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Delord C, Arnaud‐Haond S, Leone A, Rolland J, Nikolic N. Unraveling the Complexity of the N e/ N c Ratio for Conservation of Large and Widespread Pelagic Fish Species: Current Status and Challenges. Evol Appl 2024; 17:e70020. [PMID: 39391864 PMCID: PMC11464753 DOI: 10.1111/eva.70020] [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: 03/30/2024] [Revised: 09/09/2024] [Accepted: 09/13/2024] [Indexed: 10/12/2024] Open
Abstract
Estimating and understanding the ratio between effective population size (N e) and census population size (N c) are pivotal in the conservation of large marine pelagic fish species, including bony fish such as tunas and cartilaginous fish such as sharks, given the challenges associated with obtaining accurate estimates of their abundance. The difficulties inherent in capturing and monitoring these species in vast and dynamic marine environments often make direct estimation of their population size challenging. By focusing on N e, it is conceivable in certain cases to approximate census size once the N e/N c ratio is known, although this ratio can vary and does not always increase linearly, as it is influenced by various ecological and evolutionary factors. Thus, this ratio presents challenges and complexities in the context of pelagic species conservation. To delve deeper into these challenges, firstly, we recall the diverse types of effective population sizes, including contemporary and historical sizes, and their implications in conservation biology. Secondly, we outline current knowledge about the influence of life history traits on the N e/N c ratio in the light of examples drawn from large and abundant pelagic fish species. Despite efforts to document an increasing number of marine species using recent technologies and statistical methods, establishing general rules to predict N e/N c remains elusive, necessitating further research and investment. Finally, we recall statistical challenges in relating N e and N c emphasizing the necessity of aligning temporal and spatial scales. This last part discusses the roles of generation and reproductive cycle effective population sizes to predict genetic erosion and guiding management strategies. Collectively, these sections underscore the multifaceted nature of effective population size estimation, crucial for preserving genetic diversity and ensuring the long-term viability of populations. By navigating statistical and theoretical complexities, and addressing methodological challenges, scientists should be able to advance our understanding of the N e/N c ratio.
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Affiliation(s)
- Chrystelle Delord
- UMR248 MARBEC, Univ. MontpellierIfremer, IRD, CNRSLa RéunionFrance
- UMR248 MARBEC, Univ. MontpellierIfremer, IRD, CNRSSèteFrance
| | | | - Agostino Leone
- UMR248 MARBEC, Univ. MontpellierIfremer, IRD, CNRSSèteFrance
- Department of Earth and Marine Sciences (DiSTeM)University of PalermoPalermoItaly
- National Biodiversity Future CenterPalermoItaly
| | - Jonathan Rolland
- Centre de Recherche Sur la Biodiversité et l'Environnement (CRBE)Université de Toulouse, CNRS, IRD, Toulouse INP, Université Toulouse 3 – Paul Sabatier (UT3)ToulouseFrance
| | - Natacha Nikolic
- Centre de Recherche Sur la Biodiversité et l'Environnement (CRBE)Université de Toulouse, CNRS, IRD, Toulouse INP, Université Toulouse 3 – Paul Sabatier (UT3)ToulouseFrance
- Universite de Pau et des Pays de l’Adour, INRAE, AQUA, ECOBIOPSain‐Pée‐sur‐NivelleFrance
- ARBRE – Agence de Recherche Pour la Biodiversité à La RéunionSaint‐GillesFrance
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2
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Bertram A, Bell J, Brauer C, Fairclough D, Hamer P, Sandoval‐Castillo J, Wellenreuther M, Beheregaray LB. Estimation of effective number of breeders and effective population size in an abundant and heavily exploited marine teleost. Evol Appl 2024; 17:e13758. [PMID: 39040813 PMCID: PMC11261160 DOI: 10.1111/eva.13758] [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: 12/18/2023] [Revised: 05/16/2024] [Accepted: 07/03/2024] [Indexed: 07/24/2024] Open
Abstract
Obtaining reliable estimates of the effective number of breeders (N b) and generational effective population size (N e) for fishery-important species is challenging because they are often iteroparous and highly abundant, which can lead to bias and imprecision. However, recent advances in understanding of these parameters, as well as the development of bias correction methods, have improved the capacity to generate reliable estimates. We utilized samples of both single-cohort young of the year and mixed-age adults from two geographically and genetically isolated stocks of the Australasian snapper (Chrysophrys auratus) to investigate the feasibility of generating reliable N b and N e estimates for a fishery species. Snapper is an abundant, iteroparous broadcast spawning teleost that is heavily exploited by recreational and commercial fisheries. Employing neutral genome-wide SNPs and the linkage-disequilibrium method, we determined that the most reliable N b and N e estimates could be derived by genotyping at least 200 individuals from a single cohort. Although our estimates made from the mixed-age adult samples were generally lower and less precise than those based on a single cohort, they still proved useful for understanding relative differences in genetic effective size between stocks. The correction formulas applied to adjust for biases due to physical linkage of loci and age structure resulted in substantial upward modifications of our estimates, demonstrating the importance of applying these bias corrections. Our findings provide important guidelines for estimating N b and N e for iteroparous species with large populations. This work also highlights the utility of samples originally collected for stock structure and stock assessment work for investigating genetic effective size in fishery-important species.
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Affiliation(s)
- Andrea Bertram
- Molecular Ecology Laboratory, College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
| | - Justin Bell
- Victorian Fisheries AuthorityQueenscliffVictoriaAustralia
| | - Chris Brauer
- Molecular Ecology Laboratory, College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
| | - David Fairclough
- Department of Primary Industries and Regional DevelopmentAquatic Sciences and AssessmentHillarysWestern AustraliaAustralia
| | | | - Jonathan Sandoval‐Castillo
- Molecular Ecology Laboratory, College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
| | - Maren Wellenreuther
- The New Zealand Institute for Plant and Food Research LimitedNelsonNew Zealand
- The School of Biological SciencesUniversity of AucklandAucklandNew Zealand
| | - Luciano B. Beheregaray
- Molecular Ecology Laboratory, College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
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3
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Wenne R. Single Nucleotide Polymorphism Markers with Applications in Conservation and Exploitation of Aquatic Natural Populations. Animals (Basel) 2023; 13:1089. [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
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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Affiliation(s)
- Roman Wenne
- Institute of Oceanology, Polish Academy of Sciences, Powstańców Warszawy 55, 81-712 Sopot, Poland
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4
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Piñeros VJ, Del R Pedraza-Marrón C, Betancourt-Resendes I, Calderón-Cortés N, Betancur-R R, Domínguez-Domínguez O. Genome-wide species delimitation analyses of a silverside fish species complex in central Mexico indicate taxonomic over-splitting. BMC Ecol Evol 2022; 22:108. [PMID: 36104671 PMCID: PMC9472351 DOI: 10.1186/s12862-022-02063-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 09/06/2022] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Delimiting species across a speciation continuum is a complex task, as the process of species origin is not generally instantaneous. The use of genome-wide data provides unprecedented resolution to address convoluted species delimitation cases, often unraveling cryptic diversity. However, because genome-wide approaches based on the multispecies coalescent model are known to confound population structure with species boundaries, often resulting in taxonomic over-splitting, it has become increasingly evident that species delimitation research must consider multiple lines of evidence. In this study, we used phylogenomic, population genomic, and coalescent-based species delimitation approaches, and examined those in light of morphological and ecological information, to investigate species numbers and boundaries comprising the Chirostoma "humboltianum group" (family Atherinidae). The humboltianum group is a taxonomically controversial species complex where previous morphological and mitochondrial studies produced conflicting species delimitation outcomes. We generated ddRADseq data for 77 individuals representing the nine nominal species in the group, spanning their distribution range in the central Mexican plateau. RESULTS Our results conflict with the morphospecies and ecological delimitation hypotheses, identifying four independently evolving lineages organized in three geographically cohesive clades: (i) chapalae and sphyraena groups in Lake Chapala, (ii) estor group in Lakes Pátzcuaro and Zirahuén, and (iii) humboltianum sensu stricto group in Lake Zacapu and Lerma river system. CONCLUSIONS Overall, our study provides an atypical example where genome-wide analyses delineate fewer species than previously recognized on the basis of morphology. It also highlights the influence of the geological history of the Chapala-Lerma hydrological system in driving allopatric speciation in the humboltianum group.
