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Kess T, Lehnert SJ, Bentzen P, Duffy S, Messmer A, Dempson JB, Newport J, Whidden C, Robertson MJ, Chaput G, Breau C, April J, Gillis C, Kent M, Nugent CM, Bradbury IR. Variable parallelism in the genomic basis of age at maturity across spatial scales in Atlantic Salmon. Ecol Evol 2024; 14:e11068. [PMID: 38584771 PMCID: PMC10995719 DOI: 10.1002/ece3.11068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Accepted: 01/31/2024] [Indexed: 04/09/2024] Open
Abstract
Complex traits often exhibit complex underlying genetic architectures resulting from a combination of evolution from standing variation, hard and soft sweeps, and alleles of varying effect size. Increasingly, studies implicate both large-effect loci and polygenic patterns underpinning adaptation, but the extent that common genetic architectures are utilized during repeated adaptation is not well understood. Sea age or age at maturation represents a significant life history trait in Atlantic Salmon (Salmo salar), the genetic basis of which has been studied extensively in European Atlantic populations, with repeated identification of large-effect loci. However, the genetic basis of sea age within North American Atlantic Salmon populations remains unclear, as does the potential for a parallel trans-Atlantic genomic basis to sea age. Here, we used a large single-nucleotide polymorphism (SNP) array and low-coverage whole-genome resequencing to explore the genomic basis of sea age variation in North American Atlantic Salmon. We found significant associations at the gene and SNP level with a large-effect locus (vgll3) previously identified in European populations, indicating genetic parallelism, but found that this pattern varied based on both sex and geographic region. We also identified nonrepeated sets of highly predictive loci associated with sea age among populations and sexes within North America, indicating polygenicity and low rates of genomic parallelism. Despite low genome-wide parallelism, we uncovered a set of conserved molecular pathways associated with sea age that were consistently enriched among comparisons, including calcium signaling, MapK signaling, focal adhesion, and phosphatidylinositol signaling. Together, our results indicate parallelism of the molecular basis of sea age in North American Atlantic Salmon across large-effect genes and molecular pathways despite population-specific patterns of polygenicity. These findings reveal roles for both contingency and repeated adaptation at the molecular level in the evolution of life history variation.
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Affiliation(s)
- Tony Kess
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Sarah J. Lehnert
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Paul Bentzen
- Department of BiologyDalhousie UniversityHalifaxNova ScotiaCanada
| | - Steven Duffy
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Amber Messmer
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - J. Brian Dempson
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Jason Newport
- Marine Environmental Research Infrastructure for Data Integration and Application NetworkHalifaxNova ScotiaCanada
| | | | - Martha J. Robertson
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Gerald Chaput
- Fisheries and Oceans CanadaGulf Fisheries CentreMonctonNew BrunswickCanada
| | - Cindy Breau
- Fisheries and Oceans CanadaGulf Fisheries CentreMonctonNew BrunswickCanada
| | - Julien April
- Ministère des Forêts de la Faune et des ParcsQuebecQuebecCanada
| | - Carole‐Anne Gillis
- Gespe'gewa'gi, Mi'gma'qi, ListugujGespe'gewa'gi Institute of Natural UnderstandingQuebecQuebecCanada
| | - Matthew Kent
- Centre for Integrative GeneticsNorwegian University of Life SciencesÅsNorway
| | - Cameron M. Nugent
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Ian R. Bradbury
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
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2
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Osmond DR, King RA, Stockley B, Launey S, Stevens JR. A low-density single nucleotide polymorphism panel for brown trout (Salmo trutta L.) suitable for exploring genetic diversity at a range of spatial scales. JOURNAL OF FISH BIOLOGY 2023; 102:258-270. [PMID: 36281821 DOI: 10.1111/jfb.15258] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 10/11/2022] [Indexed: 06/16/2023]
Abstract
The rivers of southern England and northern France which drain into the English Channel contain several genetically unique groups of trout (Salmo trutta L.) that have suffered dramatic declines in numbers over the past 40 years. Knowledge of levels and patterns of genetic diversity is essential for effective management of these vulnerable populations. Using restriction site-associated DNA sequencing (RADseq) data, we describe the development and characterisation of a panel of 95 single nucleotide polymorphism (SNP) loci for trout from this region and investigate their applicability and variability in both target (i.e., southern English) and non-target trout populations from northern Britain and Ireland. In addition, we present three case studies which demonstrate the utility and resolution of these genetic markers at three levels of spatial separation:(a) between closely related populations in nearby rivers, (b) within a catchment and (c) when determining parentage and familial relationships between fish sampled from a single site, using both empirical and simulated data. The SNP loci will be useful for population genetic and assignment studies on brown trout within the UK and beyond.
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Affiliation(s)
- Daniel R Osmond
- Department of Biosciences, Faculty of Health and Life Sciences, Hatherly Laboratories, University of Exeter, Exeter, UK
| | - R Andrew King
- Department of Biosciences, Faculty of Health and Life Sciences, Hatherly Laboratories, University of Exeter, Exeter, UK
| | - Bruce Stockley
- Westcountry Rivers Trust, Rain-Charm House, Cornwall, UK
| | - Sophie Launey
- ESE, Ecology and Ecosystem Health, Agrocampus Ouest INRAe, Rennes, France
| | - Jamie R Stevens
- Department of Biosciences, Faculty of Health and Life Sciences, Hatherly Laboratories, University of Exeter, Exeter, UK
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3
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Thorstensen MJ, Vandervelde CA, Bugg WS, Michaleski S, Vo L, Mackey TE, Lawrence MJ, Jeffries KM. Non-Lethal Sampling Supports Integrative Movement Research in Freshwater Fish. Front Genet 2022; 13:795355. [PMID: 35547248 PMCID: PMC9081360 DOI: 10.3389/fgene.2022.795355] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 03/17/2022] [Indexed: 11/13/2022] Open
Abstract
Freshwater ecosystems and fishes are enormous resources for human uses and biodiversity worldwide. However, anthropogenic climate change and factors such as dams and environmental contaminants threaten these freshwater systems. One way that researchers can address conservation issues in freshwater fishes is via integrative non-lethal movement research. We review different methods for studying movement, such as with acoustic telemetry. Methods for connecting movement and physiology are then reviewed, by using non-lethal tissue biopsies to assay environmental contaminants, isotope composition, protein metabolism, and gene expression. Methods for connecting movement and genetics are reviewed as well, such as by using population genetics or quantitative genetics and genome-wide association studies. We present further considerations for collecting molecular data, the ethical foundations of non-lethal sampling, integrative approaches to research, and management decisions. Ultimately, we argue that non-lethal sampling is effective for conducting integrative, movement-oriented research in freshwater fishes. This research has the potential for addressing critical issues in freshwater systems in the future.
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Affiliation(s)
- Matt J. Thorstensen
- Department of Biological Sciences, University of Manitoba, Winnipeg, MB, Canada
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4
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Prokkola JM, Åsheim ER, Morozov S, Bangura P, Erkinaro J, Ruokolainen A, Primmer CR, Aykanat T. Genetic coupling of life-history and aerobic performance in Atlantic salmon. Proc Biol Sci 2022; 289:20212500. [PMID: 35078367 PMCID: PMC8790367 DOI: 10.1098/rspb.2021.2500] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Accepted: 12/24/2021] [Indexed: 11/12/2022] Open
Abstract
A better understanding of the genetic and phenotypic architecture underlying life-history variation is a longstanding aim in biology. Theories suggest energy metabolism determines life-history variation by modulating resource acquisition and allocation trade-offs, but the genetic underpinnings of the relationship and its dependence on ecological conditions have rarely been demonstrated. The strong genetic determination of age-at-maturity by two unlinked genomic regions (vgll3 and six6) makes Atlantic salmon (Salmo salar) an ideal model to address these questions. Using more than 250 juveniles in common garden conditions, we quantified the covariation between metabolic phenotypes-standard and maximum metabolic rates (SMR and MMR), and aerobic scope (AS)-and the life-history genomic regions, and tested if food availability modulates the relationships. We found that the early maturation genotype in vgll3 was associated with higher MMR and consequently AS. Additionally, MMR exhibited physiological epistasis; it was decreased when late maturation genotypes co-occurred in both genomic regions. Contrary to our expectation, the life-history genotypes had no effects on SMR. Furthermore, food availability had no effect on the genetic covariation, suggesting a lack of genotype-by-environment interactions. Our results provide insights on the key organismal processes that link energy use at the juvenile stage to age-at-maturity, indicating potential mechanisms by which metabolism and life-history can coevolve.
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Affiliation(s)
- Jenni M. Prokkola
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | - Eirik R. Åsheim
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | - Sergey Morozov
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | - Paul Bangura
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | | | - Annukka Ruokolainen
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | - Craig R. Primmer
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
- Institute of Biotechnology, Helsinki Institute of Life Science (HiLIFE), University of Helsinki, Helsinki, Finland
| | - Tutku Aykanat
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
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5
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Sinclair-Waters M, Piavchenko N, Ruokolainen A, Aykanat T, Erkinaro J, Primmer CR. Refining the genomic location of single nucleotide polymorphism variation affecting Atlantic salmon maturation timing at a key large-effect locus. Mol Ecol 2021; 31:562-570. [PMID: 34716945 DOI: 10.1111/mec.16256] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2021] [Revised: 10/22/2021] [Accepted: 10/25/2021] [Indexed: 12/14/2022]
Abstract
Efforts to understand the genetic underpinnings of phenotypic variation are becoming more and more frequent in molecular ecology. Such efforts often lead to the identification of candidate regions showing signals of association and/or selection. These regions may contain multiple genes and therefore validation of which genes are actually responsible for the signal is required. In Atlantic salmon (Salmo salar), a large-effect locus for maturation timing, an ecologically important trait, occurs in a genomic region including two genes, vgll3 and akap11, but data for clearly determining which of the genes (or both) contribute to the association have been lacking. Here, we take advantage of natural recombination events detected between the two candidate genes in a salmon broodstock to reduce linkage disequilibrium at the locus, thus enabling delineation of the influence of variation at these two genes on early maturation. By rearing 5,895 males to maturation age, of which 81% had recombinant vgll3/akap11 allelic combinations, we found that vgll3 single nucleotide polymorphism (SNP) variation was strongly associated with early maturation, whereas there was little or no association between akap11 SNP variation and early maturation. These findings provide strong evidence supporting vgll3 as the primary candidate gene in the chromosome 25 locus for influencing early maturation. This will help guide future research for understanding the genetic processes controlling early maturation. This also exemplifies the utility of natural recombinants to more precisely map causal variation underlying ecologically important phenotypic diversity.
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Affiliation(s)
- Marion Sinclair-Waters
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.,Institute of Biotechnology, Helsinki Institute of Life Sciences, University of Helsinki, Helsinki, Finland
| | - Nikolai Piavchenko
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.,Institute of Biotechnology, Helsinki Institute of Life Sciences, University of Helsinki, Helsinki, Finland
| | - Annukka Ruokolainen
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.,Institute of Biotechnology, Helsinki Institute of Life Sciences, University of Helsinki, Helsinki, Finland
| | - Tutku Aykanat
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.,Institute of Biotechnology, Helsinki Institute of Life Sciences, University of Helsinki, Helsinki, Finland
| | | | - Craig R Primmer
- Organismal and Evolutionary Biology Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.,Institute of Biotechnology, Helsinki Institute of Life Sciences, University of Helsinki, Helsinki, Finland
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6
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Wang Q, Liu Y, Yan L, Chen L, Li B. Genome-Wide SNP Discovery and Population Genetic Analysis of Mesocentrotus nudus in China Seas. Front Genet 2021; 12:717764. [PMID: 34490044 PMCID: PMC8416983 DOI: 10.3389/fgene.2021.717764] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Accepted: 07/26/2021] [Indexed: 11/17/2022] Open
Abstract
Mesocentrotus nudus is an important commercially aquatic species because of its high edible and medicinal values. However, wild stocks have dramatically decreased in recent decades. Understanding the population structure and genetic diversity can provide vital information for genetic conservation and improvement. In the present study, the genotyping-by-sequencing (GBS) approach was adopted to identify the genome-wide single-nucleotide polymorphisms (SNPs) from a collection of 80 individuals consisting of five geographical populations (16 individuals from each population), covering the natural habitats of M. nudus in China seas. An average of 0.96-Gb clean reads per sample were sequenced, and a total of 51,738 biallelic SNPs were identified. Based on these SNPs, diversity index analysis showed that all populations have a similar pattern with positive Fis (0.136) and low Ne (724.3). Low genetic differentiation and high genetic connectivity among five geographical populations were detected by pairwise Fst, principal component analysis (PCA), admixture, and phylogenetic analysis. Besides, two YWL individuals originating from an isolated ancestor may imply that there is a genetically differentiated population in the adjacent sea. Overall, the results showed that GBS is an effective method to detect genome-wide SNPs for M. nudus and suggested that the protective measures and the investigation with larger spatial scale and sample size for M. nudus should be carried out in the future.
