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Lecomte L, Árnyasi M, Ferchaud A, Kent M, Lien S, Stenløkk K, Sylvestre F, Bernatchez L, Mérot C. Investigating structural variant, indel and single nucleotide polymorphism differentiation between locally adapted Atlantic salmon populations. Evol Appl 2024; 17:e13653. [PMID: 38495945 PMCID: PMC10940791 DOI: 10.1111/eva.13653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 12/14/2023] [Accepted: 01/13/2024] [Indexed: 03/19/2024] Open
Abstract
Genomic structural variants (SVs) are now recognized as an integral component of intraspecific polymorphism and are known to contribute to evolutionary processes in various organisms. However, they are inherently difficult to detect and genotype from readily available short-read sequencing data, and therefore remain poorly documented in wild populations. Salmonid species displaying strong interpopulation variability in both life history traits and habitat characteristics, such as Atlantic salmon (Salmo salar), offer a prime context for studying adaptive polymorphism, but the contribution of SVs to fine-scale local adaptation has yet to be explored. Here, we performed a comparative analysis of SVs, single nucleotide polymorphisms (SNPs) and small indels (<50 bp) segregating in the Romaine and Puyjalon salmon, two putatively locally adapted populations inhabiting neighboring rivers (Québec, Canada) and showing pronounced variation in life history traits, namely growth, fecundity, and age at maturity and smoltification. We first catalogued polymorphism using a hybrid SV characterization approach pairing both short- (16X) and long-read sequencing (20X) for variant discovery with graph-based genotyping of SVs across 60 salmon genomes, along with characterization of SNPs and small indels from short reads. We thus identified 115,907 SVs, 8,777,832 SNPs and 1,089,321 short indels, with SVs covering 4.8 times more base pairs than SNPs. All three variant types revealed a highly congruent population structure and similar patterns of F ST and density variation along the genome. Finally, we performed outlier detection and redundancy analysis (RDA) to identify variants of interest in the putative local adaptation of Romaine and Puyjalon salmon. Genes located near these variants were enriched for biological processes related to nervous system function, suggesting that observed variation in traits such as age at smoltification could arise from differences in neural development. This study therefore demonstrates the feasibility of large-scale SV characterization and highlights its relevance for salmonid population genomics.
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Affiliation(s)
- Laurie Lecomte
- Institut de Biologie Intégrative et des Systèmes (IBIS)Université LavalQuébecCanada
- Département de BiologieUniversité LavalQuébecCanada
| | - Mariann Árnyasi
- Department of Animal and Aquacultural Sciences (IHA), Faculty of Life Sciences (BIOVIT), Centre for Integrative Genetics (CIGENE)Norwegian University of Life Sciences (NMBU)ÅsNorway
| | - Anne‐Laure Ferchaud
- Institut de Biologie Intégrative et des Systèmes (IBIS)Université LavalQuébecCanada
- Département de BiologieUniversité LavalQuébecCanada
- Present address:
Parks Canada, Office of the Chief Ecosystem ScientistQuébecQCCanada
| | - 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)ÅsNorway
| | - 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)ÅsNorway
| | - Kristina Stenløkk
- Department of Animal and Aquacultural Sciences (IHA), Faculty of Life Sciences (BIOVIT), Centre for Integrative Genetics (CIGENE)Norwegian University of Life Sciences (NMBU)ÅsNorway
| | - Florent Sylvestre
- Institut de Biologie Intégrative et des Systèmes (IBIS)Université LavalQuébecCanada
- Département de BiologieUniversité LavalQuébecCanada
| | - Louis Bernatchez
- Institut de Biologie Intégrative et des Systèmes (IBIS)Université LavalQuébecCanada
- Département de BiologieUniversité LavalQuébecCanada
| | - Claire Mérot
- Institut de Biologie Intégrative et des Systèmes (IBIS)Université LavalQuébecCanada
- Département de BiologieUniversité LavalQuébecCanada
- Present address:
UMR 6553 Ecobio, OSUR, CNRSUniversité de RennesRennesFrance
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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] [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.
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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
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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: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [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.