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Affiliation(s)
- Victor Julio Piñeros
- Laboratorio de Ecología Molecular, Escuela Nacional de Estudios Superiores Unidad Morelia, Universidad Nacional Autónoma de México, Antigua Carretera a Pátzcuaro 8701, Ex-Hacienda de San José de La Huerta, 58190, Morelia, Michoacán, Mexico
| | | | - Isaí Betancourt-Resendes
- Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Avenida de Las Ciencias S/N Juriquilla, Delegación Santa Rosa Jáuregui, 76230, Querétaro, Mexico
| | - Nancy Calderón-Cortés
- Laboratorio de Ecología Molecular, Escuela Nacional de Estudios Superiores Unidad Morelia, Universidad Nacional Autónoma de México, Antigua Carretera a Pátzcuaro 8701, Ex-Hacienda de San José de La Huerta, 58190, Morelia, Michoacán, Mexico.
| | - Ricardo Betancur-R
- Department of Biology, The University of Oklahoma, 730 Van Vleet Oval, Norman, OK, 73019, USA
| | - Omar Domínguez-Domínguez
- Laboratorio de Biología Acuática, Facultad de Biología, Universidad Michoacana de San Nicolás de Hidalgo, Edificio "R" Planta Baja, Ciudad Universitaria, 58030, Morelia, Michoacán, Mexico.
- Laboratorio Nacional de Análisis y Síntesis Ecológica Para la Conservación de Recursos Genéticos de México, Escuela Nacional de Estudios Superiores, Unidad Morelia, Universidad Nacional Autónoma de México, Apartado Postal 27-3 (Xangari), 58089, Michoacán, Morelia, Mexico.
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5
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Muñoz-Abril L, Torres MDL, Valle CA, Rubianes-Landázuri F, Galván-Magaña F, Canty SWJ, Terán MA, Brandt M, Chaves JA, Grewe PM. Lack of genetic differentiation in yellowfin tuna has conservation implications in the Eastern Pacific Ocean. PLoS One 2022; 17:e0272713. [PMID: 36040879 PMCID: PMC9426925 DOI: 10.1371/journal.pone.0272713] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 07/25/2022] [Indexed: 11/19/2022] Open
Abstract
Yellowfin tuna, Thunnus albacares, is an important global fishery and of particular importance in the Eastern Pacific Ocean (EPO). According to the 2019 Inter-American Tropical Tuna Commission (IATTC) assessment, yellowfin tuna within the EPO is a single stock, and is being managed as one stock. However, previous studies indicate site fidelity, or limited home ranges, of yellowfin tuna which suggests the potential for multiple yellowfin tuna stocks within the EPO, which was supported by a population genetic study using microsatellites. If numerous stocks are present, management at the wrong spatial scales could cause the loss of minor yellowfin tuna populations in the EPO. In this study we used double digestion RADseq to assess the genetic structure of yellowfin tuna in the EPO. A total of 164 yellowfin tuna from Cabo San Lucas, México, and the Galápagos Islands and Santa Elena, Ecuador, were analysed using 18,011 single nucleotide polymorphisms. Limited genetic differentiation (FST = 0.00058–0.00328) observed among the sampling locations (México, Ecuador, Peru, and within Ecuador) is consistent with presence of a single yellowfin tuna population within the EPO. Our findings are consistent with the IATTC assessment and provide further evidence of the need for transboundary cooperation for the successful management of this important fishery throughout the EPO.
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Affiliation(s)
- Laia Muñoz-Abril
- Colegio de Ciencias Biológicas y Ambientales COCIBA, Universidad San Francisco de Quito USFQ, Diego de Robles y Pampite, Quito, Ecuador
- Department of Marine Sciences, University of South Alabama, USA Drive North, Mobile, Alabama, United States of America
- * E-mail:
| | - Maria de Lourdes Torres
- Colegio de Ciencias Biológicas y Ambientales COCIBA, Universidad San Francisco de Quito USFQ, Diego de Robles y Pampite, Quito, Ecuador
| | - Carlos A. Valle
- Colegio de Ciencias Biológicas y Ambientales COCIBA, Universidad San Francisco de Quito USFQ, Diego de Robles y Pampite, Quito, Ecuador
| | - Francisco Rubianes-Landázuri
- Colegio de Ciencias Biológicas y Ambientales COCIBA, Universidad San Francisco de Quito USFQ, Diego de Robles y Pampite, Quito, Ecuador
| | - Felipe Galván-Magaña
- Instituto Politécnico Nacional, Centro Interdisciplinario de Ciencias Marinas, La Paz, México
| | - Steven W. J. Canty
- Smithsonian Marine Station Fort Pierce, Fort Pierce, Florida, United States of America
- Working Land and Seascapes, Smithsonian Institution, Washington, DC, United States of America
| | - Martin A. Terán
- Colegio de Ciencias Biológicas y Ambientales COCIBA, Universidad San Francisco de Quito USFQ, Diego de Robles y Pampite, Quito, Ecuador
| | - Margarita Brandt
- Colegio de Ciencias Biológicas y Ambientales COCIBA, Universidad San Francisco de Quito USFQ, Diego de Robles y Pampite, Quito, Ecuador
| | - Jaime A. Chaves
- Colegio de Ciencias Biológicas y Ambientales COCIBA, Universidad San Francisco de Quito USFQ, Diego de Robles y Pampite, Quito, Ecuador
- Department of Biology, San Francisco State University, San Francisco, CA, United States of America
| | - Peter M. Grewe
- CSIRO Oceans & Atmosphere, Castray Esplanade, Hobart, Tasmania, Australia
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6
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Andrews AJ, Puncher GN, Bernal-Casasola D, Di Natale A, Massari F, Onar V, Toker NY, Hanke A, Pavey SA, Savojardo C, Martelli PL, Casadio R, Cilli E, Morales-Muñiz A, Mantovani B, Tinti F, Cariani A. Ancient DNA SNP-panel data suggests stability in bluefin tuna genetic diversity despite centuries of fluctuating catches in the eastern Atlantic and Mediterranean. Sci Rep 2021; 11:20744. [PMID: 34671077 PMCID: PMC8528830 DOI: 10.1038/s41598-021-99708-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 09/25/2021] [Indexed: 11/10/2022] Open
Abstract
Atlantic bluefin tuna (Thunnus thynnus; BFT) abundance was depleted in the late 20th and early 21st century due to overfishing. Historical catch records further indicate that the abundance of BFT in the Mediterranean has been fluctuating since at least the 16th century. Here we build upon previous work on ancient DNA of BFT in the Mediterranean by comparing contemporary (2009–2012) specimens with archival (1911–1926) and archaeological (2nd century BCE–15th century CE) specimens that represent population states prior to these two major periods of exploitation, respectively. We successfully genotyped and analysed 259 contemporary and 123 historical (91 archival and 32 archaeological) specimens at 92 SNP loci that were selected for their ability to differentiate contemporary populations or their association with core biological functions. We found no evidence of genetic bottlenecks, inbreeding or population restructuring between temporal sample groups that might explain what has driven catch fluctuations since the 16th century. We also detected a putative adaptive response, involving the cytoskeletal protein synemin which may be related to muscle stress. However, these results require further investigation with more extensive genome-wide data to rule out demographic changes due to overfishing, and other natural and anthropogenic factors, in addition to elucidating the adaptive drivers related to these.