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Affiliation(s)
- Quanchao Wang
- Key Laboratory of Coastal Biology and Bioresource Utilization, Yantai Institute of Coastal Zone Research, Chinese Academy of Sciences, Yantai, China.,Center for Ocean Mega-Science, Chinese Academy of Sciences, Qingdao, China
| | - Ying Liu
- Key Laboratory of Coastal Biology and Bioresource Utilization, Yantai Institute of Coastal Zone Research, Chinese Academy of Sciences, Yantai, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Lang Yan
- Key Laboratory of Coastal Biology and Bioresource Utilization, Yantai Institute of Coastal Zone Research, Chinese Academy of Sciences, Yantai, China
| | - Linlin Chen
- Key Laboratory of Coastal Biology and Bioresource Utilization, Yantai Institute of Coastal Zone Research, Chinese Academy of Sciences, Yantai, China.,Center for Ocean Mega-Science, Chinese Academy of Sciences, Qingdao, China
| | - Baoquan Li
- Key Laboratory of Coastal Biology and Bioresource Utilization, Yantai Institute of Coastal Zone Research, Chinese Academy of Sciences, Yantai, China.,Center for Ocean Mega-Science, Chinese Academy of Sciences, Qingdao, China
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7
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Wood ZT, Wiegardt AK, Barton KL, Clark JD, Homola JJ, Olsen BJ, King BL, Kovach AI, Kinnison MT. Meta-analysis: Congruence of genomic and phenotypic differentiation across diverse natural study systems. Evol Appl 2021; 14:2189-2205. [PMID: 34603492 PMCID: PMC8477602 DOI: 10.1111/eva.13264] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 06/02/2021] [Accepted: 06/06/2021] [Indexed: 01/17/2023] Open
Abstract
Linking genotype to phenotype is a primary goal for understanding the genomic underpinnings of evolution. However, little work has explored whether patterns of linked genomic and phenotypic differentiation are congruent across natural study systems and traits. Here, we investigate such patterns with a meta-analysis of studies examining population-level differentiation at subsets of loci and traits putatively responding to divergent selection. We show that across the 31 studies (88 natural population-level comparisons) we examined, there was a moderate (R 2 = 0.39) relationship between genomic differentiation (F ST ) and phenotypic differentiation (P ST ) for loci and traits putatively under selection. This quantitative relationship between P ST and F ST for loci under selection in diverse taxa provides broad context and cross-system predictions for genomic and phenotypic adaptation by natural selection in natural populations. This context may eventually allow for more precise ideas of what constitutes "strong" differentiation, predictions about the effect size of loci, comparisons of taxa evolving in nonparallel ways, and more. On the other hand, links between P ST and F ST within studies were very weak, suggesting that much work remains in linking genomic differentiation to phenotypic differentiation at specific phenotypes. We suggest that linking genotypes to specific phenotypes can be improved by correlating genomic and phenotypic differentiation across a spectrum of diverging populations within a taxon and including wide coverage of both genomes and phenomes.
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Affiliation(s)
- Zachary T. Wood
- School of Biology and EcologyUniversity of MaineOronoMEUSA
- Maine Center for Genetics in the EnvironmentOronoMEUSA
| | - Andrew K. Wiegardt
- Department of Natural Resources and the EnvironmentUniversity of New HampshireDurhamNHUSA
| | - Kayla L. Barton
- Department of Molecular & Biomedical SciencesUniversity of MaineOronoMEUSA
| | - Jonathan D. Clark
- Department of Natural Resources and the EnvironmentUniversity of New HampshireDurhamNHUSA
| | - Jared J. Homola
- Department of Fisheries and WildlifeMichigan State UniversityEast LansingMIUSA
| | - Brian J. Olsen
- Maine Center for Genetics in the EnvironmentOronoMEUSA
- Department of Wildlife, Fisheries, and Conservation BiologyUniversity of MaineOronoMEUSA
| | - Benjamin L. King
- Department of Molecular & Biomedical SciencesUniversity of MaineOronoMEUSA
| | - Adrienne I. Kovach
- Department of Natural Resources and the EnvironmentUniversity of New HampshireDurhamNHUSA
| | - Michael T. Kinnison
- School of Biology and EcologyUniversity of MaineOronoMEUSA
- Maine Center for Genetics in the EnvironmentOronoMEUSA
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8
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Waters CD, Clemento A, Aykanat T, Garza JC, Naish KA, Narum S, Primmer CR. Heterogeneous genetic basis of age at maturity in salmonid fishes. Mol Ecol 2021; 30:1435-1456. [PMID: 33527498 DOI: 10.1111/mec.15822] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2020] [Revised: 11/07/2020] [Accepted: 01/11/2021] [Indexed: 12/12/2022]
Abstract
Understanding the genetic basis of repeated evolution of the same phenotype across taxa is a fundamental aim in evolutionary biology and has applications in conservation and management. However, the extent to which interspecific life-history trait polymorphisms share evolutionary pathways remains underexplored. Here, we address this gap by studying the genetic basis of a key life-history trait, age at maturity, in four species of Pacific salmonids (genus Oncorhynchus) that exhibit intra- and interspecific variation in this trait-Chinook Salmon, Coho Salmon, Sockeye Salmon, and Steelhead Trout. We tested for associations in all four species between age at maturity and two genome regions, six6 and vgll3, that are strongly associated with the same trait in Atlantic Salmon (Salmo salar). We also conducted a genome-wide association analysis in Steelhead to assess whether additional regions were associated with this trait. We found the genetic basis of age at maturity to be heterogeneous across salmonid species. Significant associations between six6 and age at maturity were observed in two of the four species, Sockeye and Steelhead, with the association in Steelhead being particularly strong in both sexes (p = 4.46 × 10-9 after adjusting for genomic inflation). However, no significant associations were detected between age at maturity and the vgll3 genome region in any of the species, despite its strong association with the same trait in Atlantic Salmon. We discuss possible explanations for the heterogeneous nature of the genetic architecture of this key life-history trait, as well as the implications of our findings for conservation and management.
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Affiliation(s)
- Charles D Waters
- School of Aquatic and Fishery Sciences, University of Washington, Seattle, WA, USA
| | - Anthony Clemento
- Institute of Marine Sciences, University of California, Santa Cruz, CA, USA.,Santa Cruz Laboratory, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Santa Cruz, CA, USA
| | - Tutku Aykanat
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | - John Carlos Garza
- Institute of Marine Sciences, University of California, Santa Cruz, CA, USA.,Santa Cruz Laboratory, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Santa Cruz, CA, USA
| | - Kerry A Naish
- School of Aquatic and Fishery Sciences, University of Washington, Seattle, WA, USA
| | - Shawn Narum
- Hagerman Genetics Laboratory, Columbia River Inter-Tribal Fish Commission, Hagerman, ID, USA
| | - Craig R Primmer
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland.,Institute of Biotechnology, University of Helsinki, Helsinki, Finland
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9
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Abstract
Diadromy, the predictable movements of individuals between marine and freshwater environments, is biogeographically and phylogenetically widespread across fishes. Thus, despite the high energetic and potential fitness costs involved in moving between distinct environments, diadromy appears to be an effective life history strategy. Yet, the origin and molecular mechanisms that underpin this migratory behavior are not fully understood. In this review, we aim first to summarize what is known about diadromy in fishes; this includes the phylogenetic relationship among diadromous species, a description of the main hypotheses regarding its origin, and a discussion of the presence of non-migratory populations within diadromous species. Second, we discuss how recent research based on -omics approaches (chiefly genomics, transcriptomics, and epigenomics) is beginning to provide answers to questions on the genetic bases and origin(s) of diadromy. Finally, we suggest future directions for -omics research that can help tackle questions on the evolution of diadromy.
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Affiliation(s)
- M. Lisette Delgado
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, B3H 4R2, Canada
| | - Daniel E. Ruzzante
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, B3H 4R2, Canada
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10
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Fjelldal PG, Hansen TJ, Wargelius A, Ayllon F, Glover KA, Schulz RW, Fraser TWK. Development of supermale and all-male Atlantic salmon to research the vgll3 allele - puberty link. BMC Genet 2020; 21:123. [PMID: 33183224 PMCID: PMC7664053 DOI: 10.1186/s12863-020-00927-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 10/27/2020] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Farmed Atlantic salmon are one of the most economically significant global aquaculture products. Early sexual maturation of farmed males represents a significant challenge to this industry and has been linked with the vgll3 genotype. However, tools to aid research of this topic, such as all-male and clonal fish, are still lacking. The present 6-year study examined if all-male production is possible in Atlantic salmon, a species with heteromorphic sex chromosomes (males being XY, females XX), and if all-male fish can be applied to further explore the vgll3 contribution on the likelihood of early maturation. RESULTS Estrogen treatment of mixed sex yolk sac larvae gave rise to one sexually mature hermaphrodite with a male genotype (XY) that was used to produce both self-fertilized offspring and androgenetic double haploid (dh) offspring following egg activation with UV treated sperm and pressure shock to block the first mitotic division. There were YY supermales among both offspring types, which were crossed with dh females. Between 1 and 8% of the putative all-male offspring from the eight crosses with self-fertilized supermales were found to have ovaries, and 95% of these phenotypic females were also genetically female. None of the offspring from the one dh supermale cross had ovaries. When assessing the general contribution of the vgll3 locus on the likelihood of early post-smolt sexual maturation (jacking) in the all-male populations we found individuals that were homozygous for the early maturing genotype (97%) were more likely to enter puberty than individuals that were homozygous for the late maturing genotype (26%). However, the likelihood of jacking within individuals with an early/late heterozygous genotype was higher when the early allele came from the dam (94%) compared to the sire (45%). CONCLUSIONS The present results show that supermale Atlantic salmon are viable and fertile and can be used as a research tool to study important aspects of sexual maturation, such as to further explore the sex dependent parental genetic contribution to age at puberty in Atlantic salmon. In addition, we report the production of viable double haploid supermale fish.
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Affiliation(s)
- Per Gunnar Fjelldal
- Institute of Marine Research (IMR), Matre Aquaculture Research Station, 5984 Matredal, Norway
| | - Tom J. Hansen
- Institute of Marine Research (IMR), Matre Aquaculture Research Station, 5984 Matredal, Norway
| | - Anna Wargelius
- Institute of Marine Research (IMR), PO Box 1870, Nordnes, 5817 Bergen, Norway
| | - Fernando Ayllon
- Institute of Marine Research (IMR), PO Box 1870, Nordnes, 5817 Bergen, Norway
| | - Kevin A. Glover
- Institute of Marine Research (IMR), PO Box 1870, Nordnes, 5817 Bergen, Norway
| | - Rüdiger W. Schulz
- Reproductive Biology Group, Division Developmental Biology, Department of Biology, Faculty of Sciences, Utrecht University, Utrecht, The Netherlands
| | - Thomas W. K. Fraser
- Institute of Marine Research (IMR), Matre Aquaculture Research Station, 5984 Matredal, Norway
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11
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Moustakas-Verho JE, Kurko J, House AH, Erkinaro J, Debes P, Primmer CR. Developmental expression patterns of six6: A gene linked with spawning ecotypes in Atlantic salmon. Gene Expr Patterns 2020; 38:119149. [PMID: 33007443 DOI: 10.1016/j.gep.2020.119149] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 09/11/2020] [Accepted: 09/22/2020] [Indexed: 11/30/2022]
Abstract
The Atlantic salmon has been studied extensively, particularly as a model for understanding the genetic and environmental contributions to the evolution and development of life history traits. Expression pattern analysis in situ, however, is mostly lacking in salmon. We examine the embryonic developmental expression of six6, a candidate gene previously identified to be associated with spawning ecotypes and age at sexual maturity, in Atlantic salmon. Six6 is a member of the sine oculis homeobox family of transcription factors and is known to regulate eye and brain development in other vertebrates. We assay the expression of this gene in embryonic Atlantic salmon Salmo salar by whole-mount in situ hybridization. In line with earlier studies in other vertebrate species, we find conserved expression in the developing brain and sensory organs, including optic and olfactory primordia. However, we also find previously unreported domains of expression that suggest additional roles in axial and appendicular development, cardiovascular, intestinal, and sensory organogenesis. Each of these systems are important in the sensory ecology of Atlantic salmon, suggesting it is plausible that six6 may have pleiotropic roles in this complex phenotype.
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Affiliation(s)
- Jacqueline Emmanuel Moustakas-Verho
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Viikinkaari 9, 00014, Helsinki, Finland; Institute of Biotechnology, University of Helsinki, Finland.
| | - Johanna Kurko
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Viikinkaari 9, 00014, Helsinki, Finland; Institute of Biotechnology, University of Helsinki, Finland
| | - Andrew H House
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Viikinkaari 9, 00014, Helsinki, Finland; Institute of Biotechnology, University of Helsinki, Finland
| | | | - Paul Debes
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Viikinkaari 9, 00014, Helsinki, Finland; Institute of Biotechnology, University of Helsinki, Finland
| | - Craig Robert Primmer
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Viikinkaari 9, 00014, Helsinki, Finland; Institute of Biotechnology, University of Helsinki, Finland.
