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Amill F, Gauthier J, Rautio M, Derome N. Characterization of gill bacterial microbiota in wild Arctic char ( Salvelinus alpinus) across lakes, rivers, and bays in the Canadian Arctic ecosystems. Microbiol Spectr 2024; 12:e0294323. [PMID: 38329329 PMCID: PMC10923216 DOI: 10.1128/spectrum.02943-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 01/05/2024] [Indexed: 02/09/2024] Open
Abstract
Teleost gill mucus has a highly diverse microbiota, which plays an essential role in the host's fitness and is greatly influenced by the environment. Arctic char (Salvelinus alpinus), a salmonid well adapted to northern conditions, faces multiple stressors in the Arctic, including water chemistry modifications, that could negatively impact the gill microbiota dynamics related to the host's health. In the context of increasing environmental disturbances, we aimed to characterize the taxonomic distribution of transcriptionally active taxa within the bacterial gill microbiota of Arctic char in the Canadian Arctic in order to identify active bacterial composition that correlates with environmental factors. For this purpose, a total of 140 adult anadromous individuals were collected from rivers, lakes, and bays belonging to five Inuit communities located in four distinct hydrologic basins in the Canadian Arctic (Nunavut and Nunavik) during spring (May) and autumn (August). Various environmental factors were collected, including latitudes, water and air temperatures, oxygen concentration, pH, dissolved organic carbon (DOC), salinity, and chlorophyll-a concentration. The taxonomic distribution of transcriptionally active taxa within the gill microbiota was quantified by 16S rRNA gene transcripts sequencing. The results showed differential bacterial activity between the different geographical locations, explained by latitude, salinity, and, to a lesser extent, air temperature. Network analysis allowed the detection of a potential dysbiosis signature (i.e., bacterial imbalance) in fish gill microbiota from Duquet Lake in the Hudson Strait and the system Five Mile Inlet connected to the Hudson Bay, both showing the lowest alpha diversity and connectivity between taxa.IMPORTANCEThis paper aims to decipher the complex relationship between Arctic char (Salvelinus alpinus) and its symbiotic microbial consortium in gills. This salmonid is widespread in the Canadian Arctic and is the main protein and polyunsaturated fatty acids source for Inuit people. The influence of environmental parameters on gill microbiota in wild populations remains poorly understood. However, assessing the Arctic char's active gill bacterial community is essential to look for potential pathogens or dysbiosis that could threaten wild populations. Here, we concluded that Arctic char gill microbiota was mainly influenced by latitude and air temperature, the latter being correlated with water temperature. In addition, a dysbiosis signature detected in gill microbiota was potentially associated with poor fish health status recorded in these disturbed environments. With those results, we hypothesized that rapid climate change and increasing anthropic activities in the Arctic might profoundly disturb Arctic char gill microbiota, affecting their survival.
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Affiliation(s)
- Flora Amill
- Institute of Integrative and Systems Biology, Laval University, Quebec, Canada
| | - Jeff Gauthier
- Institute of Integrative and Systems Biology, Laval University, Quebec, Canada
| | - Milla Rautio
- Département des sciences fondamentales, Université du Québec à Chicoutimi, Chicoutimi, Quebec, Canada
| | - Nicolas Derome
- Institute of Integrative and Systems Biology, Laval University, Quebec, Canada
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Carbonneau A, April J, Normandeau E, Ferchaud A, Nadeau V, Bernatchez L. Population genomics, life-history tactics, and mixed-stock subsistence fisheries in the northernmost American Atlantic salmon populations. Evol Appl 2024; 17:e13654. [PMID: 38405338 PMCID: PMC10883791 DOI: 10.1111/eva.13654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 01/16/2024] [Accepted: 01/20/2024] [Indexed: 02/27/2024] Open
Abstract
While Atlantic salmon (Salmo salar) of the northernmost American populations is alimentary, economically, and culturally important for Ungava Inuit communities (Nunavik, Canada) and might play a key role in the persistence of the species in a global warming context, many mysteries remain about those remote and atypical populations. Thus, our first aim was to document the genomic structure of the Nunavik populations. The second objective was to determine whether salmon only migrating to the estuary without reaching the sea, apparently unique to those populations, represent distinct populations from the typical anadromous salmons and subsequently explore the genetic basis of migratory life-history tactics in the species. Finally, the third goal was to quantify the contribution of each genetically distinct population and life-history tactic in the mixed-stock subsistence fishery of the Koksoak R. estuary. We used Genotyping-by-Sequencing to genotype 14,061 single nucleotide polymorphisms in the genome of 248 individuals from 8 source populations and 280 individuals from the Koksoak estuary mixed-stock fishery. Life-history tactics were identified by a visual assessment of scales. Results show a hierarchical structure mainly influenced by isolation-by-distance with 7 populations out of the 8 studied rivers. While no obvious structure was detected between marine and estuarine salmon within the population, we have identified genomic regions putatively associated with those migration tactics. Finally, all salmon captured in the Koksoak estuary originated from the Koksoak drainage and mostly from 2 tributaries, but no inter-annual variation in the contribution of these tributaries was found. Our results indicate, however, that both marine and estuarine salmon contribute substantially to estuarine fisheries and that there is inter-annual variation in this contribution. These findings provide crucial information for the conservation of salmon populations in a rapidly changing ecosystem, as well as for fishery management to improve the food security of Inuit communities.