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Affiliation(s)
- Adam J Andrews
- Department of Biological, Geological and Environmental Sciences, University of Bologna, Ravenna, Italy. .,Department of Cultural Heritage, University of Bologna, Ravenna, Italy.
| | - Gregory N Puncher
- Department of Biological, Geological and Environmental Sciences, University of Bologna, Ravenna, Italy. .,Department of Biological Sciences, Canadian Rivers Institute, University of New Brunswick, Saint John, NB, Canada.
| | - Darío Bernal-Casasola
- Department of History, Geography and Philosophy, Faculty of Philosophy and Letters, University of Cádiz, Cádiz, Spain
| | | | - Francesco Massari
- Department of Biological, Geological and Environmental Sciences, University of Bologna, Ravenna, Italy
| | - Vedat Onar
- Osteoarcheology Practice and Research Centre and Faculty of Veterinary Medicine, Istanbul University-Cerrahpaşa, Avcılar, Istanbul, Turkey
| | - Nezir Yaşar Toker
- Osteoarcheology Practice and Research Centre and Faculty of Veterinary Medicine, Istanbul University-Cerrahpaşa, Avcılar, Istanbul, Turkey
| | - Alex Hanke
- St. Andrews Biological Station, Fisheries and Oceans Canada, St. Andrews, NB, Canada
| | - Scott A Pavey
- Department of Biological Sciences, Canadian Rivers Institute, University of New Brunswick, Saint John, NB, Canada
| | | | | | - Rita Casadio
- Biocomputing Group, University of Bologna, Bologna, Italy
| | - Elisabetta Cilli
- Department of Cultural Heritage, University of Bologna, Ravenna, Italy
| | | | - Barbara Mantovani
- Department of Biological, Geological and Environmental Sciences, University of Bologna, Bologna, Italy
| | - Fausto Tinti
- Department of Biological, Geological and Environmental Sciences, University of Bologna, Ravenna, Italy
| | - Alessia Cariani
- Department of Biological, Geological and Environmental Sciences, University of Bologna, Ravenna, Italy
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Vaux F, Bohn S, Hyde JR, O'Malley KG. Adaptive markers distinguish North and South Pacific Albacore amid low population differentiation. Evol Appl 2021; 14:1343-1364. [PMID: 34025772 PMCID: PMC8127716 DOI: 10.1111/eva.13202] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 01/29/2021] [Accepted: 02/01/2021] [Indexed: 12/19/2022] Open
Abstract
Albacore (Thunnus alalunga) support an economically valuable global fishery, but surprisingly little is known about the population structure of this highly migratory species. Physical tagging data suggest that Albacore from the North and South Pacific Ocean are separate stocks, but results from previous genetic studies did not support this two stock hypothesis. In addition, observed biological differences among juveniles suggest that there may be population substructure in the North Pacific. We used double-digest restriction site-associated DNA sequencing to assess population structure among 308 Albacore caught in 12 sample areas across the Pacific Ocean (10 North, 2 South). Since Albacore are highly migratory and spawning areas are unknown, sample groups were not assumed to be equivalent to populations and the genetic data were analyzed iteratively. We tested for putatively adaptive differences among groups and for genetic variation associated with sex. Results indicated that Albacore in the North and South Pacific can be distinguished using 84 putatively adaptive loci, but not using the remaining 12,788 presumed neutral sites. However, two individuals likely represent F1 hybrids between the North and South Pacific populations, and 43 Albacore potentially exhibit lower degrees of mixed ancestry. In addition, four or five cross-hemisphere migrants were potentially identified. No genetic evidence was found for population substructure within the North Pacific, and no loci appeared to distinguish males from females. Potential functions for the putatively adaptive loci were identified, but an annotated Albacore genome is required for further exploration. Future research should try to locate spawning areas so that life history, demography, and genetic population structure can be linked and spatiotemporal patterns can be investigated.
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Affiliation(s)
- Felix Vaux
- State Fisheries Genomics LabCoastal Oregon Marine Experiment StationDepartment of Fisheries and WildlifeHatfield Marine Science CenterOregon State UniversityNewportORUSA
- Department of ZoologyUniversity of OtagoDunedinNew Zealand
| | - Sandra Bohn
- State Fisheries Genomics LabCoastal Oregon Marine Experiment StationDepartment of Fisheries and WildlifeHatfield Marine Science CenterOregon State UniversityNewportORUSA
| | - John R. Hyde
- Southwest Fisheries Science CenterNational Marine Fisheries ServiceLa JollaCAUSA
| | - Kathleen G. O'Malley
- State Fisheries Genomics LabCoastal Oregon Marine Experiment StationDepartment of Fisheries and WildlifeHatfield Marine Science CenterOregon State UniversityNewportORUSA
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8
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Connectivity and population structure of albacore tuna across southeast Atlantic and southwest Indian Oceans inferred from multidisciplinary methodology. Sci Rep 2020; 10:15657. [PMID: 32973260 PMCID: PMC7519111 DOI: 10.1038/s41598-020-72369-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2019] [Accepted: 07/09/2020] [Indexed: 11/17/2022] Open
Abstract
Albacore tuna (Thunnus alalunga) is an important target of tuna fisheries in the Atlantic and Indian Oceans. The commercial catch of albacore is the highest globally among all temperate tuna species, contributing around 6% in weight to global tuna catches over the last decade. The accurate assessment and management of this heavily exploited resource requires a robust understanding of the species’ biology and of the pattern of connectivity among oceanic regions, yet Indian Ocean albacore population dynamics remain poorly understood and its level of connectivity with the Atlantic Ocean population is uncertain. We analysed morphometrics and genetics of albacore (n = 1,874) in the southwest Indian (SWIO) and southeast Atlantic (SEAO) Oceans to investigate the connectivity and population structure. Furthermore, we examined the species’ dispersal potential by modelling particle drift through major oceanographic features. Males appear larger than females, except in South African waters, yet the length–weight relationship only showed significant male–female difference in one region (east of Madagascar and Reunion waters). The present study produced a genetic differentiation between the southeast Atlantic and southwest Indian Oceans, supporting their demographic independence. The particle drift models suggested dispersal potential of early life stages from SWIO to SEAO and adult or sub-adult migration from SEAO to SWIO.
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9
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Mejía-Ruíz P, Perez-Enriquez R, Mares-Mayagoitia JA, Valenzuela-Quiñonez F. Population genomics reveals a mismatch between management and biological units in green abalone ( Haliotis fulgens). PeerJ 2020; 8:e9722. [PMID: 32879800 PMCID: PMC7443094 DOI: 10.7717/peerj.9722] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Accepted: 07/23/2020] [Indexed: 11/20/2022] Open
Abstract
Effective fishery management strategies should be based on stock delimitation and knowledge of the spatial scale at which species are distributed. However, a mismatch often occurs between biological and management units of fishery resources. The green abalone (Haliotis fulgens) supports an important artisanal fishery in the west coast of the Baja California Peninsula (BCP), Mexico, which has shown a declining tendency despite the several management measures. Thus, the aim of this study was to characterize the spatial patterns of neutral genomic variation of green abalone along the BCP to test whether the genomic structure patterns support the current green abalone management areas. To test this hypothesis, a set of 2,170 putative neutral single nucleotide polymorphisms discovered by a double digest restriction-site associated DNA approach was used on 10 locations along the BCP. The results revealed a population structure with three putative groups: Guadalupe Island and northern and southern BCP locations. The contemporary gene flow might be explained by local oceanographic features, where it is bidirectional within the southern region but with a predominant southward flow from the northern region. These findings indicated that the administrative areas did not match the biological units of H. fulgens fishery; hence, the stock assessment and management areas should be revised.
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Affiliation(s)
- Paulina Mejía-Ruíz
- Centro de Investigaciones Biológicas del Noroeste S.C., La Paz, Baja California Sur, México
| | - Ricardo Perez-Enriquez
- Centro de Investigaciones Biológicas del Noroeste S.C., La Paz, Baja California Sur, México
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10
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Mamoozadeh NR, Graves JE, McDowell JR. Genome-wide SNPs resolve spatiotemporal patterns of connectivity within striped marlin ( Kajikia audax), a broadly distributed and highly migratory pelagic species. Evol Appl 2020; 13:677-698. [PMID: 32211060 PMCID: PMC7086058 DOI: 10.1111/eva.12892] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2019] [Revised: 09/23/2019] [Accepted: 10/16/2019] [Indexed: 01/04/2023] Open
Abstract
Genomic methodologies offer unprecedented opportunities for statistically robust studies of species broadly distributed in environments conducive to high gene flow, providing valuable information for wildlife conservation and management. Here, we sequence restriction site-associated DNA to characterize genome-wide single nucleotide polymorphisms (SNPs) in a broadly distributed and highly migratory large pelagic fish, striped marlin (Kajikia audax). Assessment of over 4,000 SNPs resolved spatiotemporal patterns of genetic connectivity throughout the species range in the Pacific and, for the first time, Indian oceans. Individual-based cluster analyses identified six genetically distinct populations corresponding with the western Indian, eastern Indian, western South Pacific, and eastern central Pacific oceans, as well as two populations in the North Pacific Ocean (F ST = 0.0137-0.0819). F ST outlier analyses identified a subset of SNPs (n = 59) putatively under the influence of natural selection and capable of resolving populations separated by comparatively high degrees of genetic differentiation. Temporal collections available for some regions demonstrated the stability of allele frequencies over three to five generations of striped marlin. Relative migration rates reflected lower levels of genetic connectivity between Indian Ocean populations (m R ≤ 0.37) compared with most populations in the Pacific Ocean (m R ≥ 0.57) and highlight the importance of the western South Pacific in facilitating gene flow between ocean basins. Collectively, our results provide novel insights into rangewide population structure for striped marlin and highlight substantial inconsistencies between genetically distinct populations and stocks currently recognized for fisheries management. More broadly, we demonstrate that species capable of long-distance dispersal in environments lacking obvious physical barriers to movement can display substantial population subdivision that persists over multiple generations and that may be facilitated by both neutral and adaptive processes. Importantly, surveys of genome-wide markers enable inference of population-level relationships using sample sizes practical for large pelagic fishes of conservation concern.