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12
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Horn RL, Kamphaus C, Murdoch K, Narum SR. Detecting genomic variation underlying phenotypic characteristics of reintroduced Coho salmon (Oncorhynchus kisutch). CONSERV GENET 2020. [DOI: 10.1007/s10592-020-01307-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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13
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Oomen RA, Kuparinen A, Hutchings JA. Consequences of Single-Locus and Tightly Linked Genomic Architectures for Evolutionary Responses to Environmental Change. J Hered 2020; 111:319-332. [PMID: 32620014 PMCID: PMC7423069 DOI: 10.1093/jhered/esaa020] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2020] [Accepted: 06/25/2020] [Indexed: 12/26/2022] Open
Abstract
Genetic and genomic architectures of traits under selection are key factors influencing evolutionary responses. Yet, knowledge of their impacts has been limited by a widespread assumption that most traits are controlled by unlinked polygenic architectures. Recent advances in genome sequencing and eco-evolutionary modeling are unlocking the potential for integrating genomic information into predictions of population responses to environmental change. Using eco-evolutionary simulations, we demonstrate that hypothetical single-locus control of a life history trait produces highly variable and unpredictable harvesting-induced evolution relative to the classically applied multilocus model. Single-locus control of complex traits is thought to be uncommon, yet blocks of linked genes, such as those associated with some types of structural genomic variation, have emerged as taxonomically widespread phenomena. Inheritance of linked architectures resembles that of single loci, thus enabling single-locus-like modeling of polygenic adaptation. Yet, the number of loci, their effect sizes, and the degree of linkage among them all occur along a continuum. We review how linked architectures are often associated, directly or indirectly, with traits expected to be under selection from anthropogenic stressors and are likely to play a large role in adaptation to environmental disturbance. We suggest using single-locus models to explore evolutionary extremes and uncertainties when the trait architecture is unknown, refining parameters as genomic information becomes available, and explicitly incorporating linkage among loci when possible. By overestimating the complexity (e.g., number of independent loci) of the genomic architecture of traits under selection, we risk underestimating the complexity (e.g., nonlinearity) of their evolutionary dynamics.
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Affiliation(s)
- Rebekah A Oomen
- Centre for Ecological and Evolutionary Synthesis, University of Oslo, Oslo, Norway
- Centre for Coastal Research, University of Agder, Kristiansand, Norway
| | - Anna Kuparinen
- Department of Biological and Environmental Sciences, University of Jyväskylä, Jyväskylä, Finland
| | - Jeffrey A Hutchings
- Centre for Coastal Research, University of Agder, Kristiansand, Norway
- Department of Biology, Dalhousie University, Halifax, NS, Canada
- Institute of Marine Research, Flødevigen Marine Research Station, His, Norway
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14
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Gienapp P. Opinion: Is gene mapping in wild populations useful for understanding and predicting adaptation to global change? GLOBAL CHANGE BIOLOGY 2020; 26:2737-2749. [PMID: 32108978 DOI: 10.1111/gcb.15058] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2019] [Revised: 02/12/2020] [Accepted: 02/12/2020] [Indexed: 05/22/2023]
Abstract
Changing environmental conditions will inevitably alter selection pressures. Over the long term, populations have to adapt to these altered conditions by evolutionary change to avoid extinction. Quantifying the 'evolutionary potential' of populations to predict whether they will be able to adapt fast enough to forecasted changes is crucial to fully assess the threat for biodiversity posed by climate change. Technological advances in sequencing and high-throughput genotyping have now made genomic studies possible in a wide range of species. Such studies, in theory, allow an unprecedented understanding of the genomics of ecologically relevant traits and thereby a detailed assessment of the population's evolutionary potential. Aimed at a wider audience than only evolutionary geneticists, this paper gives an overview of how gene-mapping studies have contributed to our understanding and prediction of evolutionary adaptations to climate change, identifies potential reasons why their contribution to understanding adaptation to climate change may remain limited, and highlights approaches to study and predict climate change adaptation that may be more promising, at least in the medium term.
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15
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Sinclair-Waters M, Ødegård J, Korsvoll SA, Moen T, Lien S, Primmer CR, Barson NJ. Beyond large-effect loci: large-scale GWAS reveals a mixed large-effect and polygenic architecture for age at maturity of Atlantic salmon. Genet Sel Evol 2020; 52:9. [PMID: 32050893 PMCID: PMC7017552 DOI: 10.1186/s12711-020-0529-8] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2019] [Accepted: 01/28/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Understanding genetic architecture is essential for determining how traits will change in response to evolutionary processes such as selection, genetic drift and/or gene flow. In Atlantic salmon, age at maturity is an important life history trait that affects factors such as survival, reproductive success, and growth. Furthermore, age at maturity can seriously impact aquaculture production. Therefore, characterizing the genetic architecture that underlies variation in age at maturity is of key interest. RESULTS Here, we refine our understanding of the genetic architecture for age at maturity of male Atlantic salmon using a genome-wide association study of 11,166 males from a single aquaculture strain, using imputed genotypes at 512,397 single nucleotide polymorphisms (SNPs). All individuals were genotyped with a 50K SNP array and imputed to higher density using parents genotyped with a 930K SNP array and pedigree information. We found significant association signals on 28 of 29 chromosomes (P-values: 8.7 × 10-133-9.8 × 10-8), including two very strong signals spanning the six6 and vgll3 gene regions on chromosomes 9 and 25, respectively. Furthermore, we identified 116 independent signals that tagged 120 candidate genes with varying effect sizes. Five of the candidate genes found here were previously associated with age at maturity in other vertebrates, including humans. DISCUSSION These results reveal a mixed architecture of large-effect loci and a polygenic component that consists of multiple smaller-effect loci, suggesting a more complex genetic architecture of Atlantic salmon age at maturity than previously thought. This more complex architecture will have implications for selection on this key trait in aquaculture and for management of wild salmon populations.
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Affiliation(s)
- Marion Sinclair-Waters
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland. .,Institute of Biotechnology, University of Helsinki, Helsinki, Finland.
| | - Jørgen Ødegård
- AquaGen, Trondheim, Norway.,Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Norwegian University of Life Sciences, Ås, Norway
| | | | | | - Sigbjørn Lien
- Centre for Integrative Genetics, Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Norwegian University of Life Sciences, Ås, Norway
| | - Craig R Primmer
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland.,Institute of Biotechnology, University of Helsinki, Helsinki, Finland
| | - Nicola J Barson
- Centre for Integrative Genetics, Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Norwegian University of Life Sciences, Ås, Norway
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16
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Jacobson P, Gårdmark A, Huss M. Population and size-specific distribution of Atlantic salmon Salmo salar in the Baltic Sea over five decades. JOURNAL OF FISH BIOLOGY 2020; 96:408-417. [PMID: 31755101 PMCID: PMC7028083 DOI: 10.1111/jfb.14213] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Accepted: 11/21/2019] [Indexed: 06/10/2023]
Abstract
Population-specific assessment and management of anadromous fish at sea requires detailed information about the distribution at sea over ontogeny for each population. However, despite a long history of mixed-stock sea fisheries on Atlantic salmon, Salmo salar, migration studies showing that some salmon populations feed in different regions of the Baltic Sea and variation in dynamics occurs among populations feeding in the Baltic Sea, such information is often lacking. Also, current assessment of Baltic salmon assumes equal distribution at sea and therefore equal responses to changes in off-shore sea fisheries. Here, we test for differences in distribution at sea among and within ten Atlantic salmon Salmo salar populations originating from ten river-specific hatcheries along the Swedish Baltic Sea coast, using individual data from >125,000 tagged salmon, recaptured over five decades. We show strong population and size-specific differences in distribution at sea, varying between year classes and between individuals within year classes. This suggests that Atlantic salmon in the Baltic Sea experience great variation in environmental conditions and exploitation rates over ontogeny depending on origin and that current assessment assumptions about equal exploitation rates in the offshore fisheries and a shared environment at sea are not valid. Thus, our results provide additional arguments and necessary information for implementing population-specific management of salmon, also when targeting life stages at sea.
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Affiliation(s)
- Philip Jacobson
- Department of Aquatic ResourcesSwedish University of Agricultural SciencesÖregrundSweden
| | - Anna Gårdmark
- Department of Aquatic ResourcesSwedish University of Agricultural SciencesÖregrundSweden
| | - Magnus Huss
- Department of Aquatic ResourcesSwedish University of Agricultural SciencesÖregrundSweden
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17
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Schneider K, Adams CE, Elmer KR. Parallel selection on ecologically relevant gene functions in the transcriptomes of highly diversifying salmonids. BMC Genomics 2019; 20:1010. [PMID: 31870285 PMCID: PMC6929470 DOI: 10.1186/s12864-019-6361-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2019] [Accepted: 12/01/2019] [Indexed: 12/11/2022] Open
Abstract
Background Salmonid fishes are characterised by a very high level of variation in trophic, ecological, physiological, and life history adaptations. Some salmonid taxa show exceptional potential for fast, within-lake diversification into morphologically and ecologically distinct variants, often in parallel; these are the lake-resident charr and whitefish (several species in the genera Salvelinus and Coregonus). To identify selection on genes and gene categories associated with such predictable diversifications, we analysed 2702 orthogroups (4.82 Mbp total; average 4.77 genes/orthogroup; average 1783 bp/orthogroup). We did so in two charr and two whitefish species and compared to five other salmonid lineages, which do not evolve in such ecologically predictable ways, and one non-salmonid outgroup. Results All selection analyses are based on Coregonus and Salvelinus compared to non-diversifying taxa. We found more orthogroups were affected by relaxed selection than intensified selection. Of those, 122 were under significant relaxed selection, with trends of an overrepresentation of serine family amino acid metabolism and transcriptional regulation, and significant enrichment of behaviour-associated gene functions. Seventy-eight orthogroups were under significant intensified selection and were enriched for signalling process and transcriptional regulation gene ontology terms and actin filament and lipid metabolism gene sets. Ninety-two orthogroups were under diversifying/positive selection. These were enriched for signal transduction, transmembrane transport, and pyruvate metabolism gene ontology terms and often contained genes involved in transcriptional regulation and development. Several orthogroups showed signs of multiple types of selection. For example, orthogroups under relaxed and diversifying selection contained genes such as ap1m2, involved in immunity and development, and slc6a8, playing an important role in muscle and brain creatine uptake. Orthogroups under intensified and diversifying selection were also found, such as genes syn3, with a role in neural processes, and ctsk, involved in bone remodelling. Conclusions Our approach pinpointed relevant genomic targets by distinguishing among different kinds of selection. We found that relaxed, intensified, and diversifying selection affect orthogroups and gene functions of ecological relevance in salmonids. Because they were found consistently and robustly across charr and whitefish and not other salmonid lineages, we propose these genes have a potential role in the replicated ecological diversifications.
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Affiliation(s)
- Kevin Schneider
- Institute of Biodiversity, Animal Health & Comparative Medicine, College of Medical, Veterinary & Life Sciences, University of Glasgow, Glasgow, G12 8QQ, UK
| | - Colin E Adams
- Institute of Biodiversity, Animal Health & Comparative Medicine, College of Medical, Veterinary & Life Sciences, University of Glasgow, Glasgow, G12 8QQ, UK.,Scottish Centre for Ecology and the Natural Environment, University of Glasgow, Rowardennan, G63 0AW, UK
| | - Kathryn R Elmer
- Institute of Biodiversity, Animal Health & Comparative Medicine, College of Medical, Veterinary & Life Sciences, University of Glasgow, Glasgow, G12 8QQ, UK.
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18
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Abstract
Salmon were among the first nonmodel species for which systematic population genetic studies of natural populations were conducted, often to support management and conservation. The genomics revolution has improved our understanding of the evolutionary ecology of salmon in two major ways: (a) Large increases in the numbers of genetic markers (from dozens to 104-106) provide greater power for traditional analyses, such as the delineation of population structure, hybridization, and population assignment, and (b) qualitatively new insights that were not possible with traditional genetic methods can be achieved by leveraging detailed information about the structure and function of the genome. Studies of the first type have been more common to date, largely because it has taken time for the necessary tools to be developed to fully understand the complex salmon genome. We expect that the next decade will witness many new studies that take full advantage of salmonid genomic resources.
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Affiliation(s)
- Robin S Waples
- Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington 98112, USA;
| | - Kerry A Naish
- School of Aquatic and Fishery Sciences, University of Washington, Seattle, Washington 98195-5020, USA;
| | - Craig R Primmer
- Organismal & Evolutionary Biology Research Program and Biotechnology Institute, University of Helsinki, 00014 Helsinki, Finland;
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19
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Sparks AM, Watt K, Sinclair R, Pilkington JG, Pemberton JM, McNeilly TN, Nussey DH, Johnston SE. The genetic architecture of helminth-specific immune responses in a wild population of Soay sheep (Ovis aries). PLoS Genet 2019; 15:e1008461. [PMID: 31697674 PMCID: PMC6863570 DOI: 10.1371/journal.pgen.1008461] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Revised: 11/19/2019] [Accepted: 10/04/2019] [Indexed: 12/22/2022] Open
Abstract
Much of our knowledge of the drivers of immune variation, and how these responses vary over time, comes from humans, domesticated livestock or laboratory organisms. While the genetic basis of variation in immune responses have been investigated in these systems, there is a poor understanding of how genetic variation influences immunity in natural, untreated populations living in complex environments. Here, we examine the genetic architecture of variation in immune traits in the Soay sheep of St Kilda, an unmanaged population of sheep infected with strongyle gastrointestinal nematodes. We assayed IgA, IgE and IgG antibodies against the prevalent nematode Teladorsagia circumcincta in the blood plasma of > 3,000 sheep collected over 26 years. Antibody levels were significantly heritable (h2 = 0.21 to 0.57) and highly stable over an individual’s lifespan. IgA levels were strongly associated with a region on chromosome 24 explaining 21.1% and 24.5% of heritable variation in lambs and adults, respectively. This region was adjacent to two candidate loci, Class II Major Histocompatibility Complex Transactivator (CIITA) and C-Type Lectin Domain Containing 16A (CLEC16A). Lamb IgA levels were also associated with the immunoglobulin heavy constant loci (IGH) complex, and adult IgE levels and lamb IgA and IgG levels were associated with the major histocompatibility complex (MHC). This study provides evidence of high heritability of a complex immunological trait under natural conditions and provides the first evidence from a genome-wide study that large effect genes located outside the MHC region exist for immune traits in the wild. Understanding how immune responses vary in natural populations can give an insight into how infection affects the ability of hosts and parasites to survive and reproduce, and how this drives evolutionary and ecological dynamics. Yet, very little is known about how immune responses vary over an individual’s lifetime and how genes contribute to this variation under natural conditions. Our study investigates the genetic architecture of variation in three antibody types, IgA, IgE and IgG in a wild population of Soay sheep on the St Kilda archipelago in North-West Scotland. Using data collected over 26 years, we show that antibody levels have a heritable basis in lambs and adults and are stable over an individual’s lifetime. We also identify several genomic regions with large effects on immune responses. Our study offers the first insights into the genetic control of immunity in a wild population, which is essential to understand how immune profiles vary in challenging natural conditions and how natural selection maintains genetic variation in complex immune traits.
