1
|
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] [What about the content of this article? (0)] [Affiliation(s)] [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.
Collapse
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
| |
Collapse
|
2
|
Layton KKS, Brieuc MSO, Castilho R, Diaz-Arce N, Estévez-Barcia D, Fonseca VG, Fuentes-Pardo AP, Jeffery NW, Jiménez-Mena B, Junge C, Kaufmann J, Leinonen T, Maes SM, McGinnity P, Reed TE, Reisser CMO, Silva G, Vasemägi A, Bradbury IR. Predicting the future of our oceans-Evaluating genomic forecasting approaches in marine species. Glob Chang Biol 2024; 30:e17236. [PMID: 38519845 DOI: 10.1111/gcb.17236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 02/21/2024] [Accepted: 02/25/2024] [Indexed: 03/25/2024]
Abstract
Climate change is restructuring biodiversity on multiple scales and there is a pressing need to understand the downstream ecological and genomic consequences of this change. Recent advancements in the field of eco-evolutionary genomics have sought to include evolutionary processes in forecasting species' responses to climate change (e.g., genomic offset), but to date, much of this work has focused on terrestrial species. Coastal and offshore species, and the fisheries they support, may be even more vulnerable to climate change than their terrestrial counterparts, warranting a critical appraisal of these approaches in marine systems. First, we synthesize knowledge about the genomic basis of adaptation in marine species, and then we discuss the few examples where genomic forecasting has been applied in marine systems. Next, we identify the key challenges in validating genomic offset estimates in marine species, and we advocate for the inclusion of historical sampling data and hindcasting in the validation phase. Lastly, we describe a workflow to guide marine managers in incorporating these predictions into the decision-making process.
Collapse
Affiliation(s)
- K K S Layton
- Department of Biology, University of Toronto Mississauga, Mississauga, Ontario, Canada
- School of Biological Sciences, University of Aberdeen, Aberdeen, UK
| | | | - R Castilho
- University of the Algarve, Faro, Portugal
- Centre for Marine Sciences, University of the Algarve, Faro, Portugal
- Pattern Institute, Faro, Portugal
| | - N Diaz-Arce
- AZTI Marine Research, Basque Research and Technology Alliance (BRTA), Sukarrieta, Spain
| | - D Estévez-Barcia
- Department of Fish and Shellfish, Greenland Institute of Natural Resources, Nuuk, Greenland
| | - V G Fonseca
- Centre for Environment, Fisheries and Aquaculture Science, Weymouth, UK
| | - A P Fuentes-Pardo
- Department of Immunology, Genetics and Pathology, SciLifeLab Data Centre, Uppsala University, Uppsala, Sweden
| | - N W Jeffery
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia, Canada
| | - B Jiménez-Mena
- Section for Marine Living Resources, National Institute of Aquatic Resources, Technical University of Denmark, Silkeborg, Denmark
| | - C Junge
- Institute of Marine Research, Tromso, Norway
| | | | - T Leinonen
- Natural Resources Institute Finland, Helsinki, Finland
| | - S M Maes
- Flanders Research Institute for Agriculture, Fisheries and Food, Ostend, Belgium
| | - P McGinnity
- School of Biological, Earth & Environmental Sciences, University College Cork, Cork, Ireland
| | - T E Reed
- School of Biological, Earth & Environmental Sciences, University College Cork, Cork, Ireland
| | - C M O Reisser
- MARBEC, University of Montpellier, CNRS, IFREMER, IRD, Montpellier, France
| | - G Silva
- MARE-Marine and Environmental Sciences Centre/ARNET-Aquatic Research Network, ISPA-Instituto Universitário, Lisbon, Portugal
| | - A Vasemägi
- Swedish University of Agricultural Sciences, Drottningholm, Sweden
- Estonian University of Life Sciences, Tartu, Estonia
| | - I R Bradbury
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, Newfoundland and Labrador, Canada
| |
Collapse
|
3
|
Nugent CM, Kess T, Brachmann MK, Langille BL, Duffy SJ, Lehnert SJ, Wringe BF, Bentzen P, Bradbury IR. Whole-genome sequencing reveals fine-scale environment-associated divergence near the range limits of a temperate reef fish. Mol Ecol 2023; 32:4742-4762. [PMID: 37430462 DOI: 10.1111/mec.17063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 06/13/2023] [Accepted: 06/19/2023] [Indexed: 07/12/2023]
Abstract
Environmental variation is increasingly recognized as an important driver of diversity in marine species despite the lack of physical barriers to dispersal and the presence of pelagic stages in many taxa. A robust understanding of the genomic and ecological processes involved in structuring populations is lacking for most marine species, often hindering management and conservation action. Cunner (Tautogolabrus adspersus) is a temperate reef fish with both pelagic early life-history stages and strong site-associated homing as adults; the species is also of interest for use as a cleaner fish in salmonid aquaculture in Atlantic Canada. We aimed to characterize genomic and geographic differentiation of cunner in the Northwest Atlantic. To achieve this, a chromosome-level genome assembly for cunner was produced and used to characterize spatial population structure throughout Atlantic Canada using whole-genome sequencing. The genome assembly spanned 0.72 Gbp and 24 chromosomes; whole-genome sequencing of 803 individuals from 20 locations from Newfoundland to New Jersey identified approximately 11 million genetic variants. Principal component analysis revealed four regional Atlantic Canadian groups. Pairwise FST and selection scans revealed signals of differentiation and selection at discrete genomic regions, including adjacent peaks on chromosome 10 across multiple pairwise comparisons (i.e. FST 0.5-0.75). Redundancy analysis suggested association of environmental variables related to benthic temperature and oxygen range with genomic structure. Results suggest regional scale diversity in this temperate reef fish and can directly inform the collection and translocation of cunner for aquaculture applications and the conservation of wild populations throughout the Northwest Atlantic.
Collapse
Affiliation(s)
- Cameron M Nugent
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland, Canada
| | - Tony Kess
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland, Canada
| | - Matthew K Brachmann
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland, Canada
| | - Barbara L Langille
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland, Canada
| | - Steven J Duffy
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland, Canada
| | - Sarah J Lehnert
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland, Canada
| | - Brendan F Wringe
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, Canada
| | - Paul Bentzen
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Ian R Bradbury
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland, Canada
| |
Collapse
|
4
|
Langille BL, Kess T, Brachmann M, Nugent CM, Messmer A, Duffy SJ, Holborn MK, Van Wyngaarden M, Knutsen TM, Kent M, Boyce D, Gregory RS, Gauthier J, Fairchild EA, Pietrak M, Eddy S, de Leaniz CG, Consuegra S, Whittaker B, Bentzen P, Bradbury IR. Fine-scale environmentally associated spatial structure of lumpfish ( Cyclopterus lumpus) across the Northwest Atlantic. Evol Appl 2023; 16:1619-1636. [PMID: 37752959 PMCID: PMC10519416 DOI: 10.1111/eva.13590] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 07/10/2023] [Accepted: 08/14/2023] [Indexed: 09/28/2023] Open
Abstract
Lumpfish, Cyclopterus lumpus, have historically been harvested throughout Atlantic Canada and are increasingly in demand as a solution to controlling sea lice in Atlantic salmon farms-a process which involves both the domestication and the transfer of lumpfish between geographic regions. At present, little is known regarding population structure and diversity of wild lumpfish in Atlantic Canada, limiting attempts to assess the potential impacts of escaped lumpfish individuals from salmon pens on currently at-risk wild populations. Here, we characterize the spatial population structure and genomic-environmental associations of wild populations of lumpfish throughout the Northwest Atlantic using both 70K SNP array data and whole-genome re-sequencing data (WGS). At broad spatial scales, our results reveal a large environmentally associated genetic break between the southern populations (Gulf of Maine and Bay of Fundy) and northern populations (Newfoundland and the Gulf of St. Lawrence), linked to variation in ocean temperature and ice cover. At finer spatial scales, evidence of population structure was also evident in a distinct coastal group in Newfoundland and significant isolation by distance across the northern region. Both evidence of consistent environmental associations and elevated genome-wide variation in F ST values among these three regional groups supports their biological relevance. This study represents the first extensive description of population structure of lumpfish in Atlantic Canada, revealing evidence of broad and fine geographic scale environmentally associated genomic diversity. Our results will facilitate the commercial use of lumpfish as a cleaner fish in Atlantic salmon aquaculture, the identification of lumpfish escapees, and the delineation of conservation units of this at-risk species throughout Atlantic Canada.
Collapse
Affiliation(s)
- Barbara L. Langille
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Tony Kess
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Matthew Brachmann
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Cameron M. Nugent
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Amber Messmer
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Steven J. Duffy
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Melissa K. Holborn
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Mallory Van Wyngaarden
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | | | - Matthew Kent
- Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Centre for Integrative GeneticsNorwegian University of Life SciencesÅsNorway
| | - Danny Boyce
- Department of Ocean Sciences, Ocean Sciences CentreMemorial University of NewfoundlandSt John'sNewfoundland and LabradorCanada
| | - Robert S. Gregory
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
| | - Johanne Gauthier
- Maurice Lamontagne Institute, Fisheries and Oceans CanadaQuebecCanada
| | | | - Michael Pietrak
- USDA, Agricultural Research ServiceNational Cold Water Marine Aquaculture CenterFranklinMaineUSA
| | - Stephen Eddy
- University of Maine Center for Cooperative Aquaculture ResearchFranklinMaineUSA
| | | | - Sofia Consuegra
- Centre for Sustainable Aquatic Research, Swansea UniversitySwanseaUK
| | - Ben Whittaker
- Centre for Sustainable Aquatic Research, Swansea UniversitySwanseaUK
| | - Paul Bentzen
- Marine Gene Probe Laboratory, Department of BiologyDalhousie UniversityHalifaxNova ScotiaCanada
| | - Ian R. Bradbury
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans CanadaSt. John'sNewfoundland and LabradorCanada
- Marine Gene Probe Laboratory, Department of BiologyDalhousie UniversityHalifaxNova ScotiaCanada
| |
Collapse
|
5
|
Lehnert SJ, Bradbury IR, Wringe BF, Van Wyngaarden M, Bentzen P. Multifaceted framework for defining conservation units: An example from Atlantic salmon ( Salmo salar) in Canada. Evol Appl 2023; 16:1568-1585. [PMID: 37752960 PMCID: PMC10519414 DOI: 10.1111/eva.13587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 07/12/2023] [Accepted: 07/26/2023] [Indexed: 09/28/2023] Open
Abstract
Conservation units represent important components of intraspecific diversity that can aid in prioritizing and protecting at-risk populations, while also safeguarding unique diversity that can contribute to species resilience. In Canada, identification and assessments of conservation units is done by the Committee on the Status of Endangered Wildlife in Canada (COSEWIC). COSEWIC can recognize conservation units below the species level (termed "designatable units"; DUs) if the unit has attributes that make it both discrete and evolutionarily significant. There are various ways in which a DU can meet criteria of discreteness and significance, and increasing access to "big data" is providing unprecedented information that can directly inform both criteria. Specifically, the incorporation of genomic data for an increasing number of non-model species is informing more COSEWIC assessments; thus, a repeatable, robust framework is needed for integrating these data into DU characterization. Here, we develop a framework that uses a multifaceted, weight of evidence approach to incorporate multiple data types, including genetic and genomic data, to inform COSEWIC DUs. We apply this framework to delineate DUs of Atlantic salmon (Salmo salar, L.), an economically, culturally, and ecologically significant species, that is also characterized by complex hierarchical population structure. Specifically, we focus on an in-depth example of how our approach was applied to a previously data limited region of northern Canada that was defined by a single large DU. Application of our framework with newly available genetic and genomic data led to subdividing this DU into three new DUs. Although our approach was developed to meet criteria of COSEWIC, it is widely applicable given similarities in the definitions of a conservation unit.
Collapse
Affiliation(s)
- Sarah J. Lehnert
- 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
| | - Brendan F. Wringe
- Bedford Institute of OceanographyFisheries and Oceans CanadaDartmouthNova ScotiaCanada
| | | | - Paul Bentzen
- Biology DepartmentDalhousie UniversityHalifaxNova ScotiaCanada
| |
Collapse
|
6
|
Nugent CM, Kess T, Brachmann MK, Langille BL, Holborn MK, Beck SV, Smith N, Duffy SJ, Lehnert SJ, Wringe BF, Bentzen P, Bradbury IR. Genomic and machine learning-based screening of aquaculture-associated introgression into at-risk wild North American Atlantic salmon (Salmo salar) populations. Mol Ecol Resour 2023. [PMID: 37246351 DOI: 10.1111/1755-0998.13811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Revised: 04/27/2023] [Accepted: 05/02/2023] [Indexed: 05/30/2023]
Abstract
The negative genetic impacts of gene flow from domestic to wild populations can be dependent on the degree of domestication and exacerbated by the magnitude of pre-existing genetic differences between wild populations and the domestication source. Recent evidence of European ancestry within North American aquaculture Atlantic salmon (Salmo salar) has elevated the potential impact of escaped farmed salmon on often at-risk wild North American salmon populations. Here, we compare the ability of single nucleotide polymorphism (SNP) and microsatellite (SSR) marker panels of different sizes (7-SSR, 100-SSR and 220K-SNP) to detect introgression of European genetic information into North American wild and aquaculture populations. Linear regression comparing admixture predictions for a set of individuals common to the three datasets showed that the 100-SSR panel and 7-SSR panels replicated the full 220K-SNP-based admixture estimates with low accuracy (r2 of .64 and .49, respectively). Additional tests explored the effects of individual sample size and marker number, which revealed that ~300 randomly selected SNPs could replicate the 220K-SNP admixture predictions with greater than 95% fidelity. We designed a custom SNP panel (301-SNP) for European admixture detection in future monitoring work and then developed and tested a python package, salmoneuadmix (https://github.com/CNuge/SalmonEuAdmix), which uses a deep neural network to make de novo estimates of individuals' European admixture proportion without the need to conduct complete admixture analysis utilizing baseline samples. The results demonstrate the mobilization of targeted SNP panels and machine learning in support of at-risk species conservation and management.