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Affiliation(s)
- Alexandre Carbonneau
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS)Université LavalQuébecQuebecCanada
| | - Julien April
- Ministère de l'Environnement, de la Lutte contre les changements climatiques, de la Faune et des Parcs (MELCCFP)QuébecQuebecCanada
| | - Eric Normandeau
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS)Université LavalQuébecQuebecCanada
| | - Anne‐Laure Ferchaud
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS)Université LavalQuébecQuebecCanada
- Parks Canada, Office of the Chief Ecosystem Scientist, Protected Areas EstablishmentQuébecQuebecCanada
| | - Véronique Nadeau
- Ministère de l'Environnement, de la Lutte contre les changements climatiques, de la Faune et des Parcs (MELCCFP)QuébecQuebecCanada
| | - Louis Bernatchez
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS)Université LavalQuébecQuebecCanada
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3
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Dallaire X, Bouchard R, Hénault P, Ulmo-Diaz G, Normandeau E, Mérot C, Bernatchez L, Moore JS. Widespread Deviant Patterns of Heterozygosity in Whole-Genome Sequencing Due to Autopolyploidy, Repeated Elements, and Duplication. Genome Biol Evol 2023; 15:evad229. [PMID: 38085037 PMCID: PMC10752349 DOI: 10.1093/gbe/evad229] [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] [Accepted: 11/30/2023] [Indexed: 12/28/2023] Open
Abstract
Most population genomic tools rely on accurate single nucleotide polymorphism (SNP) calling and filtering to meet their underlying assumptions. However, genomic complexity, resulting from structural variants, paralogous sequences, and repetitive elements, presents significant challenges in assembling contiguous reference genomes. Consequently, short-read resequencing studies can encounter mismapping issues, leading to SNPs that deviate from Mendelian expected patterns of heterozygosity and allelic ratio. In this study, we employed the ngsParalog software to identify such deviant SNPs in whole-genome sequencing (WGS) data with low (1.5×) to intermediate (4.8×) coverage for four species: Arctic Char (Salvelinus alpinus), Lake Whitefish (Coregonus clupeaformis), Atlantic Salmon (Salmo salar), and the American Eel (Anguilla rostrata). The analyses revealed that deviant SNPs accounted for 22% to 62% of all SNPs in salmonid datasets and approximately 11% in the American Eel dataset. These deviant SNPs were particularly concentrated within repetitive elements and genomic regions that had recently undergone rediploidization in salmonids. Additionally, narrow peaks of elevated coverage were ubiquitous along all four reference genomes, encompassed most deviant SNPs, and could be partially associated with transposons and tandem repeats. Including these deviant SNPs in genomic analyses led to highly distorted site frequency spectra, underestimated pairwise FST values, and overestimated nucleotide diversity. Considering the widespread occurrence of deviant SNPs arising from a variety of sources, their important impact in estimating population parameters, and the availability of effective tools to identify them, we propose that excluding deviant SNPs from WGS datasets is required to improve genomic inferences for a wide range of taxa and sequencing depths.