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Affiliation(s)
- Alexandra M. Sparks
- Institutes of Evolutionary Biology and Immunology and Infection Research, School of Biological Sciences, University of Edinburgh, Edinburgh, United Kingdom
- Faculty of Biological Sciences, School of Biology, University of Leeds, Leeds, United Kingdom
- * E-mail:
| | - Kathryn Watt
- Institutes of Evolutionary Biology and Immunology and Infection Research, School of Biological Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Rona Sinclair
- Institutes of Evolutionary Biology and Immunology and Infection Research, School of Biological Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Jill G. Pilkington
- Institutes of Evolutionary Biology and Immunology and Infection Research, School of Biological Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Josephine M. Pemberton
- Institutes of Evolutionary Biology and Immunology and Infection Research, School of Biological Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Tom N. McNeilly
- Moredun Research Institute, Pentlands Science Park, Bush Loan, Midlothian, United Kingdom
| | - Daniel H. Nussey
- Institutes of Evolutionary Biology and Immunology and Infection Research, School of Biological Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Susan E. Johnston
- Institutes of Evolutionary Biology and Immunology and Infection Research, School of Biological Sciences, University of Edinburgh, Edinburgh, United Kingdom
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20
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Association Mapping Based on a Common-Garden Migration Experiment Reveals Candidate Genes for Migration Tendency in Brown Trout. G3-GENES GENOMES GENETICS 2019; 9:2887-2896. [PMID: 31289024 PMCID: PMC6723140 DOI: 10.1534/g3.119.400369] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
A better understanding of the environmental and genetic contribution to migratory behavior and the evolution of traits linked to migration is crucial for fish conservation and fisheries management. Up to date, a few genes with unequivocal influence on the adoption of alternative migration strategies have been identified in salmonids. Here, we used a common garden set-up to measure individual migration distances of generally highly polymorphic brown trout Salmo trutta from two populations. Fish from the assumedly resident population showed clearly shorter migration distances than the fish from the assumed migratory population at the ages of 2 and 3 years. By using two alternative analytical pipelines with 22186 and 18264 SNPs obtained through RAD-sequencing, we searched for associations between individual migration distance, and both called genotypes and genotype probabilities. None of the SNPs showed statistically significant individual effects on migration after correction for multiple testing. By choosing a less stringent threshold, defined as an overlap of the top 0.1% SNPs identified by the analytical pipelines, GAPIT and Angsd, we identified eight candidate genes that are potentially linked to individual migration distance. While our results demonstrate large individual and population level differences in migration distances, the detected genetic associations were weak suggesting that migration traits likely have multigenic control.
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21
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Kess T, Boulding EG. Genome-wide association analyses reveal polygenic genomic architecture underlying divergent shell morphology in Spanish Littorina saxatilis ecotypes. Ecol Evol 2019; 9:9427-9441. [PMID: 31534666 PMCID: PMC6745682 DOI: 10.1002/ece3.5378] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Accepted: 05/24/2019] [Indexed: 12/18/2022] Open
Abstract
Gene flow between diverging populations experiencing dissimilar ecological conditions can theoretically constrain adaptive evolution. To minimize the effect of gene flow, alleles underlying traits essential for local adaptation are predicted to be located in linked genome regions with reduced recombination. Local reduction in gene flow caused by selection is expected to produce elevated divergence in these regions. The highly divergent crab-adapted and wave-adapted ecotypes of the marine snail Littorina saxatilis present a model system to test these predictions. We used genome-wide association (GWA) analysis of geometric morphometric shell traits associated with microgeographic divergence between the two L. saxatilis ecotypes within three separate sampling sites. A total of 477 snails that had individual geometric morphometric data and individual genotypes at 4,066 single nucleotide polymorphisms (SNPs) were analyzed using GWA methods that corrected for population structure among the three sites. This approach allowed dissection of the genomic architecture of shell shape divergence between ecotypes across a wide geographic range, spanning two glacial lineages. GWA revealed 216 quantitative trait loci (QTL) with shell size or shape differences between ecotypes, with most loci explaining a small proportion of phenotypic variation. We found that QTL were evenly distributed across 17 linkage groups, and exhibited elevated interchromosomal linkage, suggesting a genome-wide response to divergent selection on shell shape between the two ecotypes. Shell shape trait-associated loci showed partial overlap with previously identified outlier loci under divergent selection between the two ecotypes, supporting the hypothesis of diversifying selection on these genomic regions. These results suggest that divergence in shell shape between the crab-adapted and wave-adapted ecotypes is produced predominantly by a polygenic genomic architecture with positive linkage disequilibrium among loci of small effect.
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Affiliation(s)
- Tony Kess
- Department of Integrative BiologyUniversity of GuelphGuelphONCanada
- Present address:
Fisheries and Oceans CanadaSt. John'sNLCanada
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22
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Barría A, Christensen KA, Yoshida G, Jedlicki A, Leong JS, Rondeau EB, Lhorente JP, Koop BF, Davidson WS, Yáñez JM. Whole Genome Linkage Disequilibrium and Effective Population Size in a Coho Salmon ( Oncorhynchus kisutch) Breeding Population Using a High-Density SNP Array. Front Genet 2019; 10:498. [PMID: 31191613 PMCID: PMC6539196 DOI: 10.3389/fgene.2019.00498] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2018] [Accepted: 05/07/2019] [Indexed: 12/19/2022] Open
Abstract
The estimation of linkage disequilibrium between molecular markers within a population is critical when establishing the minimum number of markers required for association studies, genomic selection, and inferring historical events influencing different populations. This work aimed to evaluate the extent and decay of linkage disequilibrium in a coho salmon breeding population using a high-density SNP array. Linkage disequilibrium was estimated between a total of 93,502 SNPs found in 64 individuals (33 dams and 31 sires) from the breeding population. The markers encompass all 30 coho salmon chromosomes and comprise 1,684.62 Mb of the genome. The average density of markers per chromosome ranged from 48.31 to 66 per 1 Mb. The minor allele frequency averaged 0.26 (with a range from 0.22 to 0.27). The overall average linkage disequilibrium among SNPs pairs measured as r2 was 0.10. The Average r2 value decreased with increasing physical distance, with values ranging from 0.21 to 0.07 at a distance lower than 1 kb and up to 10 Mb, respectively. An r2 threshold of 0.2 was reached at distance of approximately 40 Kb. Chromosomes Okis05, Okis15 and Okis28 showed high levels of linkage disequilibrium (>0.20 at distances lower than 1 Mb). Average r2 values were lower than 0.15 for all chromosomes at distances greater than 4 Mb. An effective population size of 43 was estimated for the population 10 generations ago, and 325, for 139 generations ago. Based on the effective number of chromosome segments, we suggest that at least 74,000 SNPs would be necessary for an association mapping study and genomic predictions. Therefore, the SNP panel used allowed us to capture high-resolution information in the farmed coho salmon population. Furthermore, based on the contemporary Ne, a new mate allocation strategy is suggested to increase the effective population size.
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Affiliation(s)
- Agustín Barría
- Facultad de Ciencias Veterinarias y Pecuarias, Universidad de Chile, Santiago, Chile
| | - Kris A Christensen
- Department of Biology, Centre for Biomedical Research, University of Victoria, Victoria, BC, Canada
| | - Grazyella Yoshida
- Facultad de Ciencias Veterinarias y Pecuarias, Universidad de Chile, Santiago, Chile
| | - Ana Jedlicki
- Facultad de Ciencias Veterinarias y Pecuarias, Universidad de Chile, Santiago, Chile
| | - Jong S Leong
- Department of Biology, Centre for Biomedical Research, University of Victoria, Victoria, BC, Canada
| | - Eric B Rondeau
- Department of Biology, Centre for Biomedical Research, University of Victoria, Victoria, BC, Canada
| | | | - Ben F Koop
- Department of Biology, Centre for Biomedical Research, University of Victoria, Victoria, BC, Canada
| | - William S Davidson
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, Canada
| | - José M Yáñez
- Facultad de Ciencias Veterinarias y Pecuarias, Universidad de Chile, Santiago, Chile.,Nucleo Milenio INVASAL, Concepcion, Chile
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23
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Amish SJ, Ali O, Peacock M, Miller M, Robinson M, Smith S, Luikart G, Neville H. Assessing thermal adaptation using family‐based association and
F
ST
outlier tests in a threatened trout species. Mol Ecol 2019; 28:2573-2593. [DOI: 10.1111/mec.15100] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2017] [Revised: 03/15/2019] [Accepted: 04/01/2019] [Indexed: 12/31/2022]
Affiliation(s)
- Stephen J. Amish
- Conservation Genomics Group, Division of Biological Sciences University of Montana Missoula Montana
- Flathead Biological Station University of Montana Polson Montana
| | - Omar Ali
- Department of Animal Science University of California Davis California
| | - Mary Peacock
- Department of Biology University of Nevada Reno Nevada
| | - Michael Miller
- Department of Animal Science University of California Davis California
| | | | - Seth Smith
- Flathead Biological Station University of Montana Polson Montana
| | - Gordon Luikart
- Conservation Genomics Group, Division of Biological Sciences University of Montana Missoula Montana
- Flathead Biological Station University of Montana Polson Montana
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24
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Ayllon F, Solberg MF, Glover KA, Mohammadi F, Kjærner-Semb E, Fjelldal PG, Andersson E, Hansen T, Edvardsen RB, Wargelius A. The influence of vgll3 genotypes on sea age at maturity is altered in farmed mowi strain Atlantic salmon. BMC Genet 2019; 20:44. [PMID: 31060499 PMCID: PMC6501413 DOI: 10.1186/s12863-019-0745-9] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Accepted: 04/25/2019] [Indexed: 01/29/2023] Open
Abstract
BACKGROUND In Atlantic salmon in the wild, age at maturity is strongly influenced by the vgll3 locus. Under farming conditions, light, temperature and feeding regimes are known significantly advance or delay age at maturity. However, the potential influence of the vgll3 locus on the maturation of salmon reared under farming conditions has been rarely investigated, especially in females. RESULTS Here, we reared domesticated salmon (mowi strain) with different vgll3 genotypes under standard farming conditions until they matured at either one, two or more than two sea winters. Interestingly, and in contrast to previous findings in the wild, we were not able to identify a link between vgll3 and age at maturity in females when reared under farming conditions. For males however, we found that the probability of delaying maturation from one to two sea winters was significantly lower in fish homozygous for the early allele compared to homozygous fish for the late allele, while the probability for heterozygous fish was intermediate. These data also contrast to previous findings in the wild where the early allele has been reported as dominant. However, we found that the probability of males delaying maturation from two to three sea winters was regulated in the same manner as the wild. CONCLUSIONS Collectively, our data suggest that increased growth rates in mowi salmon, caused by high feed intake and artificial light and temperature regimes together with other possible genetic/epigenetic components, may significantly influence the impact that the vgll3 locus has on age at maturity, especially in females. In turn, our results show that the vgll3 locus can only to a large extent be used in selective breeding to control age at maturation in mowi males. In summary, we here show that in contrast to the situation in wild salmon, under farming conditions vgll3 does not seem to influence age at maturity in mowi females whereas in mowi males, maturing as one or two sea winters it alters the early allele effect from dominant to intermediate.
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Affiliation(s)
- Fernando Ayllon
- Institute of Marine Research, P.O. Box 1870, Nordnes, NO-5817, Bergen, Norway
| | - Monica F Solberg
- Institute of Marine Research, P.O. Box 1870, Nordnes, NO-5817, Bergen, Norway
| | - Kevin A Glover
- Institute of Marine Research, P.O. Box 1870, Nordnes, NO-5817, Bergen, Norway.,Institute of Biology, University of Bergen, Bergen, Norway
| | - Faezeh Mohammadi
- Institute of Marine Research, P.O. Box 1870, Nordnes, NO-5817, Bergen, Norway
| | - Erik Kjærner-Semb
- Institute of Marine Research, P.O. Box 1870, Nordnes, NO-5817, Bergen, Norway
| | - Per Gunnar Fjelldal
- Institute of Marine research (IMR), Matre Aquaculture Research Station, 5984, Matredal, Norway
| | - Eva Andersson
- Institute of Marine Research, P.O. Box 1870, Nordnes, NO-5817, Bergen, Norway
| | - Tom Hansen
- Institute of Marine research (IMR), Matre Aquaculture Research Station, 5984, Matredal, Norway
| | - Rolf B Edvardsen
- Institute of Marine Research, P.O. Box 1870, Nordnes, NO-5817, Bergen, Norway
| | - Anna Wargelius
- Institute of Marine Research, P.O. Box 1870, Nordnes, NO-5817, Bergen, Norway.
