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Fitz KS, Montes HR, Thompson DM, Pinsky ML. Isolation-by-distance and isolation-by-oceanography in Maroon Anemonefish ( Amphiprion biaculeatus). Evol Appl 2023; 16:379-392. [PMID: 36793687 PMCID: PMC9923474 DOI: 10.1111/eva.13448] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 05/27/2022] [Accepted: 07/07/2022] [Indexed: 11/29/2022] Open
Abstract
Obtaining dispersal estimates for a species is key to understanding local adaptation and population dynamics and to implementing conservation actions. Genetic isolation-by-distance (IBD) patterns can be used for estimating dispersal, and these patterns are especially useful for marine species in which few other methods are available. In this study, we genotyped coral reef fish (Amphiprion biaculeatus) at 16 microsatellite loci across eight sites across 210 km in the central Philippines to generate fine-scale estimates of dispersal. All sites except for one followed IBD patterns. Using IBD theory, we estimated a larval dispersal kernel spread of 8.9 km (95% confidence interval of 2.3-18.4 km). Genetic distance to the remaining site correlated strongly with the inverse probability of larval dispersal from an oceanographic model. Ocean currents were a better explanation for genetic distance at large spatial extents (sites greater than 150 km apart), while geographic distance remained the best explanation for spatial extents less than 150 km. Our study demonstrates the utility of combining IBD patterns with oceanographic simulations to understand connectivity in marine environments and to guide marine conservation strategies.
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Affiliation(s)
- Kyra S Fitz
- Department of Ecology, Evolution and Natural Resources Rutgers University New Brunswick New Jersey USA
| | - Humberto R Montes
- Institute of Tropical Ecology and Environmental Management Visayas State University Baybay City Philippines
| | - Diane M Thompson
- Department of Geosciences University of Arizona Tucson Arizona USA
| | - Malin L Pinsky
- Department of Ecology, Evolution and Natural Resources Rutgers University New Brunswick New Jersey USA
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2
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Zhang C, Chen X, Yuan L, Wu Y, Ma Y, Jie W, Jiang Y, Guo J, Qiang L, Han C, Shu H. Genetic diversity and population structure of Chinese Gizzard Shad Clupanodon thrissa in South China based on morphological and molecular markers. Glob Ecol Conserv 2023. [DOI: 10.1016/j.gecco.2023.e02367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
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3
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Petrokas R, Ibanga D, Manton M. Deep Ecology, Biodiversity and Assisted Natural Regeneration of European Hemiboreal Forests. Diversity 2022; 14:892. [DOI: 10.3390/d14100892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Climate change and the associated disturbances have disrupted the relative stability of tree species composition in hemiboreal forests. The natural ecology of forest communities, including species occurrence and composition, forest structure, and food webs, have been affected. Yet, the hemiboreal forest zone of Lithuania is the least studied in the country for climate change risks and possible management adaption techniques. This problem is further complicated by the fact that Lithuania uses a traditional centralised forest management system. Therefore, this work proposes assisted natural regeneration (ANR) of tree species as a more viable means of building hemiboreal forest resilience to cope with future climate change risks. The ANR model implies that forest management is localised in local communities, to provide opportunities for the local people to participate in forest management based on local knowledge, thereby facilitating the transition from cultural diversity to biodiversity. Further, ANR is grounded on an ethical framework—deep ecology—to provide ethical justification for the proposal to transit forest management in Lithuania from the traditional centralised segregated system to a community-driven practice. The work combines the theories of ANR, deep ecology, and hemiboreal forest knowledge systems to provide complementary information that builds on gaps in the existing literature. This study is unique in that no previous work has linked ANR and deep ecology in the context of Lithuania’s forest ecosystems.
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Sun L, Li J, Chen J, Chen W, Yue Z, Shi J, Huang H, You M, You S. An ensemble learning approach to map the genetic connectivity of the parasitoid Stethynium empoasca (Hymenoptera: Mymaridae) and identify the key influencing environmental and landscape factors. Front Ecol Evol 2022. [DOI: 10.3389/fevo.2022.943299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The effect of landscape patterns and environmental factors on the population structure and genetic diversity of organisms is well-documented. However, this effect is still unclear in the case of Mymaridae parasitoids. Despite recent advances in machine learning methods for landscape genetics, ensemble learning still needs further investigation. Here, we evaluated the performance of different boosting algorithms and analyzed the effects of landscape and environmental factors on the genetic variations in the tea green leafhopper parasitoid Stethynium empoasca (Hymenoptera: Mymaridae). The S. empoasca populations showed a distinct pattern of isolation by distance. The minimum temperature of the coldest month, annual precipitation, the coverage of evergreen/deciduous needleleaf trees per 1 km2, and the minimum precipitation of the warmest quarter were identified as the dominant factors affecting the genetic divergence of S. empoasca populations. Notably, compared to previous machine learning studies, our model showed an unprecedented accuracy (r = 0.87) for the prediction of genetic differentiation. These findings not only demonstrated how the landscape shaped S. empoasca genetics but also provided an essential basis for developing conservation strategies for this biocontrol agent. In a broader sense, this study demonstrated the importance and efficiency of ensemble learning in landscape genetics.
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Dalongeville A, Nielsen ES, Teske PR, Heyden S. Comparative phylogeography in a marine biodiversity hotspot provides novel insights into evolutionary processes across the Atlantic‐Indian Ocean transition. DIVERS DISTRIB 2022. [DOI: 10.1111/ddi.13534] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Affiliation(s)
| | - Erica S. Nielsen
- Department of Evolution and Ecology University of California, Davis Davis California USA
| | - Peter R. Teske
- Department of Zoology Centre for Ecological Genomics and Wildlife Conservation University of Johannesburg Auckland Park South Africa
| | - Sophie Heyden
- Department of Botany and Zoology Evolutionary Genomics Group Stellenbosch University Stellenbosch South Africa
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6
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Naaykens T, D’Aloia CC. Isolation‐by‐distance and genetic parentage analysis provide similar larval dispersal estimates. Mol Ecol 2022; 31:3072-3082. [DOI: 10.1111/mec.16465] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 02/10/2022] [Accepted: 03/30/2022] [Indexed: 11/28/2022]
Affiliation(s)
- T. Naaykens
- Department of Biological Sciences University of New Brunswick – Saint John 100 Tucker Park Road NB E2L 4L5 Canada
| | - C. C. D’Aloia
- Department of Biology University of Toronto Mississauga 3359 Mississauga Road Mississauga ON L5L 1C6 Canada
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Grant WS, Bringloe TT. Pleistocene Ice Ages Created New Evolutionary Lineages, but Limited Speciation in Northeast Pacific Winged Kelp. J Hered 2020; 111:593-605. [PMID: 33252684 DOI: 10.1093/jhered/esaa053] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2020] [Accepted: 11/27/2020] [Indexed: 11/13/2022] Open
Abstract
The extent that Pleistocene climate variability promoted speciation has been much debated. Here, we surveyed genetic markers in winged kelp Alaria in the Gulf of Alaska, Northeast Pacific Ocean to understand how paleoclimates may have influenced diversity in this kelp. The study included wide geographic sampling over 2800 km and large sample sizes compared to previous studies of this kelp. Mitochondrial 5'-COI (664 bp), plastid rbcL-3' (740 bp) and 8 microsatellite markers in 16 populations resolved 5 well-defined lineages. COI-rbcL haplotypes were distributed chaotically among populations around the Gulf of Alaska. Principal Coordinates Analysis of microsatellite genotypes grouped plants largely by organellar lineage instead of geography, indicating reproductive isolation among lineages. However, microsatellite markers detected hybrids at 3 sites where lineages co-occurred. Local adaptation on various time scales may be responsible for some genetic differences between populations located along wave-energy and salinity gradients, but the chaotic pattern of variability over hundreds of kilometers is likely due to isolations in northern refugia during Pleistocene ice ages. The range of divergences between populations indicates that episodic glaciations led to the creation of new lineages, but population turnover (local extinctions and recolonizations) limited the formation of new species in the Northeastern Pacific Ocean.