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Affiliation(s)
- Xavier Dallaire
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Centre d'Études Nordiques, Université Laval, Québec, Canada
| | - Raphael Bouchard
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
| | - Philippe Hénault
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
| | - Gabriela Ulmo-Diaz
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
| | - Eric Normandeau
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
- Plateforme de bio-informatique de l’IBIS, Université Laval, Québec, Canada
| | - Claire Mérot
- CNRS, UMR 6553 ECOBIO, Université de Rennes, Rennes, France
| | - Louis Bernatchez
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
| | - Jean-Sébastien Moore
- Institut de biologie intégrative et des systèmes, Université Laval, Québec, Canada
- Centre d'Études Nordiques, Université Laval, Québec, Canada
- Ressources Aquatique Québec, Université de Rimouski, Rimouski, Canada
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Mainguy J, Arsenault A, Tran L, Martyniuk MAC, Paquet C, Moore JS, Power M. Otolith-inferred patterns of marine migration frequency in Nunavik Arctic charr. JOURNAL OF FISH BIOLOGY 2023; 103:884-896. [PMID: 37349978 DOI: 10.1111/jfb.15491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Accepted: 06/21/2023] [Indexed: 06/24/2023]
Abstract
Alternative migratory tactics in salmonids reflect the large observed interindividual variation in spatial behaviour which may range from strict freshwater residency to uninterrupted anadromy. In Salvelinus, sea migrations are performed during the ice-free period as freshwater overwintering is thought to be obligatory due to physiological constraints. As a result, individuals can either migrate the next spring or remain in freshwater, as anadromy is generally considered facultative. In Arctic charr (Salvelinus alpinus), skipped migrations are known to occur, but limited data are available regarding their frequencies within and among populations. Here, the authors used an otolith microchemistry approach relying on strontium (88 Sr) to infer movements between freshwater and marine habitats, and annual oscillations in zinc (64 Zn) to help with age identification. They determined the age-at-first-migration and the occurrence of subsequent annual migrations in two Nunavik Arctic charr populations sampled in Deception Bay (Salluit) and river systems linked to Hopes Advance Bay (Aupaluk), northern Québec, Canada. The mode for age-at-first-migration was 4+ for both populations, although it exhibited large variation (range: 0+ to 8+). Skipped migrations constituted a rare event, as 97.7% and 95.6% of the examined Arctic charr at Salluit (n = 43, mean age = 10.3 ± 2.0 years) and Aupaluk (n = 45, mean age = 6.0 ± 1.9 years), respectively, were found to have performed uninterrupted annual migrations after initiation of the behaviour. The consistency of the annual migrations suggests that the tactic is sufficiently fitness rewarding to be maintained under current environmental conditions. From a fisheries management perspective, these repeated migrations combined with low site fidelity in this species may lead to large interannual variations in abundance at the local scale, which may represent a challenge for monitoring Arctic charr demographics on a river-by-river basis.
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Affiliation(s)
- Julien Mainguy
- Direction de l'expertise sur la faune aquatique, ministère de l'Environnement, de la Lutte contre les changements climatiques, de la Faune et des Parcs, Québec, Québec, Canada
| | - Ariel Arsenault
- Direction de l'expertise sur la faune aquatique, ministère de l'Environnement, de la Lutte contre les changements climatiques, de la Faune et des Parcs, Québec, Québec, Canada
| | - Lilian Tran
- Nunavik Research Centre, Makivik Corporation, Kuujjuaq, Québec, Canada
| | - Mackenzie A C Martyniuk
- Institut National de la Recherche Scientifique - Centre Eau Terre Environnement, Québec, Québec, Canada
| | - Catherine Paquet
- Direction de l'expertise sur la faune aquatique, ministère de l'Environnement, de la Lutte contre les changements climatiques, de la Faune et des Parcs, Québec, Québec, Canada
| | - Jean-Sébastien Moore
- Institut de Biologie Intégrative et des Systèmes (IBIS) and Département de biologie, Pavillon Charles-Eugène-Marchand, Université Laval, Québec, Québec, Canada
| | - Michael Power