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25
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Aykanat T, Ozerov M, Vähä JP, Orell P, Niemelä E, Erkinaro J, Primmer CR. Co-inheritance of sea age at maturity and iteroparity in the Atlantic salmon vgll3 genomic region. J Evol Biol 2019; 32:343-355. [PMID: 30697850 DOI: 10.1101/412288] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2018] [Revised: 12/03/2018] [Accepted: 01/24/2019] [Indexed: 05/25/2023]
Abstract
Co-inheritance in life-history traits may result in unpredictable evolutionary trajectories if not accounted for in life-history models. Iteroparity (the reproductive strategy of reproducing more than once) in Atlantic salmon (Salmo salar) is a fitness trait with substantial variation within and among populations. In the Teno River in northern Europe, iteroparous individuals constitute an important component of many populations and have experienced a sharp increase in abundance in the last 20 years, partly overlapping with a general decrease in age structure. The physiological basis of iteroparity bears similarities to that of age at first maturity, another life-history trait with substantial fitness effects in salmon. Sea age at maturity in Atlantic salmon is controlled by a major locus around the vgll3 gene, and we used this opportunity demonstrate that these two traits are co-inherited around this genome region. The odds ratio of survival until second reproduction was up to 2.4 (1.8-3.5 90% CI) times higher for fish with the early-maturing vgll3 genotype (EE) compared to fish with the late-maturing genotype (LL). The L allele was dominant in individuals remaining only one year at sea before maturation, but the dominance was reversed, with the E allele being dominant in individuals maturing after two or more years at sea. Post hoc analysis indicated that iteroparous fish with the EE genotype had accelerated growth prior to first reproduction compared to first-time spawners, across all age groups, whereas this effect was not detected in fish with the LL genotype. These results broaden the functional link around the vgll3 genome region and help us understand constraints in the evolution of life-history variation in salmon. Our results further highlight the need to account for genetic correlations between fitness traits when predicting demographic changes in changing environments.
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Affiliation(s)
- Tutku Aykanat
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
- Department of Biology, University of Turku, Turku, Finland
| | - Mikhail Ozerov
- Department of Biology, University of Turku, Turku, Finland
- Kevo Subarctic Research Institute, University of Turku, Turku, Finland
| | - Juha-Pekka Vähä
- Kevo Subarctic Research Institute, University of Turku, Turku, Finland
- Association for Water and Environment of Western Uusimaa, Lohja, Finland
| | - Panu Orell
- Natural Resources Institute Finland (Luke), Oulu, Finland
| | - Eero Niemelä
- Natural Resources Institute Finland (Luke), Oulu, Finland
| | | | - Craig R Primmer
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
- Institute of Biotechnology, University of Helsinki, Helsinki, Finland
- Helsinki Institute of Sustainability Science, University of Helsinki, Helsinki, Finland
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26
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Aykanat T, Ozerov M, Vähä J, Orell P, Niemelä E, Erkinaro J, Primmer CR. Co‐inheritance of sea age at maturity and iteroparity in the Atlantic salmonvgll3genomic region. J Evol Biol 2019; 32:343-355. [DOI: 10.1111/jeb.13418] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2018] [Revised: 12/03/2018] [Accepted: 01/24/2019] [Indexed: 01/16/2023]
Affiliation(s)
- Tutku Aykanat
- Organismal and Evolutionary Biology Research ProgrammeUniversity of Helsinki Helsinki Finland
- Department of BiologyUniversity of Turku Turku Finland
| | - Mikhail Ozerov
- Department of BiologyUniversity of Turku Turku Finland
- Kevo Subarctic Research InstituteUniversity of Turku Turku Finland
| | - Juha‐Pekka Vähä
- Kevo Subarctic Research InstituteUniversity of Turku Turku Finland
- Association for Water and Environment of Western Uusimaa Lohja Finland
| | - Panu Orell
- Natural Resources Institute Finland (Luke) Oulu Finland
| | - Eero Niemelä
- Natural Resources Institute Finland (Luke) Oulu Finland
| | | | - Craig R. Primmer
- Organismal and Evolutionary Biology Research ProgrammeUniversity of Helsinki Helsinki Finland
- Institute of BiotechnologyUniversity of Helsinki Helsinki Finland
- Helsinki Institute of Sustainability ScienceUniversity of Helsinki Helsinki Finland
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27
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Wellband K, Mérot C, Linnansaari T, Elliott JAK, Curry RA, Bernatchez L. Chromosomal fusion and life history-associated genomic variation contribute to within-river local adaptation of Atlantic salmon. Mol Ecol 2018; 28:1439-1459. [PMID: 30506831 DOI: 10.1111/mec.14965] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2018] [Revised: 11/01/2018] [Accepted: 11/02/2018] [Indexed: 12/30/2022]
Abstract
Chromosomal inversions have been implicated in facilitating adaptation in the face of high levels of gene flow, but whether chromosomal fusions also have similar potential remains poorly understood. Atlantic salmon are usually characterized by population structure at multiple spatial scales; however, this is not the case for tributaries of the Miramichi River in North America. To resolve genetic relationships between populations in this system and the potential for known chromosomal fusions to contribute to adaptation, we genotyped 728 juvenile salmon using a 50 K SNP array. Consistent with previous work, we report extremely weak overall population structuring (Global FST = 0.004) and failed to support hierarchical structure between the river's two main branches. We provide the first genomic characterization of a previously described polymorphic fusion between chromosomes 8 and 29. Fusion genomic characteristics included high LD, reduced heterozygosity in the fused homokaryotes, and strong divergence between the fused and the unfused rearrangement. Population structure based on fusion karyotype was five times stronger than neutral variation (FST = 0.019), and the frequency of the fusion was associated with summer precipitation supporting a hypothesis that this rearrangement may contribute local adaptation despite weak neutral differentiation. Additionally, both outlier variation among populations and a polygenic framework for characterizing adaptive variation in relation to climate identified a 250-Kb region of chromosome 9, including the gene six6 that has previously been linked to age-at-maturity and run-timing for this species. Overall, our results indicate that adaptive processes, independent of major river branching, are more important than neutral processes for structuring these populations.
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Affiliation(s)
- Kyle Wellband
- Canadian Rivers Institute, Department of Biology, University of New Brunswick, Fredericton, New Brunswick, Canada.,Institut de Biologie Intégrative et des Systèmes, Université Laval, Québec, Quebec, Canada
| | - Claire Mérot
- Institut de Biologie Intégrative et des Systèmes, Université Laval, Québec, Quebec, Canada
| | - Tommi Linnansaari
- Canadian Rivers Institute, Department of Biology, University of New Brunswick, Fredericton, New Brunswick, Canada.,Faculty of Forestry and Environmental Management, University of New Brunswick, Fredericton, New Brunswick, Canada
| | - J A K Elliott
- Cooke Aquaculture Inc, Oak Bay, New Brunswick, Canada
| | - R Allen Curry
- Canadian Rivers Institute, Department of Biology, University of New Brunswick, Fredericton, New Brunswick, Canada.,Faculty of Forestry and Environmental Management, University of New Brunswick, Fredericton, New Brunswick, Canada
| | - Louis Bernatchez
- Institut de Biologie Intégrative et des Systèmes, Université Laval, Québec, Quebec, Canada
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28
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Lundregan SL, Hagen IJ, Gohli J, Niskanen AK, Kemppainen P, Ringsby TH, Kvalnes T, Pärn H, Rønning B, Holand H, Ranke PS, Båtnes AS, Selvik LK, Lien S, Saether BE, Husby A, Jensen H. Inferences of genetic architecture of bill morphology in house sparrow using a high-density SNP array point to a polygenic basis. Mol Ecol 2018; 27:3498-3514. [DOI: 10.1111/mec.14811] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Revised: 06/15/2018] [Accepted: 06/28/2018] [Indexed: 01/15/2023]
Affiliation(s)
- Sarah L. Lundregan
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Ingerid J. Hagen
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
- Norwegian Institute for Nature Research; Trondheim Norway
| | - Jostein Gohli
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
- Organismal and Evolutionary Biology Research Programme; University of Helsinki; Helsinki Finland
| | - Alina K. Niskanen
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
- Department of Ecology and Genetics; University of Oulu; Oulu Finland
| | - Petri Kemppainen
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
- Organismal and Evolutionary Biology Research Programme; University of Helsinki; Helsinki Finland
| | - Thor Harald Ringsby
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Thomas Kvalnes
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Henrik Pärn
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Bernt Rønning
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Håkon Holand
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Peter S. Ranke
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Anna S. Båtnes
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Linn-Karina Selvik
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Sigbjørn Lien
- Centre for Integrative Genetics; Department of Animal and Aquacultural Sciences; Faculty of Life Sciences; Norwegian University of Life Sciences; Ås Norway
| | - Bernt-Erik Saether
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
| | - Arild Husby
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
- Organismal and Evolutionary Biology Research Programme; University of Helsinki; Helsinki Finland
- Department of Ecology and Genetics; EBC; Uppsala University; Uppsala Sweden
| | - Henrik Jensen
- Department of Biology; Centre for Biodiversity Dynamics; Norwegian University of Science and Technology; Trondheim Norway
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29
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Pritchard VL, Mäkinen H, Vähä JP, Erkinaro J, Orell P, Primmer CR. Genomic signatures of fine-scale local selection in Atlantic salmon suggest involvement of sexual maturation, energy homeostasis and immune defence-related genes. Mol Ecol 2018; 27:2560-2575. [DOI: 10.1111/mec.14705] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2017] [Revised: 03/30/2018] [Accepted: 04/02/2018] [Indexed: 12/14/2022]
Affiliation(s)
| | - Hannu Mäkinen
- Department of Biology; University of Turku; Turku Finland
- Department of Biosciences; University of Helsinki; Helsinki Finland
| | - Juha-Pekka Vähä
- Kevo Subarctic Research Institute; University of Turku; Turku Finland
| | | | - Panu Orell
- Natural Resources Institute Finland (LUKE); Oulu Finland
| | - Craig R. Primmer
- Department of Biology; University of Turku; Turku Finland
- Department of Biosciences; University of Helsinki; Helsinki Finland
- Institute of Biotechnology; University of Helsinki; Helsinki Finland
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30
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Bourne SD, Hudson J, Holman LE, Rius M. Marine Invasion Genomics: Revealing Ecological and Evolutionary Consequences of Biological Invasions. ACTA ACUST UNITED AC 2018. [DOI: 10.1007/13836_2018_21] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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31
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Schielzeth H, Rios Villamil A, Burri R. Success and failure in replication of genotype-phenotype associations: How does replication help in understanding the genetic basis of phenotypic variation in outbred populations? Mol Ecol Resour 2018; 18:739-754. [PMID: 29575806 DOI: 10.1111/1755-0998.12780] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Revised: 03/09/2018] [Accepted: 03/09/2018] [Indexed: 12/29/2022]
Abstract
Recent developments in sequencing technologies have facilitated genomewide mapping of phenotypic variation in natural populations. Such mapping efforts face a number of challenges potentially leading to low reproducibility. However, reproducible research forms the basis of scientific progress. We here discuss the options for replication and the reasons for potential nonreproducibility. We then review the evidence for reproducible quantitative trait loci (QTL) with a focus on natural animal populations. Existing case studies of replication fall into three categories: (i) traits that have been mapped to major effect loci (including chromosomal inversion and supergenes) by independent research teams; (ii) QTL fine-mapped in discovery populations; and (iii) attempts to replicate QTL across multiple populations. Major effect loci, in particular those associated with inversions, have been successfully replicated in several cases within and across populations. Beyond such major effect variants, replication has been more successful within than across populations, suggesting that QTL discovered in natural populations may often be population-specific. This suggests that biological causes (differences in linkage patterns, allele frequencies or context-dependencies of QTL) contribute to nonreproducibility. Evidence from other fields, notably animal breeding and QTL mapping in humans, suggests that a significant fraction of QTL is indeed reproducible in direction and magnitude at least within populations. However, there is also a large number of QTL that cannot be easily reproduced. We put forward that more studies should explicitly address the causes and context-dependencies of QTL signals, in particular to disentangle linkage differences, allele frequency differences and gene-by-environment interactions as biological causes of nonreproducibility of QTL, especially between populations.
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Affiliation(s)
- Holger Schielzeth
- Population Ecology Group, Institute of Ecology and Evolution, Friedrich Schiller University, Jena, Germany
| | - Alejandro Rios Villamil
- Population Ecology Group, Institute of Ecology and Evolution, Friedrich Schiller University, Jena, Germany
| | - Reto Burri
- Population Ecology Group, Institute of Ecology and Evolution, Friedrich Schiller University, Jena, Germany
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32
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Ahmad F, Debes PV, Palomar G, Vasemägi A. Association mapping reveals candidate loci for resistance and anaemic response to an emerging temperature-driven parasitic disease in a wild salmonid fish. Mol Ecol 2018; 27:1385-1401. [PMID: 29411465 DOI: 10.1111/mec.14509] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2017] [Accepted: 01/08/2018] [Indexed: 02/06/2023]
Abstract
Even though parasitic infections are often costly or deadly for the host, we know very little which genes influence parasite susceptibility and disease severity. Proliferative kidney disease is an emerging and, at elevated water temperatures, potentially deadly disease of salmonid fishes that is caused by the myxozoan parasite Tetracapsuloides bryosalmonae. By screening >7.6 K SNPs in 255 wild brown trout (Salmo trutta) and combining association mapping and Random Forest approaches, we identified several candidate genes for both the parasite resistance (inverse of relative parasite load; RPL) and the severe anaemic response to the parasite. The strongest RPL-associated SNP mapped to a noncoding region of the congeneric Atlantic salmon (S. salar) chromosome 10, whereas the second strongest RPL-associated SNP mapped to an intronic region of PRICKLE2 gene, which is a part of the planar cell polarity signalling pathway involved in kidney development. The top SNP associated with anaemia mapped to the intron of the putative PRKAG2 gene. The human ortholog of this gene has been associated with haematocrit and other blood-related traits, making it a prime candidate influencing parasite-triggered anaemia in brown trout. Our findings demonstrate the power of association mapping to pinpoint genomic regions and potential causative genes underlying climate change-driven parasitic disease resistance and severity. Furthermore, this work illustrates the first steps towards dissecting genotype-phenotype links in a wild fish population using closely related genome information.