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Affiliation(s)
- Nadya R. Mamoozadeh
- Department of Fisheries ScienceVirginia Institute of Marine ScienceWilliam & MaryGloucester PointVirginia
| | - John E. Graves
- Department of Fisheries ScienceVirginia Institute of Marine ScienceWilliam & MaryGloucester PointVirginia
| | - Jan R. McDowell
- Department of Fisheries ScienceVirginia Institute of Marine ScienceWilliam & MaryGloucester PointVirginia
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11
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Bernard AM, Richards VP, Stanhope MJ, Shivji MS. Transcriptome-Derived Microsatellites Demonstrate Strong Genetic Differentiation in Pacific White Sharks. J Hered 2019; 109:771-779. [PMID: 30204894 DOI: 10.1093/jhered/esy045] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2018] [Accepted: 09/08/2018] [Indexed: 01/25/2023] Open
Abstract
Recent advances in genome-scale sequencing technology have allowed the development of high resolution genetic markers for the study of nonmodel taxa. In particular, transcriptome sequencing has proven to be highly useful in generating genomic markers for use in population genetic studies, allowing for insight into species connectivity, as well as local adaptive processes as many transcriptome-derived markers are found within or associated with functional genes. Herein, we developed a set of 30 microsatellite markers from a heart transcriptome for the white shark (Carcharodon carcharias), a widely distributed and globally vulnerable marine predator. Using these markers as well as 10 published anonymous genomic microsatellite loci, we provide 1) the first nuclear genetic assessment of the cross-Pacific connectivity of white sharks, and 2) a comparison of the levels of inferred differentiation across microsatellite marker sets (i.e., transcriptome vs. anonymous) to assess their respective utility to elucidate the population genetic dynamics of white sharks. Significant (FST = 0.083, P = 0.05; G″ST = 0.200; P = 0.001) genetic differentiation was found between Southwestern Pacific (n = 19) and Northeastern Pacific (n = 20) white sharks, indicating restricted, cross Pacific gene flow in this species. Transcriptome-derived microsatellite marker sets identified much higher (up to 2×) levels of genetic differentiation than anonymous genomic markers, underscoring potential utility of transcriptome markers in identifying subtle population genetic differences within highly vagile, globally distributed marine species.Subject areas: Population structure and phylogeography; Conservation genetics and biodiversity.
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Affiliation(s)
- Andrea M Bernard
- Save Our Seas Shark Research Center & Guy Harvey Research Institute, Nova Southeastern University, Halmos College of Natural Sciences and Oceanography, North Ocean Drive, Dania Beach, FL
| | - Vincent P Richards
- Department of Biological Sciences, College of Science, Clemson University, Clemson, SC
| | - Michael J Stanhope
- Department of Population Medicine and Diagnostic Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY
| | - Mahmood S Shivji
- Save Our Seas Shark Research Center & Guy Harvey Research Institute, Nova Southeastern University, Halmos College of Natural Sciences and Oceanography, North Ocean Drive, Dania Beach, FL
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12
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Population co-divergence in common cuttlefish (Sepia officinalis) and its dicyemid parasite in the Mediterranean Sea. Sci Rep 2019; 9:14300. [PMID: 31586090 PMCID: PMC6778094 DOI: 10.1038/s41598-019-50555-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2019] [Accepted: 09/12/2019] [Indexed: 12/22/2022] Open
Abstract
Population structure and biogeography of marine organisms are formed by different drivers than in terrestrial organisms. Yet, very little information is available even for common marine organisms and even less for their associated parasites. Here we report the first analysis of population structure of both a cephalopod host (Sepia officinalis) and its dicyemid parasite, based on a homologous molecular marker (cytochrome oxidase I). We show that the population of common cuttlefish in the Mediterranean area is fragmented into subpopulations, with some areas featuring restricted level of gene flow. Amongst the studied areas, Sardinia was genetically the most diverse and Cyprus the most isolated. At a larger scale, across the Mediterranean, the population structure of the parasite shows co-diversification pattern with its host, but a slower rate of diversification. Differences between the two counterparts are more obvious at a finer scale, where parasite populations show increased level of fragmentation and lower local diversities. This discrepancy can be caused by local extinctions and replacements taking place more frequently in the dicyemid populations, due to their parasitic lifestyle.
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13
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Anderson G, Hampton J, Smith N, Rico C. Indications of strong adaptive population genetic structure in albacore tuna ( Thunnus alalunga) in the southwest and central Pacific Ocean. Ecol Evol 2019; 9:10354-10364. [PMID: 31624554 PMCID: PMC6787800 DOI: 10.1002/ece3.5554] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 06/18/2019] [Accepted: 07/22/2019] [Indexed: 01/09/2023] Open
Abstract
Albacore tuna (Thunnus alalunga) has a distinctly complex life history in which juveniles and adults separate geographically but at times inhabit the same spaces sequentially. The species also migrates long distances and presumably experiences varied regimes of physical stress over a lifetime. There are, therefore, many opportunities for population structure to arise based on stochastic differences or environmental factors that promote local adaptation. However, with the extent of mobility consistently demonstrated by tagged individuals, there is also a strong argument for panmixia within an ocean basin. It is important to confirm such assumptions from a population genetics standpoint for this species in particular because albacore is one of the principal market tuna species that sustains massive global fisheries and yet is also a slow-growing temperate tuna. Consequently, we used 1,837 neutral SNP loci and 89 loci under potential selection to analyze population genetic structure among five sample groups collected from the western and central South Pacific. We found no evidence to challenge panmixia at neutral loci, but strong indications of structuring at adaptive loci. One population sample, from French Polynesia in 2004, was particularly differentiated. Unfortunately, the current study cannot infer whether the divergence is geographic or temporal, or possibly caused by sample distribution. We encourage future studies to include potentially adaptive loci and to continue fine-scale observations within an ocean basin, and not to assume genome-wide panmixia.
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Affiliation(s)
- Giulia Anderson
- School of Marine StudiesMolecular Analytics Laboratory (MOANA‐LAB)Faculty of Science Technology and EnvironmentThe University of the South PacificSuvaFiji
| | - John Hampton
- Oceanic Fisheries Programme (OFP)Pacific CommunityNouméaNew Caledonia
| | - Neville Smith
- Oceanic Fisheries Programme (OFP)Pacific CommunityNouméaNew Caledonia
| | - Ciro Rico
- School of Marine StudiesMolecular Analytics Laboratory (MOANA‐LAB)Faculty of Science Technology and EnvironmentThe University of the South PacificSuvaFiji
- Instituto de Ciencias Marinas de Andalucía (ICMAN)Consejo Superior de Investigaciones CientíficasCádizSpain
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14
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A novel transcriptome-derived SNPs array for tench (Tinca tinca L.). PLoS One 2019; 14:e0213992. [PMID: 30889192 PMCID: PMC6424483 DOI: 10.1371/journal.pone.0213992] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2018] [Accepted: 03/05/2019] [Indexed: 11/19/2022] Open
Abstract
Tench (Tinca tinca L.) has great economic potential due to its high rate of fecundity and long-life span. Population genetic studies based on allozymes, microsatellites, PCR-RFLP and sequence analysis of genes and DNA fragments have revealed the presence of Eastern and Western phylogroups. However, the lack of genomic resources for this species has complicated the development of genetic markers. In this study, the tench transcriptome and genome were sequenced by high-throughput sequencing. A total of 60,414 putative SNPs were identified in the tench transcriptome using a computational pipeline. A set of 96 SNPs was selected for validation and a total of 92 SNPs was validated, resulting in the highest conversion and validation rate for a non-model species obtained to date (95.83%). The validated SNPs were used to genotype 140 individuals belonging to two tench breeds (Tabor and Hungarian), showing low (FST = 0.0450) but significant (<0.0001) genetic differentiation between the two tench breeds. This implies that set of validated SNPs array can be used to distinguish the tench breeds and that it might be useful for studying a range of associations between DNA sequence and traits of importance. These genomic resources created for the tench will provide insight into population genetics, conservation fish stock management, and aquaculture.
