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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.
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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
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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.
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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
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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.
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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
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