- Department of Biology, University of Waterloo, Waterloo, Ontario, Canada
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Wu N, Wang S, Dujsebayeva TN, Chen D, Ali A, Guo X. Geography and past climate changes have shaped the evolution of a widespread lizard in arid Central Asia. Mol Phylogenet Evol 2023; 184:107781. [PMID: 37044189 DOI: 10.1016/j.ympev.2023.107781] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 04/06/2023] [Accepted: 04/06/2023] [Indexed: 04/14/2023]
Abstract
The complex orogenic history and structure of Central Asia, coupled with Pleistocene glacial cycles have generated its stepwise aridification. Such events would have significantly influenced the evolution of many mid-latitude species in arid Central Asia (ACA). In this study, we employed two mitochondrial genes (CO1 and ND2) and genome-wide SNPs, coupled with ecological niche modeling, to investigate the lineage diversification and historical demography within a widespread lizard Phrynocepahlus helioscopus, and their associations with geography and past climate change. We obtained themtDNA dataset for 300 individuals from 96 localities within the known range of the lizard, among which 51 individuals from 27 localities were selected for generating the SNP dataset via genotyping-by-sequencing approach. Phylogenetic analyses of the concatenated mtDNA dataset revealed eight geographically correlated lineages that diverged by 4.21-10.41% for the CO1 gene, which were estimated to have coalesced ∼4.47 million years ago. However, we observed mito-nuclear discordance pattern regarding the population of Clade V (P. helioscopus sergeevi) from Tajikistan. Ancestral area estimations suggested that P. helioscopus originated from the Fergana Valley and then dispersed into the adjacent areas in ACA along with a history of multiple allopatric divergence processes, suggesting that Fergana may have been the cradle of diversification of P. helioscopus. The intensification of aridification across Central Asia during the Late Pliocene may have facilitated the rapid radiation of this arid-adapted lizard throughout this vast territory. Subsequently, the geological events (e.g., uplift of the Hissar-Alay, transgressions of the Caspian Sea) and geographic barriers (e.g., Amu Darya River, Zerarshan River) during the Pleistocene triggered the progressive diversification of P. helioscopus. Interestingly, Clade VIII (P. helioscopus varius) experienced rapid population growth coupled with range expansion while Clade IV (P. helioscopus cameranoi) underwent drastic population expansion associated with range contraction during the Last Glacial Maximum. In Clade IV, but not in Clade VIII, environmental turnover contributes more to mitochondrial genetic distinctiveness than geographic distance. Overall, the SNP dataset demonstrates that geographic distance plays a greater role than environmental distance. Both the mtDNA dataset and the SNP dataset suggest local-scale genetic differentiation in Clade IV and Clade VIII, revealing potential geographic barriers in the Ili River Valley and the Junggar Basin, respectively. Twenty-seven outlier SNPs associated with environmental factors (precipitation and temperature) were identified, which supports the signature of local adaptation to the arid desert environment. Finally, our finding suggests taxonomic implications, such as support for full species status for P. saidalievi (Clade II) and P. meridionalis (Clade I). Future analyses based on further evidence and increased taxon and geographic sampling should be carried out to corroborate our findings.
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Affiliation(s)
- Na Wu
- Chengdu Institute of Biology Chinese Academy of Sciences, Chengdu 610041, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Song Wang
- Chengdu Institute of Biology Chinese Academy of Sciences, Chengdu 610041, China
| | - Tatjana N Dujsebayeva
- Laboratory of Ornithology and Herpetology, Institute of Zoology, Ministry of Sciences and High Education of Republic of Kazakhstan, Almaty 050060, Kazakhstan
| | - Dali Chen
- Department of Pathogenic Biology, West China School of Basic Medical Sciences and Forensic Medicine, Sichuan University, Chengdu 610041, China
| | - Abid Ali
- Chengdu Institute of Biology Chinese Academy of Sciences, Chengdu 610041, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xianguang Guo
- Chengdu Institute of Biology Chinese Academy of Sciences, Chengdu 610041, China.