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Affiliation(s)
- F Ahmad
- Department of Biology, University of Turku, Turku, Finland
| | - P V Debes
- Department of Biology, University of Turku, Turku, Finland.,Department of Biosciences, University of Helsinki, Helsinki, Finland
| | - G Palomar
- Research Unit of Biodiversity (UO-CSIC-PA), Mieres, Asturias, Spain.,Department of Biology of Organisms and Systems, University of Oviedo, Oviedo, Asturias, Spain
| | - A Vasemägi
- Department of Biology, University of Turku, Turku, Finland.,Chair of Aquaculture, Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, Tartu, Estonia
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33
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Armstrong C, Richardson DS, Hipperson H, Horsburgh GJ, Küpper C, Percival‐Alwyn L, Clark M, Burke T, Spurgin LG. Genomic associations with bill length and disease reveal drift and selection across island bird populations. Evol Lett 2018; 2:22-36. [PMID: 30283662 PMCID: PMC6121843 DOI: 10.1002/evl3.38] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2017] [Revised: 12/19/2017] [Accepted: 12/21/2017] [Indexed: 12/15/2022] Open
Abstract
Island species provide excellent models for investigating how selection and drift operate in wild populations, and for determining how these processes act to influence local adaptation and speciation. Here, we examine the role of selection and drift in shaping genomic and phenotypic variation across recently separated populations of Berthelot's pipit (Anthus berthelotii), a passerine bird endemic to three archipelagos in the Atlantic. We first characterized genetic diversity and population structuring that supported previous inferences of a history of recent colonizations and bottlenecks. We then tested for regions of the genome associated with the ecologically important traits of bill length and malaria infection, both of which vary substantially across populations in this species. We identified a SNP associated with variation in bill length among individuals, islands, and archipelagos; patterns of variation at this SNP suggest that both phenotypic and genotypic variation in bill length is largely shaped by founder effects. Malaria was associated with SNPs near/within genes involved in the immune response, but this relationship was not consistent among archipelagos, supporting the view that disease resistance is complex and rapidly evolving. Although we found little evidence for divergent selection at candidate loci for bill length and malaria resistance, genome scan analyses pointed to several genes related to immunity and metabolism as having important roles in divergence and adaptation. Our findings highlight the utility and challenges involved with combining association mapping and population genetic analysis in nonequilibrium populations, to disentangle the effects of drift and selection on shaping genotypes and phenotypes.
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Affiliation(s)
- Claire Armstrong
- School of Biological Sciences, University of East AngliaNorwich Research ParkNorwich NR4 7TJUnited Kingdom
| | - David S. Richardson
- School of Biological Sciences, University of East AngliaNorwich Research ParkNorwich NR4 7TJUnited Kingdom
| | - Helen Hipperson
- NERC Biomolecular Analysis Facility, Department of Animal and Plant SciencesUniversity of SheffieldSheffield S10 2TNUnited Kingdom
| | - Gavin J. Horsburgh
- NERC Biomolecular Analysis Facility, Department of Animal and Plant SciencesUniversity of SheffieldSheffield S10 2TNUnited Kingdom
| | - Clemens Küpper
- Max Planck Institute for Ornithology82319 SeewiesenGermany
| | | | - Matt Clark
- Earlham InstituteNorwich Research ParkNorwich NR4 7UZUnited Kingdom
| | - Terry Burke
- NERC Biomolecular Analysis Facility, Department of Animal and Plant SciencesUniversity of SheffieldSheffield S10 2TNUnited Kingdom
| | - Lewis G. Spurgin
- School of Biological Sciences, University of East AngliaNorwich Research ParkNorwich NR4 7TJUnited Kingdom
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34
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Genotyping and Sequencing Technologies in Population Genetics and Genomics. POPULATION GENOMICS 2018. [DOI: 10.1007/13836_2017_5] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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35
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Benestan L, Moore JS, Sutherland BJG, Le Luyer J, Maaroufi H, Rougeux C, Normandeau E, Rycroft N, Atema J, Harris LN, Tallman RF, Greenwood SJ, Clark FK, Bernatchez L. Sex matters in massive parallel sequencing: Evidence for biases in genetic parameter estimation and investigation of sex determination systems. Mol Ecol 2017; 26:6767-6783. [DOI: 10.1111/mec.14217] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2016] [Revised: 03/23/2017] [Accepted: 03/29/2017] [Indexed: 12/26/2022]
Affiliation(s)
- Laura Benestan
- Département de Biologie; Université Laval; Québec QC Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS); Université Laval; Québec QC Canada
| | - Jean-Sébastien Moore
- Département de Biologie; Université Laval; Québec QC Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS); Université Laval; Québec QC Canada
| | - Ben J. G. Sutherland
- Département de Biologie; Université Laval; Québec QC Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS); Université Laval; Québec QC Canada
| | - Jérémy Le Luyer
- Département de Biologie; Université Laval; Québec QC Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS); Université Laval; Québec QC Canada
| | - Halim Maaroufi
- Institut de Biologie Intégrative et des Systèmes (IBIS); Université Laval; Québec QC Canada
| | - Clément Rougeux
- Département de Biologie; Université Laval; Québec QC Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS); Université Laval; Québec QC Canada
| | - Eric Normandeau
- Département de Biologie; Université Laval; Québec QC Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS); Université Laval; Québec QC Canada
| | | | - Jelle Atema
- Department of Biology; Boston University; Boston MA USA
| | - Les N. Harris
- Fisheries and Oceans Canada; Freshwater Institute; Winnipeg MB Canada
| | - Ross F. Tallman
- Fisheries and Oceans Canada; Freshwater Institute; Winnipeg MB Canada
| | - Spencer J. Greenwood
- Department of Biomedical Sciences & AVC Lobster Science Centre; Atlantic Veterinary College; University of Prince Edward Island; Charlottetown PE Canada
| | - Fraser K. Clark
- Department of Biomedical Sciences & AVC Lobster Science Centre; Atlantic Veterinary College; University of Prince Edward Island; Charlottetown PE Canada
| | - Louis Bernatchez
- Département de Biologie; Université Laval; Québec QC Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS); Université Laval; Québec QC Canada
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36
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Silva CNS, McFarlane SE, Hagen IJ, Rönnegård L, Billing AM, Kvalnes T, Kemppainen P, Rønning B, Ringsby TH, Sæther BE, Qvarnström A, Ellegren H, Jensen H, Husby A. Insights into the genetic architecture of morphological traits in two passerine bird species. Heredity (Edinb) 2017; 119:197-205. [PMID: 28613280 DOI: 10.1038/hdy.2017.29] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Revised: 04/08/2017] [Accepted: 05/04/2017] [Indexed: 01/15/2023] Open
Abstract
Knowledge about the underlying genetic architecture of phenotypic traits is needed to understand and predict evolutionary dynamics. The number of causal loci, magnitude of the effects and location in the genome are, however, still largely unknown. Here, we use genome-wide single-nucleotide polymorphism (SNP) data from two large-scale data sets on house sparrows and collared flycatchers to examine the genetic architecture of different morphological traits (tarsus length, wing length, body mass, bill depth, bill length, total and visible badge size and white wing patches). Genomic heritabilities were estimated using relatedness calculated from SNPs. The proportion of variance captured by the SNPs (SNP-based heritability) was lower in house sparrows compared with collared flycatchers, as expected given marker density (6348 SNPs in house sparrows versus 38 689 SNPs in collared flycatchers). Indeed, after downsampling to similar SNP density and sample size, this estimate was no longer markedly different between species. Chromosome-partitioning analyses demonstrated that the proportion of variance explained by each chromosome was significantly positively related to the chromosome size for some traits and, generally, that larger chromosomes tended to explain proportionally more variation than smaller chromosomes. Finally, we found two genome-wide significant associations with very small-effect sizes. One SNP on chromosome 20 was associated with bill length in house sparrows and explained 1.2% of phenotypic variation (VP), and one SNP on chromosome 4 was associated with tarsus length in collared flycatchers (3% of VP). Although we cannot exclude the possibility of undetected large-effect loci, our results indicate a polygenic basis for morphological traits.
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Affiliation(s)
- C N S Silva
- Department of Biosciences, Metapopulation Research Centre, University of Helsinki, Helsinki, Finland
| | - S E McFarlane
- Department of Animal Ecology, Evolutionary Biology Centre, Uppsala University, Uppsala, Sweden
| | - I J Hagen
- Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
| | - L Rönnegård
- School of Technology and Business Studies, Dalarna University, Falun, Sweden.,Department of Animal Breeding and Genetics, Swedish University of Agricultural Sciences, Uppsala, Sweden
| | - A M Billing
- Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
| | - T Kvalnes
- Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
| | - P Kemppainen
- Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
| | - B Rønning
- Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
| | - T H Ringsby
- Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
| | - B-E Sæther
- Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
| | - A Qvarnström
- Department of Animal Ecology, Evolutionary Biology Centre, Uppsala University, Uppsala, Sweden
| | - H Ellegren
- Department of Evolutionary Biology, Evolutionary Biology Centre, Uppsala University, Uppsala, Sweden
| | - H Jensen
- Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
| | - A Husby
- Department of Biosciences, Metapopulation Research Centre, University of Helsinki, Helsinki, Finland.,Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
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37
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Veale AJ, Russello MA. An ancient selective sweep linked to reproductive life history evolution in sockeye salmon. Sci Rep 2017; 7:1747. [PMID: 28496186 PMCID: PMC5431894 DOI: 10.1038/s41598-017-01890-2] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2016] [Accepted: 04/05/2017] [Indexed: 11/09/2022] Open
Abstract
Study of parallel (or convergent) phenotypic evolution can provide important insights into processes driving sympatric, ecologically-mediated divergence and speciation, as ecotype pairs may provide a biological replicate of the underlying signals and mechanisms. Here, we provide evidence for a selective sweep creating an island of divergence associated with reproductive behavior in sockeye salmon (Oncorhynchus nerka), identifying a series of linked single nucleotide polymorphisms across a ~22,733 basepair region spanning the leucine-rich repeat-containing protein 9 gene exhibiting signatures of divergent selection associated with stream- and shore-spawning in both anadromous and resident forms across their pan-Pacific distribution. This divergence likely occurred ~3.8 Mya (95% HPD = 2.1–6.03 Mya), after sockeye separated from pink (O. gorbuscha) and chum (O. keta) salmon, but prior to the Pleistocene glaciations. Our results suggest recurrent evolution of reproductive ecotypes across the native range of O. nerka is at least partially associated with divergent selection of pre-existing genetic variation within or linked to this region. As sockeye salmon are unique among Pacific salmonids in their flexibility to spawn in lake-shore benthic environments, this region provides great promise for continued investigation of the genomic basis of O. nerka life history evolution, and, more broadly, for increasing our understanding of the heritable basis of adaptation of complex traits in novel environments.
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Affiliation(s)
- Andrew J Veale
- Department of Biology, The University of British Columbia, Okanagan Campus, 3247 University Way, Kelowna, British Columbia, V1V 1V7, Canada.,Department of Zoology, University of Otago, 340 Great King Street, Dunedin, 9016, New Zealand
| | - Michael A Russello
- Department of Biology, The University of British Columbia, Okanagan Campus, 3247 University Way, Kelowna, British Columbia, V1V 1V7, Canada.
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38
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Taylor RS, Friesen VL. The role of allochrony in speciation. Mol Ecol 2017; 26:3330-3342. [DOI: 10.1111/mec.14126] [Citation(s) in RCA: 92] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2017] [Revised: 03/17/2017] [Accepted: 03/20/2017] [Indexed: 12/15/2022]
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Liu L, Ang KP, Elliott JAK, Kent MP, Lien S, MacDonald D, Boulding EG. A genome scan for selection signatures comparing farmed Atlantic salmon with two wild populations: Testing colocalization among outlier markers, candidate genes, and quantitative trait loci for production traits. Evol Appl 2016; 10:276-296. [PMID: 28250812 PMCID: PMC5322405 DOI: 10.1111/eva.12450] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2015] [Accepted: 11/16/2016] [Indexed: 01/08/2023] Open
Abstract
Comparative genome scans can be used to identify chromosome regions, but not traits, that are putatively under selection. Identification of targeted traits may be more likely in recently domesticated populations under strong artificial selection for increased production. We used a North American Atlantic salmon 6K SNP dataset to locate genome regions of an aquaculture strain (Saint John River) that were highly diverged from that of its putative wild founder population (Tobique River). First, admixed individuals with partial European ancestry were detected using STRUCTURE and removed from the dataset. Outlier loci were then identified as those showing extreme differentiation between the aquaculture population and the founder population. All Arlequin methods identified an overlapping subset of 17 outlier loci, three of which were also identified by BayeScan. Many outlier loci were near candidate genes and some were near published quantitative trait loci (QTLs) for growth, appetite, maturity, or disease resistance. Parallel comparisons using a wild, nonfounder population (Stewiacke River) yielded only one overlapping outlier locus as well as a known maturity QTL. We conclude that genome scans comparing a recently domesticated strain with its wild founder population can facilitate identification of candidate genes for traits known to have been under strong artificial selection.