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15
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Torati LS, Taggart JB, Varela ES, Araripe J, Wehner S, Migaud H. Genetic diversity and structure in Arapaima gigas populations from Amazon and Araguaia-Tocantins river basins. BMC Genet 2019; 20:13. [PMID: 30691389 PMCID: PMC6348655 DOI: 10.1186/s12863-018-0711-y] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2018] [Accepted: 12/26/2018] [Indexed: 12/15/2022] Open
Abstract
Background Arapaima gigas (Schinz, 1822) is the largest freshwater scaled fish in the world, and an emerging species for tropical aquaculture development. Conservation of the species, and the expansion of aquaculture requires the development of genetic tools to study polymorphism, differentiation, and stock structure. This study aimed to investigate genomic polymorphism through ddRAD sequencing, in order to identify a panel of single nucleotide polymorphisms (SNPs) and to simultaneously assess genetic diversity and structure in wild (from rivers Amazon, Solimões, Tocantins and Araguaia) and captive populations. Results Compared to many other teleosts, the degree of polymorphism in A. gigas was low with only 2.3% of identified RAD-tags (135 bases long) containing SNPs. A panel of 393 informative SNPs was identified and screened across the five populations. Higher genetic diversity indices (number of polymorphic loci and private alleles, Shannon’s Index and HO) were found in populations from the Amazon and Solimões, intermediate levels in Tocantins and Captive, and very low levels in the Araguaia population. These results likely reflect larger population sizes from less urbanized environments in the Amazon basin compared to Araguaia. Populations were significantly differentiated with pairwise FST values ranging from 0.086 (Amazon × Solimões) to 0.556 (Amazon × Araguaia). Mean pairwise relatedness among individuals was significant in all populations (P < 0.01), reflecting a degree of inbreeding possibly due to severe depletion of natural stocks, the species sedentary behaviour and possible sampling biases. Although Mantel test was not significant (P = 0.104; R2 = 0.65), Bayesian analysis in STRUCTURE and discriminant analysis of principal components (DAPC) showed populations of Amazon and Solimões to be genetically differentiated from Araguaia, with Tocantins comprising individuals from both identified stocks. Conclusions This relatively rapid genotyping by sequencing approach proved to be successful in delineating arapaima stocks. The approach and / or SNP panels identified should prove valuable for more detailed genetic studies of arapaima populations, including the elucidation of the genetic status of described discrete morphotypes and aid in delivery of conservation programs to maintain genetic diversity in reservoirs across the Amazon region. Electronic supplementary material The online version of this article (10.1186/s12863-018-0711-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Lucas Simon Torati
- EMBRAPA Pesca e Aquicultura, Palmas, TO, CEP 77008-900, Brazil. .,Institute of Aquaculture, University of Stirling, Stirling, FK9 4LA, Scotland, UK.
| | - John Bernard Taggart
- Institute of Aquaculture, University of Stirling, Stirling, FK9 4LA, Scotland, UK
| | | | - Juliana Araripe
- Instituto de Estudos Costeiros, Campus de Bragança, Universidade Federal do Pará, Bragança, PA, CEP 68600-000, Brazil
| | - Stefanie Wehner
- Max Planck Institute of Psychiatry, Kraepelinstr. 2-10, 80804, Munich, Germany
| | - Hervé Migaud
- Institute of Aquaculture, University of Stirling, Stirling, FK9 4LA, Scotland, UK
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16
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Nelson ED, Grishin NV. Inference of epistatic effects in a key mitochondrial protein. Phys Rev E 2018; 97:062404. [PMID: 30011480 DOI: 10.1103/physreve.97.062404] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2017] [Indexed: 12/17/2022]
Abstract
We use Potts model inference to predict pair epistatic effects in a key mitochondrial protein-cytochrome c oxidase subunit 2-for ray-finned fishes. We examine the effect of phylogenetic correlations on our predictions using a simple exact fitness model, and we find that, although epistatic effects are underpredicted, they maintain a roughly linear relationship to their true (model) values. After accounting for this correction, epistatic effects in the protein are still relatively weak, leading to fitness valleys of depth 2Ns≃-5 in compensatory double mutants. Interestingly, positive epistasis is more pronounced than negative epistasis, and the strongest positive effects capture nearly all sites subject to positive selection in fishes, similar to virus proteins evolving under selection pressure in the context of drug therapy.
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Affiliation(s)
- Erik D Nelson
- Howard Hughes Medical Institute, University of Texas Southwestern Medical Center, 6001 Forest Park Blvd., Room ND10.124, Dallas, Texas 75235-9050, USA
| | - Nick V Grishin
- Howard Hughes Medical Institute, University of Texas Southwestern Medical Center, 6001 Forest Park Blvd., Room ND10.124, Dallas, Texas 75235-9050, USA
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17
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do Prado FD, Vera M, Hermida M, Bouza C, Pardo BG, Vilas R, Blanco A, Fernández C, Maroso F, Maes GE, Turan C, Volckaert FAM, Taggart JB, Carr A, Ogden R, Nielsen EE, Martínez P. Parallel evolution and adaptation to environmental factors in a marine flatfish: Implications for fisheries and aquaculture management of the turbot ( Scophthalmus maximus). Evol Appl 2018; 11:1322-1341. [PMID: 30151043 PMCID: PMC6099829 DOI: 10.1111/eva.12628] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Accepted: 02/23/2018] [Indexed: 12/16/2022] Open
Abstract
Unraveling adaptive genetic variation represents, in addition to the estimate of population demographic parameters, a cornerstone for the management of aquatic natural living resources, which, in turn, represent the raw material for breeding programs. The turbot (Scophthalmus maximus) is a marine flatfish of high commercial value living on the European continental shelf. While wild populations are declining, aquaculture is flourishing in southern Europe. We evaluated the genetic structure of turbot throughout its natural distribution range (672 individuals; 20 populations) by analyzing allele frequency data from 755 single nucleotide polymorphism discovered and genotyped by double-digest RAD sequencing. The species was structured into four main regions: Baltic Sea, Atlantic Ocean, Adriatic Sea, and Black Sea, with subtle differentiation apparent at the distribution margins of the Atlantic region. Genetic diversity and effective population size estimates were highest in the Atlantic populations, the area of greatest occurrence, while turbot from other regions showed lower levels, reflecting geographical isolation and reduced abundance. Divergent selection was detected within and between the Atlantic Ocean and Baltic Sea regions, and also when comparing these two regions with the Black Sea. Evidence of parallel evolution was detected between the two low salinity regions, the Baltic and Black seas. Correlation between genetic and environmental variation indicated that temperature and salinity were probably the main environmental drivers of selection. Mining around the four genomic regions consistently inferred to be under selection identified candidate genes related to osmoregulation, growth, and resistance to diseases. The new insights are useful for the management of turbot fisheries and aquaculture by providing the baseline for evaluating the consequences of turbot releases from restocking and farming.