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Affiliation(s)
- W Stewart Grant
- Genetics Laboratory, Alaska Department of Fish & Game, Anchorage, AK
- College of Fisheries and Ocean Sciences, University of Alaska Fairbanks, Juneau, AK
| | - Trevor T Bringloe
- School of BioSciences, University of Melbourne, Parkville Campus, Victoria, Australia
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Hipfner JM, Prill MM, Studholme KR, Domalik AD, Tucker S, Jardine C, Maftei M, Wright KG, Beck JN, Bradley RW, Carle RD, Good TP, Hatch SA, Hodum PJ, Ito M, Pearson SF, Rojek NA, Slater L, Watanuki Y, Will AP, Bindoff AD, Crossin GT, Drever MC, Burg TM. Geolocator tagging links distributions in the non-breeding season to population genetic structure in a sentinel North Pacific seabird. PLoS One 2020; 15:e0240056. [PMID: 33166314 PMCID: PMC7652296 DOI: 10.1371/journal.pone.0240056] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Accepted: 09/17/2020] [Indexed: 12/15/2022] Open
Abstract
We tested the hypothesis that segregation in wintering areas is associated with population differentiation in a sentinel North Pacific seabird, the rhinoceros auklet (Cerorhinca monocerata). We collected tissue samples for genetic analyses on five breeding colonies in the western Pacific Ocean (Japan) and on 13 colonies in the eastern Pacific Ocean (California to Alaska), and deployed light-level geolocator tags on 12 eastern Pacific colonies to delineate wintering areas. Geolocator tags were deployed previously on one colony in Japan. There was strong genetic differentiation between populations in the eastern vs. western Pacific Ocean, likely due to two factors. First, glaciation over the North Pacific in the late Pleistocene might have forced a southward range shift that historically isolated the eastern and western populations. And second, deep-ocean habitat along the northern continental shelf appears to act as a barrier to movement; abundant on both sides of the North Pacific, the rhinoceros auklet is virtually absent as a breeder in the Aleutian Islands and Bering Sea, and no tagged birds crossed the North Pacific in the non-breeding season. While genetic differentiation was strongest between the eastern vs. western Pacific, there was also extensive differentiation within both regional groups. In pairwise comparisons among the eastern Pacific colonies, the standardized measure of genetic differentiation (FꞌST) was negatively correlated with the extent of spatial overlap in wintering areas. That result supports the hypothesis that segregation in the non-breeding season is linked to genetic structure. Philopatry and a neritic foraging habit probably also contribute to the structuring. Widely distributed, vulnerable to anthropogenic stressors, and exhibiting extensive genetic structure, the rhinoceros auklet is fully indicative of the scope of the conservation challenges posed by seabirds.
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Affiliation(s)
- J. Mark Hipfner
- Wildlife Research Division, Environment and Climate Change Canada, Delta, British Columbia, Canada
- * E-mail:
| | - Marie M. Prill
- Department of Biology, University of Lethbridge, Lethbridge, Alberta, Canada
| | | | - Alice D. Domalik
- Department of Biological Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Strahan Tucker
- Fisheries and Oceans Canada, Nanaimo, British Columbia, Canada
| | | | - Mark Maftei
- Wildlife Research Division, Environment and Climate Change Canada, Delta, British Columbia, Canada
| | - Kenneth G. Wright
- Wildlife Research Division, Environment and Climate Change Canada, Delta, British Columbia, Canada
| | - Jessie N. Beck
- Oikonos Ecosystems Knowledge, Santa Cruz, California, United States of America
| | - Russell W. Bradley
- Point Blue Conservation Science, Petaluma, California, United States of America
| | - Ryan D. Carle
- Oikonos Ecosystems Knowledge, Santa Cruz, California, United States of America
| | - Thomas P. Good
- Northwest Fisheries Science Centre, National Marine Fisheries Service, National Oceanographic and Atmospheric Administration, Seattle, Washington, United States of America
| | - Scott A. Hatch
- Institute for Seabird Research and Conservation, Anchorage, Alaska, United States of America
| | - Peter J. Hodum
- Department of Biology, University of Puget Sound, Tacoma, Washington, United States of America
| | - Motohiro Ito
- Department of Applied Biosciences, Toyo University, Bunkyō-ku, Japan
| | - Scott F. Pearson
- Washington Department of Fish and Wildlife, Olympia, Washington, United States of America
| | - Nora A. Rojek
- United States Fish and Wildlife Service, Homer, Alaska, United States of America
| | - Leslie Slater
- United States Fish and Wildlife Service, Homer, Alaska, United States of America
| | - Yutaka Watanuki
- Graduate School of Fisheries Sciences, Hokkaido University, Hakodate, Hokkaido, Japan
| | - Alexis P. Will
- Institute of Arctic Biology, University of Alaska Fairbanks, Fairbanks, Alaska, United States of America
| | - Aidan D. Bindoff
- Wicking Dementia Research and Education Centre, University of Tasmania, Hobart, Tasmania, Australia
| | - Glenn T. Crossin
- Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Mark C. Drever
- Wildlife Research Division, Environment and Climate Change Canada, Delta, British Columbia, Canada
| | - Theresa M. Burg
- Department of Biology, University of Lethbridge, Lethbridge, Alberta, Canada
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Nielsen ES, Henriques R, Beger M, Toonen RJ, von der Heyden S. Multi-model seascape genomics identifies distinct environmental drivers of selection among sympatric marine species. BMC Evol Biol 2020; 20:121. [PMID: 32938400 PMCID: PMC7493327 DOI: 10.1186/s12862-020-01679-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Accepted: 08/24/2020] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND As global change and anthropogenic pressures continue to increase, conservation and management increasingly needs to consider species' potential to adapt to novel environmental conditions. Therefore, it is imperative to characterise the main selective forces acting on ecosystems, and how these may influence the evolutionary potential of populations and species. Using a multi-model seascape genomics approach, we compare putative environmental drivers of selection in three sympatric southern African marine invertebrates with contrasting ecology and life histories: Cape urchin (Parechinus angulosus), Common shore crab (Cyclograpsus punctatus), and Granular limpet (Scutellastra granularis). RESULTS Using pooled (Pool-seq), restriction-site associated DNA sequencing (RAD-seq), and seven outlier detection methods, we characterise genomic variation between populations along a strong biogeographical gradient. Of the three species, only S. granularis showed significant isolation-by-distance, and isolation-by-environment driven by sea surface temperatures (SST). In contrast, sea surface salinity (SSS) and range in air temperature correlated more strongly with genomic variation in C. punctatus and P. angulosus. Differences were also found in genomic structuring between the three species, with outlier loci contributing to two clusters in the East and West Coasts for S. granularis and P. angulosus, but not for C. punctatus. CONCLUSION The findings illustrate distinct evolutionary potential across species, suggesting that species-specific habitat requirements and responses to environmental stresses may be better predictors of evolutionary patterns than the strong environmental gradients within the region. We also found large discrepancies between outlier detection methodologies, and thus offer a novel multi-model approach to identifying the principal environmental selection forces acting on species. Overall, this work highlights how adding a comparative approach to seascape genomics (both with multiple models and species) can elucidate the intricate evolutionary responses of ecosystems to global change.