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Affiliation(s)
- Lei Liu
- Department of Integrative Biology University of Guelph Guelph ON Canada; Present address: School of Marine Sciences Ningbo University Ningbo China
| | | | | | - Matthew Peter Kent
- Department of Animal and Aquacultural Sciences (IHA) Center for Integrative Genetics (CIGENE) Norwegian University of Life Sciences Ås Norway
| | - Sigbjørn Lien
- Department of Animal and Aquacultural Sciences (IHA) Center for Integrative Genetics (CIGENE) Norwegian University of Life Sciences Ås Norway
| | - Danielle MacDonald
- Saint Andrews Biological Station Department of Fisheries and Oceans Canada Saint Andrews NB Canada
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Pearse DE. Saving the spandrels? Adaptive genomic variation in conservation and fisheries management. JOURNAL OF FISH BIOLOGY 2016; 89:2697-2716. [PMID: 27723095 DOI: 10.1111/jfb.13168] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2016] [Accepted: 09/06/2016] [Indexed: 06/06/2023]
Abstract
As highlighted by many of the papers in this issue, research on the genomic basis of adaptive phenotypic variation in natural populations has made spectacular progress in the past few years, largely due to the advances in sequencing technology and analysis. Without question, the resulting genomic data will improve the understanding of regions of the genome under selection and extend knowledge of the genetic basis of adaptive evolution. What is far less clear, but has been the focus of active discussion, is how such information can or should transfer into conservation practice to complement more typical conservation applications of genetic data. Before such applications can be realized, the evolutionary importance of specific targets of selection relative to the genome-wide diversity of the species as a whole must be evaluated. The key issues for the incorporation of adaptive genomic variation in conservation and management are discussed here, using published examples of adaptive genomic variation associated with specific phenotypes in salmonids and other taxa to highlight practical considerations for incorporating such information into conservation programmes. Scenarios are described in which adaptive genomic data could be used in conservation or restoration, constraints on its utility and the importance of validating inferences drawn from new genomic data before applying them in conservation practice. Finally, it is argued that an excessive focus on preserving the adaptive variation that can be measured, while ignoring the vast unknown majority that cannot, is a modern twist on the adaptationist programme that Gould and Lewontin critiqued almost 40 years ago.
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Affiliation(s)
- D E Pearse
- Fisheries Ecology Division, Southwest Fisheries Science Center, National Marine Fisheries Service, 110 Shaffer Road, Santa Cruz, CA, 95060, U.S.A
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Aykanat T, Lindqvist M, Pritchard VL, Primmer CR. From population genomics to conservation and management: a workflow for targeted analysis of markers identified using genome-wide approaches in Atlantic salmon Salmo salar. JOURNAL OF FISH BIOLOGY 2016; 89:2658-2679. [PMID: 27709620 DOI: 10.1111/jfb.13149] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/23/2016] [Accepted: 08/29/2016] [Indexed: 06/06/2023]
Abstract
A genotyping assay for the Ion Torrent Ion PGM platform was developed for fast and cost-effective targeted genotyping of key single nucleotide polymorphisms (SNPs) earlier identified using a genome-wide SNP array in Atlantic salmon Salmo salar. The method comprised a simple primer design step for multiplex-polymerase chain reaction (PCR), followed by two rounds of Ion Torrent Ion PGM sequencing to empirically evaluate marker efficiency in large multiplexes and to optimise or exclude them when necessary. Of 282 primer pairs initially tested, 217 were successfully amplified, indicating good amplification success (>75%). These markers included the sdy partial gene product to determine genetic sex, as well as three additional modules comprising SNPs for assessing neutral genetic variation (NSNP = 150), examining functional genetic variation associated with sea age at maturity (NSNP = 5), and for performing genetic subpopulation assignment (NSNP = 61). The assay was primarily developed to monitor long-term genetic changes in S. salar from the Teno River, but modules are likely suitable for application in a wide range of S. salar populations. Furthermore, the fast and versatile assay development pipeline offers a strategy for developing targeted sequencing assays in any species.
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Affiliation(s)
- T Aykanat
- Department of Biology, University of Turku, Turku, 20014, Finland
| | - M Lindqvist
- Department of Biology, University of Turku, Turku, 20014, Finland
| | - V L Pritchard
- Department of Biology, University of Turku, Turku, 20014, Finland
| | - C R Primmer
- Department of Biology, University of Turku, Turku, 20014, Finland
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Gagnaire PA, Gaggiotti OE. Detecting polygenic selection in marine populations by combining population genomics and quantitative genetics approaches. Curr Zool 2016; 62:603-616. [PMID: 29491948 PMCID: PMC5804256 DOI: 10.1093/cz/zow088] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Accepted: 07/21/2016] [Indexed: 12/27/2022] Open
Abstract
Highly fecund marine species with dispersive life-history stages often display large population sizes and wide geographic distribution ranges. Consequently, they are expected to experience reduced genetic drift, efficient selection fueled by frequent adaptive mutations, and high migration loads. This has important consequences for understanding how local adaptation proceeds in the sea. A key issue in this regard, relates to the genetic architecture underlying fitness traits. Theory predicts that adaptation may involve many genes but with a high variance in effect size. Therefore, the effect of selection on allele frequencies may be substantial for the largest effect size loci, but insignificant for small effect genes. In such a context, the performance of population genomic methods to unravel the genetic basis of adaptation depends on the fraction of adaptive genetic variance explained by the cumulative effect of outlier loci. Here, we address some methodological challenges associated with the detection of local adaptation using molecular approaches. We provide an overview of genome scan methods to detect selection, including those assuming complex demographic models that better describe spatial population structure. We then focus on quantitative genetics approaches that search for genotype-phenotype associations at different genomic scales, including genome-wide methods evaluating the cumulative effect of variants. We argue that the limited power of single locus tests can be alleviated by the use of polygenic scores to estimate the joint contribution of candidate variants to phenotypic variation.
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Affiliation(s)
- Pierre-Alexandre Gagnaire
- Université Montpellier 2, Place Eugène Bataillon, 34095 Montpellier Cedex 5, France
- ISEM – CNRS, UMR 5554, SMEL, 2 rue des Chantiers, Sète, 34200, France
| | - Oscar E. Gaggiotti
- Scottish Oceans Institute, University of St Andrews, East Sands, St Andrews, KY16 9LB, UK
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Accuracy of Assignment of Atlantic Salmon (Salmo salar L.) to Rivers and Regions in Scotland and Northeast England Based on Single Nucleotide Polymorphism (SNP) Markers. PLoS One 2016; 11:e0164327. [PMID: 27723810 PMCID: PMC5056707 DOI: 10.1371/journal.pone.0164327] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2016] [Accepted: 09/25/2016] [Indexed: 01/15/2023] Open
Abstract
Understanding the habitat use patterns of migratory fish, such as Atlantic salmon (Salmo salar L.), and the natural and anthropogenic impacts on them, is aided by the ability to identify individuals to their stock of origin. Presented here are the results of an analysis of informative single nucleotide polymorphic (SNP) markers for detecting genetic structuring in Atlantic salmon in Scotland and NE England and their ability to allow accurate genetic stock identification. 3,787 fish from 147 sites covering 27 rivers were screened at 5,568 SNP markers. In order to identify a cost-effective subset of SNPs, they were ranked according to their ability to differentiate between fish from different rivers. A panel of 288 SNPs was used to examine both individual assignments and mixed stock fisheries and eighteen assignment units were defined. The results improved greatly on previously available methods and, for the first time, fish caught in the marine environment can be confidently assigned to geographically coherent units within Scotland and NE England, including individual rivers. As such, this SNP panel has the potential to aid understanding of the various influences acting upon Atlantic salmon on their marine migrations, be they natural environmental variations and/or anthropogenic impacts, such as mixed stock fisheries and interactions with marine power generation installations.
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Kijas J, Elliot N, Kube P, Evans B, Botwright N, King H, Primmer CR, Verbyla K. Diversity and linkage disequilibrium in farmed Tasmanian Atlantic salmon. Anim Genet 2016; 48:237-241. [PMID: 27699807 DOI: 10.1111/age.12513] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/23/2016] [Indexed: 01/08/2023]
Abstract
Farmed Atlantic salmon (Salmo salar) is a globally important production species, including in Australia where breeding and selection has been in progress since the 1960s. The recent development of SNP genotyping platforms means genome-wide association and genomic prediction can now be implemented to speed genetic gain. As a precursor, this study collected genotypes at 218 132 SNPs in 777 fish from a Tasmanian breeding population to assess levels of genetic diversity, the strength of linkage disequilibrium (LD) and imputation accuracy. Genetic diversity in Tasmanian Atlantic salmon was lower than observed within European populations when compared using four diversity metrics. The distribution of allele frequencies also showed a clear difference, with the Tasmanian animals carrying an excess of low minor allele frequency variants. The strength of observed LD was high at short distances (<25 kb) and remained above background for marker pairs separated by large chromosomal distances (hundreds of kb), in sharp contrast to the European Atlantic salmon tested. Genotypes were used to evaluate the accuracy of imputation from low density (0.5 to 5 K) up to increased density SNP sets (78 K). This revealed high imputation accuracies (0.89-0.97), suggesting that the use of low density SNP sets will be a successful approach for genomic prediction in this population. The long-range LD, comparatively low genetic diversity and high imputation accuracy in Tasmanian salmon is consistent with known aspects of their population history, which involved a small founding population and an absence of subsequent introgression. The findings of this study represent an important first step towards the design of methods to apply genomics in this economically important population.
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Affiliation(s)
- J Kijas
- CSIRO Agriculture, St. Lucia Brisbane, Qld, 4067, Australia
| | - N Elliot
- CSIRO Agriculture, Hobart, Tas, 7004, Australia
| | - P Kube
- CSIRO Agriculture, Hobart, Tas, 7004, Australia
| | - B Evans
- SALTAS, Hobart, Tas, 7004, Australia
| | - N Botwright
- CSIRO Agriculture, St. Lucia Brisbane, Qld, 4067, Australia
| | - H King
- CSIRO Agriculture, Hobart, Tas, 7004, Australia
| | | | - K Verbyla
- Data61, Canberra, ACT, 2601, Australia
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He X, Johansson ML, Heath DD. Role of genomics and transcriptomics in selection of reintroduction source populations. CONSERVATION BIOLOGY : THE JOURNAL OF THE SOCIETY FOR CONSERVATION BIOLOGY 2016; 30:1010-1018. [PMID: 26756292 DOI: 10.1111/cobi.12674] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2015] [Revised: 01/02/2016] [Accepted: 01/05/2016] [Indexed: 06/05/2023]
Abstract
The use and importance of reintroduction as a conservation tool to return a species to its historical range from which it has been extirpated will increase as climate change and human development accelerate habitat loss and population extinctions. Although the number of reintroduction attempts has increased rapidly over the past 2 decades, the success rate is generally low. As a result of population differences in fitness-related traits and divergent responses to environmental stresses, population performance upon reintroduction is highly variable, and it is generally agreed that selecting an appropriate source population is a critical component of a successful reintroduction. Conservation genomics is an emerging field that addresses long-standing challenges in conservation, and the potential for using novel molecular genetic approaches to inform and improve conservation efforts is high. Because the successful establishment and persistence of reintroduced populations is highly dependent on the functional genetic variation and environmental stress tolerance of the source population, we propose the application of conservation genomics and transcriptomics to guide reintroduction practices. Specifically, we propose using genome-wide functional loci to estimate genetic variation of source populations. This estimate can then be used to predict the potential for adaptation. We also propose using transcriptional profiling to measure the expression response of fitness-related genes to environmental stresses as a proxy for acclimation (tolerance) capacity. Appropriate application of conservation genomics and transcriptomics has the potential to dramatically enhance reintroduction success in a time of rapidly declining biodiversity and accelerating environmental change.
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Affiliation(s)
- Xiaoping He
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, N9B 3P4, Canada
| | - Mattias L Johansson
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, N9B 3P4, Canada
| | - Daniel D Heath
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, N9B 3P4, Canada.