Collapse
Affiliation(s)
- Cameron M Nugent
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland and Labrador, Canada
| | - Tony Kess
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland and Labrador, Canada
| | - Matthew K Brachmann
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland and Labrador, Canada
| | - Barbara L Langille
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland and Labrador, Canada
| | - Melissa K Holborn
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, Canada
| | - Samantha V Beck
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland and Labrador, Canada
- Biology Department, Dalhousie University, Halifax, Nova Scotia, Canada
- Institute for Biodiversity and Freshwater Conservation, University of the Highlands and Islands, Inverness, UK
| | - Nicole Smith
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland and Labrador, Canada
| | - Steven J Duffy
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland and Labrador, Canada
| | - Sarah J Lehnert
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland and Labrador, Canada
| | - Brendan F Wringe
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, Canada
| | - Paul Bentzen
- Biology Department, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Ian R Bradbury
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Newfoundland and Labrador, Canada
| |
Collapse
|
7
|
Salisbury SJ, Perry R, Keefe D, McCracken GR, Layton KKS, Kess T, Bradbury IR, Ruzzante DE. Geography, environment, and colonization history interact with morph type to shape genomic variation in an Arctic fish. Mol Ecol 2023. [PMID: 36869618 DOI: 10.1111/mec.16913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Revised: 02/12/2023] [Accepted: 02/23/2023] [Indexed: 03/05/2023]
Abstract
Polymorphic species are useful models for investigating the evolutionary processes driving diversification. Such processes include colonization history as well as contemporary selection, gene flow, and genetic drift, which can vary between intraspecific morphs as a function of their distinct life histories. The interactive and relative influence of such evolutionary processes on morph differentiation critically informs morph-specific management decisions and our understanding of incipient speciation. We therefore investigated how geographic distance, environmental conditions, and colonization history interacted with morph migratory capacity in the highly polymorphic fish species, Arctic Charr (Salvelinus alpinus). Using an 87k SNP chip we genetically characterized recently evolved anadromous, resident, and landlocked charr collected from 45 locations across a secondary contact zone of three charr glacial lineages in eastern Canada. A strong pattern of isolation by distance across all populations suggested geographic distance principally shaped genetic structure. Landlocked populations had lower genetic diversities and higher genetic differentiation than anadromous populations. However, effective population size was generally temporally stable in landlocked populations in comparison to anadromous populations. Genetic diversity positively correlated with latitude, potentially indicating southern anadromous populations' vulnerability to climate change and greater introgression between the Arctic and Atlantic glacial lineages in northern Labrador. Local adaptation was suggested by the observation of several environmental variables strongly associating with functionally relevant outlier genes including a region on chromosome AC21 potentially associated with anadromy. Our results demonstrate that gene flow, colonization history, and local adaptation uniquely interact to influence the genetic variation and evolutionary trajectory of populations.
Collapse
Affiliation(s)
- S J Salisbury
- Department of Biology, Dalhousie University, Halifax, NS, Canada
| | - R Perry
- Department of Environment, Fish and Wildlife Division, Government of Yukon, Whitehorse, YT, Canada
| | - D Keefe
- Department of Fisheries, Forestry, and Agriculture, Government of Newfoundland and Labrador, Corner Brook, NL, Canada
| | - G R McCracken
- Department of Biology, Dalhousie University, Halifax, NS, Canada
| | - K K S Layton
- School of Biological Sciences, University of Aberdeen, Aberdeen, United Kingdom
| | - T Kess
- Department of Fisheries and Oceans, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - I R Bradbury
- Department of Biology, Dalhousie University, Halifax, NS, Canada.,Department of Fisheries and Oceans, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - D E Ruzzante
- Department of Biology, Dalhousie University, Halifax, NS, Canada
| |
Collapse
|
8
|
Islam SS, Xue X, Caballero-Solares A, Bradbury IR, Rise ML, Fleming IA. Distinct early life stage gene expression effects of hybridization among European and North American farmed and wild Atlantic salmon populations. Mol Ecol 2022; 31:2712-2729. [PMID: 35243721 DOI: 10.1111/mec.16418] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 01/29/2022] [Accepted: 02/21/2022] [Indexed: 11/27/2022]
Abstract
Due to multi-generation domestication selection, farmed and wild Atlantic salmon diverge genetically, which raises concerns about potential genetic interactions among escaped farmed and wild populations and disruption of local adaptation through introgression. When farmed strains of distant geographic origin are used, it is unknown whether the genetic consequences posed by escaped farmed fish will be greater than if more locally derived strains are used. Quantifying gene transcript expression differences among divergent farmed, wild and F1 hybrids under controlled conditions is one of the ways to explore the consequences of hybridization. We compared the transcriptomes of fry at the end of yolk sac absorption of a European (EO) farmed ("StofnFiskur", Norwegian strain), a North American (NA) farmed (Saint John River, NB strain), a Newfoundland (NF) wild population with EO ancestry, and related F1 hybrids using 44K microarrays. Our findings indicate that the wild population showed greater transcriptome differences from the EO farmed strain than that of the NA farmed strain. We also found the largest differences in global gene expression between the two farmed strains. We detected the fewest differentially expressed transcripts between F1 hybrids and domesticated/wild maternal strains. We also found that the differentially expressed genes between cross types over-represented GO terms associated with metabolism, development, growth, immune response, and redox homeostasis processes. These findings suggest that the interbreeding of escaped EO/NA farmed and NF wild population would alter gene transcription, and the consequences of hybridization would be greater from escaped EO farmed than NA farmed salmon, resulting in potential effects on the wild populations.
Collapse
Affiliation(s)
- Shahinur S Islam
- Department of Ocean Sciences, Ocean Sciences Centre, Memorial University of Newfoundland, St John's, NL, A1C 5S7, Canada
| | - Xi Xue
- Department of Ocean Sciences, Ocean Sciences Centre, Memorial University of Newfoundland, St John's, NL, A1C 5S7, Canada
| | - Albert Caballero-Solares
- Department of Ocean Sciences, Ocean Sciences Centre, Memorial University of Newfoundland, St John's, NL, A1C 5S7, Canada
| | - Ian R Bradbury
- Department of Ocean Sciences, Ocean Sciences Centre, Memorial University of Newfoundland, St John's, NL, A1C 5S7, Canada.,Salmonids Section, Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, 80 East White Hills Road, St. John's, NL, A1C 5X, Canada
| | - Matthew L Rise
- Department of Ocean Sciences, Ocean Sciences Centre, Memorial University of Newfoundland, St John's, NL, A1C 5S7, Canada
| | - Ian A Fleming
- Department of Ocean Sciences, Ocean Sciences Centre, Memorial University of Newfoundland, St John's, NL, A1C 5S7, Canada
| |
Collapse
|
9
|
Salisbury S, McCracken GR, Perry R, Keefe D, Layton KKS, Kess T, Nugent CM, Leong JS, Bradbury IR, Koop BF, Ferguson MM, Ruzzante DE. The Genomic Consistency of the Loss of Anadromy in an Arctic Fish (Salvelinus alpinus). Am Nat 2022; 199:617-635. [DOI: 10.1086/719122] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
|
10
|
Watson KB, Lehnert SJ, Bentzen P, Kess T, Einfeldt A, Duffy S, Perriman B, Lien S, Kent M, Bradbury IR. Environmentally associated chromosomal structural variation influences fine-scale population structure of Atlantic Salmon (Salmo salar). Mol Ecol 2021; 31:1057-1075. [PMID: 34862998 DOI: 10.1111/mec.16307] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 10/25/2021] [Accepted: 11/19/2021] [Indexed: 01/17/2023]
Abstract
Chromosomal rearrangements (e.g., inversions, fusions, and translocations) have long been associated with environmental variation in wild populations. New genomic tools provide the opportunity to examine the role of these structural variants in shaping adaptive differences within and among wild populations of non-model organisms. In Atlantic Salmon (Salmo salar), variations in chromosomal rearrangements exist across the species natural range, yet the role and importance of these structural variants in maintaining adaptive differences among wild populations remains poorly understood. We genotyped Atlantic Salmon (n = 1429) from 26 populations within a highly genetically structured region of southern Newfoundland, Canada with a 220K SNP array. Multivariate analysis, across two independent years, consistently identified variation in a structural variant (translocation between chromosomes Ssa01 and Ssa23), previously associated with evidence of trans-Atlantic secondary contact, as the dominant factor influencing population structure in the region. Redundancy analysis suggested that variation in the Ssa01/Ssa23 chromosomal translocation is strongly correlated with temperature. Our analyses suggest environmentally mediated selection acting on standing genetic variation in genomic architecture introduced through secondary contact may underpin fine-scale local adaptation in Placentia Bay, Newfoundland, Canada, a large and deep embayment, highlighting the importance of chromosomal structural variation as a driver of contemporary adaptive divergence.
Collapse
Affiliation(s)
- K Beth Watson
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada.,Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, Newfoundland and Labrador, Canada
| | - Sarah J Lehnert
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, Newfoundland and Labrador, Canada
| | - Paul Bentzen
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Tony Kess
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, Newfoundland and Labrador, Canada
| | - Antony Einfeldt
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Steven Duffy
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, Newfoundland and Labrador, Canada
| | - Ben Perriman
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Sigbjørn Lien
- Department of Animal and Aquacultural Sciences (IHA), Faculty of Life Sciences (BIOVIT), Centre for Integrative Genetics (CIGENE), Norwegian University of Life Sciences (NMBU), Ås, Norway
| | - Matthew Kent
- Department of Animal and Aquacultural Sciences (IHA), Faculty of Life Sciences (BIOVIT), Centre for Integrative Genetics (CIGENE), Norwegian University of Life Sciences (NMBU), Ås, Norway
| | - Ian R Bradbury
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada.,Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, Newfoundland and Labrador, Canada
| |
Collapse
|
11
|
Holborn MK, Einfeldt AL, Kess T, Duffy SJ, Messmer AM, Langille BL, Gauthier J, Bentzen P, Knutsen TM, Kent M, Boyce D, Bradbury IR. Reference genome of Lumpfish Cyclopterus lumpus Linnaeus provides evidence of male heterogametic sex determination through the AMH pathway. Mol Ecol Resour 2021; 22:1427-1439. [PMID: 34859595 DOI: 10.1111/1755-0998.13565] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2021] [Revised: 11/15/2021] [Accepted: 11/23/2021] [Indexed: 11/30/2022]
Abstract
Teleosts exhibit extensive diversity of sex determination (SD) systems and mechanisms, providing the opportunity to study the evolution of sex determination and sex chromosomes. Here we sequenced the genome of the Common Lumpfish (Cyclopterus lumpus Linnaeus), a species of increasing importance to aquaculture, and identified the SD region and master SD locus using a 70K SNP array and tissue-specific expression data. The chromosome-level assembly identified 25 diploid chromosomes with a total size of 572.89 Mb, a scaffold N50 of 23.86 Mb, and genome annotation predicted 21,480 protein-coding genes. Genome wide association analysis located a highly sex-associated region on chromosome 13, suggesting that anti-Müllerian hormone (AMH) is the putative SD factor. Linkage disequilibrium and heterozygosity across chromosome 13 support a proto-XX/XY system, with an absence of widespread chromosome divergence between sexes. We identified three copies of AMH in the Lumpfish primary and alternate haplotype assemblies localized in the SD region. Comparison to sequences from other teleosts suggested a monophyletic relationship and conservation within the Cottioidei. One AMH copy showed similarity to AMH/AMHY in a related species and was also the only copy with expression in testis tissue, suggesting this copy may be the functional copy of AMH in Lumpfish. The two other copies arranged in tandem inverted duplication were highly similar, suggesting a recent duplication event. This study provides a resource for the study of early sex chromosome evolution and novel genomic resources that benefits Lumpfish conservation management and aquaculture.
Collapse
Affiliation(s)
- Melissa K Holborn
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, NL, A1C 5X1, Canada
| | - Anthony L Einfeldt
- Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, Halifax, NS, B3H 4R2, Canada
| | - Tony Kess
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, NL, A1C 5X1, Canada
| | - Steve J Duffy
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, NL, A1C 5X1, Canada
| | - Amber M Messmer
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, NL, A1C 5X1, Canada
| | - Barbara L Langille
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, NL, A1C 5X1, Canada
| | - Johanne Gauthier
- Maurice Lamontagne Institute, Fisheries and Oceans Canada, Mont-Joli, QC, G5H 3Z4, Canada
| | - Paul Bentzen
- Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, Halifax, NS, B3H 4R2, Canada
| | | | - Matthew Kent
- Centre for Integrative Genetics, Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Norwegian University of Life Sciences, Ås, Norway
| | - Danny Boyce
- Department of Ocean Sciences, Ocean Sciences Centre, Memorial University of Newfoundland, St John's, NL, A1C 5S7, Canada
| | - Ian R Bradbury
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, NL, A1C 5X1, Canada
| |
Collapse
|
12
|
Layton KKS, Bradbury IR. Harnessing the power of multi-omics data for predicting climate change response. J Anim Ecol 2021; 91:1064-1072. [PMID: 34679193 DOI: 10.1111/1365-2656.13619] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Accepted: 10/11/2021] [Indexed: 01/19/2023]
Abstract
Predicting how species will respond to future climate change is of central importance in the midst of the global biodiversity crisis, and recent work has demonstrated the utility of population genomics for improving these predictions. Here, we suggest a broadening of the approach to include other types of genomic variants that play an important role in adaptation, like structural (e.g. copy number variants) and epigenetic variants (e.g. DNA methylation). These data could provide additional power for forecasting response, especially in weakly structured or panmictic species. Incorporating structural and epigenetic variation into estimates of climate change vulnerability, or maladaptation, may not only improve prediction power but also provide insight into the molecular mechanisms underpinning species' response to climate change.
Collapse
Affiliation(s)
- Kara K S Layton
- School of Biological Sciences, University of Aberdeen, Aberdeen, UK
| | - Ian R Bradbury
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, Canada
| |
Collapse
|
13
|
Kess T, Dempson JB, Lehnert SJ, Layton KKS, Einfeldt A, Bentzen P, Salisbury SJ, Messmer AM, Duffy S, Ruzzante DE, Nugent CM, Ferguson MM, Leong JS, Koop BF, O'Connell MF, Bradbury IR. Genomic basis of deep-water adaptation in Arctic Charr (Salvelinus alpinus) morphs. Mol Ecol 2021; 30:4415-4432. [PMID: 34152667 DOI: 10.1111/mec.16033] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 05/28/2021] [Accepted: 06/03/2021] [Indexed: 12/30/2022]
Abstract
The post-glacial colonization of Gander Lake in Newfoundland, Canada, by Arctic Charr (Salvelinus alpinus) provides the opportunity to study the genomic basis of adaptation to extreme deep-water environments. Colonization of deep-water (>50 m) habitats often requires extensive adaptation to cope with novel environmental challenges from high hydrostatic pressure, low temperature, and low light, but the genomic mechanisms underlying evolution in these environments are rarely known. Here, we compare genomic divergence between a deep-water morph adapted to depths of up to 288 m and a larger, piscivorous pelagic morph occupying shallower depths. Using both a SNP array and resequencing of whole nuclear and mitochondrial genomes, we find clear genetic divergence (FST = 0.11-0.15) between deep and shallow water morphs, despite an absence of morph divergence across the mitochondrial genome. Outlier analyses identified many diverged genomic regions containing genes enriched for processes such as gene expression and DNA repair, cardiac function, and membrane transport. Detection of putative copy number variants (CNVs) uncovered 385 genes with CNVs distinct to piscivorous morphs, and 275 genes with CNVs distinct to deep-water morphs, enriched for processes associated with synapse assembly. Demographic analyses identified evidence for recent and local morph divergence, and ongoing reductions in diversity consistent with postglacial colonization. Together, these results show that Arctic Charr morph divergence has occurred through genome-wide differentiation and elevated divergence of genes underlying multiple cellular and physiological processes, providing insight into the genomic basis of adaptation in a deep-water habitat following postglacial recolonization.