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Affiliation(s)
- Erica S Nielsen
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, Matieland, 7602, South Africa
| | - Romina Henriques
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, Matieland, 7602, South Africa.,Technical University of Denmark, National Institute of Aquatic Resources, Section for Marine Living Resources, Velsøvej 39, 8600, Silkeborg, Denmark
| | - Maria Beger
- School of Biology, Faculty of Biological Sciences, University of Leeds, Leeds, LS2 9JT, UK
| | - Robert J Toonen
- Hawai'i Institute of Marine Biology, University of Hawai'i at Mānoa, Kāne'ohe, HI, 96744, USA
| | - Sophie von der Heyden
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, Matieland, 7602, South Africa.
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Nali RC, Becker CG, Zamudio KR, Prado CPA. Topography, more than land cover, explains genetic diversity in a Neotropical savanna tree frog. DIVERS DISTRIB 2020. [DOI: 10.1111/ddi.13154] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Affiliation(s)
- Renato C. Nali
- Programa de Pós‐Graduação em Ciências Biológicas (Zoologia) Instituto de Biociências Universidade Estadual Paulista Rio Claro São Paulo Brazil
- Department of Ecology and Evolutionary Biology Cornell University Ithaca NY USA
| | | | - Kelly R. Zamudio
- Department of Ecology and Evolutionary Biology Cornell University Ithaca NY USA
| | - Cynthia P. A. Prado
- Programa de Pós‐Graduação em Ciências Biológicas (Zoologia) Instituto de Biociências Universidade Estadual Paulista Rio Claro São Paulo Brazil
- Departamento de Morfologia e Fisiologia Animal Faculdade de Ciências Agrárias e Veterinárias Universidade Estadual Paulista Jaboticabal São Paulo Brazil
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11
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D'Aloia CC, Andrés JA, Bogdanowicz SM, McCune AR, Harrison RG, Buston PM. Unraveling hierarchical genetic structure in a marine metapopulation: A comparison of three high-throughput genotyping approaches. Mol Ecol 2020; 29:2189-2203. [PMID: 32147850 DOI: 10.1111/mec.15405] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2019] [Revised: 02/05/2020] [Accepted: 03/03/2020] [Indexed: 01/04/2023]
Abstract
Marine metapopulations often exhibit subtle population structure that can be difficult to detect. Given recent advances in high-throughput sequencing, an emerging question is whether various genotyping approaches, in concert with improved sampling designs, will substantially improve our understanding of genetic structure in the sea. To address this question, we explored hierarchical patterns of structure in the coral reef fish Elacatinus lori using a high-resolution approach with respect to both genetic and geographic sampling. Previously, we identified three putative E. lori populations within Belize using traditional genetic markers and sparse geographic sampling: barrier reef and Turneffe Atoll; Glover's Atoll; and Lighthouse Atoll. Here, we systematically sampled individuals at ~10 km intervals throughout these reefs (1,129 individuals from 35 sites) and sequenced all individuals at three sets of markers: 2,418 SNPs; 89 microsatellites; and 57 nonrepetitive nuclear loci. At broad spatial scales, the markers were consistent with each other and with previous findings. At finer spatial scales, there was new evidence of genetic substructure, but our three marker sets differed slightly in their ability to detect these patterns. Specifically, we found subtle structure between the barrier reef and Turneffe Atoll, with SNPs resolving this pattern most effectively. We also documented isolation by distance within the barrier reef. Sensitivity analyses revealed that the number of loci (and alleles) had a strong effect on the detection of structure for all three marker sets, particularly at small spatial scales. Taken together, these results illustrate empirically that high-throughput genotyping data can elucidate subtle genetic structure at previously-undetected scales in a dispersive marine fish.
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Affiliation(s)
- Cassidy C D'Aloia
- Department of Biological Sciences, University of New Brunswick, Saint John, NB, Canada
| | - Jose A Andrés
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA
| | - Steven M Bogdanowicz
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA
| | - Amy R McCune
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA
| | - Richard G Harrison
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA
| | - Peter M Buston
- Department of Biology and Marine Program, Boston University, Boston, MA, USA
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12
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Sunde J, Yıldırım Y, Tibblin P, Forsman A. Comparing the Performance of Microsatellites and RADseq in Population Genetic Studies: Analysis of Data for Pike ( Esox lucius) and a Synthesis of Previous Studies. Front Genet 2020; 11:218. [PMID: 32231687 PMCID: PMC7082332 DOI: 10.3389/fgene.2020.00218] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Accepted: 02/24/2020] [Indexed: 01/06/2023] Open
Abstract
Population genetic studies reveal biodiversity patterns and inform about drivers of evolutionary differentiation and adaptation, including gene flow, drift and selection. This can advance our understanding and aid decision making regarding management and conservation efforts. Microsatellites have long been used in population genetic studies. Thanks to the development of newer techniques, sequencing approaches such as restriction site associated DNA sequencing (RADseq) are on their way to replace microsatellites for some applications. However, the performance of these two marker types in population genetics have rarely been systematically compared. We utilized three neutrally and adaptively differentiated populations of anadromous pike (Esox lucius) to assess the relative performance of microsatellites and RADseq with respect to resolution and conclusiveness of estimates of population differentiation and genetic structure. To this end, the same set of individuals (N = 64) were genotyped with both RADseq and microsatellite markers. To assess effects of sample size, the same subset of 10 randomly chosen individuals from each population (N = 30 in total) were also genotyped with both methods. Comparisons of estimated genetic diversity and structure showed that both markers were able to uncover genetic structuring. The full RADseq dataset provided the clearest detection of the finer scaled genetic structuring, and the other three datasets (full and subset microsatellite, and subset RADseq) provided comparable results. A search for outlier loci performed on the full SNP dataset pointed to signs of selection potentially associated with salinity and temperature, exemplifying the utility of RADseq to inform about the importance of different environmental factors. To evaluate whether performance differences between the markers are general or context specific, the results of previous studies that have investigated population structure using both marker types were synthesized. The synthesis revealed that RADseq performed as well as, or better than microsatellites in detecting genetic structuring in the included studies. The differences in the ability to detect population structure, both in the present and the previous studies, are likely explained by the higher number of loci typically utilized in RADseq compared to microsatellite analysis, as increasing the number of markers will (regardless of the marker type) increase power and allow for clearer detection and higher resolution of genetic structure.
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Affiliation(s)
- Johanna Sunde
- Department of Biology and Environmental Science, Centre for Ecology and Evolution in Microbial Model Systems, EEMiS, Linnaeus University, Kalmar, Sweden
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Asaduzzaman M, Igarashi Y, Wahab MA, Nahiduzzaman M, Rahman MJ, Phillips MJ, Huang S, Asakawa S, Rahman MM, Wong LL. Population Genomics of an Anadromous Hilsa Shad Tenualosa ilisha Species across Its Diverse Migratory Habitats: Discrimination by Fine-Scale Local Adaptation. Genes (Basel) 2019; 11:genes11010046. [PMID: 31905942 PMCID: PMC7017241 DOI: 10.3390/genes11010046] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Revised: 12/19/2019] [Accepted: 12/23/2019] [Indexed: 11/23/2022] Open
Abstract
The migration of anadromous fish in heterogenic environments unceasingly imposes a selective pressure that results in genetic variation for local adaptation. However, discrimination of anadromous fish populations by fine-scale local adaptation is challenging because of their high rate of gene flow, highly connected divergent population, and large population size. Recent advances in next-generation sequencing (NGS) have expanded the prospects of defining the weakly structured population of anadromous fish. Therefore, we used NGS-based restriction site-associated DNA (NextRAD) techniques on 300 individuals of an anadromous Hilsa shad (Tenualosa ilisha) species, collected from nine strategic habitats, across their diverse migratory habitats, which include sea, estuary, and different freshwater rivers. The NextRAD technique successfully identified 15,453 single nucleotide polymorphism (SNP) loci. Outlier tests using the FST OutFLANK and pcadapt approaches identified 74 and 449 SNPs (49 SNPs being common), respectively, as putative adaptive loci under a divergent selection process. Our results, based on the different cluster analyses of these putatively adaptive loci, suggested that local adaptation has divided the Hilsa shad population into two genetically structured clusters, in which marine and estuarine collection sites were dominated by individuals of one genetic cluster and different riverine collection sites were dominated by individuals of another genetic cluster. The phylogenetic analysis revealed that all the riverine populations of Hilsa shad were further subdivided into the north-western riverine (turbid freshwater) and the north-eastern riverine (clear freshwater) ecotypes. Among all of the putatively adaptive loci, only 36 loci were observed to be in the coding region, and the encoded genes might be associated with important biological functions related to the local adaptation of Hilsa shad. In summary, our study provides both neutral and adaptive contexts for the observed genetic divergence of Hilsa shad and, consequently, resolves the previous inconclusive findings on their population genetic structure across their diverse migratory habitats. Moreover, the study has clearly demonstrated that NextRAD sequencing is an innovative approach to explore how dispersal and local adaptation can shape genetic divergence of non-model anadromous fish that intersect diverse migratory habitats during their life-history stages.