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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
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Gao G, Waldbieser GC, Youngblood RC, Zhao D, Pietrak MR, Allen MS, Stannard JA, Buchanan JT, Long RL, Milligan M, Burr G, Mejía-Guerra K, Sheehan MJ, Scheffler BE, Rexroad CE, Peterson BC, Palti Y. The generation of the first chromosome-level de novo genome assembly and the development and validation of a 50K SNP array for the St. John River aquaculture strain of North American Atlantic salmon. G3 (BETHESDA, MD.) 2023; 13:jkad138. [PMID: 37335943 PMCID: PMC10468304 DOI: 10.1093/g3journal/jkad138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 05/26/2023] [Accepted: 05/31/2023] [Indexed: 06/21/2023]
Abstract
Atlantic salmon (Salmo salar) in Northeastern US and Eastern Canada has high economic value for the sport fishing and aquaculture industries. Large differences exist between the genomes of Atlantic salmon of European origin and North American (N.A.) origin. Given the genetic and genomic differences between the 2 lineages, it is crucial to develop unique genomic resources for N.A. Atlantic salmon. Here, we describe the resources that we recently developed for genomic and genetic research in N.A. Atlantic salmon aquaculture. Firstly, a new single nucleotide polymorphism (SNP) database for N.A. Atlantic salmon consisting of 3.1 million putative SNPs was generated using data from whole-genome resequencing of 80 N.A. Atlantic salmon individuals. Secondly, a high-density 50K SNP array enriched for the genic regions of the genome and containing 3 sex determination and 61 putative continent of origin markers was developed and validated. Thirdly, a genetic map composed of 27 linkage groups with 36K SNP markers was generated from 2,512 individuals in 141 full-sib families. Finally, a chromosome-level de novo genome assembly from a male N.A. Atlantic salmon from the St. John River aquaculture strain was generated using PacBio long reads. Information from Hi-C proximity ligation sequences and Bionano optical mapping was used to concatenate the contigs into scaffolds. The assembly contains 1,755 scaffolds and only 1,253 gaps, with a total length of 2.83 Gb and N50 of 17.2 Mb. A BUSCO analysis detected 96.2% of the conserved Actinopterygii genes in the assembly, and the genetic linkage information was used to guide the formation of 27 chromosome sequences. Comparative analysis with the reference genome assembly of the European Atlantic salmon confirmed that the karyotype differences between the 2 lineages are caused by a fission in chromosome Ssa01 and 3 chromosome fusions including the p arm of chromosome Ssa01 with Ssa23, Ssa08 with Ssa29, and Ssa26 with Ssa28. The genomic resources we have generated for Atlantic salmon provide a crucial boost for genetic research and for management of farmed and wild populations in this highly valued species.
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Affiliation(s)
- Guangtu Gao
- USDA-ARS National Center for Cool and Cold Water Aquaculture, 11861 Leetown Road, Kearneysville, WV 25430, USA
| | - Geoffrey C Waldbieser
- USDA-ARS Warmwater Aquaculture Research Unit, 141 Experimental Station Road, Stoneville, MS 38776, USA
| | - Ramey C Youngblood
- Institute for Genomics, Biocomputing and Biotechnology, Mississippi State University, Mississippi State, MS 39762, USA
| | - Dongyan Zhao
- Breeding Insight, 119 CALS Surge Facility, Cornell University, 525 Tower Road, Ithaca, NY 14853, USA
| | - Michael R Pietrak
- USDA-ARS National Cold Water Marine Aquaculture Center, 25 Salmon Farm Road, Franklin, ME 04634, USA
| | - Melissa S Allen
- Center for Aquaculture Technologies, 8395 Camino Santa Fe, San Diego, CA 92121, USA
| | - Jason A Stannard
- Center for Aquaculture Technologies, 8395 Camino Santa Fe, San Diego, CA 92121, USA
| | - John T Buchanan
- Center for Aquaculture Technologies, 8395 Camino Santa Fe, San Diego, CA 92121, USA
| | - Roseanna L Long
- USDA-ARS National Center for Cool and Cold Water Aquaculture, 11861 Leetown Road, Kearneysville, WV 25430, USA
| | - Melissa Milligan
- USDA-ARS National Cold Water Marine Aquaculture Center, 25 Salmon Farm Road, Franklin, ME 04634, USA
| | - Gary Burr
- USDA-ARS National Cold Water Marine Aquaculture Center, 25 Salmon Farm Road, Franklin, ME 04634, USA
| | - Katherine Mejía-Guerra
- Breeding Insight, 119 CALS Surge Facility, Cornell University, 525 Tower Road, Ithaca, NY 14853, USA