Collapse
Affiliation(s)
- Tony Kess
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - J Brian Dempson
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - Sarah J Lehnert
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - Kara K S Layton
- School of Biological Sciences, University of Aberdeen, Aberdeen, UK
| | - Anthony Einfeldt
- Department of Biology, Dalhousie University, Halifax, NS, Canada
| | - Paul Bentzen
- Department of Biology, Dalhousie University, Halifax, NS, Canada
| | | | - Amber M Messmer
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - Steven Duffy
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | | | - Cameron M Nugent
- Department of Integrative Biology, University of Guelph, Guelph, ON, Canada
| | - Moira M Ferguson
- Department of Integrative Biology, University of Guelph, Guelph, ON, Canada
| | - Jong S Leong
- Department of Biology, University of Victoria, Victoria, BC, Canada
| | - Ben F Koop
- Department of Biology, University of Victoria, Victoria, BC, Canada
| | - Michael F O'Connell
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - Ian R Bradbury
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| |
Collapse
|
14
|
Einfeldt AL, Kess T, Messmer A, Duffy S, Wringe BF, Fisher J, den Heyer C, Bradbury IR, Ruzzante DE, Bentzen P. Chromosome level reference of Atlantic halibut Hippoglossus hippoglossus provides insight into the evolution of sexual determination systems. Mol Ecol Resour 2021; 21:1686-1696. [PMID: 33655659 DOI: 10.1111/1755-0998.13369] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2020] [Accepted: 02/24/2021] [Indexed: 12/22/2022]
Abstract
Changes in the genetic mechanisms that control sexual determination have occurred independently across the tree of life, and with exceptional frequency in teleost fishes. To investigate the genomic changes underlying the evolution of sexual determination, we sequenced a chromosome-level genome, multitissue transcriptomes, and reduced representation population data for the Atlantic halibut (Hippoglossus hippoglossus), which has an XY/XX sex determination mechanism and has recently diverged (0.9-3.8 Ma) from the Pacific halibut (Hippoglossus stenolepis), which has a ZZ/ZW system. We used frequency and coverage-based population approaches to identify a putative sex-determining factor, GSDF. We characterized regions with elevated heterozygosity and linkage disequilibrium indicating suppression of recombination across a nascent sex chromosome. We detected testis-specific expression of GSDF, the sequence of which is highly conserved across flatfishes. Based on evidence from genome-wide association, coverage, linkage disequilibrium, testis and brain transcriptomes, and sequence conservation with other flatfishes, we propose a mechanism for the recent evolution of an XY sex-determination mechanism in Atlantic halibut. Changes to the ancestral sex-determining gene DMRT1 in regulating the downstream gene GSDF probably coincided with GSDF, or a proximal regulatory element of it, becoming the primary sex-determining factor. Our results suggest changes to a small number of elements can have drastic repercussions for the genomic substrate available to sex-specific evolutionary forces, providing insight into how certain elements repeatedly evolve to control sex across taxa. Our chromosome-level assembly, multitissue transcriptomes, and population genomic data provide a valuable resource and understanding of the evolution of sexual systems in fishes.
Collapse
Affiliation(s)
| | - Tony Kess
- Fisheries and Oceans Canada, Dartmouth, NS, Canada
| | | | - Steven Duffy
- Fisheries and Oceans Canada, St. John's, NL, Canada
| | | | - Jonathan Fisher
- Fisheries and Marine Institute of Memorial University, St. John's, NL, Canada
| | | | | | | | - Paul Bentzen
- Biology Department, Dalhousie University, Halifax, NS, Canada
| |
Collapse
|
15
|
Salisbury SJ, McCracken GR, Perry R, Keefe D, Layton KK, Kess T, Nugent CM, Leong JS, Bradbury IR, Koop BF, Ferguson MM, Ruzzante DE. Limited genetic parallelism underlies recent, repeated incipient speciation in geographically proximate populations of an Arctic fish (
Salvelinus alpinus
). Mol Ecol 2020; 29:4280-4294. [DOI: 10.1111/mec.15634] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 08/20/2020] [Accepted: 08/24/2020] [Indexed: 12/16/2022]
Affiliation(s)
| | | | - Robert Perry
- Department of Environment Fish and Wildlife Division Government of Yukon Whitehorse YT Canada
| | - Donald Keefe
- Department of Environment and Conservation Wildlife Division Government of Newfoundland and Labrador Corner Brook NL Canada
| | - Kara K.S. Layton
- Department of Fisheries and Oceans Northwest Atlantic Fisheries Centre St. John's NL Canada
- Department of Ocean Sciences Memorial University of Newfoundland St. John's NL Canada
| | - Tony Kess
- Department of Fisheries and Oceans Northwest Atlantic Fisheries Centre St. John's NL Canada
| | - Cameron M. Nugent
- Department of Integrative Biology University of Guelph Guelph ON Canada
| | - Jong S. Leong
- Department of Biology University of Victoria Victoria BC Canada
| | - Ian R. Bradbury
- Department of Biology Dalhousie University Halifax NS Canada
- Department of Fisheries and Oceans Northwest Atlantic Fisheries Centre St. John's NL Canada
- Department of Ocean Sciences Memorial University of Newfoundland St. John's NL Canada
| | - Ben F. Koop
- Department of Biology University of Victoria Victoria BC Canada
- Centre for Biomedical Research University of Victoria Victoria BC Canada
| | - Moira M. Ferguson
- Department of Integrative Biology University of Guelph Guelph ON Canada
| | | |
Collapse
|
16
|
Islam SS, Wringe BF, Bradbury IR, Fleming IA. Behavioural variation among divergent European and North American farmed and wild Atlantic salmon (Salmo salar) populations. Appl Anim Behav Sci 2020. [DOI: 10.1016/j.applanim.2020.105029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
|
17
|
Lehnert SJ, Kess T, Bentzen P, Clément M, Bradbury IR. Divergent and linked selection shape patterns of genomic differentiation between European and North American Atlantic salmon (Salmo salar). Mol Ecol 2020; 29:2160-2175. [PMID: 32432380 DOI: 10.1111/mec.15480] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2019] [Revised: 04/17/2020] [Accepted: 05/11/2020] [Indexed: 02/06/2023]
Abstract
As populations diverge many processes can shape genomic patterns of differentiation. Regions of high differentiation can arise due to divergent selection acting on selected loci, genetic hitchhiking of nearby loci, or through repeated selection against deleterious alleles (linked background selection); this divergence may then be further elevated in regions of reduced recombination. Atlantic salmon (Salmo salar) from Europe and North America diverged >600,000 years ago and despite some evidence of secondary contact, the majority of genetic data indicate substantial divergence between lineages. This deep divergence with potential gene flow provides an opportunity to investigate the role of different mechanisms that shape the genomic landscape during early speciation. Here, using 184,295 single nucleotide polymorphisms (SNPs) and 80 populations, we investigate the genomic landscape of differentiation across the Atlantic Ocean with a focus on highly differentiated regions and the processes shaping them. We found evidence of high (mean FST = 0.26) and heterogeneous genomic differentiation between continents. Genomic regions associated with high trans-Atlantic differentiation ranged in size from single loci (SNPs) within important genes to large regions (1-3 Mbp) on four chromosomes (Ssa06, Ssa13, Ssa16 and Ssa19). These regions showed signatures consistent with selection, including high linkage disequilibrium, despite no significant reduction in recombination. Genes and functional enrichment of processes associated with differentiated regions may highlight continental differences in ocean navigation and parasite resistance. Our results provide insight into potential mechanisms underlying differences between continents, and evidence of near-fixed and potentially adaptive trans-Atlantic differences concurrent with a background of high genome-wide differentiation supports subspecies designation in Atlantic salmon.
Collapse
Affiliation(s)
- Sarah J Lehnert
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - Tony Kess
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - Paul Bentzen
- Department of Biology, Dalhousie University, Halifax, NS, Canada
| | - Marie Clément
- Centre for Fisheries Ecosystems Research, Fisheries and Marine Institute, Memorial University of Newfoundland, St. John's, NL, Canada.,Labrador Institute, Memorial University of Newfoundland, Happy Valley-Goose Bay, NL, Canada
| | - Ian R Bradbury
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada.,Department of Biology, Dalhousie University, Halifax, NS, Canada
| |
Collapse
|
18
|
Layton KKS, Dempson B, Snelgrove PVR, Duffy SJ, Messmer AM, Paterson IG, Jeffery NW, Kess T, Horne JB, Salisbury SJ, Ruzzante DE, Bentzen P, Côté D, Nugent CM, Ferguson MM, Leong JS, Koop BF, Bradbury IR. Resolving fine-scale population structure and fishery exploitation using sequenced microsatellites in a northern fish. Evol Appl 2020; 13:1055-1068. [PMID: 32431752 PMCID: PMC7232759 DOI: 10.1111/eva.12922] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2019] [Accepted: 01/02/2020] [Indexed: 12/11/2022] Open
Abstract
The resiliency of populations and species to environmental change is dependent on the maintenance of genetic diversity, and as such, quantifying diversity is central to combating ongoing widespread reductions in biodiversity. With the advent of next-generation sequencing, several methods now exist for resolving fine-scale population structure, but the comparative performance of these methods for genetic assignment has rarely been tested. Here, we evaluate the performance of sequenced microsatellites and a single nucleotide polymorphism (SNP) array to resolve fine-scale population structure in a critically important salmonid in north eastern Canada, Arctic Charr (Salvelinus alpinus). We also assess the utility of sequenced microsatellites for fisheries applications by quantifying the spatial scales of movement and exploitation through genetic assignment of fishery samples to rivers of origin and comparing these results with a 29-year tagging dataset. Self-assignment and simulation-based analyses of 111 genome-wide microsatellite loci and 500 informative SNPs from 28 populations of Arctic Charr in north-eastern Canada identified largely river-specific genetic structure. Despite large differences (~4X) in the number of loci surveyed between panels, mean self-assignment accuracy was similar with the microsatellite loci and the SNP panel (>90%). Subsequent analysis of 996 fishery-collected samples using the microsatellite panel revealed that larger rivers contribute greater numbers of individuals to the fishery and that coastal fisheries largely exploit individuals originating from nearby rivers, corroborating results from traditional tagging experiments. Our results demonstrate the efficacy of sequence-based microsatellite genotyping to advance understanding of fine-scale population structure and harvest composition in northern and understudied species.
Collapse
Affiliation(s)
- Kara K. S. Layton
- Department of Ocean SciencesMemorial University of NewfoundlandSt. John'sNLCanada
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Brian Dempson
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Paul V. R. Snelgrove
- Department of Ocean SciencesMemorial University of NewfoundlandSt. John'sNLCanada
| | - Steven J. Duffy
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Amber M. Messmer
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | | | - Nicholas W. Jeffery
- Fisheries and Oceans CanadaBedford Institute of OceanographyDartmouthNSCanada
| | - Tony Kess
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - John B. Horne
- National Oceanic and Atmospheric AdministrationSouthwest Fisheries Science CenterLa JollaCAUSA
| | | | | | - Paul Bentzen
- Department of BiologyDalhousie UniversityHalifaxNSCanada
| | - David Côté
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | | | | | - Jong S. Leong
- Department of BiologyUniversity of VictoriaVictoriaBCCanada
| | - Ben F. Koop
- Department of BiologyUniversity of VictoriaVictoriaBCCanada
- Centre for Biomedical ResearchUniversity of VictoriaVictoriaBCCanada
| | - Ian R. Bradbury
- Department of Ocean SciencesMemorial University of NewfoundlandSt. John'sNLCanada
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
- Department of BiologyDalhousie UniversityHalifaxNSCanada
| |
Collapse
|
19
|
Lehnert SJ, Baillie SM, MacMillan J, Paterson IG, Buhariwalla CF, Bradbury IR, Bentzen P. Multiple decades of stocking has resulted in limited hatchery introgression in wild brook trout ( Salvelinus fontinalis) populations of Nova Scotia. Evol Appl 2020; 13:1069-1089. [PMID: 32431753 PMCID: PMC7232767 DOI: 10.1111/eva.12923] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2019] [Revised: 12/06/2019] [Accepted: 12/17/2019] [Indexed: 12/17/2022] Open
Abstract
Many populations of freshwater fishes are threatened with losses, and increasingly, the release of hatchery individuals is one strategy being implemented to support wild populations. However, stocking of hatchery individuals may pose long-term threats to wild populations, particularly if genetic interactions occur between wild and hatchery individuals. One highly prized sport fish that has been heavily stocked throughout its range is the brook trout (Salvelinus fontinalis). In Nova Scotia, Canada, hatchery brook trout have been stocked since the early 1900s, and despite continued stocking efforts, populations have suffered declines in recent decades. Before this study, the genetic structure of brook trout populations in the province was unknown; however, given the potential negative consequences associated with hatchery stocking, it is possible that hatchery programs have adversely affected the genetic integrity of wild populations. To assess the influence of hatchery supplementation on wild populations, we genotyped wild brook trout from 12 river systems and hatchery brook trout from two major hatcheries using 100 microsatellite loci. Genetic analyses of wild trout revealed extensive population genetic structure among and within river systems and significant isolation-by-distance. Hatchery stocks were genetically distinct from wild populations, and most populations showed limited to no evidence of hatchery introgression (<5% hatchery ancestry). Only a single location had a substantial number of hatchery-derived trout and was located in the only river where a local strain is used for supplementation. The amount of hatchery stocking within a watershed did not influence the level of hatchery introgression. Neutral genetic structure of wild populations was influenced by geography with some influence of climate and stocking indices. Overall, our study suggests that long-term stocking has not significantly affected the genetic integrity of wild trout populations, highlighting the variable outcomes of stocking and the need to evaluate the consequences on a case-by-case basis.
Collapse
Affiliation(s)
- Sarah J. Lehnert
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Shauna M. Baillie
- Marine Gene Probe LabBiology DepartmentDalhousie UniversityHalifaxNSCanada
| | - John MacMillan
- Inland Fisheries DivisionNova Scotia Department of Fisheries and AquaculturePictouNSCanada
| | - Ian G. Paterson
- Marine Gene Probe LabBiology DepartmentDalhousie UniversityHalifaxNSCanada
| | - Colin F. Buhariwalla
- Inland Fisheries DivisionNova Scotia Department of Fisheries and AquaculturePictouNSCanada
| | - Ian R. Bradbury
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
- Marine Gene Probe LabBiology DepartmentDalhousie UniversityHalifaxNSCanada
| | - Paul Bentzen
- Marine Gene Probe LabBiology DepartmentDalhousie UniversityHalifaxNSCanada
| |
Collapse
|
20
|
Kess T, Bentzen P, Lehnert SJ, Sylvester EVA, Lien S, Kent MP, Sinclair‐Waters M, Morris C, Wringe B, Fairweather R, Bradbury IR. Modular chromosome rearrangements reveal parallel and nonparallel adaptation in a marine fish. Ecol Evol 2020; 10:638-653. [PMID: 32015832 PMCID: PMC6988541 DOI: 10.1002/ece3.5828] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2019] [Revised: 10/05/2019] [Accepted: 10/10/2019] [Indexed: 01/01/2023] Open
Abstract
Genomic architecture and standing variation can play a key role in ecological adaptation and contribute to the predictability of evolution. In Atlantic cod (Gadus morhua), four large chromosomal rearrangements have been associated with ecological gradients and migratory behavior in regional analyses. However, the degree of parallelism, the extent of independent inheritance, and functional distinctiveness of these rearrangements remain poorly understood. Here, we use a 12K single nucleotide polymorphism (SNP) array to demonstrate extensive individual variation in rearrangement genotype within populations across the species range, suggesting that local adaptation to fine-scale ecological variation is enabled by rearrangements with independent inheritance. Our results demonstrate significant association of rearrangements with migration phenotype and environmental gradients across the species range. Individual rearrangements exhibit functional modularity, but also contain loci showing multiple environmental associations. Clustering in genetic distance trees and reduced differentiation within rearrangements across the species range are consistent with shared variation as a source of contemporary adaptive diversity in Atlantic cod. Conversely, we also find that haplotypes in the LG12 and LG1 rearranged region have diverged across the Atlantic, despite consistent environmental associations. Exchange of these structurally variable genomic regions, as well as local selective pressures, has likely facilitated individual diversity within Atlantic cod stocks. Our results highlight the importance of genomic architecture and standing variation in enabling fine-scale adaptation in marine species.