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Affiliation(s)
- Md Asaduzzaman
- Department of Marine Bioresource Science, Faculty of Fisheries, Chattogram Veterinary and Animal Sciences University, Khulsi, Chattogram 4225, Bangladesh
- Department of Aquatic Bioscience, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-8657, Japan; (Y.I.); (S.H.); (S.A.)
- Correspondence: (M.A.); (L.L.W.); Tel.: +880-1717-412049 (M.A.); +609-668-3671 (L.L.W.)
| | - Yoji Igarashi
- Department of Aquatic Bioscience, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-8657, Japan; (Y.I.); (S.H.); (S.A.)
| | - Md Abdul Wahab
- WorldFish, Bangladesh and South Asia Office, Banani, Dhaka 1213, Bangladesh; (M.A.W.); (M.N.); (M.J.R.)
| | - Md Nahiduzzaman
- WorldFish, Bangladesh and South Asia Office, Banani, Dhaka 1213, Bangladesh; (M.A.W.); (M.N.); (M.J.R.)
| | - Md Jalilur Rahman
- WorldFish, Bangladesh and South Asia Office, Banani, Dhaka 1213, Bangladesh; (M.A.W.); (M.N.); (M.J.R.)
| | - Michael J. Phillips
- WorldFish Headquarters, Jalan Batu Maung, Batu Muang, Penang 11960, Malaysia;
| | - Songqian Huang
- Department of Aquatic Bioscience, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-8657, Japan; (Y.I.); (S.H.); (S.A.)
| | - Shuichi Asakawa
- Department of Aquatic Bioscience, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-8657, Japan; (Y.I.); (S.H.); (S.A.)
| | - Md Moshiur Rahman
- Fisheries and Marine Resource Technology Discipline, Khulna University, Khulna 9208, Bangladesh;
| | - Li Lian Wong
- Institute of Marine Biotechnology, Universiti Malaysia Terengganu, Kuala-Terengganu, Terengganu 21030, Malaysia
- Correspondence: (M.A.); (L.L.W.); Tel.: +880-1717-412049 (M.A.); +609-668-3671 (L.L.W.)
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14
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Mzingirwa FA, Mkare TK, Nyingi DW, Njiru J. Genetic diversity and spatial population structure of a deepwater snapper, Pristipomoides filamentosus in the south-west Indian Ocean. Mol Biol Rep 2019; 46:5079-5088. [PMID: 31422491 DOI: 10.1007/s11033-019-04962-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Accepted: 07/02/2019] [Indexed: 11/28/2022]
Abstract
The crimson jobfish, Pristipomoides filamentosus Valenciennes, 1830 is an economically important demersal species largely distributed in the Indo-Pacific region. Pristipomoides filamentosus constitutes a significant portion of catch landed in demersal fisheries throughout the species' distribution range. Despite the species' economic importance, there is insufficient data to guide the species' conservation management, especially within the south-western (SW) Indian Ocean region. The aims of the present study were to conduct a population genetic analysis to determine the spatial genetic structure of the species and, whether different management units could be established in the region, using an analysis of both mitochondrial DNA fragment (mtDNA), and nuclear microsatellite loci. A total of 193 fin clips were collected from Seychelles, Kenya, Tanzania, Comoros, Madagascar, Mauritius and South Africa, with each having an established fishery of the species. Both haplotype diversity (h) and expected heterozygosity (HE) for mtDNA and microsatellite loci respectively were generally high for all localities, except for Seychelles where both diversity indices were at the lowest (i.e. h = 0.429 ± 0.134; HE = 0.647 ± 0.059). Even though mtDNA failed to detect population differentiation, the hypervariable microsatellite loci consistently indicated presence of four genetic clusters irrespective of the clustering approach applied. Based on present results, we propose recognising the four clusters as distinct fisheries management units of the species in the SW Indian Ocean region.
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Affiliation(s)
- Fatuma Ali Mzingirwa
- Kenya Marine and Fisheries Research Institute, P.O. Box 81651-80100, Mombasa, Kenya
| | - Thomas Kalama Mkare
- Kenya Marine and Fisheries Research Institute, P.O. Box 81651-80100, Mombasa, Kenya.
| | | | - James Njiru
- Kenya Marine and Fisheries Research Institute, P.O. Box 81651-80100, Mombasa, Kenya
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15
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Scheepers MJ, Gouws G. Mating System, Reproductive Success, and Sexual Selection in Bluntnose Klipfishes (Clinus cottoides). J Hered 2019; 110:351-360. [PMID: 30726981 DOI: 10.1093/jhered/esz008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2018] [Accepted: 01/31/2019] [Indexed: 11/14/2022] Open
Abstract
A critical part of the sexual selection process in animals is the genetic mating system. Quantifying mating systems, especially in species with cryptic life histories can be challenging. One approach is to use genotypic markers and accurate parentage analysis, along with methods to account for bias when sampling natural populations, to calculate sexual selection metrics derived from Bateman's principles. In this study, 3 microsatellites were used to genotype 48 adults (23 female and 25 male) and 342 offspring from known mothers of live-bearing bluntnose klipfish. Parentage analysis was performed to interpret mating and reproductive success for both sexes. Metrics quantified were the opportunity for selection (I), the opportunity for sexual selection (Is), absolute (βss), and standardized (β'ss) Bateman gradients and the maximum intensity of precopulatory sexual selection (s'max). Multiple mating by both sexes were revealed by parentage analysis. However, females did not show significant Bateman gradients or a significant maximum intensity of precopulatory sexual selection (s'max), whereas male sexual selection metrics were all significantly greater than 0. These results suggest a polygynandrous mating system for this species. There is an opportunity for sexual selection to act on males but not females in this population, which is evolutionary tied to anisogamy, parental investment, and sex roles.