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Affiliation(s)
- Fernanda Dotti do Prado
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
- CAPES FoundationMinistry of Education of BrazilBrasíliaBrazil
| | - Manuel Vera
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
| | - Miguel Hermida
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
| | - Carmen Bouza
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
| | - Belén G. Pardo
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
| | - Román Vilas
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
| | - Andrés Blanco
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
| | - Carlos Fernández
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
| | - Francesco Maroso
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
| | - Gregory E. Maes
- Laboratory of Biodiversity and Evolutionary GenomicsUniversity of LeuvenLeuvenBelgium
- Center for Human GeneticsUZ Leuven‐Genomics Core, KU LeuvenLeuvenBelgium
- Comparative Genomics CentreCollege of Science and EngineeringJames Cook UniversityTownsvilleQLDAustralia
| | - Cemal Turan
- Faculty of Marine Science and TechnologyIskenderun Technical UniversityIskenderunTurkey
| | - Filip A. M. Volckaert
- Laboratory of Biodiversity and Evolutionary GenomicsUniversity of LeuvenLeuvenBelgium
- Center for Human GeneticsUZ Leuven‐Genomics Core, KU LeuvenLeuvenBelgium
- Comparative Genomics CentreCollege of Science and EngineeringJames Cook UniversityTownsvilleQLDAustralia
| | | | | | - Rob Ogden
- Trace Wildlife Forensics NetworkRoyal Zoological Society of ScotlandEdinburghUK
| | - Einar Eg Nielsen
- National Institute of Aquatic ResourcesTechnical University of DenmarkSilkeborgDenmark
| | | | - Paulino Martínez
- Department of Zoology, Genetics and Physical AnthropologyUniversity of Santiago de CompostelaLugoSpain
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18
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Bailleul D, Mackenzie A, Sacchi O, Poisson F, Bierne N, Arnaud‐Haond S. Large-scale genetic panmixia in the blue shark ( Prionace glauca): A single worldwide population, or a genetic lag-time effect of the "grey zone" of differentiation? Evol Appl 2018; 11:614-630. [PMID: 29875806 PMCID: PMC5978958 DOI: 10.1111/eva.12591] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2017] [Accepted: 12/12/2017] [Indexed: 12/31/2022] Open
Abstract
The blue shark Prionace glauca, among the most common and widely studied pelagic sharks, is a top predator, exhibiting the widest distribution range. However, little is known about its population structure and spatial dynamics. With an estimated removal of 10-20 million individuals per year by fisheries, the species is classified as "Near Threatened" by International Union for Conservation of Nature. We lack the knowledge to forecast the long-term consequences of such a huge removal on this top predator itself and on its trophic network. The genetic analysis of more than 200 samples collected at broad scale (from Mediterranean Sea, North Atlantic and Pacific Oceans) using mtDNA and nine microsatellite markers allowed to detect signatures of genetic bottlenecks but a nearly complete genetic homogeneity across the entire studied range. This apparent panmixia could be explained by a genetic lag-time effect illustrated by simulations of demographic changes that were not detectable through standard genetic analysis before a long transitional phase here introduced as the "population grey zone." The results presented here can thus encompass distinct explanatory scenarios spanning from a single demographic population to several independent populations. This limitation prevents the genetic-based delineation of stocks and thus the ability to anticipate the consequences of severe depletions at all scales. More information is required for the conservation of population(s) and management of stocks, which may be provided by large-scale sampling not only of individuals worldwide, but also of loci genomewide.
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Affiliation(s)
- Diane Bailleul
- IFREMER, UMR MARBEC, Station de SèteSèteFrance
- OREME – Station MarineUniversité MontpellierSèteFrance
| | - Alicia Mackenzie
- IFREMER, UMR MARBEC, Station de SèteSèteFrance
- OREME – Station MarineUniversité MontpellierSèteFrance
| | - Olivier Sacchi
- IFREMER, UMR MARBEC, Station de SèteSèteFrance
- OREME – Station MarineUniversité MontpellierSèteFrance
| | | | - Nicolas Bierne
- OREME – Station MarineUniversité MontpellierSèteFrance
- CNRS, Institut des Sciences de l'EvolutionUniversité MontpellierMontpellierFrance
| | - Sophie Arnaud‐Haond
- IFREMER, UMR MARBEC, Station de SèteSèteFrance
- OREME – Station MarineUniversité MontpellierSèteFrance
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19
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Puncher GN, Cariani A, Maes GE, Van Houdt J, Herten K, Cannas R, Rodriguez-Ezpeleta N, Albaina A, Estonba A, Lutcavage M, Hanke A, Rooker J, Franks JS, Quattro JM, Basilone G, Fraile I, Laconcha U, Goñi N, Kimoto A, Macías D, Alemany F, Deguara S, Zgozi SW, Garibaldi F, Oray IK, Karakulak FS, Abid N, Santos MN, Addis P, Arrizabalaga H, Tinti F. Spatial dynamics and mixing of bluefin tuna in the Atlantic Ocean and Mediterranean Sea revealed using next-generation sequencing. Mol Ecol Resour 2018; 18:620-638. [PMID: 29405659 DOI: 10.1111/1755-0998.12764] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Revised: 01/06/2018] [Accepted: 01/19/2018] [Indexed: 01/05/2023]
Abstract
The Atlantic bluefin tuna is a highly migratory species emblematic of the challenges associated with shared fisheries management. In an effort to resolve the species' stock dynamics, a genomewide search for spatially informative single nucleotide polymorphisms (SNPs) was undertaken, by way of sequencing reduced representation libraries. An allele frequency approach to SNP discovery was used, combining the data of 555 larvae and young-of-the-year (LYOY) into pools representing major geographical areas and mapping against a newly assembled genomic reference. From a set of 184,895 candidate loci, 384 were selected for validation using 167 LYOY. A highly discriminatory genotyping panel of 95 SNPs was ultimately developed by selecting loci with the most pronounced differences between western Atlantic and Mediterranean Sea LYOY. The panel was evaluated by genotyping a different set of LYOY (n = 326), and from these, 77.8% and 82.1% were correctly assigned to western Atlantic and Mediterranean Sea origins, respectively. The panel revealed temporally persistent differentiation among LYOY from the western Atlantic and Mediterranean Sea (FST = 0.008, p = .034). The composition of six mixed feeding aggregations in the Atlantic Ocean and Mediterranean Sea was characterized using genotypes from medium (n = 184) and large (n = 48) adults, applying population assignment and mixture analyses. The results provide evidence of persistent population structuring across broad geographic areas and extensive mixing in the Atlantic Ocean, particularly in the mid-Atlantic Bight and Gulf of St. Lawrence. The genomic reference and genotyping tools presented here constitute novel resources useful for future research and conservation efforts.
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Affiliation(s)
- Gregory N Puncher
- Department of Biological, Geological and Environmental Sciences/Laboratory of Genetics and Genomics of Marine Resources and Environment (GenoDREAM), University of Bologna, Ravenna, Italy.,Department of Biology, Marine Biology Research Group, Ghent University, Ghent, Belgium.,Department of Biology, University of New Brunswick, Saint John, NB, Canada
| | - Alessia Cariani
- Department of Biological, Geological and Environmental Sciences/Laboratory of Genetics and Genomics of Marine Resources and Environment (GenoDREAM), University of Bologna, Ravenna, Italy
| | - Gregory E Maes
- Centre for Sustainable Tropical Fisheries and Aquaculture, Comparative Genomics Centre, College of Science and Engineering, James Cook University, Townsville, Qld, Australia.,Centre for Human Genetics, Genomics Core, KU Leuven - UZ Leuven, Leuven, Belgium.,Laboratory of Biodiversity and Evolutionary Genomics, University of Leuven (KU Leuven), Leuven, Belgium
| | - Jeroen Van Houdt
- Centre for Human Genetics, Genomics Core, KU Leuven - UZ Leuven, Leuven, Belgium
| | - Koen Herten
- Centre for Human Genetics, Genomics Core, KU Leuven - UZ Leuven, Leuven, Belgium.,Laboratory of Biodiversity and Evolutionary Genomics, University of Leuven (KU Leuven), Leuven, Belgium
| | - Rita Cannas
- Department of Life & Environmental Sciences (DISVA), University of Cagliari, Cagliari, Italy
| | | | - Aitor Albaina
- Laboratory of Genetics Faculty of Science & Technology, Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU), Leioa, Spain.,Environmental Studies Centre (CEA), Vitoria-Gasteiz City Council, Vitoria-Gasteiz, Spain
| | - Andone Estonba
- Laboratory of Genetics Faculty of Science & Technology, Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU), Leioa, Spain
| | - Molly Lutcavage
- School for the Environment and Large Pelagics Research Center, University of Massachusetts, Boston, Gloucester, MA, USA
| | - Alex Hanke
- Fisheries and Oceans Canada, St. Andrews Biological Station, St. Andrews, NB, Canada