Collapse
Affiliation(s)
- Tony Kess
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Paul Bentzen
- Biology DepartmentDalhousie UniversityHalifaxNSCanada
| | - Sarah J. Lehnert
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Emma V. A. Sylvester
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Sigbjørn Lien
- Department of Animal and Aquacultural SciencesFaculty of BiosciencesCentre for Integrative GeneticsNorwegian University of Life SciencesÅsNorway
| | - Matthew P. Kent
- Department of Animal and Aquacultural SciencesFaculty of BiosciencesCentre for Integrative GeneticsNorwegian University of Life SciencesÅsNorway
| | - Marion Sinclair‐Waters
- Organismal and Evolutionary Biology Research ProgrammeUniversity of HelsinkiHelsinkiFinland
| | - Corey Morris
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Brendan Wringe
- Fisheries and Oceans CanadaBedford Institute of OceanographyDartmouthNSCanada
| | | | - Ian R. Bradbury
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
- Biology DepartmentDalhousie UniversityHalifaxNSCanada
| |
Collapse
|
21
|
Lehnert SJ, Kess T, Bentzen P, Kent MP, Lien S, Gilbey J, Clément M, Jeffery NW, Waples RS, Bradbury IR. Genomic signatures and correlates of widespread population declines in salmon. Nat Commun 2019; 10:2996. [PMID: 31278264 PMCID: PMC6611788 DOI: 10.1038/s41467-019-10972-w] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2018] [Accepted: 06/11/2019] [Indexed: 12/27/2022] Open
Abstract
Global losses of biodiversity are occurring at an unprecedented rate, but causes are often unidentified. Genomic data provide an opportunity to isolate drivers of change and even predict future vulnerabilities. Atlantic salmon (Salmo salar) populations have declined range-wide, but factors responsible are poorly understood. Here, we reconstruct changes in effective population size (Ne) in recent decades for 172 range-wide populations using a linkage-based method. Across the North Atlantic, Ne has significantly declined in >60% of populations and declines are consistently temperature-associated. We identify significant polygenic associations with decline, involving genomic regions related to metabolic, developmental, and physiological processes. These regions exhibit changes in presumably adaptive diversity in declining populations consistent with contemporary shifts in body size and phenology. Genomic signatures of widespread population decline and associated risk scores allow direct and potentially predictive links between population fitness and genotype, highlighting the power of genomic resources to assess population vulnerability.
Collapse
Affiliation(s)
- S J Lehnert
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, 80 E White Hills Rd, St. John's, Newfoundland, A1C 5X1, Canada.
| | - T Kess
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, 80 E White Hills Rd, St. John's, Newfoundland, A1C 5X1, Canada
| | - P Bentzen
- Biology Department, Dalhousie University, 6050 University Avenue, Halifax, NS, B3H 4R2, Canada
| | - M P Kent
- Centre for Integrative Genetics (CIGENE), Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Norwegian University of Life Sciences, Ås, 1430, Norway
| | - S Lien
- Centre for Integrative Genetics (CIGENE), Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Norwegian University of Life Sciences, Ås, 1430, Norway
| | - J Gilbey
- Marine Scotland Science, Freshwater Fisheries Laboratory, Faskally, Pitlochry, PH16 5LB, UK
| | - M Clément
- Centre for Fisheries Ecosystems Research, Fisheries and Marine Institute of Memorial University of Newfoundland, 155 Ridge Rd, St. John's, NL, A1C 5R3, Canada
- Labrador Institute, Memorial University of Newfoundland, 219 Hamilton River Rd, Happy Valley-Goose Bay, NL, A0P 1E0, Canada
| | - N W Jeffery
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, 1 Challenger Dr, Dartmouth, NS, B2Y 4A2, Canada
| | - R S Waples
- Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, WA, 98112, USA
| | - I R Bradbury
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, 80 E White Hills Rd, St. John's, Newfoundland, A1C 5X1, Canada
- Biology Department, Dalhousie University, 6050 University Avenue, Halifax, NS, B3H 4R2, Canada
| |
Collapse
|
22
|
Kess T, Bentzen P, Lehnert SJ, Sylvester EVA, Lien S, Kent MP, Sinclair-Waters M, Morris CJ, Regular P, Fairweather R, Bradbury IR. A migration-associated supergene reveals loss of biocomplexity in Atlantic cod. Sci Adv 2019; 5:eaav2461. [PMID: 31249864 PMCID: PMC6594766 DOI: 10.1126/sciadv.aav2461] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Accepted: 05/16/2019] [Indexed: 06/09/2023]
Abstract
Chromosome structural variation may underpin ecologically important intraspecific diversity by reducing recombination within supergenes containing linked, coadapted alleles. Here, we confirm that an ancient chromosomal rearrangement is strongly associated with migratory phenotype and individual genetic structure in Atlantic cod (Gadus morhua) across the Northwest Atlantic. We reconstruct trends in effective population size over the last century and reveal declines in effective population size matching onset of industrialized harvest (after 1950). We find different demographic trajectories between individuals homozygous for the chromosomal rearrangement relative to heterozygous or homozygous individuals for the noninverted haplotype, suggesting different selective histories across the past 150 years. These results illustrate how chromosomal structural diversity can mediate fine-scale genetic, phenotypic, and demographic variation in a highly connected marine species and show how overfishing may have led to loss of biocomplexity within Northern cod stock.
Collapse
Affiliation(s)
- Tony Kess
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John’s, Newfoundland, Canada
| | - Paul Bentzen
- Biology Department, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Sarah J. Lehnert
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John’s, Newfoundland, Canada
| | - Emma V. A. Sylvester
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John’s, Newfoundland, Canada
| | - Sigbjørn Lien
- Centre for Integrative Genetics, Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Norwegian University of Life Sciences, Ås, Norway
| | - Matthew P. Kent
- Centre for Integrative Genetics, Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Norwegian University of Life Sciences, Ås, Norway
| | - Marion Sinclair-Waters
- Organismal and Evolutionary Biology Research Programme, University of Helsinki, Helsinki, Finland
| | - Corey J. Morris
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John’s, Newfoundland, Canada
| | - Paul Regular
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John’s, Newfoundland, Canada
| | | | - Ian R. Bradbury
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John’s, Newfoundland, Canada
- Biology Department, Dalhousie University, Halifax, Nova Scotia, Canada
| |
Collapse
|
23
|
Lehnert SJ, Bentzen P, Kess T, Lien S, Horne JB, Clément M, Bradbury IR. Chromosome polymorphisms track trans‐Atlantic divergence and secondary contact in Atlantic salmon. Mol Ecol 2019; 28:2074-2087. [DOI: 10.1111/mec.15065] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2018] [Revised: 02/12/2019] [Accepted: 02/19/2019] [Indexed: 02/06/2023]
Affiliation(s)
- Sarah J. Lehnert
- Fisheries and Oceans Canada Northwest Atlantic Fisheries Centre St. John's Newfoundland Canada
| | - Paul Bentzen
- Biology Department Dalhousie University Halifax Nova Scotia Canada
| | - Tony Kess
- Fisheries and Oceans Canada Northwest Atlantic Fisheries Centre St. John's Newfoundland Canada
| | - Sigbjørn Lien
- Centre for Integrative Genetics, Department of Animal and Aquacultural Sciences, Faculty of Biosciences Norwegian University of Life Sciences Ås Norway
| | - John B. Horne
- Gulf Coast Research Laboratory University of Southern Mississippi Ocean Springs Mississippi USA
| | - Marie Clément
- Centre for Fisheries Ecosystems Research, Fisheries and Marine Institute Memorial University of Newfoundland St. John's Newfoundland Canada
- Labrador Institute Memorial University of Newfoundland Happy Valley‐Goose Bay Newfoundland Canada
| | - Ian R. Bradbury
- Fisheries and Oceans Canada Northwest Atlantic Fisheries Centre St. John's Newfoundland Canada
- Biology Department Dalhousie University Halifax Nova Scotia Canada
| |
Collapse
|
24
|
Sylvester EVA, Wringe BF, Duffy SJ, Hamilton LC, Fleming IA, Castellani M, Bentzen P, Bradbury IR. Estimating the relative fitness of escaped farmed salmon offspring in the wild and modelling the consequences of invasion for wild populations. Evol Appl 2019; 12:705-717. [PMID: 30976304 PMCID: PMC6439497 DOI: 10.1111/eva.12746] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 11/09/2018] [Accepted: 11/14/2018] [Indexed: 12/25/2022] Open
Abstract
Throughout their native range, wild Atlantic salmon populations are threatened by hybridization and introgression with escapees from net-pen salmon aquaculture. Although domestic-wild hybrid offspring have shown reduced fitness in laboratory and field experiments, consequential impacts on population abundance and genetic integrity remain difficult to predict in the field, in part because the strength of selection against domestic offspring is often unknown and context-dependent. Here, we follow a single large escape event of farmed Atlantic salmon in southern Newfoundland and monitor changes in the in-river proportions of hybrids and feral individuals over time using genetically based hybrid identification. Over a three-year period following the escape, the overall proportion of wild parr increased consistently (total wild proportion of 71.6%, 75.1% and 87.5% each year, respectively), with subsequent declines in feral (genetically pure farmed individuals originating from escaped, farmed adults) and hybrid parr. We quantify the strength of selection against parr of aquaculture ancestry and explore the genetic and demographic consequences for populations in the region. Within-cohort changes in the relative proportions of feral and F1 parr suggest reduced relative survival compared to wild individuals over the first (0.15 and 0.81 for feral and F1, respectively) and second years of life (0.26, 0.83). These relative survivorship estimates were used to inform an individual-based salmon eco-genetic model to project changes in adult abundance and overall allele frequency across three invasion scenarios ranging from short-term to long-term invasion and three relative survival scenarios. Modelling results indicate that total population abundance and time to recovery were greatly affected by relative survivorship and predict significant declines in wild population abundance under continued large escape events and calculated survivorship. Overall, this work demonstrates the importance of estimating the strength of selection against domestic offspring in the wild to predict the long-term impact of farmed salmon escape events on wild populations.
Collapse
Affiliation(s)
- Emma V. A. Sylvester
- Science Branch, Fisheries and Oceans CanadaSt. John’sNewfoundland and LabradorCanada
| | - Brendan F. Wringe
- Science Branch, Department of Fisheries and Oceans CanadaBedford Institute of OceanographyDartmouthNova ScotiaCanada
| | - Steven J. Duffy
- Science Branch, Fisheries and Oceans CanadaSt. John’sNewfoundland and LabradorCanada
| | - Lorraine C. Hamilton
- Aquatic Biotechnology Laboratory, Fisheries and Oceans CanadaBedford Institute of OceanographyDartmouthNova ScotiaCanada
| | - Ian A. Fleming
- Memorial University of NewfoundlandDepartment of Ocean SciencesSt. John’sNewfoundland and LabradorCanada
| | - Marco Castellani
- Department of Mechanical EngineeringUniversity of BirminghamBirminghamUK
| | - Paul Bentzen
- Marine Gene Probe Laboratory, Department of BiologyDalhousie UniversityHalifaxNova ScotiaCanada
| | - Ian R. Bradbury
- Science Branch, Fisheries and Oceans CanadaSt. John’sNewfoundland and LabradorCanada
| |
Collapse
|
25
|
Arnekleiv JV, Davidsen JG, Sheehan TF, Lehnert SJ, Bradbury IR, Rønning L, Sjursen AD, Kjaerstad G, Lubinski BA, Nilssen KJ. Demographic and genetic description of Greenland's only indigenous Atlantic salmon Salmo salar population. J Fish Biol 2019; 94:154-164. [PMID: 30552668 DOI: 10.1111/jfb.13887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2018] [Accepted: 12/11/2018] [Indexed: 06/09/2023]
Abstract
A survey of the Kapisillit River system was conducted in 2005 and 2012 to study the only indigenous Atlantic salmon Salmo salar population in Greenland. Little is known about its characteristics or its relationship with other S. salar populations across the species range. Juvenile S. salar were captured in all stations surveyed within the lower river with the highest densities lower in the river and decreasing densities with increasing distance from the river mouth. Captured juveniles ranged from 0+ to 7+ years old and the predominant smolt age was between 4 and 6 years. Median length of 0+ and 1+ juveniles in August-September was 38.8 and 70.4 mm, respectively. The proportion of mature male parr increased from 4% for 1+ year old fish to 95% for fish greater than 2 years old. Genetic analysis using 96 single nucleotide polymorphisms (SNP) revealed a high degree of genetic similarity between collections, extremely low genetic diversity and low estimates of effective population size (Ne = 28.7; 95% CI = 19.7-42.4). Genetic comparison to range-wide S. salar populations demonstrated that the Kapisillit River S. salar is an outgroup of the eastern Atlantic stock complex, which is consistent with the hypothesised colonisation from the east. River morphology and the absence of glacier runoff are hypothesised to be the main reasons for the relatively high river temperatures supporting this self-sustaining population of S. salar. Given its uniqueness and persistence, this population represents an important part of range-wide biodiversity of S. salar.