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Affiliation(s)
- Martinus Johannes Scheepers
- Department of Ichthyology and Fisheries Science, Rhodes University, Grahamstown, South Africa
- National Research Foundation-South African Institute for Aquatic Biodiversity (NRF-SAIAB), South Africa
| | - Gavin Gouws
- National Research Foundation-South African Institute for Aquatic Biodiversity (NRF-SAIAB), South Africa
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16
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Phair NL, Toonen RJ, Knapp I, von der Heyden S. Shared genomic outliers across two divergent population clusters of a highly threatened seagrass. PeerJ 2019; 7:e6806. [PMID: 31106053 PMCID: PMC6497040 DOI: 10.7717/peerj.6806] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Accepted: 03/18/2019] [Indexed: 12/15/2022] Open
Abstract
The seagrass, Zostera capensis, occurs across a broad stretch of coastline and wide environmental gradients in estuaries and sheltered bays in southern and eastern Africa. Throughout its distribution, habitats are highly threatened and poorly protected, increasing the urgency of assessing the genomic variability of this keystone species. A pooled genomic approach was employed to obtain SNP data and examine neutral genomic variation and to identify potential outlier loci to assess differentiation across 12 populations across the ∼9,600 km distribution of Z. capensis. Results indicate high clonality and low genomic diversity within meadows, which combined with poor protection throughout its range, increases the vulnerability of this seagrass to further declines or local extinction. Shared variation at outlier loci potentially indicates local adaptation to temperature and precipitation gradients, with Isolation-by-Environment significantly contributing towards shaping spatial variation in Z. capensis. Our results indicate the presence of two population clusters, broadly corresponding to populations on the west and east coasts, with the two lineages shaped only by frequency differences of outlier loci. Notably, ensemble modelling of suitable seagrass habitat provides evidence that the clusters are linked to historical climate refugia around the Last Glacial Maxi-mum. Our work suggests a complex evolutionary history of Z. capensis in southern and eastern Africa that will require more effective protection in order to safeguard this important ecosystem engineer into the future.
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Affiliation(s)
- Nikki Leanne Phair
- Department of Botany and Zoology, University of Stellenbosch, Stellenbosch, South Africa
| | - Robert John Toonen
- Hawaii Institute of Marine Biology, University of Hawaii at Manoa, Kaneohe, Hawai’i, United States of America
| | - Ingrid Knapp
- Hawaii Institute of Marine Biology, University of Hawaii at Manoa, Kaneohe, Hawai’i, United States of America
| | - Sophie von der Heyden
- Department of Botany and Zoology, University of Stellenbosch, Stellenbosch, South Africa
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17
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18
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Taboada S, Riesgo A, Wiklund H, Paterson GLJ, Koutsouveli V, Santodomingo N, Dale AC, Smith CR, Jones DOB, Dahlgren TG, Glover AG. Implications of population connectivity studies for the design of marine protected areas in the deep sea: An example of a demosponge from the Clarion-Clipperton Zone. Mol Ecol 2018; 27:4657-4679. [PMID: 30378207 DOI: 10.1111/mec.14888] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2018] [Revised: 08/31/2018] [Accepted: 09/20/2018] [Indexed: 01/06/2023]
Abstract
The abyssal demosponge Plenaster craigi inhabits the Clarion-Clipperton Zone (CCZ) in the northeast Pacific, a region with abundant seafloor polymetallic nodules with potential mining interest. Since P. craigi is a very abundant encrusting sponge on nodules, understanding its genetic diversity and connectivity could provide important insights into extinction risks and design of marine protected areas. Our main aim was to assess the effectiveness of the Area of Particular Environmental Interest 6 (APEI-6) as a potential genetic reservoir for three adjacent mining exploration contract areas (UK-1A, UK-1B and OMS-1A). As in many other sponges, COI showed extremely low variability even for samples ~900 km apart. Conversely, the 168 individuals of P. craigi, genotyped for 11 microsatellite markers, provided strong genetic structure at large geographical scales not explained by isolation by distance (IBD). Interestingly, we detected molecular affinities between samples from APEI-6 and UK-1A, despite being separated ~800 km. Although our migration analysis inferred very little progeny dispersal of individuals between areas, the major differentiation of OMS-1A from the other areas might be explained by the occurrence of predominantly northeasterly transport predicted by the HYCOM hydrodynamic model. Our study suggests that although APEI-6 does serve a conservation role, with species connectivity to the exploration areas, it is on its own inadequate as a propagule source for P. craigi for the entire eastern portion of the CCZ. Our new data suggest that an APEI located to the east and/or the south of the UK-1, OMS-1, BGR, TOML and NORI areas would be highly valuable.
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Affiliation(s)
- Sergi Taboada
- Life Sciences Department, The Natural History Museum, London, UK.,Departamento de Ciencias de la Vida, Ecología y Ciencias Ambientales, Universidad de Alcalá, Alcalá de Henares, Spain
| | - Ana Riesgo
- Life Sciences Department, The Natural History Museum, London, UK
| | - Helena Wiklund
- Life Sciences Department, The Natural History Museum, London, UK
| | | | | | | | - Andrew C Dale
- The Scottish Association for Marine Science, Oban, UK
| | - Craig R Smith
- Department of Oceanography, University of Hawaii, Honolulu, Hawaii
| | - Daniel O B Jones
- National Oceanography Centre, University of Southampton Waterfront Campus, Southampton, UK
| | - Thomas G Dahlgren
- NORCE, Uni Research, Bergen, Norway.,Department of Marine Sciences, University of Gothenburg, Gothenburg, Sweden.,Gothenburg Global Biodiversity Centre, University of Gothenburg, Gothenburg, Sweden
| | - Adrian G Glover
- Life Sciences Department, The Natural History Museum, London, UK
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19
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Drinan DP, Gruenthal KM, Canino MF, Lowry D, Fisher MC, Hauser L. Population assignment and local adaptation along an isolation-by-distance gradient in Pacific cod ( Gadus macrocephalus). Evol Appl 2018; 11:1448-1464. [PMID: 30151052 PMCID: PMC6100185 DOI: 10.1111/eva.12639] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2017] [Accepted: 03/12/2018] [Indexed: 01/03/2023] Open
Abstract
The discernment of populations as management units is a fundamental prerequisite for sustainable exploitation of species. A lack of clear stock boundaries complicates not only the identification of spatial management units, but also the assessment of mixed fisheries by population assignment and mixed stock analysis. Many marine species, such as Pacific cod, are characterized by isolation by distance, showing significant differentiation but no clear stock boundaries. Here, we used restriction-site-associated DNA (RAD) sequencing to investigate population structure and assess power to genetically assign Pacific cod to putative populations of origin. Samples were collected across the species range in the eastern Pacific Ocean, from the Salish Sea to the Aleutian Islands. A total of 6,425 putative biallelic single nucleotide polymorphisms were identified from 276 individuals. We found a strong isolation-by-distance signal along coastlines that mirrored previous microsatellite results and pronounced genetic differentiation between coastal samples and those from the inland waters of the Salish Sea, with no evidence for hybridization between these two populations. Individual assignment success based on two methods was high overall (≥84%) but decreased from south to north. Assignment to geographic location of origin also was successful, with average distance between capture and assignment location of 220 km. Outlier analyses identified more loci potentially under selection along the coast than between Salish Sea and coastal samples, suggesting more diverse adaptation to latitudinal environmental factors than inshore vs. offshore environments. Our results confirm previous observations of sharp genetic differentiation of the Salish Sea population and isolation by distance along the coast, but also highlight the feasibility of using modern genomic techniques to inform stock boundaries and fisheries management in a low FST marine species.