| | - Jay Rooker
- Department of Marine Biology, Texas A&M University at Galveston, Galveston, TX, USA.,Department of Wildlife and Fisheries Sciences, Texas A&M University, College Station, TX, USA
| | - James S Franks
- Gulf Coast Research Laboratory, Center for Fisheries Research and Development, University of Southern Mississippi, Ocean Springs, MS, USA
| | - Joseph M Quattro
- Department of Biological Sciences, University of South Carolina, Columbia, SC, USA
| | - Gualtiero Basilone
- National Research Council, Institute for Marine and Coastal Environment, Detached Unit of Capo Granitola, Trapani, Italy
| | - Igaratza Fraile
- Marine Research Division, AZTI Tecnalia, Pasaia, Gipuzkoa, Spain
| | - Urtzi Laconcha
- Marine Research Division, AZTI Tecnalia, Pasaia, Gipuzkoa, Spain.,Laboratory of Genetics Faculty of Science & Technology, Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU), Leioa, Spain
| | - Nicolas Goñi
- Marine Research Division, AZTI Tecnalia, Pasaia, Gipuzkoa, Spain
| | - Ai Kimoto
- National Research Institute of Far Seas Fisheries, Shizuoka, Japan
| | - David Macías
- Instituto Español de Oceanografía, Centro Oceanográfico de Baleares, Palma, Spain
| | - Francisco Alemany
- Instituto Español de Oceanografía, Centro Oceanográfico de Baleares, Palma, Spain
| | - Simeon Deguara
- Federation of Maltese Aquaculture Producers (FMAP), Valletta, Malta
| | - Salem W Zgozi
- Marine Biology Research Center, Tripoli-Tajura, Libya
| | - Fulvio Garibaldi
- Department of Earth, Environmental and Life Sciences, University of Genoa, Genova, Italy
| | - Isik K Oray
- Faculty of Fisheries, Istanbul University, Laleli-Istanbul, Turkey
| | | | - Noureddine Abid
- National Institute of Fisheries Research, Regional Centre of Tangier, Tanger, Morocco
| | | | - Piero Addis
- Department of Life & Environmental Sciences (DISVA), University of Cagliari, Cagliari, Italy
| | | | - Fausto Tinti
- Department of Biological, Geological and Environmental Sciences/Laboratory of Genetics and Genomics of Marine Resources and Environment (GenoDREAM), University of Bologna, Ravenna, Italy
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20
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Montes I, Laconcha U, Iriondo M, Manzano C, Arrizabalaga H, Estonba A. Reduced Single Nucleotide Polymorphism Panels for Assigning Atlantic Albacore and Bay of Biscay Anchovy Individuals to Their Geographic Origin: Toward Sustainable Fishery Management. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2017; 65:4351-4358. [PMID: 28489943 DOI: 10.1021/acs.jafc.7b00619] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
There is an increasing trend upon adding a detailed description of the origin of seafood products driven by a general interest in the implementation of sustainable fishery management plans for the conservation of marine ecosystems. North Atlantic albacore ("Bonito del Norte con Eusko Label") and Bay of Biscay anchovy ("Anchoa del Cantábrico") are two commercially important fish populations with high economical value and vulnerable to commercial fraud. This fact, together with the overexploited situation of these two populations, makes it necessary to develop a tool to identify individual origin and to detect commercial fraud. In the present study, we have developed and validated a traceability tool consisting of reduced panels of gene-associated single nucleotide polymorphisms (SNPs) suitable for assigning individuals of two species to their origin with unprecedented accuracy levels. Only 48 SNPs are necessary to assign 81.1% albacore and 93.4% anchovy individuals with 100% accuracy to their geographic origin. The total accuracy of the results demonstrates how gene-associated SNPs can revolutionize food traceability. Gene-associated SNP panels are not of mere commercial interest, but they also can result in a positive impact on sustainability of marine ecosystems through conservation of fish populations through establishing a more effective and sustainable fishery management framework and contributing to the prevention of falsified labeling.
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Affiliation(s)
- Iratxe Montes
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU) , 48940 Leioa, Spain
| | - Urtzi Laconcha
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU) , 48940 Leioa, Spain
- Marine Research Division, AZTI , 20110 Pasaia, Spain
| | - Mikel Iriondo
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU) , 48940 Leioa, Spain
| | - Carmen Manzano
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU) , 48940 Leioa, Spain
| | | | - Andone Estonba
- Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU) , 48940 Leioa, Spain
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Barth JMI, Damerau M, Matschiner M, Jentoft S, Hanel R. Genomic Differentiation and Demographic Histories of Atlantic and Indo-Pacific Yellowfin Tuna (Thunnus albacares) Populations. Genome Biol Evol 2017; 9:1084-1098. [PMID: 28419285 PMCID: PMC5408087 DOI: 10.1093/gbe/evx067] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/11/2017] [Indexed: 12/30/2022] Open
Abstract
Recent developments in the field of genomics have provided new and powerful insights into population structure and dynamics that are essential for the conservation of biological diversity. As a commercially highly valuable species, the yellowfin tuna (Thunnus albacares) is intensely exploited throughout its distribution in tropical oceans around the world, and is currently classified as near threatened. However, conservation efforts for this species have so far been hampered by limited knowledge of its population structure, due to incongruent results of previous investigations. Here, we use whole-genome sequencing in concert with a draft genome assembly to decipher the global population structure of the yellowfin tuna, and to investigate its demographic history. We detect significant differentiation of Atlantic and Indo-Pacific yellowfin tuna populations as well as the possibility of a third diverged yellowfin tuna group in the Arabian Sea. We further observe evidence for past population expansion as well as asymmetric gene flow from the Indo-Pacific to the Atlantic.
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Affiliation(s)
- Julia M I Barth
- Centre for Ecological and Evolutionary Synthesis (CEES), Department of Biosciences, University of Oslo, Oslo, Norway
| | - Malte Damerau
- Institute of Fisheries Ecology, Johann Heinrich von Thünen Institute, Federal Research Institute for Rural Areas, Forestry and Fisheries, Hamburg, Germany
| | - Michael Matschiner
- Centre for Ecological and Evolutionary Synthesis (CEES), Department of Biosciences, University of Oslo, Oslo, Norway
| | - Sissel Jentoft
- Centre for Ecological and Evolutionary Synthesis (CEES), Department of Biosciences, University of Oslo, Oslo, Norway.,Centre for Coastal Research, Department of Natural Sciences, University of Agder, Kristiansand, Norway
| | - Reinhold Hanel
- Institute of Fisheries Ecology, Johann Heinrich von Thünen Institute, Federal Research Institute for Rural Areas, Forestry and Fisheries, Hamburg, Germany
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Evidence for environmental and ecological selection in a microbe with no geographic limits to gene flow. Proc Natl Acad Sci U S A 2017; 114:2651-2656. [PMID: 28209775 DOI: 10.1073/pnas.1612346114] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
The ability for organisms to disperse throughout their environment is thought to strongly influence population structure and thus evolution of diversity within species. A decades-long debate surrounds processes that generate and support high microbial diversity, particularly in the ocean. The debate concerns whether diversification occurs primarily through geographic partitioning (where distance limits gene flow) or through environmental selection, and remains unresolved due to lack of empirical data. Here we show that gene flow in a diatom, an ecologically important eukaryotic microbe, is not limited by global-scale geographic distance. Instead, environmental and ecological selection likely play a more significant role than dispersal in generating and maintaining diversity. We detected significantly diverged populations (FST > 0.130) and discovered temporal genetic variability at a single site that was on par with spatial genetic variability observed over distances of 15,000 km. Relatedness among populations was decoupled from geographic distance across the global ocean and instead, correlated significantly with water temperature and whole-community chlorophyll a Correlations with temperature point to the importance of environmental selection in structuring populations. Correlations with whole-community chlorophyll a, a proxy for autotrophic biomass, suggest that ecological selection via interactions with other plankton may generate and maintain population genetic structure in marine microbes despite global-scale dispersal. Here, we provide empirical evidence for global gene flow in a marine eukaryotic microbe, suggesting that everything holds the potential to be everywhere, with environmental and ecological selection rather than geography or dispersal dictating the structure and evolution of diversity over space and time.