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Clark LV, Dzyubenko E, Dzyubenko N, Bagmet L, Sabitov A, Chebukin P, Johnson DA, Kjeldsen JB, Petersen KK, Jørgensen U, Yoo JH, Heo K, Yu CY, Zhao H, Jin X, Peng J, Yamada T, Sacks EJ. Ecological characteristics and in situ genetic associations for yield-component traits of wild Miscanthus from eastern Russia. ANNALS OF BOTANY 2016; 118:941-955. [PMID: 27451985 PMCID: PMC5055818 DOI: 10.1093/aob/mcw137] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2016] [Accepted: 05/24/2016] [Indexed: 05/08/2023]
Abstract
Background and aims Miscanthus is a genus of perennial C4 grasses native to East Asia. It includes the emerging ligno-cellulosic biomass crop M. ×giganteus, a hybrid between M. sinensis and M. sacchariflorus. Biomass yield and cold tolerance are of particular interest in Miscanthus, given that this crop is more temperate adapted than its C4 relatives maize, sorghum and sugarcane. Methods A plant exploration was conducted in eastern Russia, at the northern extreme of the native range for Miscanthus, with collections including 174 clonal germplasm accessions (160 M. sacchariflorus and 14 M. sinensis) from 47 sites. Accessions were genotyped by restriction site-associated DNA sequencing (RAD-seq) and plastid microsatellites. Key Results Miscanthus sinensis was found in maritime climates near Vladivostok (43·6°N) and on southern Sakhalin Island (46·6°N). Miscanthus sacchariflorus was found inland at latitudes as high as 49·3°N, where M. sinensis was absent. Most M. sacchariflorus accessions were diploid, but approx. 2 % were tetraploids. Molecular markers revealed little population structure (Jost's D < 0·007 among diploid groups) but high genetic diversity (expected heterozygosity = 0·14) within the collection of Russian M. sacchariflorus. Genome-wide association (GWA) analysis for traits measured at the collection sites revealed three M. sacchariflorus single nucleotide polymorphisms (SNPs) significantly associated with the number of stems per unit area, one with height and one with basal stem diameter; three were near or within previously described sorghum quantitative trait loci for related traits. Conclusions This new Miscanthus germplasm collection from eastern Russia will be useful for breeding Miscanthus and sugarcane cultivars with improved adaptation to cold. Moreover, a strategy is proposed to facilitate the rapid utilization of new germplasm collections: by implementing low-cost SNP genotyping to conduct GWA studies of phenotypic data obtained at collection sites, plant breeders can be provided with actionable information on which accessions have desirable traits and alleles.
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Affiliation(s)
- Lindsay V. Clark
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, 1201 W. Gregory Drive, Urbana, IL 61802, USA
| | - Elena Dzyubenko
- Vavilov All-Russian Institute of Plant Genetic Resources, 42–44 Bolshaya Morskaya Street, 190000 St. Petersburg, Russia
| | - Nikolay Dzyubenko
- Vavilov All-Russian Institute of Plant Genetic Resources, 42–44 Bolshaya Morskaya Street, 190000 St. Petersburg, Russia
| | - Larisa Bagmet
- Vavilov All-Russian Institute of Plant Genetic Resources, 42–44 Bolshaya Morskaya Street, 190000 St. Petersburg, Russia
| | - Andrey Sabitov
- Vavilov All-Russian Institute of Plant Genetic Resources, 42–44 Bolshaya Morskaya Street, 190000 St. Petersburg, Russia
| | - Pavel Chebukin
- Vavilov All-Russian Institute of Plant Genetic Resources, 42–44 Bolshaya Morskaya Street, 190000 St. Petersburg, Russia
| | - Douglas A. Johnson
- USDA-ARS Forage and Range Research Lab, Utah State University, Logan, UT 84322-6300, USA
| | | | - Karen Koefoed Petersen
- Department of Food Science, Aarhus University, Kirstinebjergvej 10, DK-5792 Årslev, Denmark
| | - Uffe Jørgensen
- Department of Agroecology, Aarhus University, Blichers Allé 20, DK-8830 Tjele, Denmark
| | - Ji Hye Yoo
- Kangwon National University, Chuncheon, Gangwon 200-701, South Korea
| | - Kweon Heo
- Kangwon National University, Chuncheon, Gangwon 200-701, South Korea
| | - Chang Yeon Yu
- Kangwon National University, Chuncheon, Gangwon 200-701, South Korea
| | - Hua Zhao
- College of Horticulture and Forestry Science, Huazhong Agricultural University, Wuhan, Hubei 430070, China
| | - Xiaoli Jin
- Agronomy Department, Key Laboratory of Crop Germplasm Resource of Zhejiang Province, Zhejiang University, Hangzhou 310058, China
| | - Junhua Peng
- Science and Technology Center, China Seed Group Co. Ltd, Wuhan, Hubei 430040, China
| | - Toshihiko Yamada
- Field Science Center for Northern Biosphere, Hokkaido University, Sapporo, Hokkaido 060-0810, Japan
| | - Erik J. Sacks
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, 1201 W. Gregory Drive, Urbana, IL 61802, USA
- *For correspondence. E-mail
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Pritchard VL, Erkinaro J, Kent MP, Niemelä E, Orell P, Lien S, Primmer CR. Single nucleotide polymorphisms to discriminate different classes of hybrid between wild Atlantic salmon and aquaculture escapees. Evol Appl 2016; 9:1017-31. [PMID: 27606009 PMCID: PMC4999531 DOI: 10.1111/eva.12407] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2015] [Accepted: 06/07/2016] [Indexed: 12/14/2022] Open
Abstract
Many wild Atlantic salmon (Salmo salar) populations are threatened by introgressive hybridization from domesticated fish that have escaped from aquaculture facilities. A detailed understanding of the hybridization dynamics between wild salmon and aquaculture escapees requires discrimination of different hybrid classes; however, markers currently available to discriminate the two types of parental genome have limited power to do this. Using a high‐density Atlantic salmon single nucleotide polymorphism (SNP) array, in combination with pooled‐sample allelotyping and an Fst outlier approach, we identified 200 SNPs that differentiated an important Atlantic salmon stock from the escapees potentially hybridizing with it. By simulating multiple generations of wild–escapee hybridization, involving wild populations in two major phylogeographic lineages and a genetically diverse set of escapees, we showed that both the complete set of SNPs and smaller subsets could reliably assign individuals to different hybrid classes up to the third hybrid (F3) generation. This set of markers will be a useful tool for investigating the genetic interactions between native wild fish and aquaculture escapees in many Atlantic salmon populations.
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Affiliation(s)
| | | | - Matthew P Kent
- Centre for Integrative Genetics (CIGENE) Department of Animal and Aquacultural Sciences Norwegian University of Life Sciences Aas Norway
| | - Eero Niemelä
- Natural Resources Institute Finland (Luke) Utsjoki Finland
| | - Panu Orell
- Natural Resources Institute Finland (Luke) Utsjoki Finland
| | - Sigbjørn Lien
- Centre for Integrative Genetics (CIGENE) Department of Animal and Aquacultural Sciences Norwegian University of Life Sciences Aas Norway
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Burton T, Robertsen G, Stewart DC, McKelvey S, Armstrong JD, Metcalfe NB. Maternal age at maturation underpins contrasting behavior in offspring. Behav Ecol 2016; 27:1280-1287. [PMID: 27656083 PMCID: PMC5027624 DOI: 10.1093/beheco/arw073] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2015] [Revised: 04/15/2016] [Accepted: 04/15/2016] [Indexed: 01/20/2023] Open
Abstract
In nature, vast differences in growth or size are frequently observed among young born to mothers of different age. However, it is unknown if there can be other, more subtle differences among offspring born to young versus old mothers? In Atlantic salmon, we reveal that despite being similar in size, juveniles from younger-maturing mothers are more aggressive, but poorer at competing for food than juveniles from older-maturing mothers In species where parental care occurs primarily via the provisioning of eggs, older females tend to produce larger offspring that have better fitness prospects. Remarkably however, a relationship between age of mother and fitness of offspring has also been reported independently of effects on offspring size suggesting that there may be other factors at play. Here, using experimental matings between wild Atlantic salmon that differed in their age at sexual maturation, we demonstrate distinct size-independent variation in the behavior of their offspring that was related to the maturation age of the mother (but not the father). We found that when juvenile salmon were competing for feeding territories, offspring of early-maturing mothers were more aggressive than those of late-maturing mothers, but were out-competed for food by them. This is the first demonstration of a link between natural variation in parental age at maturation and variation in offspring behavior.
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Affiliation(s)
- Tim Burton
- Institute of Biodiversity, Animal Health and Comparative Medicine, MVLS, University of Glasgow , University Avenue, Glasgow G12 8QQ, Scotland UK
| | - Grethe Robertsen
- Norwegian Institute for Nature Research , Høgskoleringen 9, NO-7034 Trondheim , Norway
| | - David C Stewart
- Marine Scotland Science, Freshwater Fisheries Laboratory , Faskally, Pitlochry, Perthshire PH16 5LB, Scotland , UK
| | - Simon McKelvey
- Cromarty Firth Fisheries Board, CKD Galbraith , Reay House, 17 Old Edinburgh Rd, Inverness IV2 3HF UK
| | - John D Armstrong
- Marine Scotland Science, Freshwater Fisheries Laboratory , Faskally, Pitlochry, Perthshire PH16 5LB, Scotland , UK
| | - Neil B Metcalfe
- Institute of Biodiversity, Animal Health and Comparative Medicine, MVLS, University of Glasgow , University Avenue, Glasgow G12 8QQ, Scotland UK
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Crawford DL, Oleksiak MF. Ecological population genomics in the marine environment. Brief Funct Genomics 2016; 15:342-51. [DOI: 10.1093/bfgp/elw008] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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50
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Yáñez JM, Naswa S, López ME, Bassini L, Correa K, Gilbey J, Bernatchez L, Norris A, Neira R, Lhorente JP, Schnable PS, Newman S, Mileham A, Deeb N, Di Genova A, Maass A. Genomewide single nucleotide polymorphism discovery in Atlantic salmon (Salmo salar): validation in wild and farmed American and European populations. Mol Ecol Resour 2016; 16:1002-11. [PMID: 26849107 DOI: 10.1111/1755-0998.12503] [Citation(s) in RCA: 92] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2015] [Revised: 01/11/2016] [Accepted: 01/16/2016] [Indexed: 11/29/2022]
Abstract
A considerable number of single nucleotide polymorphisms (SNPs) are required to elucidate genotype-phenotype associations and determine the molecular basis of important traits. In this work, we carried out de novo SNP discovery accounting for both genome duplication and genetic variation from American and European salmon populations. A total of 9 736 473 nonredundant SNPs were identified across a set of 20 fish by whole-genome sequencing. After applying six bioinformatic filtering steps, 200 K SNPs were selected to develop an Affymetrix Axiom(®) myDesign Custom Array. This array was used to genotype 480 fish representing wild and farmed salmon from Europe, North America and Chile. A total of 159 099 (79.6%) SNPs were validated as high quality based on clustering properties. A total of 151 509 validated SNPs showed a unique position in the genome. When comparing these SNPs against 238 572 markers currently available in two other Atlantic salmon arrays, only 4.6% of the SNP overlapped with the panel developed in this study. This novel high-density SNP panel will be very useful for the dissection of economically and ecologically relevant traits, enhancing breeding programmes through genomic selection as well as supporting genetic studies in both wild and farmed populations of Atlantic salmon using high-resolution genomewide information.
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Affiliation(s)
- J M Yáñez
- Faculty of Veterinary and Animal Sciences, University of Chile, Av. Santa Rosa 11735, Santiago, Chile.,Aquainnovo, Talca 60, Puerto Montt, Chile
| | - S Naswa
- Genus plc, 100 Bluegrass Commons Blvd. Suite 2200, Hendersonville, TN 37075, USA
| | - M E López
- Aquainnovo, Talca 60, Puerto Montt, Chile.,Faculty of Agricultural Sciences, University of Chile, Av. Santa Rosa 11315, Santiago, Chile
| | - L Bassini
- Aquainnovo, Talca 60, Puerto Montt, Chile.,Faculty of Agricultural Sciences, University of Chile, Av. Santa Rosa 11315, Santiago, Chile
| | - K Correa
- Faculty of Veterinary and Animal Sciences, University of Chile, Av. Santa Rosa 11735, Santiago, Chile.,Aquainnovo, Talca 60, Puerto Montt, Chile
| | - J Gilbey
- Marine Scotland Science, Freshwater Fisheries Laboratory, Faskally, Pitlochry, PH16 5LB, Scotland, UK
| | - L Bernatchez
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, QC G1V 0A6, Canada
| | - A Norris
- Marine Harvest, Kindrum, Fanad, C. Donegal, Ireland
| | - R Neira
- Aquainnovo, Talca 60, Puerto Montt, Chile.,Faculty of Agricultural Sciences, University of Chile, Av. Santa Rosa 11315, Santiago, Chile
| | | | - P S Schnable
- Data2Bio LLC, Ames, IA 50011, USA.,Department of Agronomy, Iowa State University, Ames, IA 50011, USA
| | - S Newman
- Genus plc, 100 Bluegrass Commons Blvd. Suite 2200, Hendersonville, TN 37075, USA
| | - A Mileham
- Genus plc, 1525 River Road, DeForest, WI 53532, USA
| | - N Deeb
- Genus plc, 100 Bluegrass Commons Blvd. Suite 2200, Hendersonville, TN 37075, USA
| | - A Di Genova
- Fondap Center for Genome Regulation, Av. Blanco Encalada 2085, 3rd floor, Santiago, Chile.,Mathomics Bioinformatics Laboratory, Center for Mathematical Modeling and Center for Genome Regulation, University of Chile, Av. Blanco Encalada 2120, 7th floor, Santiago, Chile
| | - A Maass
- Fondap Center for Genome Regulation, Av. Blanco Encalada 2085, 3rd floor, Santiago, Chile.,Mathomics Bioinformatics Laboratory, Center for Mathematical Modeling and Center for Genome Regulation, University of Chile, Av. Blanco Encalada 2120, 7th floor, Santiago, Chile.,Department of Mathematical Engineering, University of Chile, Av. Blanco Encalada 2120, 5th floor, Santiago, Chile
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