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Affiliation(s)
- Daniel P. Drinan
- School of Aquatic and Fishery SciencesUniversity of WashingtonSeattleWashington
| | | | | | - Dayv Lowry
- Washington Department of Fish and WildlifeOlympiaWashington
| | - Mary C. Fisher
- School of Aquatic and Fishery SciencesUniversity of WashingtonSeattleWashington
| | - Lorenz Hauser
- School of Aquatic and Fishery SciencesUniversity of WashingtonSeattleWashington
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20
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Teske PR, Golla TR, Sandoval-Castillo J, Emami-Khoyi A, van der Lingen CD, von der Heyden S, Chiazzari B, Jansen van Vuuren B, Beheregaray LB. Mitochondrial DNA is unsuitable to test for isolation by distance. Sci Rep 2018; 8:8448. [PMID: 29855482 PMCID: PMC5981212 DOI: 10.1038/s41598-018-25138-9] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2018] [Accepted: 04/16/2018] [Indexed: 12/04/2022] Open
Abstract
Tests for isolation by distance (IBD) are the most commonly used method of assessing spatial genetic structure. Many studies have exclusively used mitochondrial DNA (mtDNA) sequences to test for IBD, but this marker is often in conflict with multilocus markers. Here, we report a review of the literature on IBD, with the aims of determining (a) whether significant IBD is primarily a result of lumping spatially discrete populations, and (b) whether microsatellite datasets are more likely to detect IBD when mtDNA does not. We also provide empirical data from four species in which mtDNA failed to detect IBD by comparing these with microsatellite and SNP data. Our results confirm that IBD is mostly found when distinct regional populations are pooled, and this trend disappears when each is analysed separately. Discrepancies between markers were found in almost half of the studies reviewed, and microsatellites were more likely to detect IBD when mtDNA did not. Our empirical data rejected the lack of IBD in the four species studied, and support for IBD was particularly strong for the SNP data. We conclude that mtDNA sequence data are often not suitable to test for IBD, and can be misleading about species' true dispersal potential. The observed failure of mtDNA to reliably detect IBD, in addition to being a single-locus marker, is likely a result of a selection-driven reduction in genetic diversity obscuring spatial genetic differentiation.
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Affiliation(s)
- Peter R Teske
- Centre for Ecological Genomics and Wildlife Conservation, Department of Zoology, University of Johannesburg, Auckland Park, 2006, South Africa.
| | - Tirupathi Rao Golla
- Centre for Ecological Genomics and Wildlife Conservation, Department of Zoology, University of Johannesburg, Auckland Park, 2006, South Africa
| | - Jonathan Sandoval-Castillo
- Molecular Ecology Lab, College of Science and Engineering, Flinders University, Adelaide, SA, 5001, Australia
| | - Arsalan Emami-Khoyi
- Centre for Ecological Genomics and Wildlife Conservation, Department of Zoology, University of Johannesburg, Auckland Park, 2006, South Africa
| | - Carl D van der Lingen
- Branch: Fisheries Management, Department of Agriculture, Forestry and Fisheries, Private Bag X2, Vlaeberg, 8012, South Africa
- Department of Biological Sciences and Marine Research Institute, University of Cape Town, Private Bag X3, Rondebosch, 7700, South Africa
| | - Sophie von der Heyden
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, 7602, Matieland, South Africa
| | - Brent Chiazzari
- School of Life Sciences, University of KwaZulu-Natal, Westville, Durban, 4001, South Africa
| | - Bettine Jansen van Vuuren
- Centre for Ecological Genomics and Wildlife Conservation, Department of Zoology, University of Johannesburg, Auckland Park, 2006, South Africa
| | - Luciano B Beheregaray
- Molecular Ecology Lab, College of Science and Engineering, Flinders University, Adelaide, SA, 5001, Australia
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21
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Nielsen ES, Henriques R, Toonen RJ, Knapp ISS, Guo B, von der Heyden S. Complex signatures of genomic variation of two non-model marine species in a homogeneous environment. BMC Genomics 2018; 19:347. [PMID: 29743012 PMCID: PMC5944137 DOI: 10.1186/s12864-018-4721-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Accepted: 04/23/2018] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Genomic tools are increasingly being used on non-model organisms to provide insights into population structure and variability, including signals of selection. However, most studies are carried out in regions with distinct environmental gradients or across large geographical areas, in which local adaptation is expected to occur. Therefore, the focus of this study is to characterize genomic variation and selective signals over short geographic areas within a largely homogeneous region. To assess adaptive signals between microhabitats within the rocky shore, we compared genomic variation between the Cape urchin (Parechinus angulosus), which is a low to mid-shore species, and the Granular limpet (Scutellastra granularis), a high shore specialist. RESULTS Using pooled restriction site associated DNA (RAD) sequencing, we described patterns of genomic variation and identified outlier loci in both species. We found relatively low numbers of outlier SNPs within each species, and identified outlier genes associated with different selective pressures than those previously identified in studies conducted over larger environmental gradients. The number of population-specific outlier loci differed between species, likely owing to differential selective pressures within the intertidal environment. Interestingly, the outlier loci were highly differentiated within the two northernmost populations for both species, suggesting that unique evolutionary forces are acting on marine invertebrates within this region. CONCLUSIONS Our study provides a background for comparative genomic studies focused on non-model species, as well as a baseline for the adaptive potential of marine invertebrates along the South African west coast. We also discuss the caveats associated with Pool-seq and potential biases of sequencing coverage on downstream genomic metrics. The findings provide evidence of species-specific selective pressures within a homogeneous environment, and suggest that selective forces acting on small scales are just as crucial to acknowledge as those acting on larger scales. As a whole, our findings imply that future population genomic studies should expand from focusing on model organisms and/or studying heterogeneous regions to better understand the evolutionary processes shaping current and future biodiversity patterns, particularly when used in a comparative phylogeographic context.
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Affiliation(s)
- Erica S Nielsen
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, Matieland,, 7602, South Africa
| | - Romina Henriques
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, Matieland,, 7602, South Africa
| | - Robert J Toonen
- Hawai'i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai'i at Mānoa, Kāne'ohe, HI, 96744, USA
| | - Ingrid S S Knapp
- Hawai'i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai'i at Mānoa, Kāne'ohe, HI, 96744, USA
| | - Baocheng Guo
- The Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology Chinese Academy of Sciences, Beijing, 100101, China
| | - Sophie von der Heyden
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, Matieland,, 7602, South Africa.
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22
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Bartošová-Sojková P, Lövy A, Reed CC, Lisnerová M, Tomková T, Holzer AS, Fiala I. Life in a rock pool: Radiation and population genetics of myxozoan parasites in hosts inhabiting restricted spaces. PLoS One 2018; 13:e0194042. [PMID: 29561884 PMCID: PMC5862482 DOI: 10.1371/journal.pone.0194042] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Accepted: 02/25/2018] [Indexed: 12/11/2022] Open
Abstract
Introduction Intertidal rock pools where fish and invertebrates are in constant close contact due to limited space and water level fluctuations represent ideal conditions to promote life cycles in parasites using these two alternate hosts and to study speciation processes that could contribute to understanding the roles of parasitic species in such ecosystems. Material and methods Gall bladder and liver samples from five clinid fish species (Blenniiformes: Clinidae) were morphologically and molecularly examined to determine the diversity, prevalence, distribution and host specificity of Ceratomyxa parasites (Cnidaria: Myxozoa) in intertidal habitats along the coast of South Africa. Phylogenetic relationships of clinid ceratomyxids based on the SSU rDNA, LSU rDNA and ITS regions were assessed additionally to the investigation of population genetic structure of Ceratomyxa cottoidii and subsequent comparison with the data known from type fish host Clinus cottoides. Results and discussion Seven Ceratomyxa species including previously described Ceratomyxa dehoopi and C. cottoidii were recognized in clinids. They represent a diverse group of rapidly evolving, closely related species with a remarkably high prevalence in their hosts, little host specificity and frequent concurrent infections, most probably as a result of parasite radiation after multiple speciation events triggered by limited host dispersal within restricted spaces. C. cottoidii represents the most common clinid parasite with a population structure characterized by young expanding populations in the south west and south east coast and by older populations in equilibrium on the west coast of its distribution. Parasite and fish host population structures show overlapping patterns and are very likely affected by similar oceanographic barriers possibly due to reduced host dispersal enhancing parasite community differentiation. While fish host specificity had little impact on parasite population structure, the habitat preference of the alternate invertebrate host as well as tidal water exchange may be additional crucial variables affecting the dispersal and associated population structure of C. cottoidii.
