what extent - parallelism at the organismal or phenotypic level is matched by parallelism at the genetic level. Perhaps most importantly, we can now determine what mechanisms are driving parallelism (or lack thereof) across levels of biological organization. All these recent methodological developments open up new directions for future studies of adaptive changes across traits, levels of biological organization, demographic contexts and time scales.
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Affiliation(s)
- Carmelo Fruciano
- National Research Council - Institute of Marine Biological Resources and Biotechnologies, Messina, Italy.,Institut de biologie de l'Ecole normale supérieure (IBENS), Ecole normale supérieure, CNRS, PSL Université Paris, Paris, France.,School of Biological Sciences, University of Portsmouth, Portsmouth, UK
| | - Paolo Franchini
- Department of Biology, University of Konstanz, Konstanz, Germany
| | - Julia C Jones
- School of Biology and Environmental Science, University College Dublin, Dublin, Ireland
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18
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Blyth C, Christmas MJ, Bickerton DC, Breed MF, Foster NR, Guerin GR, Mason ARG, Lowe AJ. Genomic, Habitat, and Leaf Shape Analyses Reveal a Possible Cryptic Species and Vulnerability to Climate Change in a Threatened Daisy. Life (Basel) 2021; 11:553. [PMID: 34208381 PMCID: PMC8231295 DOI: 10.3390/life11060553] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2021] [Revised: 06/08/2021] [Accepted: 06/09/2021] [Indexed: 12/01/2022] Open
Abstract
Olearia pannosa is a plant species listed as vulnerable in Australia. Two subspecies are currently recognised (O. pannosa subsp. pannosa (silver daisy) and O. pannosa subsp. cardiophylla (velvet daisy)), which have overlapping ranges but distinct leaf shape. Remnant populations face threats from habitat fragmentation and climate change. We analysed range-wide genomic data and leaf shape variation to assess population diversity and divergence and to inform conservation management strategies. We detected three distinct genetic groupings and a likely cryptic species. Samples identified as O. pannosa subsp. cardiophylla from the Flinders Ranges in South Australia were genetically distinct from all other samples and likely form a separate, range-restricted species. Remaining samples formed two genetic clusters, which aligned with leaf shape differences but not fully with current subspecies classifications. Levels of genetic diversity and inbreeding differed between the three genetic groups, suggesting each requires a separate management strategy. Additionally, we tested for associations between genetic and environmental variation and carried out habitat suitability modelling for O. pannosa subsp. pannosa populations. We found mean annual maximum temperature explained a significant proportion of genomic variance. Habitat suitability modelling identified mean summer maximum temperature, precipitation seasonality and mean annual rainfall as constraints on the distribution of O. pannosa subsp. pannosa, highlighting increasing aridity as a threat for populations located near suitability thresholds. Our results suggest maximum temperature is an important agent of selection on O. pannosa subsp. pannosa and should be considered in conservation strategies. We recommend taxonomic revision of O. pannosa and provide conservation management recommendations.
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Affiliation(s)
- Colette Blyth
- School of Biological Sciences, University of Adelaide, Adelaide 5005, Australia; (N.R.F.); (G.R.G.); (A.R.G.M.); (A.J.L.)
| | - Matthew J. Christmas
- Department of Medical Biochemistry and Microbiology, Uppsala University, 751 23 Uppsala, Sweden
| | | | - Martin F. Breed
- College of Science and Engineering, Flinders University, Bedford Park 5042, Australia;
| | - Nicole R. Foster
- School of Biological Sciences, University of Adelaide, Adelaide 5005, Australia; (N.R.F.); (G.R.G.); (A.R.G.M.); (A.J.L.)
- College of Science and Engineering, Flinders University, Bedford Park 5042, Australia;
| | - Greg R. Guerin
- School of Biological Sciences, University of Adelaide, Adelaide 5005, Australia; (N.R.F.); (G.R.G.); (A.R.G.M.); (A.J.L.)
- Terrestrial Ecosystem Research Network (TERN), University of Adelaide, Adelaide 5005, Australia
| | - Alex R. G. Mason
- School of Biological Sciences, University of Adelaide, Adelaide 5005, Australia; (N.R.F.); (G.R.G.); (A.R.G.M.); (A.J.L.)
| | - Andrew J. Lowe
- School of Biological Sciences, University of Adelaide, Adelaide 5005, Australia; (N.R.F.); (G.R.G.); (A.R.G.M.); (A.J.L.)
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