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Single Nucleotide Polymorphism Markers with Applications in Conservation and Exploitation of Aquatic Natural Populations. Animals (Basel) 2023; 13:ani13061089. [PMID: 36978629 PMCID: PMC10044284 DOI: 10.3390/ani13061089] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 03/11/2023] [Accepted: 03/14/2023] [Indexed: 03/29/2023] Open
Abstract
Simple Summary In recent decades, societies, states and local authorities have become increasingly aware that for effective long-term management and protection of aquatic ecosystems and populations, it is necessary to take into account the genetic changes occurring in these populations. One type of high-resolution molecular marker suitable for studying the neutral and adaptive genetic diversity of populations is single nucleotide polymorphism (SNP). This review is an attempt to show the benefits of using SNPs to recognize natural populations of aquatic animals and detect the threats to them from accidentally or intentionally released farm animals, fishery and global climate changes. It is postulated that conservation actions should protect not only pristine natural populations that are endangered or overfished, but also protect populations of non-threatened species from unnecessarily released semi-domesticated animals. The enhancement of natural populations with farmed material usually reduces their genetic diversity. Experimental size-selective catches of artificially created populations have caused evolutionary changes in the life cycles of fishes. However, fishery-induced evolution in natural populations is difficult to observe. The negative measurable effects on populations can be expected when the number of breeding individuals is reduced below 100, which occurs very rarely in the sea and more often in fragmented freshwater streams, ponds and seasonal rivers. Abstract An increasing number of aquatic species have been studied for genetic polymorphism, which extends the knowledge on their natural populations. One type of high-resolution molecular marker suitable for studying the genetic diversity of large numbers of individuals is single nucleotide polymorphism (SNP). This review is an attempt to show the range of applications of SNPs in studies of natural populations of aquatic animals. In recent years, SNPs have been used in the genetic analysis of wild and enhanced fish and invertebrate populations in natural habitats, exploited migratory species in the oceans, migratory anadromous and freshwater fish and demersal species. SNPs have been used for the identification of species and their hybrids in natural environments, to study the genetic consequences of restocking for conservation purposes and the negative effects on natural populations of fish accidentally escaping from culture. SNPs are very useful for identifying genomic regions correlated with phenotypic variants relevant for wildlife protection, management and aquaculture. Experimental size-selective catches of populations created in tanks have caused evolutionary changes in life cycles of fishes. The research results have been discussed to clarify whether the fish populations in natural conditions can undergo changes due to selective harvesting targeting the fastest-growing fishes.
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Pappas F, Kurta K, Vanhala T, Jeuthe H, Hagen Ø, Beirão J, Palaiokostas C. Whole‐genome re‐sequencing provides key genomic insights in farmed Arctic charr (
Salvelinus alpinus
) populations of anadromous and landlocked origin from Scandinavia. Evol Appl 2023; 16:797-813. [PMID: 37124091 PMCID: PMC10130564 DOI: 10.1111/eva.13537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 12/05/2022] [Accepted: 02/12/2023] [Indexed: 03/03/2023] Open
Abstract
Arctic charr (Salvelinus alpinus) is a niche-market high-value species for Nordic aquaculture. Similar to other salmonids, both anadromous and landlocked populations are encountered. Whole-genome re-sequencing (22X coverage) was performed on two farmed populations of anadromous (Sigerfjord; n = 24) and landlocked (Arctic Superior; n = 24) origin from Norway and Sweden respectively. More than 5 million SNPs were used to study their genetic diversity and to scan for selection signatures. The two populations were clearly distinguished through principal component analysis, with the mean fixation index being ~0.12. Furthermore, the levels of genomic inbreeding estimated from runs of homozygosity were 6.23% and 8.66% for the Norwegian and the Swedish population respectively. Biological processes that could be linked to selection pressure associated primarily with the anadromous background and/or secondarily with domestication were suggested. Overall, our study provided insights regarding the genetic composition of two main strains of farmed Arctic charr from Scandinavia. At the same time, ample genomic resources were produced in the magnitude of millions of SNPs that could assist the transition of Nordic Arctic charr farming in the genomics era.