Collapse
Affiliation(s)
- Jo V Arnekleiv
- NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway
| | - Jan G Davidsen
- NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway
| | - Timothy F Sheehan
- NOAA Fisheries Service, Northeast Fisheries Science Center, Atlantic Salmon Ecosystems Research Team, Woods Hole, Massachusetts, USA
| | - Sarah J Lehnert
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Canada
| | - Ian R Bradbury
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, Canada
| | - Lars Rønning
- NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway
| | - Aslak D Sjursen
- NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway
| | - Gaute Kjaerstad
- NTNU University Museum, Norwegian University of Science and Technology, Trondheim, Norway
| | - Barbara A Lubinski
- U.S. Geological Survey Leetown Science Center, Aquatic Ecology Laboratory, Kearneysville, West Virginia, USA
| | - Kjell J Nilssen
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| |
Collapse
|
26
|
Nadukkalam Ravindran P, Bentzen P, Bradbury IR, Beiko RG. RADProc: A computationally efficient de novo locus assembler for population studies using RADseq data. Mol Ecol Resour 2018; 19:272-282. [PMID: 30312001 DOI: 10.1111/1755-0998.12954] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Revised: 09/09/2018] [Accepted: 09/26/2018] [Indexed: 11/30/2022]
Abstract
Restriction site-associated DNA sequencing (RADseq) is a powerful tool for genotyping of individuals, but the identification of loci and assignment of sequence reads is a crucial and often challenging step. The optimal parameter settings for a given de novo RADseq assembly vary between data sets and can be difficult and computationally expensive to determine. Here, we introduce RADProc, a software package that uses a graph data structure to represent all sequence reads and their similarity relationships. Storing sequence-comparison results in a graph eliminates unnecessary and redundant sequence similarity calculations. De novo locus formation for a given parameter set can be performed on the precomputed graph, making parameter sweeps far more efficient. RADProc also uses a clustering approach for faster nucleotide-distance calculation. The performance of RADProc compares favourably with that of the widely used Stacks software. The run-time comparisons between RADProc and Stacks for 32 different parameter settings using 20 green-crab (Carcinus maenas) samples showed that RADProc took as little as 2 hr 40 min compared to 78 hr by Stacks, while 16 brown trout (Salmo trutta L.) samples were processed by RADProc and Stacks in 23 and 263 hr, respectively. Comparisons of the de novo loci formed, and catalog built using both the methods demonstrate that the improvement in processing speeds achieved by RADProc does not affect much the actual loci formed and the results of downstream analyses based on those loci.
Collapse
Affiliation(s)
| | - Paul Bentzen
- Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Ian R Bradbury
- Salmonids Section, Science Branch, Department of Fisheries and Oceans Canada, St. John's, Newfoundland, Canada
| | - Robert G Beiko
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada
| |
Collapse
|
27
|
Fairweather R, Bradbury IR, Helyar SJ, de Bruyn M, Therkildsen NO, Bentzen P, Hemmer‐Hansen J, Carvalho GR. Range-wide genomic data synthesis reveals transatlantic vicariance and secondary contact in Atlantic cod. Ecol Evol 2018; 8:12140-12152. [PMID: 30598806 PMCID: PMC6303715 DOI: 10.1002/ece3.4672] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2018] [Revised: 09/20/2018] [Accepted: 09/24/2018] [Indexed: 11/11/2022] Open
Abstract
Recent advances in genetic and genomic analysis have greatly improved our understanding of spatial population structure in marine species. However, studies addressing phylogeographic patterns at oceanic spatial scales remain rare. In Atlantic cod (Gadus morhua), existing range-wide examinations suggest significant transatlantic divergence, although the fine-scale contemporary distribution of populations and potential for secondary contact are largely unresolved. Here, we explore transatlantic phylogeography in Atlantic cod using a data-synthesis approach, integrating multiple genome-wide single-nucleotide polymorphism (SNP) datasets representative of different regions to create a single range-wide dataset containing 1,494 individuals from 54 locations and genotyped at 796 common loci. Our analysis highlights significant transatlantic divergence and supports the hypothesis of westward post-glacial colonization of Greenland from the East Atlantic. Accordingly, our analysis suggests the presence of transatlantic secondary contact off eastern North America and supports existing perspectives on the phylogeographic history of Atlantic cod with an unprecedented combination of genetic and geographic resolution. Moreover, we demonstrate the utility of integrating distinct SNP databases of high comparability.
Collapse
Affiliation(s)
- Robert Fairweather
- Department of BiologyDalhousie UniversityHalifaxNova ScotiaCanada
- School of Biological SciencesBangor UniversityBangorUK
| | - Ian R. Bradbury
- Science Branch, Department of FisheriesSt John’s, Newfoundland and LabradorCanada
| | - Sarah J. Helyar
- Institute of Global Food SecurityQueen’s University BelfastBelfastUK
| | - Mark de Bruyn
- School of Biological SciencesBangor UniversityBangorUK
- School of Life and Environmental SciencesThe University of SydneySydneyNew South WalesAustralia
| | | | - Paul Bentzen
- Department of BiologyDalhousie UniversityHalifaxNova ScotiaCanada
| | - Jakob Hemmer‐Hansen
- Section for Marine Living Resources, National Institute for Aquatic ResourcesTechnical University of DenmarkSilkeborgDenmark
| | | |
Collapse
|
28
|
Lehnert SJ, DiBacco C, Jeffery NW, Blakeslee AMH, Isaksson J, Roman J, Wringe BF, Stanley RRE, Matheson K, McKenzie CH, Hamilton LC, Bradbury IR. Temporal dynamics of genetic clines of invasive European green crab ( Carcinus maenas) in eastern North America. Evol Appl 2018; 11:1656-1670. [PMID: 30344634 PMCID: PMC6183463 DOI: 10.1111/eva.12657] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2017] [Revised: 05/28/2018] [Accepted: 06/03/2018] [Indexed: 12/12/2022] Open
Abstract
Two genetically distinct lineages of European green crabs (Carcinus maenas) were independently introduced to eastern North America, the first in the early 19th century and the second in the late 20th century. These lineages first came into secondary contact in southeastern Nova Scotia, Canada (NS), where they hybridized, producing latitudinal genetic clines. Previous studies have documented a persistent southward shift in the clines of different marker types, consistent with existing dispersal and recruitment pathways. We evaluated current clinal structure by quantifying the distribution of lineages and fine-scale hybridization patterns across the eastern North American range (25 locations, ~39 to 49°N) using informative single nucleotide polymorphisms (SNPs; n = 96). In addition, temporal changes in the genetic clines were evaluated using mitochondrial DNA and microsatellite loci (n = 9-11) over a 15-year period (2000-2015). Clinal structure was consistent with prior work demonstrating the existence of both northern and southern lineages with a hybrid zone occurring between southern New Brunswick (NB) and southern NS. Extensive later generation hybrids were detected in this region and in southeastern Newfoundland. Temporal genetic analysis confirmed the southward progression of clines over time; however, the rate of this progression was slower than predicted by forecasting models, and current clines for all marker types deviated significantly from these predictions. Our results suggest that neutral and selective processes contribute to cline dynamics, and ultimately, highlight how selection, hybridization, and dispersal can collectively influence invasion success.
Collapse
Affiliation(s)
- Sarah J. Lehnert
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundlandCanada
| | - Claudio DiBacco
- Bedford Institute of OceanographyFisheries and Oceans CanadaDartmouthNova ScotiaCanada
| | - Nicholas W. Jeffery
- Bedford Institute of OceanographyFisheries and Oceans CanadaDartmouthNova ScotiaCanada
| | | | - Jonatan Isaksson
- Gund Institute for EnvironmentUniversity of VermontBurlingtonVermont
| | - Joe Roman
- Gund Institute for EnvironmentUniversity of VermontBurlingtonVermont
| | - Brendan F. Wringe
- Bedford Institute of OceanographyFisheries and Oceans CanadaDartmouthNova ScotiaCanada
| | - Ryan R. E. Stanley
- Bedford Institute of OceanographyFisheries and Oceans CanadaDartmouthNova ScotiaCanada
| | - Kyle Matheson
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundlandCanada
| | - Cynthia H. McKenzie
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundlandCanada
| | - Lorraine C. Hamilton
- Aquatic Biotechnology LaboratoryBedford Institute of OceanographyDartmouthNova ScotiaCanada
| | - Ian R. Bradbury
- Northwest Atlantic Fisheries CentreFisheries and Oceans CanadaSt. John'sNewfoundlandCanada
| |
Collapse
|
29
|
Sylvester EVA, Beiko RG, Bentzen P, Paterson I, Horne JB, Watson B, Lehnert S, Duffy S, Clément M, Robertson MJ, Bradbury IR. Environmental extremes drive population structure at the northern range limit of Atlantic salmon in North America. Mol Ecol 2018; 27:4026-4040. [PMID: 30152128 DOI: 10.1111/mec.14849] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Revised: 08/16/2018] [Accepted: 08/22/2018] [Indexed: 12/18/2022]
Abstract
Conservation of exploited species requires an understanding of both genetic diversity and the dominant structuring forces, particularly near range limits, where climatic variation can drive rapid expansions or contractions of geographic range. Here, we examine population structure and landscape associations in Atlantic salmon (Salmo salar) across a heterogeneous landscape near the northern range limit in Labrador, Canada. Analysis of two amplicon-based data sets containing 101 microsatellites and 376 single nucleotide polymorphisms (SNPs) from 35 locations revealed clear differentiation between populations spawning in rivers flowing into a large marine embayment (Lake Melville) compared to coastal populations. The mechanisms influencing the differentiation of embayment populations were investigated using both multivariate and machine-learning landscape genetic approaches. We identified temperature as the strongest correlate with genetic structure, particularly warm temperature extremes and wider annual temperature ranges. The genomic basis of this divergence was further explored using a subset of locations (n = 17) and a 220K SNP array. SNPs associated with spatial structuring and temperature mapped to a diverse set of genes and molecular pathways, including regulation of gene expression, immune response, and cell development and differentiation. The results spanning molecular marker types and both novel and established methods clearly show climate-associated, fine-scale population structure across an environmental gradient in Atlantic salmon near its range limit in North America, highlighting valuable approaches for predicting population responses to climate change and managing species sustainability.
Collapse
Affiliation(s)
- Emma V A Sylvester
- Science Branch, Department of Fisheries and Oceans Canada, St. John's, NL, Canada
| | - Robert G Beiko
- Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada
| | - Paul Bentzen
- Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, Halifax, NS, Canada
| | - Ian Paterson
- Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada
| | - John B Horne
- University of Southern Mississippi Gulf Coast Research Laboratory, Ocean Springs, MS, Canada
| | - Beth Watson
- Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, Halifax, NS, Canada
| | - Sarah Lehnert
- Science Branch, Department of Fisheries and Oceans Canada, St. John's, NL, Canada
| | - Steven Duffy
- Science Branch, Department of Fisheries and Oceans Canada, St. John's, NL, Canada
| | - Marie Clément
- Centre for Fisheries Ecosystems Research, Fisheries and Marine Institute, Memorial University of Newfoundland, St. John's, NL, Canada.,Labrador Institute, Memorial University of Newfoundland, Happy Valley-Goose Bay, NL, Canada
| | - Martha J Robertson
- Science Branch, Department of Fisheries and Oceans Canada, St. John's, NL, Canada
| | - Ian R Bradbury
- Science Branch, Department of Fisheries and Oceans Canada, St. John's, NL, Canada.,Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada.,Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, Halifax, NS, Canada
| |
Collapse
|
30
|
Wringe BF, Jeffery NW, Stanley RRE, Hamilton LC, Anderson EC, Fleming IA, Grant C, Dempson JB, Veinott G, Duffy SJ, Bradbury IR. Extensive hybridization following a large escape of domesticated Atlantic salmon in the Northwest Atlantic. Commun Biol 2018; 1:108. [PMID: 30271988 PMCID: PMC6123692 DOI: 10.1038/s42003-018-0112-9] [Citation(s) in RCA: 46] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2017] [Accepted: 07/16/2018] [Indexed: 11/09/2022] Open
Abstract
Domestication is rife with episodes of interbreeding between cultured and wild populations, potentially challenging adaptive variation in the wild. In Atlantic salmon, Salmo salar, the number of domesticated individuals far exceeds wild individuals, and escape events occur regularly, yet evidence of the magnitude and geographic scale of interbreeding resulting from individual escape events is lacking. We screened juvenile Atlantic salmon using 95 single nucleotide polymorphisms following a single, large aquaculture escape in the Northwest Atlantic and report the landscape-scale detection of hybrid and feral salmon (27.1%, 17/18 rivers). Hybrids were reproductively viable, and observed at higher frequency in smaller wild populations. Repeated annual sampling of this cohort revealed decreases in the presence of hybrid and feral offspring over time. These results link previous observations of escaped salmon in rivers with reports of population genetic change, and demonstrate the potential negative consequences of escapes from net-pen aquaculture on wild populations.
Collapse
Affiliation(s)
- Brendan F Wringe
- Science Branch, Fisheries and Oceans Canada, 80 East White Hills Road, St. John's, Newfoundland, A1C 5X1, Canada
- Department of Ocean Sciences, Memorial University of Newfoundland, St. John's, Newfoundland, A1C 5S7, Canada
| | - Nicholas W Jeffery
- Science Branch, Fisheries and Oceans Canada, 80 East White Hills Road, St. John's, Newfoundland, A1C 5X1, Canada
- Faculty of Computer Science, Dalhousie University, Halifax, NS, B3H 4R2, Canada
| | - Ryan R E Stanley
- Science Branch, Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, NS, B2Y 4A2, Canada
| | - Lorraine C Hamilton
- Aquatic Biotechnology Laboratory, Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, NS, B2Y 4A2, Canada
| | - Eric C Anderson
- Fisheries Ecology Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Santa Cruz, CA, 95060, USA
| | - Ian A Fleming
- Department of Ocean Sciences, Memorial University of Newfoundland, St. John's, Newfoundland, A1C 5S7, Canada
| | - Carole Grant
- Science Branch, Fisheries and Oceans Canada, 80 East White Hills Road, St. John's, Newfoundland, A1C 5X1, Canada
| | - J Brian Dempson
- Science Branch, Fisheries and Oceans Canada, 80 East White Hills Road, St. John's, Newfoundland, A1C 5X1, Canada
| | - Geoff Veinott
- Science Branch, Fisheries and Oceans Canada, 80 East White Hills Road, St. John's, Newfoundland, A1C 5X1, Canada
| | - Steven J Duffy
- Science Branch, Fisheries and Oceans Canada, 80 East White Hills Road, St. John's, Newfoundland, A1C 5X1, Canada
| | - Ian R Bradbury
- Science Branch, Fisheries and Oceans Canada, 80 East White Hills Road, St. John's, Newfoundland, A1C 5X1, Canada.
- Department of Ocean Sciences, Memorial University of Newfoundland, St. John's, Newfoundland, A1C 5S7, Canada.