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Affiliation(s)
- Pavla Bartošová-Sojková
- Institute of Parasitology, Biology Centre of the Czech Academy of Sciences, České Budějovice, Czech Republic
- * E-mail:
| | - Alena Lövy
- Institute of Parasitology, Biology Centre of the Czech Academy of Sciences, České Budějovice, Czech Republic
| | - Cecile C. Reed
- Department of Biological Sciences, University of Cape Town, Rondebosch, South Africa
| | - Martina Lisnerová
- Institute of Parasitology, Biology Centre of the Czech Academy of Sciences, České Budějovice, Czech Republic
- Faculty of Science, University of South Bohemia in České Budějovice, České Budějovice, Czech Republic
| | - Tereza Tomková
- Faculty of Science, University of South Bohemia in České Budějovice, České Budějovice, Czech Republic
| | - Astrid S. Holzer
- Institute of Parasitology, Biology Centre of the Czech Academy of Sciences, České Budějovice, Czech Republic
- Faculty of Science, University of South Bohemia in České Budějovice, České Budějovice, Czech Republic
| | - Ivan Fiala
- Institute of Parasitology, Biology Centre of the Czech Academy of Sciences, České Budějovice, Czech Republic
- Faculty of Science, University of South Bohemia in České Budějovice, České Budějovice, Czech Republic
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23
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Cahill AE, De Jode A, Dubois S, Bouzaza Z, Aurelle D, Boissin E, Chabrol O, David R, Egea E, Ledoux JB, Mérigot B, Weber AAT, Chenuil A. A multispecies approach reveals hot spots and cold spots of diversity and connectivity in invertebrate species with contrasting dispersal modes. Mol Ecol 2017; 26:6563-6577. [PMID: 29087018 DOI: 10.1111/mec.14389] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2017] [Accepted: 09/18/2017] [Indexed: 12/18/2022]
Abstract
Genetic diversity is crucial for species' maintenance and persistence, yet is often overlooked in conservation studies. Species diversity is more often reported due to practical constraints, but it is unknown if these measures of diversity are correlated. In marine invertebrates, adults are often sessile or sedentary and populations exchange genes via dispersal of gametes and larvae. Species with a larval period are expected to have more connected populations than those without larval dispersal. We assessed the relationship between measures of species and genetic diversity, and between dispersal ability and connectivity. We compiled data on genetic patterns and life history traits in nine species across five phyla. Sampling sites spanned 600 km in the northwest Mediterranean Sea and focused on a 50-km area near Marseilles, France. Comparative population genetic approaches yielded three main results. (i) Species without larvae showed higher levels of genetic structure than species with free-living larvae, but the role of larval type (lecithotrophic or planktotrophic) was negligible. (ii) A narrow area around Marseilles, subject to offshore advection, limited genetic connectivity in most species. (iii) We identified sites with significant positive contributions to overall genetic diversity across all species, corresponding with areas near low human population densities. In contrast, high levels of human activity corresponded with a negative contribution to overall genetic diversity. Genetic diversity within species was positively and significantly linearly related to local species diversity. Our study suggests that local contribution to overall genetic diversity should be taken into account for future conservation strategies.
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Affiliation(s)
- Abigail E Cahill
- Aix Marseille Univ, Univ Avignon, CNRS, IRD, IMBE, Marseille, France.,Biology Department, Albion College, Albion, MI, USA
| | - Aurélien De Jode
- Aix Marseille Univ, Univ Avignon, CNRS, IRD, IMBE, Marseille, France
| | - Sophie Dubois
- Aix Marseille Univ, Univ Avignon, CNRS, IRD, IMBE, Marseille, France
| | - Zoheir Bouzaza
- Département de Biologie, Faculté des Sciences de la Nature et de la Vie, Université Abdelhamid Ibn Badis, Mostaganem, Algérie
| | - Didier Aurelle
- Aix Marseille Univ, Univ Avignon, CNRS, IRD, IMBE, Marseille, France
| | - Emilie Boissin
- PSL Research University: EPHE-UPVD-CNRS, USR 3278 CRIOBE, Université de Perpignan, Perpignan, France
| | - Olivier Chabrol
- CNRS, Centrale Marseille, I2M, UMR7373, Aix-Marseille Université, Marseille, France
| | - Romain David
- Aix Marseille Univ, Univ Avignon, CNRS, IRD, IMBE, Marseille, France
| | - Emilie Egea
- Aix Marseille Univ, Univ Avignon, CNRS, IRD, IMBE, Marseille, France
| | - Jean-Baptiste Ledoux
- CIIMAR/CIMAR, Centro Interdisciplinar de Investigação Marinha e Ambiental, Universidade do Porto, Porto, Portugal.,Institute of Marine Sciences (ICM-CSIC), Barcelona, Spain
| | - Bastien Mérigot
- UMR MARBEC (CNRS, Ifremer, IRD, UM), Université de Montpellier, Sète, France
| | - Alexandra Anh-Thu Weber
- Aix Marseille Univ, Univ Avignon, CNRS, IRD, IMBE, Marseille, France.,Zoological Institute, University of Basel, Basel, Switzerland
| | - Anne Chenuil
- Aix Marseille Univ, Univ Avignon, CNRS, IRD, IMBE, Marseille, France
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24
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Nielsen ES, Beger M, Henriques R, Selkoe KA, von der Heyden S. Multispecies genetic objectives in spatial conservation planning. Conserv Biol 2017; 31:872-882. [PMID: 27925351 DOI: 10.1111/cobi.12875] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2016] [Revised: 11/22/2016] [Accepted: 11/27/2016] [Indexed: 06/06/2023]
Abstract
Growing threats to biodiversity and global alteration of habitats and species distributions make it increasingly necessary to consider evolutionary patterns in conservation decision making. Yet, there is no clear-cut guidance on how genetic features can be incorporated into conservation-planning processes, despite multiple molecular markers and several genetic metrics for each marker type to choose from. Genetic patterns differ between species, but the potential tradeoffs among genetic objectives for multiple species in conservation planning are currently understudied. We compared spatial conservation prioritizations derived from 2 metrics of genetic diversity (nucleotide and haplotype diversity) and 2 metrics of genetic isolation (private haplotypes and local genetic differentiation) in mitochondrial DNA of 5 marine species. We compared outcomes of conservation plans based only on habitat representation with plans based on genetic data and habitat representation. Fewer priority areas were selected for conservation plans based solely on habitat representation than on plans that included habitat and genetic data. All 4 genetic metrics selected approximately similar conservation-priority areas, which is likely a result of prioritizing genetic patterns across a genetically diverse array of species. Largely, our results suggest that multispecies genetic conservation objectives are vital to creating protected-area networks that appropriately preserve community-level evolutionary patterns.
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Affiliation(s)
- Erica S Nielsen
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, 7602, Stellenbosch, South Africa
| | - Maria Beger
- School of Biology, University of Leeds, Leeds, LS2 9JT, U.K
| | - Romina Henriques
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, 7602, Stellenbosch, South Africa
| | - Kimberly A Selkoe
- National Center for Ecological Analysis and Synthesis, University of California, 735 State Street, Santa Barbara, CA, 93101, U.S.A
| | - Sophie von der Heyden
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, 7602, Stellenbosch, South Africa
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25
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Pinsky ML, Saenz-Agudelo P, Salles OC, Almany GR, Bode M, Berumen ML, Andréfouët S, Thorrold SR, Jones GP, Planes S. Marine Dispersal Scales Are Congruent over Evolutionary and Ecological Time. Curr Biol 2016; 27:149-154. [PMID: 27989671 DOI: 10.1016/j.cub.2016.10.053] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2016] [Revised: 10/01/2016] [Accepted: 10/26/2016] [Indexed: 11/29/2022]
Abstract
The degree to which offspring remain near their parents or disperse widely is critical for understanding population dynamics, evolution, and biogeography, and for designing conservation actions. In the ocean, most estimates suggesting short-distance dispersal are based on direct ecological observations of dispersing individuals, while indirect evolutionary estimates often suggest substantially greater homogeneity among populations. Reconciling these two approaches and their seemingly competing perspectives on dispersal has been a major challenge. Here we show for the first time that evolutionary and ecological measures of larval dispersal can closely agree by using both to estimate the distribution of dispersal distances. In orange clownfish (Amphiprion percula) populations in Kimbe Bay, Papua New Guinea, we found that evolutionary dispersal kernels were 17 km (95% confidence interval: 12-24 km) wide, while an exhaustive set of direct larval dispersal observations suggested kernel widths of 27 km (19-36 km) or 19 km (15-27 km) across two years. The similarity between these two approaches suggests that ecological and evolutionary dispersal kernels can be equivalent, and that the apparent disagreement between direct and indirect measurements can be overcome. Our results suggest that carefully applied evolutionary methods, which are often less expensive, can be broadly relevant for understanding ecological dispersal across the tree of life.