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Affiliation(s)
- Fotis Pappas
- Department of Animal Breeding and Genetics Swedish University of Agricultural Sciences Uppsala Sweden
| | - Khrystyna Kurta
- Department of Animal Breeding and Genetics Swedish University of Agricultural Sciences Uppsala Sweden
| | - Tytti Vanhala
- Department of Animal Breeding and Genetics Swedish University of Agricultural Sciences Uppsala Sweden
| | - Henrik Jeuthe
- Department of Animal Breeding and Genetics Swedish University of Agricultural Sciences Uppsala Sweden
- Aquaculture Center North Kälarne Sweden
| | - Ørjan Hagen
- Faculty of Bioscience and Aquaculture Nord University Bodø Norway
| | - José Beirão
- Faculty of Bioscience and Aquaculture Nord University Bodø Norway
| | - Christos Palaiokostas
- Department of Animal Breeding and Genetics Swedish University of Agricultural Sciences Uppsala Sweden
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Rougemont Q, Xuereb A, Dallaire X, Moore JS, Normandeau E, Perreault-Payette A, Bougas B, Rondeau EB, Withler RE, Van Doornik DM, Crane PA, Naish KA, Garza JC, Beacham TD, Koop BF, Bernatchez L. Long-distance migration is a major factor driving local adaptation at continental scale in Coho salmon. Mol Ecol 2023; 32:542-559. [PMID: 35000273 DOI: 10.1111/mec.16339] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Revised: 11/19/2021] [Accepted: 12/23/2021] [Indexed: 01/25/2023]
Abstract
Inferring the genomic basis of local adaptation is a long-standing goal of evolutionary biology. Beyond its fundamental evolutionary implications, such knowledge can guide conservation decisions for populations of conservation and management concern. Here, we investigated the genomic basis of local adaptation in the Coho salmon (Oncorhynchus kisutch) across its entire North American range. We hypothesized that extensive spatial variation in environmental conditions and the species' homing behaviour may promote the establishment of local adaptation. We genotyped 7829 individuals representing 217 sampling locations at more than 100,000 high-quality RADseq loci to investigate how recombination might affect the detection of loci putatively under selection and took advantage of the precise description of the demographic history of the species from our previous work to draw accurate population genomic inferences about local adaptation. The results indicated that genetic differentiation scans and genetic-environment association analyses were both significantly affected by variation in recombination rate as low recombination regions displayed an increased number of outliers. By taking these confounding factors into consideration, we revealed that migration distance was the primary selective factor driving local adaptation and partial parallel divergence among distant populations. Moreover, we identified several candidate single nucleotide polymorphisms associated with long-distance migration and altitude including a gene known to be involved in adaptation to altitude in other species. The evolutionary implications of our findings are discussed along with conservation applications.
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Affiliation(s)
- Quentin Rougemont
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Québec, Canada.,CEFE, Centre d'Ecologie Fonctionnelle et Evolutive, UMR 5175, CNRS, Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier, Montpellier, France
| | - Amanda Xuereb
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Québec, Canada
| | - Xavier Dallaire
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Québec, Canada
| | - Jean-Sébastien Moore
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Québec, Canada
| | - Eric Normandeau
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Québec, Canada
| | - Alysse Perreault-Payette
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Québec, Canada
| | - Bérénice Bougas
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Québec, Canada
| | - Eric B Rondeau
- Department of Fisheries and Ocean, Pacific Biological Station, Nanaimo, British Columbia, Canada.,Department of Biology, University of Victoria, Victoria, British Columbia, Canada
| | - Ruth E Withler
- Department of Fisheries and Ocean, Pacific Biological Station, Nanaimo, British Columbia, Canada
| | - Donald M Van Doornik
- National Oceanic and Atmospheric Administration, National Marine Fisheries Service, Northwest Fisheries Science Center, Manchester Research Station, Port Orchard, Washington, USA
| | - Penelope A Crane
- Conservation Genetics Laboratory, U.S. Fish and Wildlife Service, Anchorage, Alaska, USA
| | - Kerry A Naish
- School of Aquatic and Fishery Sciences, University of Washington, Seattle, Washington, USA
| | - John Carlos Garza
- Department of Ocean Sciences and Institute of Marine Sciences, University of California Santa Cruz, Santa Cruz, California, USA
| | - Terry D Beacham
- Department of Fisheries and Ocean, Pacific Biological Station, Nanaimo, British Columbia, Canada
| | - Ben F Koop
- Department of Biology, University of Victoria, Victoria, British Columbia, Canada
| | - Louis Bernatchez
- Département de Biologie, Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, Québec, Canada