- Faculty of Computer Science, Dalhousie University, Halifax, NS, B3H 4R2, Canada.
| |
Collapse
|
31
|
Jeffery NW, Bradbury IR, Stanley RRE, Wringe BF, Van Wyngaarden M, Lowen JB, McKenzie CH, Matheson K, Sargent PS, DiBacco C. Genomewide evidence of environmentally mediated secondary contact of European green crab ( Carcinus maenas) lineages in eastern North America. Evol Appl 2018; 11:869-882. [PMID: 29928296 PMCID: PMC5999199 DOI: 10.1111/eva.12601] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2017] [Accepted: 01/16/2018] [Indexed: 01/01/2023] Open
Abstract
Genetic-environment associations are increasingly revealed through population genomic data and can occur through a number of processes, including secondary contact, divergent natural selection, or isolation by distance. Here, we investigate the influence of the environment, including seasonal temperature and salinity, on the population structure of the invasive European green crab (Carcinus maenas) in eastern North America. Green crab populations in eastern North America are associated with two independent invasions, previously shown to consist of distinct northern and southern ecotypes, with a contact zone in southern Nova Scotia, Canada. Using a RAD-seq panel of 9,137 genomewide SNPs, we detected 41 SNPs (0.49%) whose allele frequencies were highly correlated with environmental data. A principal components analysis of 25 environmental variables differentiated populations into northern, southern, and admixed sites in concordance with the observed genomic spatial structure. Furthermore, a spatial principal components analysis conducted on genomic and geographic data revealed a high degree of global structure (p < .0001) partitioning a northern and southern ecotype. Redundancy and partial redundancy analyses revealed that among the environmental variables tested, winter sea surface temperature had the strongest association with spatial structuring, suggesting that it is an important factor defining range and expansion limits of each ecotype. Understanding environmental thresholds associated with intraspecific diversity will facilitate the ability to manage current and predict future distributions of this aquatic invasive species.
Collapse
Affiliation(s)
- Nicholas W. Jeffery
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
| | - Ian R. Bradbury
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
- Department of Ocean SciencesMemorial University of NewfoundlandSt. John’sNLCanada
| | - Ryan R. E. Stanley
- Fisheries and Oceans CanadaBedford Institute of OceanographyDartmouthNSCanada
| | - Brendan F. Wringe
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | | | - J. Ben Lowen
- Fisheries and Oceans CanadaBedford Institute of OceanographyDartmouthNSCanada
| | - Cynthia H. McKenzie
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Kyle Matheson
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Philip S. Sargent
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Claudio DiBacco
- Fisheries and Oceans CanadaBedford Institute of OceanographyDartmouthNSCanada
| |
Collapse
|
32
|
Bradbury IR, Wringe BF, Watson B, Paterson I, Horne J, Beiko R, Lehnert SJ, Clément M, Anderson EC, Jeffery NW, Duffy S, Sylvester E, Robertson M, Bentzen P. Genotyping-by-sequencing of genome-wide microsatellite loci reveals fine-scale harvest composition in a coastal Atlantic salmon fishery. Evol Appl 2018; 11:918-930. [PMID: 29928300 PMCID: PMC5999200 DOI: 10.1111/eva.12606] [Citation(s) in RCA: 46] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2017] [Accepted: 01/20/2018] [Indexed: 12/12/2022] Open
Abstract
Individual assignment and genetic mixture analysis are commonly utilized in contemporary wildlife and fisheries management. Although microsatellite loci provide unparalleled numbers of alleles per locus, their use in assignment applications is increasingly limited. However, next-generation sequencing, in conjunction with novel bioinformatic tools, allows large numbers of microsatellite loci to be simultaneously genotyped, presenting new opportunities for individual assignment and genetic mixture analysis. Here, we scanned the published Atlantic salmon genome to identify 706 microsatellite loci, from which we developed a final panel of 101 microsatellites distributed across the genome (average 3.4 loci per chromosome). Using samples from 35 Atlantic salmon populations (n = 1,485 individuals) from coastal Labrador, Canada, a region characterized by low levels of differentiation in this species, this panel identified 844 alleles (average of 8.4 alleles per locus). Simulation-based evaluations of assignment and mixture identification accuracy revealed unprecedented resolution, clearly identifying 26 rivers or groups of rivers spanning 500 km of coastline. This baseline was used to examine the stock composition of 696 individuals harvested in the Labrador Atlantic salmon fishery and revealed that coastal fisheries largely targeted regional groups (<300 km). This work suggests that the development and application of large sequenced microsatellite panels presents great potential for stock resolution in Atlantic salmon and more broadly in other exploited anadromous and marine species.
Collapse
Affiliation(s)
- Ian R. Bradbury
- Science BranchDepartment of Fisheries and Oceans CanadaSt. John'sNLCanada
- Department of BiologyDalhousie UniversityHalifaxNSCanada
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
| | - Brendan F. Wringe
- Science BranchDepartment of Fisheries and Oceans CanadaSt. John'sNLCanada
| | - Beth Watson
- Department of BiologyDalhousie UniversityHalifaxNSCanada
| | - Ian Paterson
- Department of BiologyDalhousie UniversityHalifaxNSCanada
| | - John Horne
- Department of BiologyDalhousie UniversityHalifaxNSCanada
| | - Robert Beiko
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
| | - Sarah J. Lehnert
- Science BranchDepartment of Fisheries and Oceans CanadaSt. John'sNLCanada
| | - Marie Clément
- Center for Fisheries Ecosystems ResearchFisheries and Marine Institute of MemorialUniversity of NewfoundlandSt. John'sNLCanada
- Labrador Institute ofMemorial University of NewfoundlandHappy Valley‐Goose BayNLCanada
| | - Eric C. Anderson
- Fisheries Ecology DivisionSouthwest Fisheries Science CenterNational Marine Fisheries ServiceNational Oceanic and Atmospheric AdministrationSanta CruzCAUSA
| | | | - Steven Duffy
- Science BranchDepartment of Fisheries and Oceans CanadaSt. John'sNLCanada
| | - Emma Sylvester
- Science BranchDepartment of Fisheries and Oceans CanadaSt. John'sNLCanada
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
| | - Martha Robertson
- Science BranchDepartment of Fisheries and Oceans CanadaSt. John'sNLCanada
| | - Paul Bentzen
- Department of BiologyDalhousie UniversityHalifaxNSCanada
| |
Collapse
|
33
|
Nadukkalam Ravindran P, Bentzen P, Bradbury IR, Beiko RG. PMERGE: Computational filtering of paralogous sequences from RAD-seq data. Ecol Evol 2018; 8:7002-7013. [PMID: 30073062 PMCID: PMC6065343 DOI: 10.1002/ece3.4219] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2018] [Revised: 04/23/2018] [Accepted: 04/24/2018] [Indexed: 01/01/2023] Open
Abstract
Restriction-site associated DNA sequencing (RAD-seq) can identify and score thousands of genetic markers from a group of samples for population-genetics studies. One challenge of de novo RAD-seq analysis is to distinguish paralogous sequence variants (PSVs) from true single-nucleotide polymorphisms (SNPs) associated with orthologous loci. In the absence of a reference genome, it is difficult to differentiate true SNPs from PSVs, and their impact on downstream analysis remains unclear. Here, we introduce a network-based approach, PMERGE that connects fragments based on their DNA sequence similarity to identify probable PSVs. Applying our method to de novo RAD-seq data from 150 Atlantic salmon (Salmo salar) samples collected from 15 locations across the Southern Newfoundland coast allowed the identification of 87% of total PSVs identified through alignment to the Atlantic salmon genome. Removal of these paralogs altered the inferred population structure, highlighting the potential impact of filtering in RAD-seq analysis. PMERGE is also applied to a green crab (Carcinus maenas) data set consisting of 242 samples from 11 different locations and was successfully able to identify and remove the majority of paralogous loci (62%). The PMERGE software can be run as part of the widely used Stacks analysis package.
Collapse
Affiliation(s)
| | - Paul Bentzen
- Marine Gene Probe LaboratoryDepartment of BiologyDalhousie UniversityHalifaxNSCanada
| | - Ian R. Bradbury
- Salmonids SectionScience BranchDepartment of Fisheries and Oceans CanadaSt. John'sNLCanada
| | - Robert G. Beiko
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
| |
Collapse
|
34
|
Stanley RRE, DiBacco C, Lowen B, Beiko RG, Jeffery NW, Van Wyngaarden M, Bentzen P, Brickman D, Benestan L, Bernatchez L, Johnson C, Snelgrove PVR, Wang Z, Wringe BF, Bradbury IR. A climate-associated multispecies cryptic cline in the northwest Atlantic. Sci Adv 2018; 4:eaaq0929. [PMID: 29600272 PMCID: PMC5873842 DOI: 10.1126/sciadv.aaq0929] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Accepted: 02/14/2018] [Indexed: 06/08/2023]
Abstract
The spatial genetic structure of most species in the open marine environment remains largely unresolved. This information gap creates uncertainty in the sustainable management, recovery, and associated resilience of marine communities and our capacity to extrapolate beyond the few species for which such information exists. We document a previously unidentified multispecies biogeographic break aligned with a steep climatic gradient and driven by seasonal temperature minima in the northwest Atlantic. The coherence of this genetic break across our five study species with contrasting life histories suggests a pervasive macroecological phenomenon. The integration of this genetic structure with habitat suitability models and climate forecasts predicts significant variation in northward distributional shifts among populations and availability of suitable habitat in future oceans. The results of our integrated approach provide new perspective on how cryptic intraspecific diversity associated with climatic variation influences species and community response to climate change beyond simple poleward shifts.
Collapse
Affiliation(s)
- Ryan R. E. Stanley
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia B2Y 4A2, Canada
| | - Claudio DiBacco
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia B2Y 4A2, Canada
| | - Ben Lowen
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia B2Y 4A2, Canada
| | - Robert G. Beiko
- Department of Computer Science, Dalhousie University, Halifax, Nova Scotia B3H 4R2, Canada
| | - Nick W. Jeffery
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia B2Y 4A2, Canada
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John’s, Newfoundland A1C 5X1, Canada
| | - Mallory Van Wyngaarden
- Ocean Sciences Centre, Memorial University of Newfoundland, St. John’s, Newfoundland A1C 5S7, Canada
| | - Paul Bentzen
- Department of Biology, Dalhousie University, 6050 University Avenue, PO Box 15000, Halifax, Nova Scotia B3H 4R2, Canada
| | - David Brickman
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia B2Y 4A2, Canada
| | - Laura Benestan
- Department of Biology, Université Laval, Québec, Québec G1V 0A6, Canada
| | - Louis Bernatchez
- Department of Biology, Université Laval, Québec, Québec G1V 0A6, Canada
| | - Catherine Johnson
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia B2Y 4A2, Canada
| | - Paul V. R. Snelgrove
- Ocean Sciences Centre, Memorial University of Newfoundland, St. John’s, Newfoundland A1C 5S7, Canada
| | - Zeliang Wang
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia B2Y 4A2, Canada
| | - Brendan F. Wringe
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, Dartmouth, Nova Scotia B2Y 4A2, Canada
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John’s, Newfoundland A1C 5X1, Canada
| | - Ian R. Bradbury
- Department of Computer Science, Dalhousie University, Halifax, Nova Scotia B3H 4R2, Canada
- Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John’s, Newfoundland A1C 5X1, Canada
- Ocean Sciences Centre, Memorial University of Newfoundland, St. John’s, Newfoundland A1C 5S7, Canada
- Department of Biology, Dalhousie University, 6050 University Avenue, PO Box 15000, Halifax, Nova Scotia B3H 4R2, Canada
| |
Collapse
|
35
|
Van Wyngaarden M, Snelgrove PVR, DiBacco C, Hamilton LC, Rodríguez‐Ezpeleta N, Zhan L, Beiko RG, Bradbury IR. Oceanographic variation influences spatial genomic structure in the sea scallop, Placopecten magellanicus. Ecol Evol 2018; 8:2824-2841. [PMID: 29531698 PMCID: PMC5838053 DOI: 10.1002/ece3.3846] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 12/05/2017] [Accepted: 12/06/2017] [Indexed: 01/03/2023] Open
Abstract
Environmental factors can influence diversity and population structure in marine species and accurate understanding of this influence can both improve fisheries management and help predict responses to environmental change. We used 7163 SNPs derived from restriction site-associated DNA sequencing genotyped in 245 individuals of the economically important sea scallop, Placopecten magellanicus, to evaluate the correlations between oceanographic variation and a previously identified latitudinal genomic cline. Sea scallops span a broad latitudinal area (>10 degrees), and we hypothesized that climatic variation significantly drives clinal trends in allele frequency. Using a large environmental dataset, including temperature, salinity, chlorophyll a, and nutrient concentrations, we identified a suite of SNPs (285-621, depending on analysis and environmental dataset) potentially under selection through correlations with environmental variation. Principal components analysis of different outlier SNPs and environmental datasets revealed similar northern and southern clusters, with significant associations between the first axes of each (R2adj = .66-.79). Multivariate redundancy analysis of outlier SNPs and the environmental principal components indicated that environmental factors explained more than 32% of the variance. Similarly, multiple linear regressions and random-forest analysis identified winter average and minimum ocean temperatures as significant parameters in the link between genetic and environmental variation. This work indicates that oceanographic variation is associated with the observed genomic cline in this species and that seasonal periods of extreme cold may restrict gene flow along a latitudinal gradient in this marine benthic bivalve. Incorporating this finding into management may improve accuracy of management strategies and future predictions.
Collapse
Affiliation(s)
| | - Paul V. R. Snelgrove
- Department of BiologyMemorial University of NewfoundlandSt. John'sNLCanada
- Department of Ocean SciencesMemorial University of NewfoundlandSt. John'sNLCanada
| | | | | | | | - Luyao Zhan
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
| | - Robert G. Beiko
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
| | - Ian R. Bradbury
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| |
Collapse
|
36
|
Sinclair-Waters M, Bradbury IR, Morris CJ, Lien S, Kent MP, Bentzen P. Ancient chromosomal rearrangement associated with local adaptation of a postglacially colonized population of Atlantic Cod in the northwest Atlantic. Mol Ecol 2017; 27:339-351. [PMID: 29193392 DOI: 10.1111/mec.14442] [Citation(s) in RCA: 53] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2017] [Revised: 10/19/2017] [Accepted: 11/13/2017] [Indexed: 12/28/2022]
Abstract
Intraspecific diversity is central to the management and conservation of exploited species, yet knowledge of how this diversity is distributed and maintained in the genome of many marine species is lacking. Recent advances in genomic analyses allow for genome-wide surveys of intraspecific diversity and offer new opportunities for exploring genomic patterns of divergence. Here, we analysed genome-wide polymorphisms to measure genetic differentiation between an offshore migratory and a nonmigratory population and to define conservation units of Atlantic Cod (Gadus morhua) in coastal Labrador. A total of 141 individuals, collected from offshore sites and from a coastal site within Gilbert Bay, Labrador, were genotyped using an ~11k single nucleotide polymorphism array. Analyses of population structure revealed strong genetic differentiation between migratory offshore cod and nonmigratory Gilbert Bay cod. Genetic differentiation was elevated for loci within a chromosomal rearrangement found on linkage group 1 (LG1) that coincides with a previously found double inversion associated with migratory and nonmigratory ecotype divergence of cod in the northeast Atlantic. This inverted region includes several genes potentially associated with adaptation to differences in salinity and temperature, as well as influencing migratory behaviour. Our work provides evidence that a chromosomal rearrangement on LG1 is associated with parallel patterns of divergence between migratory and nonmigratory ecotypes on both sides of the Atlantic Ocean.