| | - Moira J Sheehan
- Breeding Insight, 119 CALS Surge Facility, Cornell University, 525 Tower Road, Ithaca, NY 14853, USA
| | - Brian E Scheffler
- USDA-ARS Genomics and Bioinformatics Research Unit, 141 Experimental Station Road, Stoneville, MS 38776, USA
| | - Caird E Rexroad
- USDA-ARS Office of National Programs, George Washington Carver Center Room 4-2106, 5601 Sunnyside Avenue, Beltsville, MD 20705, USA
| | - Brian C Peterson
- USDA-ARS National Cold Water Marine Aquaculture Center, 25 Salmon Farm Road, Franklin, ME 04634, USA
| | - Yniv Palti
- USDA-ARS National Center for Cool and Cold Water Aquaculture, 11861 Leetown Road, Kearneysville, WV 25430, USA
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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] [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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Bradbury IR, Lehnert SJ, Kess T, Van Wyngaarden M, Duffy S, Messmer AM, Wringe B, Karoliussen S, Dempson JB, Fleming IA, Solberg MF, Glover KA, Bentzen P. Genomic evidence of recent European introgression into North American farmed and wild Atlantic salmon. Evol Appl 2022; 15:1436-1448. [PMID: 36187183 PMCID: PMC9488674 DOI: 10.1111/eva.13454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 06/10/2022] [Accepted: 07/08/2022] [Indexed: 12/02/2022] Open
Abstract
Gene flow between wild and domestic populations has been repeatedly demonstrated across a diverse range of taxa. Ultimately, the genetic impacts of gene flow from domestic into wild populations depend both on the degree of domestication and the original source of the domesticated population. Atlantic salmon, Salmo salar, used in North American aquaculture are ostensibly of North American origin. However, evidence of European introgression into North American aquaculture salmon has accumulated in recent decades, even though the use of diploid European salmon has never been approved in Canada. The full extent of such introgression as well as the potential impacts on wild salmon in the Northwest Atlantic remains uncertain. Here, we extend previous work comparing North American and European wild salmon (n = 5799) using a 220 K SNP array to quantify levels of recent European introgression into samples of domestic salmon, aquaculture escapees, and wild salmon collected throughout Atlantic Canada. Analysis of North American farmed salmon (n = 403) and escapees (n = 289) displayed significantly elevated levels of European ancestry by comparison with wild individuals (p < 0.001). Of North American farmed salmon sampled between 2011 and 2018, ~17% had more than 10% European ancestry and several individuals exceeded 40% European ancestry. Samples of escaped farmed salmon similarly displayed elevated levels of European ancestry, with two individuals classified as 100% European. Analysis of juvenile salmon collected in rivers proximate to aquaculture locations also revealed evidence of elevated European ancestry and larger admixture tract in comparison to individuals collected at distance from aquaculture. Overall, our results demonstrate that even though diploid European salmon have never been approved for use in Canada, individuals of full and partial European ancestry have been in use over the last decade, and that some of these individuals have escaped and hybridized in the wild.
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Affiliation(s)
- Ian R. Bradbury
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Sarah Jean Lehnert
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Tony Kess
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | | | - Steven Duffy
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Amber M. Messmer
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Brendan Wringe
- Fisheries and Oceans CanadaBedford Institute of OceanographyDartmouthNSCanada
| | - Silje Karoliussen
- Centre for Integrative GeneticsNorwegian University of Life SciencesÅsNorway
| | - J. Brian Dempson
- Fisheries and Oceans CanadaNorthwest Atlantic Fisheries CentreSt. John'sNLCanada
| | - Ian A. Fleming
- Department of Ocean Sciences, Ocean Sciences CentreMemorial University of NewfoundlandSt John'sNLCanada
| | | | - Kevin A. Glover
- Population Genetics Research GroupInstitute of Marine ResearchBergenNorway
- Department of Biological SciencesUniversity of BergenBergenNorway
| | - Paul Bentzen
- Biology DepartmentDalhousie UniversityHalifaxNSCanada
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