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9
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Xuereb A, Rougemont Q, Dallaire X, Moore J, Normandeau E, Bougas B, Perreault‐Payette A, Koop BF, Withler R, Beacham T, Bernatchez L. Re‐evaluating Coho salmon (
Oncorhynchus kisutch
) conservation units in Canada using genomic data. Evol Appl 2022; 15:1925-1944. [DOI: 10.1111/eva.13489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 09/20/2022] [Accepted: 09/21/2022] [Indexed: 11/28/2022] Open
Affiliation(s)
- Amanda Xuereb
- Département de Biologie Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec Québec Canada
| | - Quentin Rougemont
- Département de Biologie Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec Québec Canada
- CEFE, Centre d'Ecologie Fonctionnelle et Evolutive, UMR 5175, CNRS, Univ Montpellier, CNRS, EPHE, IRD Univ Paul Valéry Montpellier Montpellier France
| | - Xavier Dallaire
- Département de Biologie Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec Québec Canada
| | - Jean‐Sébastien Moore
- Département de Biologie Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec Québec Canada
| | - Eric Normandeau
- Département de Biologie Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec Québec Canada
| | - Bérénice Bougas
- Département de Biologie Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec Québec Canada
| | - Alysse Perreault‐Payette
- Département de Biologie Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec Québec Canada
| | - Ben F. Koop
- Department of Biology University of Victoria Victoria British Columbia Canada
| | - Ruth Withler
- Department of Fisheries and Ocean Pacific Biological Station Nanaimo British Columbia Canada
| | - Terry Beacham
- Department of Fisheries and Ocean Pacific Biological Station Nanaimo British Columbia Canada
| | - Louis Bernatchez
- Département de Biologie Institut de Biologie Intégrative et des Systèmes (IBIS) Université Laval Québec Québec Canada
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Koot E, Wu C, Ruza I, Hilario E, Storey R, Wells R, Chagné D, Wellenreuther M. Genome-wide analysis reveals the genetic stock structure of hoki ( Macruronus novaezelandiae). Evol Appl 2021; 14:2848-2863. [PMID: 34950233 PMCID: PMC8674887 DOI: 10.1111/eva.13317] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 10/14/2021] [Accepted: 10/18/2021] [Indexed: 12/23/2022] Open
Abstract
The assessment of the genetic structuring of biodiversity is crucial for management and conservation. This is particularly critical for widely distributed and highly mobile deep-water teleosts, such as hoki (Macruronus novaezelandiae). This species is significant to Māori people and supports the largest commercial fishery in New Zealand, but uncertainty about its stock structure presents a challenge for management. Here, we apply a comprehensive genomic analysis to shed light on the demographic structure of this species by (1) assembling the genome, (2) generating a catalogue of genome-wide SNPs to infer the stock structure and (3) identifying regions of the genome under selection. The final genome assembly used short and long reads and is near complete, representing 93.8% of BUSCO genes, and consisting of 566 contigs totalling 501 Mb. Whole-genome re-sequencing of 510 hoki sampled from 14 locations around New Zealand and Australia, at a read depth greater than 10×, produced 227,490 filtered SNPs. Analyses of these SNPs were able to resolve the stock structure of hoki into two genetically and geographically distinct clusters, one including the Australian and the other one all New Zealand locations, indicating genetic exchange between these regions is limited. Location differences within New Zealand samples were much more subtle (global F ST = 0.0006), and while small and significant differences could be detected, they did not conclusively identify additional substructures. Ten putative adaptive SNPs were detected within the New Zealand samples, but these also did not geographically partition the dataset further. Contemporary and historical N e estimation suggest the current New Zealand population of hoki is large yet declining. Overall, our study provides the first genomic resources for hoki and provides detailed insights into the fine-scale population genetic structure to inform the management of this species.
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Affiliation(s)
- Emily Koot
- The New Zealand Institute for Plant and Food Research LtdPalmerston NorthNew Zealand
| | - Chen Wu
- The New Zealand Institute for Plant and Food Research LtdAucklandNew Zealand
| | - Igor Ruza
- The New Zealand Institute for Plant and Food Research LtdNelsonNew Zealand
| | - Elena Hilario
- The New Zealand Institute for Plant and Food Research LtdAucklandNew Zealand
| | - Roy Storey
- The New Zealand Institute for Plant and Food Research LtdTe PukeNew Zealand
| | | | - David Chagné
- The New Zealand Institute for Plant and Food Research LtdPalmerston NorthNew Zealand
| | - Maren Wellenreuther
- The New Zealand Institute for Plant and Food Research LtdNelsonNew Zealand
- School of Biological SciencesThe University of AucklandAucklandNew Zealand
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