Collapse
Affiliation(s)
| | - Ian R Bradbury
- Biology Department, Dalhousie University, Halifax, NS, Canada.,Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - Corey J Morris
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St. John's, NL, Canada
| | - Sigbjørn Lien
- Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Centre for Integrative Genetics, Norwegian University of Life Sciences, Ås, Norway
| | - Matthew P Kent
- Department of Animal and Aquacultural Sciences, Faculty of Biosciences, Centre for Integrative Genetics, Norwegian University of Life Sciences, Ås, Norway
| | - Paul Bentzen
- Biology Department, Dalhousie University, Halifax, NS, Canada
| |
Collapse
|
37
|
Lighten J, Papadopulos AST, Mohammed RS, Ward BJ, G Paterson I, Baillie L, Bradbury IR, Hendry AP, Bentzen P, van Oosterhout C. Evolutionary genetics of immunological supertypes reveals two faces of the Red Queen. Nat Commun 2017; 8:1294. [PMID: 29101318 PMCID: PMC5670221 DOI: 10.1038/s41467-017-01183-2] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Accepted: 08/23/2017] [Indexed: 11/09/2022] Open
Abstract
Red Queen host-parasite co-evolution can drive adaptations of immune genes by positive selection that erodes genetic variation (Red Queen arms race) or results in a balanced polymorphism (Red Queen dynamics) and long-term preservation of genetic variation (trans-species polymorphism). These two Red Queen processes are opposite extremes of the co-evolutionary spectrum. Here we show that both Red Queen processes can operate simultaneously by analysing the major histocompatibility complex (MHC) in guppies (Poecilia reticulata and P. obscura) and swamp guppies (Micropoecilia picta). Sub-functionalisation of MHC alleles into 'supertypes' explains how polymorphisms persist during rapid host-parasite co-evolution. Simulations show the maintenance of supertypes as balanced polymorphisms, consistent with Red Queen dynamics, whereas alleles within supertypes are subject to positive selection in a Red Queen arms race. Building on the divergent allele advantage hypothesis, we show that functional aspects of allelic diversity help to elucidate the evolution of polymorphic genes involved in Red Queen co-evolution.
Collapse
Affiliation(s)
- Jackie Lighten
- School of Environmental Sciences, University of East Anglia, Norwich, Norfolk, NR4 7TJ, UK.
| | - Alexander S T Papadopulos
- Molecular Ecology and Fisheries Genetics Laboratory, Environment Centre Wales, School of Biological Sciences, Bangor University, Bangor, LL57 2UW, UK
| | - Ryan S Mohammed
- Department of Life Sciences, The University of the West Indies, St Augustine, Trinidad and Tobago
| | - Ben J Ward
- Earlham Institute, Norwich Research Park Innovation Centre, Colney Lane, Norwich, NR4 7UZ, UK
| | - Ian G Paterson
- Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, 1355 Oxford Street, Halifax, NS, Canada, B3H 4R2
| | - Lyndsey Baillie
- Michael Smith Laboratories, University of British Columbia, 2185 East Mall, Vancouver, BC, Canada, V6T 1Z4
| | - Ian R Bradbury
- Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, 1355 Oxford Street, Halifax, NS, Canada, B3H 4R2.,Science Branch, Department of Fisheries and Oceans Canada, 80 East White Hills Road, St. John's, NL, Canada, A1C 5X1
| | - Andrew P Hendry
- McGill University, 859 Sherbrooke Street West, Montreal, QC, Canada, H3A 0C4.,Redpath Museum, McGill University, 859 Sherbrooke Street West, Montreal, QC, Canada, H3A 0C4
| | - Paul Bentzen
- Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, 1355 Oxford Street, Halifax, NS, Canada, B3H 4R2
| | - Cock van Oosterhout
- School of Environmental Sciences, University of East Anglia, Norwich, Norfolk, NR4 7TJ, UK.
| |
Collapse
|
38
|
Jeffery NW, Stanley RRE, Wringe BF, Guijarro-Sabaniel J, Bourret V, Bernatchez L, Bentzen P, Beiko RG, Gilbey J, Clément M, Bradbury IR. Range-wide parallel climate-associated genomic clines in Atlantic salmon. R Soc Open Sci 2017; 4:171394. [PMID: 29291123 PMCID: PMC5717698 DOI: 10.1098/rsos.171394] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2017] [Accepted: 10/13/2017] [Indexed: 05/02/2023]
Abstract
Clinal variation across replicated environmental gradients can reveal evidence of local adaptation, providing insight into the demographic and evolutionary processes that shape intraspecific diversity. Using 1773 genome-wide single nucleotide polymorphisms we evaluated latitudinal variation in allele frequency for 134 populations of North American and European Atlantic salmon (Salmo salar). We detected 84 (4.74%) and 195 (11%) loci showing clinal patterns in North America and Europe, respectively, with 12 clinal loci in common between continents. Clinal single nucleotide polymorphisms were evenly distributed across the salmon genome and logistic regression revealed significant associations with latitude and seasonal temperatures, particularly average spring temperature in both continents. Loci displaying parallel clines were associated with several metabolic and immune functions, suggesting a potential basis for climate-associated adaptive differentiation. These climate-based clines collectively suggest evidence of large-scale environmental associated differences on either side of the North Atlantic. Our results support patterns of parallel evolution on both sides of the North Atlantic, with evidence of both similar and divergent underlying genetic architecture. The identification of climate-associated genomic clines illuminates the role of selection and demographic processes on intraspecific diversity in this species and provides a context in which to evaluate the impacts of climate change.
Collapse
Affiliation(s)
- Nicholas W. Jeffery
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St John's, Newfoundland and Labrador, CanadaA1C 5X1
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, CanadaB3H 4R2
- Author for correspondence: Nicholas W. Jeffery e-mail:
| | - Ryan R. E. Stanley
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, CanadaB2Y 4A2
| | - Brendan F. Wringe
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St John's, Newfoundland and Labrador, CanadaA1C 5X1
| | - Javier Guijarro-Sabaniel
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, CanadaB2Y 4A2
| | - Vincent Bourret
- Laboratoire d'expertise biolégale, MFFP, Québec, Québec, CanadaG1P 3W8
| | - Louis Bernatchez
- Department of Biology, Université Laval, Québec, Québec, CanadaG1 V 0A6
| | - Paul Bentzen
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, CanadaB3H 4R2
| | - Robert G. Beiko
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, CanadaB3H 4R2
| | - John Gilbey
- Marine Scotland, Freshwater Fisheries Laboratory, Faskally, Pitlochry PH16 5LB, UK
| | - Marie Clément
- Centre for Fisheries Ecosystems Research, Fisheries and Marine Institute, Memorial University of Newfoundland, St John's, NL, Canada
- Labrador Institute, Memorial University of Newfoundland, Happy Valley-Goose Bay, NL, Canada
| | - Ian R. Bradbury
- Fisheries and Oceans Canada, Northwest Atlantic Fisheries Centre, St John's, Newfoundland and Labrador, CanadaA1C 5X1
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, CanadaB3H 4R2
| |
Collapse
|
39
|
Abstract
Whether marine fishes are capable of homing to their natal areas has long been something of an enigma. For some estuarine species or sharks (which have extended nondispersal juvenile stages or are born as relatively large, fully formed juveniles), the answer is clearly 'yes' (Thorrold et al. ; Feldheim et al. ), but for most marine fishes, the issue is much more mysterious. Many species have free-floating eggs, and most have pelagic, passively dispersing larvae. It is challenging to imagine how adult fish might navigate to a region of the ocean they experienced only as eggs or larvae, and easier to assume that such dispersal leads inexorably to high gene flow, and even panmixia. One way to resolve the conundrum would be to track fish from hatching to reproduction, but for marine fishes with tiny eggs and drifting larvae, this is notoriously difficult to do (Bradbury & Laurel ). In this issue of Molecular Ecology, Bonanomi et al. () use a creative approach to solve this challenge for Atlantic cod (Gadus morhua) populations that mingle in the vicinity of Greenland. They show that cod that disperse more than a 1000 km away from Iceland as eggs and larvae, then spend years growing on the far side of Greenland, while mixing with two local populations, return as adults to spawning areas near Iceland - and further, that this behaviour has remained stable over more than six decades. They manage this feat with a clever use of historical cod tracking data, modern genomic data and genetic analysis of decades-old DNA obtained from archived materials. Their results have important implications for our view of the biocomplexity of marine fish populations, and how we should manage them.
Collapse
Affiliation(s)
- Paul Bentzen
- Marine Gene Probe Laboratory, Department of Biology, Dalhousie University, 1355 Oxford Street, Halifax, NS, Canada, B3H 4R2
| | - Ian R Bradbury
- Salmonids Section, Science Branch, Department of Fisheries and Oceans Canada, 80 East White Hills Road, St. John's, NF, Canada, A1C 5X1
| |
Collapse
|
40
|
Wringe BF, Stanley RRE, Jeffery NW, Anderson EC, Bradbury IR. hybriddetective: A workflow and package to facilitate the detection of hybridization using genomic data in r. Mol Ecol Resour 2017; 17:e275-e284. [PMID: 28776912 DOI: 10.1111/1755-0998.12704] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2016] [Revised: 06/15/2017] [Accepted: 07/25/2017] [Indexed: 12/20/2022]
Abstract
The ability to detect and characterize hybridization in nature has long been of interest to many fields of biology and often has direct implications for wildlife management and conservation. The capacity to identify the presence of hybridization, and quantify the numbers of individuals belonging to different hybrid classes, permits inference on the magnitude of, and timescale over which, hybridization has been or is occurring. Here, we present an r package and associated workflow developed for the detection, with estimates of efficiency and accuracy, of multigenerational hybrid individuals using genetic or genomic data in conjunction with the program newhybrids. This package includes functions for the identification and testing of diagnostic panels of markers, the simulation of multigenerational hybrids, and the quantification and visualization of the efficiency and accuracy with which hybrids can be detected. Overall, this package delivers a streamlined hybrid analysis platform, providing improvements in speed, ease of use and repeatability over current ad hoc approaches. The latest version of the package and associated documentation are available on GitHub (https://github.com/bwringe/hybriddetective).
Collapse
Affiliation(s)
- Brendan F Wringe
- Salmonids Section, Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, NL, Canada
| | - Ryan R E Stanley
- Coastal Ecosystem Sciences Division, Bedford Institute of Oceanography, Fisheries and Oceans Canada, 1 Challenger Drive, Dartmouth, NS, Canada
| | - Nicholas W Jeffery
- Salmonids Section, Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, NL, Canada
| | - Eric C Anderson
- Fisheries Ecology Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Santa Cruz, CA, USA
| | - Ian R Bradbury
- Salmonids Section, Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada, St. John's, NL, Canada
| |
Collapse
|
41
|
Sylvester EVA, Bentzen P, Bradbury IR, Clément M, Pearce J, Horne J, Beiko RG. Applications of random forest feature selection for fine-scale genetic population assignment. Evol Appl 2017; 11:153-165. [PMID: 29387152 PMCID: PMC5775496 DOI: 10.1111/eva.12524] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Accepted: 07/11/2017] [Indexed: 01/10/2023] Open
Abstract
Genetic population assignment used to inform wildlife management and conservation efforts requires panels of highly informative genetic markers and sensitive assignment tests. We explored the utility of machine‐learning algorithms (random forest, regularized random forest and guided regularized random forest) compared with FST ranking for selection of single nucleotide polymorphisms (SNP) for fine‐scale population assignment. We applied these methods to an unpublished SNP data set for Atlantic salmon (Salmo salar) and a published SNP data set for Alaskan Chinook salmon (Oncorhynchus tshawytscha). In each species, we identified the minimum panel size required to obtain a self‐assignment accuracy of at least 90% using each method to create panels of 50–700 markers Panels of SNPs identified using random forest‐based methods performed up to 7.8 and 11.2 percentage points better than FST‐selected panels of similar size for the Atlantic salmon and Chinook salmon data, respectively. Self‐assignment accuracy ≥90% was obtained with panels of 670 and 384 SNPs for each data set, respectively, a level of accuracy never reached for these species using FST‐selected panels. Our results demonstrate a role for machine‐learning approaches in marker selection across large genomic data sets to improve assignment for management and conservation of exploited populations.
Collapse
Affiliation(s)
| | - Paul Bentzen
- Marine Gene Probe Laboratory Department of Biology Dalhousie University Halifax NS Canada
| | | | - Marie Clément
- Centre for Fisheries Ecosystems Research, Fisheries and Marine Institute Memorial University of Newfoundland St. John's NL Canada.,Labrador Institute Memorial University of Newfoundland Happy Valley-Goose Bay NL Canada
| | - Jon Pearce
- Northern SE Regional Aquaculture Association Hidden Falls Hatchery Sitka AK USA
| | - John Horne
- Marine Gene Probe Laboratory Department of Biology Dalhousie University Halifax NS Canada
| | - Robert G Beiko
- Faculty of Computer Science Dalhousie University Halifax NS Canada
| |
Collapse
|
42
|
Jeffery NW, DiBacco C, Van Wyngaarden M, Hamilton LC, Stanley RRE, Bernier R, FitzGerald J, Matheson K, McKenzie CH, Nadukkalam Ravindran P, Beiko R, Bradbury IR. RAD sequencing reveals genomewide divergence between independent invasions of the European green crab ( Carcinus maenas) in the Northwest Atlantic. Ecol Evol 2017; 7:2513-2524. [PMID: 28428843 PMCID: PMC5395438 DOI: 10.1002/ece3.2872] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Revised: 02/08/2017] [Accepted: 02/10/2017] [Indexed: 01/10/2023] Open
Abstract
Genomic studies of invasive species can reveal both invasive pathways and functional differences underpinning patterns of colonization success. The European green crab (Carcinus maenas) was initially introduced to eastern North America nearly 200 years ago where it expanded northwards to eastern Nova Scotia. A subsequent invasion to Nova Scotia from a northern European source allowed further range expansion, providing a unique opportunity to study the invasion genomics of a species with multiple invasions. Here, we use restriction‐site‐associated DNA sequencing‐derived SNPs to explore fine‐scale genomewide differentiation between these two invasions. We identified 9137 loci from green crab sampled from 11 locations along eastern North America and compared spatial variation to mitochondrial COI sequence variation used previously to characterize these invasions. Overall spatial divergence among invasions was high (pairwise FST ~0.001 to 0.15) and spread across many loci, with a mean FST ~0.052 and 52% of loci examined characterized by FST values >0.05. The majority of the most divergent loci (i.e., outliers, ~1.2%) displayed latitudinal clines in allele frequency highlighting extensive genomic divergence among the invasions. Discriminant analysis of principal components (both neutral and outlier loci) clearly resolved the two invasions spatially and was highly correlated with mitochondrial divergence. Our results reveal extensive cryptic intraspecific genomic diversity associated with differing patterns of colonization success and demonstrates clear utility for genomic approaches to delineating the distribution and colonization success of aquatic invasive species.