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Antoniou A, Kasapidis P, Kotoulas G, Mylonas CC, Magoulas A. Genetic diversity of Atlantic Bluefin tuna in the Mediterranean Sea: insights from genome-wide SNPs and microsatellites. ACTA ACUST UNITED AC 2017; 24:3. [PMID: 28239596 PMCID: PMC5314471 DOI: 10.1186/s40709-017-0062-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2016] [Accepted: 01/28/2017] [Indexed: 11/25/2022]
Abstract
Background Elucidating the patterns of the Atlantic Bluefin tuna [ABFT, Thunnus thynnus (Linnaeus, 1758)] population structure constitutes a challenging task of great importance. Most of the unique challenges stem from its biology, as well as the attributes of the marine realm in which it disperses. Accurate information is urgently needed for stock assessment, and the identification of critical features to the persistence and adaptation of populations in order to formulate and adopt effective strategies for ABFT conservation and management. Conclusions of a great number of ABFT genetic studies on the Mediterranean Sea stock structure are rather controversial and not yet conclusive. In this study, ABFT genomic diversity was investigated in the Mediterranean Sea, which is the most important area for the species’ reproduction. Results Analyzing genome-wide SNPs and microsatellites from ABFT samples collected throughout the Mediterranean Sea did not provide strong evidence of genetic structure, pointing towards the existence of a single panmictic unit. An alternative view would recognize a failure to reject the null hypothesis of a panmictic unit as an effect of the study’s sampling design, the type of markers used, and the effectiveness/suitability of analysis methods in respect to the species biological characteristics or any combination of the above. Conclusions Unravelling the drivers of ABFT population diversity would require the consideration of important aspects of the species spawning behavior for the determination of the appropriate sampling design. Novel approaches and methods of analysis that will bring together experts in genetics/-omics, ecology and oceanography are deemed necessary. Analyzing ABFT genetic data under the discipline of seascape genetics could provide the analysis framework under which major abiotic and biotic forces controlling ABFT recruitment could be identified, elucidating the complicated population dynamics of the species, while multiple and continuous fisheries monitoring should in all cases be considered as a prerequisite in order to achieve efficient and long-term ABFT conservation.
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Affiliation(s)
- Aglaia Antoniou
- Institute of Marine Biology, Biotechnology and Aquaculture (IMBBC), Hellenic Centre for Marine Research, Gournes Pediados, P.O. Box 2214, 71003 Heraklion, Crete, Greece
| | - Panagiotis Kasapidis
- Institute of Marine Biology, Biotechnology and Aquaculture (IMBBC), Hellenic Centre for Marine Research, Gournes Pediados, P.O. Box 2214, 71003 Heraklion, Crete, Greece
| | - Georgios Kotoulas
- Institute of Marine Biology, Biotechnology and Aquaculture (IMBBC), Hellenic Centre for Marine Research, Gournes Pediados, P.O. Box 2214, 71003 Heraklion, Crete, Greece
| | - Constantinos C Mylonas
- Institute of Marine Biology, Biotechnology and Aquaculture (IMBBC), Hellenic Centre for Marine Research, Gournes Pediados, P.O. Box 2214, 71003 Heraklion, Crete, Greece
| | - Antonios Magoulas
- Institute of Marine Biology, Biotechnology and Aquaculture (IMBBC), Hellenic Centre for Marine Research, Gournes Pediados, P.O. Box 2214, 71003 Heraklion, Crete, Greece
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24
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Olson RJ, Young JW, Ménard F, Potier M, Allain V, Goñi N, Logan JM, Galván-Magaña F. Bioenergetics, Trophic Ecology, and Niche Separation of Tunas. ADVANCES IN MARINE BIOLOGY 2016; 74:199-344. [PMID: 27573052 DOI: 10.1016/bs.amb.2016.06.002] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Tunas are highly specialized predators that have evolved numerous adaptations for a lifestyle that requires large amounts of energy consumption. Here we review our understanding of the bioenergetics and feeding dynamics of tunas on a global scale, with an emphasis on yellowfin, bigeye, skipjack, albacore, and Atlantic bluefin tunas. Food consumption balances bioenergetics expenditures for respiration, growth (including gonad production), specific dynamic action, egestion, and excretion. Tunas feed across the micronekton and some large zooplankton. Some tunas appear to time their life history to take advantage of ephemeral aggregations of crustacean, fish, and molluscan prey. Ontogenetic and spatial diet differences are substantial, and significant interdecadal changes in prey composition have been observed. Diet shifts from larger to smaller prey taxa highlight ecosystem-wide changes in prey availability and diversity and provide implications for changing bioenergetics requirements into the future. Where tunas overlap, we show evidence of niche separation between them; resources are divided largely by differences in diet percentages and size ranges of prey taxa. The lack of long-term data limits the ability to predict impacts of climate change on tuna feeding behaviour. We note the need for systematic collection of feeding data as part of routine monitoring of these species, and we highlight the advantages of using biochemical techniques for broad-scale analyses of trophic relations. We support the continued development of ecosystem models, which all too often lack the regional-specific trophic data needed to adequately investigate climate and fishing impacts.
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Affiliation(s)
- R J Olson
- Inter-American Tropical Tuna Commission, La Jolla, CA, United States.
| | - J W Young
- CSIRO Marine and Atmospheric Research, Hobart, TAS, Australia
| | - F Ménard
- Institut de Recherche pour le Développement (IRD), Mediterranean Institute of Oceanography (Aix-Marseille Université, CNRS, IRD, Université de Toulon), Marseille, France
| | - M Potier
- IRD, UMR MARBEC (IRD, UM, Ifremer, CNRS), Sète cedex, France
| | - V Allain
- Pacific Community (SPC), Nouméa cedex, New Caledonia
| | - N Goñi
- AZTI-Tecnalia/Marine Research, Pasaia, Gipuzkoa, Spain
| | - J M Logan
- Massachusetts Division of Marine Fisheries, New Bedford, MA, United States
| | - F Galván-Magaña
- Instituto Politécnico Nacional, Centro Interdisciplinario de Ciencias Marinas, La Paz, Baja California Sur, Mexico
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Nikolic N, Duthoy S, Destombes A, Bodin N, West W, Puech A, Bourjea J. Discovery of Genome-Wide Microsatellite Markers in Scombridae: A Pilot Study on Albacore Tuna. PLoS One 2015; 10:e0141830. [PMID: 26544051 PMCID: PMC4636268 DOI: 10.1371/journal.pone.0141830] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2015] [Accepted: 10/13/2015] [Indexed: 11/21/2022] Open
Abstract
Recent developments in sequencing technologies and bioinformatics analysis provide a greater amount of DNA sequencing reads at a low cost. Microsatellites are the markers of choice for a variety of population genetic studies, and high quality markers can be discovered in non-model organisms, such as tuna, with these recent developments. Here, we use a high-throughput method to isolate microsatellite markers in albacore tuna, Thunnus alalunga, based on coupling multiplex enrichment and next-generation sequencing on 454 GS-FLX Titanium pyrosequencing. The crucial minimum number of polymorphic markers to infer evolutionary and ecological processes for this species has been described for the first time. We provide 1670 microsatellite design primer pairs, and technical and molecular genetics selection resulting in 43 polymorphic microsatellite markers. On this panel, we characterized 34 random and selectively neutral markers («neutral») and 9 «non-neutral» markers. The variability of «neutral» markers was screened with 136 individuals of albacore tuna from southwest Indian Ocean (42), northwest Indian Ocean (31), South Africa (31), and southeast Atlantic Ocean (32). Power analysis demonstrated that the panel of genetic markers can be applied in diversity and population genetics studies. Global genetic diversity for albacore was high with a mean number of alleles at 16.94; observed heterozygosity 66% and expected heterozygosity 77%. The number of individuals was insufficient to provide accurate results on differentiation. Of the 9 «non-neutral» markers, 3 were linked to a sequence of known function. The one is located to a sequence having an immunity function (ThuAla-Tcell-01) and the other to a sequence having energy allocation function (ThuAla-Hki-01). These two markers were genotyped on the 136 individuals and presented different diversity levels. ThuAla-Tcell-01 has a high number of alleles (20), heterozygosity (87–90%), and assignment index. ThuAla-Hki-01 has a lower number of alleles (9), low heterozygosity (24–27%), low assignment index and significant inbreeding. Finally, the 34 «neutral» and 3 «non-neutral» microsatellites markers were tested on four economically important Scombridae species—Thunnus albacares, Thunnus thynnus, Thunnus obesus, and Acanthocybium solandri.
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Affiliation(s)
- Natacha Nikolic
- IFREMER, Institut Français de Recherche pour l’Exploitation de la Mer, Délégation de La Réunion, Rue Jean Bertho, BP 60, 97 822 Le Port Cedex, La Réunion, France
- * E-mail:
| | | | | | | | - Wendy West
- Department of Agriculture Forestry and Fisheries, Private Bag X2, Roggebaai, 8012, South Africa
| | - Alexis Puech
- IFREMER, Institut Français de Recherche pour l’Exploitation de la Mer, Délégation de La Réunion, Rue Jean Bertho, BP 60, 97 822 Le Port Cedex, La Réunion, France
| | - Jérôme Bourjea
- IFREMER, Institut Français de Recherche pour l’Exploitation de la Mer, Délégation de La Réunion, Rue Jean Bertho, BP 60, 97 822 Le Port Cedex, La Réunion, France
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