Collapse
Affiliation(s)
- Nicholas W Jeffery
- Northwest Atlantic Fisheries Centre Fisheries and Oceans Canada St. John's NL Canada
| | - Claudio DiBacco
- Bedford Institute of Oceanography Fisheries and Oceans Canada Dartmouth NS Canada
| | - Mallory Van Wyngaarden
- Ocean Sciences Center and Biology Department Memorial University of Newfoundland St John's NL Canada
| | - Lorraine C Hamilton
- Aquatic Biotechnology Laboratory Bedford Institute of Oceanography Dartmouth Nova Scotia Canada
| | - Ryan R E Stanley
- Bedford Institute of Oceanography Fisheries and Oceans Canada Dartmouth NS Canada
| | - Renée Bernier
- Gulf Fisheries Centre Fisheries and Oceans Canada Moncton New Brunswick Canada
| | - Jennifer FitzGerald
- Bedford Institute of Oceanography Fisheries and Oceans Canada Dartmouth NS Canada
| | - K Matheson
- Northwest Atlantic Fisheries Centre Fisheries and Oceans Canada St. John's NL Canada
| | - C H McKenzie
- Northwest Atlantic Fisheries Centre Fisheries and Oceans Canada St. John's NL Canada
| | | | - Robert Beiko
- Faculty of Computer Science Dalhousie University Halifax Nova Scotia Canada
| | - Ian R Bradbury
- Northwest Atlantic Fisheries Centre Fisheries and Oceans Canada St. John's NL Canada
| |
Collapse
|
43
|
Van Wyngaarden M, Snelgrove PVR, DiBacco C, Hamilton LC, Rodríguez‐Ezpeleta N, Jeffery NW, Stanley RRE, Bradbury IR. Identifying patterns of dispersal, connectivity and selection in the sea scallop, Placopecten magellanicus, using RADseq-derived SNPs. Evol Appl 2017; 10:102-117. [PMID: 28035239 PMCID: PMC5192885 DOI: 10.1111/eva.12432] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2016] [Accepted: 08/23/2016] [Indexed: 12/29/2022] Open
Abstract
Understanding patterns of dispersal and connectivity among marine populations can directly inform fisheries conservation and management. Advances in high-throughput sequencing offer new opportunities for estimating marine connectivity. We used restriction-site-associated DNA sequencing to examine dispersal and realized connectivity in the sea scallop Placopecten magellanicus, an economically important marine bivalve. Based on 245 individuals sampled rangewide at 12 locations from Newfoundland to the Mid-Atlantic Bight, we identified and genotyped 7163 single nucleotide polymorphisms; 112 (1.6%) were identified as outliers potentially under directional selection. Bayesian clustering revealed a discontinuity between northern and southern samples, and latitudinal clines in allele frequencies were observed in 42.9% of the outlier loci and in 24.6% of neutral loci. Dispersal estimates derived using these clines and estimates of linkage disequilibrium imply limited dispersal; 373.1 ± 407.0 km (mean ± SD) for outlier loci and 641.0 ± 544.6 km (mean ± SD) for neutral loci. Our analysis suggests restricted dispersal compared to the species range (>2000 km) and that dispersal and effective connectivity differ. These observations support the hypothesis that limited effective dispersal structures scallop populations along eastern North America. These findings can help refine the appropriate scale of management and conservation in this commercially valuable species.
Collapse
Affiliation(s)
| | - Paul V. R. Snelgrove
- Department of BiologyMemorial University of NewfoundlandSt. John'sNLCanada
- Department of Ocean SciencesMemorial University of NewfoundlandSt. John'sNLCanada
| | | | | | | | - Nicholas W. Jeffery
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Ryan R. E. Stanley
- Bedford Institute of OceanographyDartmouthNSCanada
- Faculty of Computer ScienceDalhousie UniversityHalifaxNSCanada
| | - Ian R. Bradbury
- Department of Ocean SciencesMemorial University of NewfoundlandSt. John'sNLCanada
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| |
Collapse
|
44
|
Wringe BF, Stanley RRE, Jeffery NW, Anderson EC, Bradbury IR. parallelnewhybrid: an R package for the parallelization of hybrid detection using newhybrids. Mol Ecol Resour 2016; 17:91-95. [PMID: 27617417 DOI: 10.1111/1755-0998.12597] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2016] [Revised: 08/29/2016] [Accepted: 09/06/2016] [Indexed: 01/08/2023]
Abstract
Hybridization among populations and species is a central theme in many areas of biology, and the study of hybridization has direct applicability to testing hypotheses about evolution, speciation and genetic recombination, as well as having conservation, legal and regulatory implications. Yet, despite being a topic of considerable interest, the identification of hybrid individuals, and quantification of the (un)certainty surrounding the identifications, remains difficult. Unlike other programs that exist to identify hybrids based on genotypic information, newhybrids is able to assign individuals to specific hybrid classes (e.g. F1 , F2 ) because it makes use of patterns of gene inheritance within each locus, rather than just the proportions of gene inheritance within each individual. For each comparison and set of markers, multiple independent runs of each data set should be used to develop an estimate of the hybrid class assignment accuracy. The necessity of analysing multiple simulated data sets, constructed from large genomewide data sets, presents significant computational challenges. To address these challenges, we present parallelnewhybrid, an r package designed to decrease user burden when undertaking multiple newhybrids analyses. parallelnewhybrid does so by taking advantage of the parallel computational capabilities inherent in modern computers to efficiently and automatically execute separate newhybrids runs in parallel. We show that parallelization of analyses using this package affords users several-fold reductions in time over a traditional serial analysis. parallelnewhybrid consists of an example data set, a readme and three operating system-specific functions to execute parallel newhybrids analyses on each of a computer's c cores. parallelnewhybrid is freely available on the long-term software hosting site github (www.github.com/bwringe/parallelnewhybrid).
Collapse
Affiliation(s)
- Brendan F Wringe
- Fisheries and Oceans Canada, Salmonids Section, 80 East White Hills Road, St. John's, Newfoundland and Labrador, Canada, A1C 5X1
| | - Ryan R E Stanley
- Fisheries and Oceans Canada, Salmonids Section, 80 East White Hills Road, St. John's, Newfoundland and Labrador, Canada, A1C 5X1
| | - Nicholas W Jeffery
- Fisheries and Oceans Canada, Salmonids Section, 80 East White Hills Road, St. John's, Newfoundland and Labrador, Canada, A1C 5X1
| | - Eric C Anderson
- Fisheries Ecology Division, National Oceanic and Atmospheric Administration Southwest Fisheries Science Center, Santa Cruz, CA, 95060, USA
| | - Ian R Bradbury
- Fisheries and Oceans Canada, Salmonids Section, 80 East White Hills Road, St. John's, Newfoundland and Labrador, Canada, A1C 5X1
| |
Collapse
|
45
|
Stanley RRE, Jeffery NW, Wringe BF, DiBacco C, Bradbury IR. genepopedit: a simple and flexible tool for manipulating multilocus molecular data in R. Mol Ecol Resour 2016; 17:12-18. [DOI: 10.1111/1755-0998.12569] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2016] [Accepted: 07/13/2016] [Indexed: 12/21/2022]
Affiliation(s)
- Ryan R. E. Stanley
- Bedford Institute of Oceanography; Dartmouth Nova Scotia Canada
- Department of Computer Science; Dalhousie University; Halifax Nova Scotia Canada
| | | | - Brendan F. Wringe
- Bedford Institute of Oceanography; Dartmouth Nova Scotia Canada
- Northwest Atlantic Fisheries Science Centre; St. John's Newfoundland Canada
| | - Claudio DiBacco
- Bedford Institute of Oceanography; Dartmouth Nova Scotia Canada
| | - Ian R. Bradbury
- Northwest Atlantic Fisheries Science Centre; St. John's Newfoundland Canada
| |
Collapse
|
46
|
Zhan L, Paterson IG, Fraser BA, Watson B, Bradbury IR, Nadukkalam Ravindran P, Reznick D, Beiko RG, Bentzen P. megasat
: automated inference of microsatellite genotypes from sequence data. Mol Ecol Resour 2016; 17:247-256. [DOI: 10.1111/1755-0998.12561] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2016] [Revised: 05/31/2016] [Accepted: 05/31/2016] [Indexed: 12/16/2022]
Affiliation(s)
- Luyao Zhan
- Faculty of Computer Science Dalhousie University 6050 University Avenue Halifax Nova Scotia B3H 4R2 Canada
| | - Ian G. Paterson
- Marine Gene Probe Laboratory Department of Biology Dalhousie University 1355 Oxford Street Halifax Nova Scotia B3H 4R2 Canada
| | - Bonnie A. Fraser
- Evolution Behaviour and Environment Group University of Sussex Sussex House Falmer Brighton BN1 9RH UK
| | - Beth Watson
- Marine Gene Probe Laboratory Department of Biology Dalhousie University 1355 Oxford Street Halifax Nova Scotia B3H 4R2 Canada
| | - Ian R. Bradbury
- Salmonids Section Science Branch Department of Fisheries and Oceans Canada 80 East White Hills Road St. John's Newfoundland A1C 5X1 Canada
| | | | - David Reznick
- Department of Biology University of California Riverside CA 92521 USA
| | - Robert G. Beiko
- Faculty of Computer Science Dalhousie University 6050 University Avenue Halifax Nova Scotia B3H 4R2 Canada
| | - Paul Bentzen
- Marine Gene Probe Laboratory Department of Biology Dalhousie University 1355 Oxford Street Halifax Nova Scotia B3H 4R2 Canada
| |
Collapse
|
47
|
Rodríguez-Ezpeleta N, Bradbury IR, Mendibil I, Álvarez P, Cotano U, Irigoien X. Population structure of Atlantic mackerel inferred from RAD-seq-derived SNP markers: effects of sequence clustering parameters and hierarchical SNP selection. Mol Ecol Resour 2016; 16:991-1001. [DOI: 10.1111/1755-0998.12518] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2015] [Revised: 01/31/2016] [Accepted: 02/26/2016] [Indexed: 12/20/2022]
Affiliation(s)
| | - Ian R. Bradbury
- Department of Fisheries and Oceans; St. John's NF A1C 5X1 Canada
| | - Iñaki Mendibil
- Marine Research Division; AZTI; Txatxarramend ugartea z/g Sukarrieta 48395 Bizkaia Spain
| | - Paula Álvarez
- Marine Research Division; AZTI; Txatxarramend ugartea z/g Sukarrieta 48395 Bizkaia Spain
| | - Unai Cotano
- Marine Research Division; AZTI; Txatxarramend ugartea z/g Sukarrieta 48395 Bizkaia Spain
| | - Xabier Irigoien
- Red Sea Research Center; King Abdullah University of Technology; Thuwal 23955 Saudi Arabia
| |
Collapse
|
48
|
Horne JB, Mcbride MC, Lighten J, Bradbury IR, Bentzen P. Annotated mitochondrial genome assemblies for two sand lances (genus: Ammodytes) from the northwest Atlantic. Mitochondrial DNA A DNA Mapp Seq Anal 2015; 27:4607-4608. [PMID: 26643934 DOI: 10.3109/19401736.2015.1101579] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Complete mitochondrial genomes of two northwest Atlantic sand lances (Ammodytes americanus and Ammodytes dubius) were sequenced, assembled, and annotated. Both genomes were 16 519 bp in length and were differentiated by a genetic distance of only 0.01. Furthermore, mitochondrial gene annotations were identical for both species. Phylogenetic analysis revealed that divergence between the two species was shallow, relative to other members of the genus.
Collapse
Affiliation(s)
- John B Horne
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Meghan C Mcbride
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Jackie Lighten
- b School of Environmental Sciences, University of East Anglia, Norwich Research Park , Norwich , UK , and
| | - Ian R Bradbury
- c Department of Fisheries and Oceans , St. John's , Newfoundland , Canada
| | - Paul Bentzen
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| |
Collapse
|
49
|
Bradbury IR, Hamilton LC, Dempson B, Robertson MJ, Bourret V, Bernatchez L, Verspoor E. Transatlantic secondary contact in Atlantic Salmon, comparing microsatellites, a single nucleotide polymorphism array and restriction-site associated DNA sequencing for the resolution of complex spatial structure. Mol Ecol 2015; 24:5130-44. [DOI: 10.1111/mec.13395] [Citation(s) in RCA: 79] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2015] [Revised: 09/18/2015] [Accepted: 09/21/2015] [Indexed: 01/10/2023]
Affiliation(s)
- Ian R. Bradbury
- Science Branch; Department of Fisheries and Oceans Canada; 80 East White Hills Road St. John's Newfoundland Canada A1C 5X1
| | - Lorraine C. Hamilton
- Aquatic Biotechnology Laboratory; Bedford Institute of Oceanography; Dartmouth Halifax Nova Scotia Canada B2Y 4A2
| | - Brian Dempson
- Science Branch; Department of Fisheries and Oceans Canada; 80 East White Hills Road St. John's Newfoundland Canada A1C 5X1
| | - Martha J. Robertson
- Science Branch; Department of Fisheries and Oceans Canada; 80 East White Hills Road St. John's Newfoundland Canada A1C 5X1
| | - Vincent Bourret
- Département de Biologie; Institut de Biologie Intégrative et des Systèmes (IBIS); Université Laval; 1030 avenue de la Médecine Québec Québec Canada G1V 0A6
- Direction de la faune aquatique; Ministère du Développement durable, de l'Environnement, de la Faune et des Parcs; Québec Québec Canada G1S 4X4
| | - Louis Bernatchez
- Direction de la faune aquatique; Ministère du Développement durable, de l'Environnement, de la Faune et des Parcs; Québec Québec Canada G1S 4X4
| | - Eric Verspoor
- Rivers and Lochs Institute; Inverness College University of the Highlands and Islands; Inverness IV2 5NA UK
| |
Collapse
|
50
|
Swanburg T, Horne JB, Baillie S, King SD, McBride MC, Mackley MP, Paterson IG, Bradbury IR, Bentzen P. Complete mitochondrial genomes for Icelus spatula, Aspidophoroides olrikii and Leptoclinus maculatus: pan-Arctic marine fishes from Canadian waters. Mitochondrial DNA A DNA Mapp Seq Anal 2015; 27:2982-3. [PMID: 26122337 DOI: 10.3109/19401736.2015.1060472] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Three Arctic marine fishes Icelus spatula, Aspidophoroides olrikii and Leptoclinus maculatus have been identified as target species for investigating the effects of ocean warming on population patterns in high-latitude marine habitats around Canada. In preparation for this research, we have resolved whole mitochondrial genome sequences of 16 384, 17 200 and 16 384 bp for each species, respectively. GC content for each species was 47.5%, 44.2% and 45.3%, respectively. Mitogenome gene composition included 13 protein-encoding genes, 2 rRNA and 22 tRNA genes, for I. spatula and L. maculatus, consistent with other teleosts. Only 20 tRNA genes were annotated for A. olrikii, because tRNA-Pro and tRNA-Thr are poorly characterized and aberrantly located in this species.
Collapse
Affiliation(s)
- Taylor Swanburg
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - John B Horne
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Shauna Baillie
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Stanley D King
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Meghan C McBride
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Michael P Mackley
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Ian G Paterson
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Ian R Bradbury
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Paul Bentzen
- a Department of Biology , Dalhousie University , Halifax , Nova Scotia , Canada
| |
Collapse
|