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Affiliation(s)
- Malin L Pinsky
- Department of Ecology, Evolution, and Natural Resources, Rutgers University, 14 College Farm Road, New Brunswick, NJ 08901, USA.
| | - Pablo Saenz-Agudelo
- Instituto de Ciencias Ambientales y Evolutivas, Universidad Austral de Chile, Valdivia 5090000, Chile
| | - Océane C Salles
- Laboratoire d'Excellence "CORAIL," USR 3278 CNRS-EPHE-UPVD CRIOBE, 58 Avenue Paul Alduy, 66860 Perpignan, France
| | - Glenn R Almany
- Laboratoire d'Excellence "CORAIL," USR 3278 CNRS-EPHE-UPVD CRIOBE, 58 Avenue Paul Alduy, 66860 Perpignan, France
| | - Michael Bode
- ARC Centre of Excellence for Environmental Decisions, School of Botany, The University of Melbourne, Parkville, Melbourne, VIC 3010, Australia
| | - Michael L Berumen
- Red Sea Research Center, Division of Biological and Environmental Science and Engineering, King Abdullah University of Science and Technology, Thuwal, 23955, Saudi Arabia
| | - Serge Andréfouët
- UMR 250 ENTROPIE (Institut de Recherche pour le Développement, Université de la Réunion, Centre National de la Recherche Scientifique), BP A5, Noumea, 98848, New Caledonia
| | - Simon R Thorrold
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA 02543, USA
| | - Geoffrey P Jones
- College of Science and Engineering and ARC Centre of Excellence for Coral Reef Studies, James Cook University, Townsville, QLD 4811, Australia
| | - Serge Planes
- Laboratoire d'Excellence "CORAIL," USR 3278 CNRS-EPHE-UPVD CRIOBE, 58 Avenue Paul Alduy, 66860 Perpignan, France
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26
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Baco AR, Etter RJ, Ribeiro PA, von der Heyden S, Beerli P, Kinlan BP. A synthesis of genetic connectivity in deep-sea fauna and implications for marine reserve design. Mol Ecol 2016; 25:3276-98. [PMID: 27146215 DOI: 10.1111/mec.13689] [Citation(s) in RCA: 83] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2015] [Revised: 04/12/2016] [Accepted: 05/02/2016] [Indexed: 11/28/2022]
Abstract
With anthropogenic impacts rapidly advancing into deeper waters, there is growing interest in establishing deep-sea marine protected areas (MPAs) or reserves. Reserve design depends on estimates of connectivity and scales of dispersal for the taxa of interest. Deep-sea taxa are hypothesized to disperse greater distances than shallow-water taxa, which implies that reserves would need to be larger in size and networks could be more widely spaced; however, this paradigm has not been tested. We compiled population genetic studies of deep-sea fauna and estimated dispersal distances for 51 studies using a method based on isolation-by-distance slopes. Estimates of dispersal distance ranged from 0.24 km to 2028 km with a geometric mean of 33.2 km and differed in relation to taxonomic and life-history factors as well as several study parameters. Dispersal distances were generally greater for fishes than invertebrates with the Mollusca being the least dispersive sampled phylum. Species that are pelagic as adults were more dispersive than those with sessile or sedentary lifestyles. Benthic species from soft-substrate habitats were generally less dispersive than species from hard substrate, demersal or pelagic habitats. As expected, species with pelagic and/or feeding (planktotrophic) larvae were more dispersive than other larval types. Many of these comparisons were confounded by taxonomic or other life-history differences (e.g. fishes being more dispersive than invertebrates) making any simple interpretation difficult. Our results provide the first rough estimate of the range of dispersal distances in the deep sea and allow comparisons to shallow-water assemblages. Overall, dispersal distances were greater for deeper taxa, although the differences were not large (0.3-0.6 orders of magnitude between means), and imbalanced sampling of shallow and deep taxa complicates any simple interpretation. Our analyses suggest the scales of dispersal and connectivity for reserve design in the deep sea might be comparable to or slightly larger than those in shallow water. Deep-sea reserve design will need to consider the enormous variety of taxa, life histories, hydrodynamics, spatial configuration of habitats and patterns of species distributions. The many caveats of our analyses provide a strong impetus for substantial future efforts to assess connectivity of deep-sea species from a variety of habitats, taxonomic groups and depth zones.
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Affiliation(s)
- Amy R Baco
- Department of Earth, Ocean and Atmospheric Sciences, Florida State University, 117 N. Woodward Ave, Tallahassee, FL, 32306, USA
| | - Ron J Etter
- Biology Department, University of Massachusetts Boston, 100 Morrissey Blvd, Boston, MA, 02125, USA
| | - Pedro A Ribeiro
- Department of Oceanography and Fisheries, MARE- Marine and Environmental Sciences Centre & IMAR- Institute of Marine Research, University of the Azores, 9901-862, Horta, Portugal.,Okeanos- R&D Center, University of the Azores, 9901-862, Horta, Portugal
| | - Sophie von der Heyden
- Evolutionary Genomics Group, Department of Botany and Zoology, University of Stellenbosch, Private Bag X1, Matieland, 7602, South Africa
| | - Peter Beerli
- Department of Scientific Computing, Florida State University, 150-T Dirac Science Library, Tallahassee, FL, 32306, USA
| | - Brian P Kinlan
- NOAA National Ocean Service, National Centers for Coastal Ocean Science, Center for Coastal Monitoring and Assessment, Biogeography Branch, 1305 East-West Hwy, N/SCI-1, Silver Spring, MD, 20910-3281, USA.,CSS-Dynamac Inc., 10301 Democracy Lane, Suite 300, Fairfax, VA, 22030, USA
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27
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Schiffer PH, Herbig HG. Endorsing Darwin: global biogeography of the epipelagic goose barnaclesLepas spp. (Cirripedia, Lepadomorpha) proves cryptic speciation. Zool J Linn Soc 2016. [DOI: 10.1111/zoj.12373] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Philipp H. Schiffer
- Institute for Genetics; University of Cologne; Zülpicher Strasse 47 D-50674 Köln Germany
- EMBL; Meyerhofstraße 1 D-69117 Heidelberg Germany
| | - Hans-Georg Herbig
- Institute of Geology and Mineralogy; University of Cologne; Zülpicher Strasse 49a D-50674 Köln Germany
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28
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Ward TD, Algera DA, Gallagher AJ, Hawkins E, Horodysky A, Jørgensen C, Killen SS, McKenzie DJ, Metcalfe JD, Peck MA, Vu M, Cooke SJ. Understanding the individual to implement the ecosystem approach to fisheries management. Conserv Physiol 2016; 4:cow005. [PMID: 27293757 PMCID: PMC4825417 DOI: 10.1093/conphys/cow005] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Revised: 01/25/2016] [Accepted: 02/08/2016] [Indexed: 05/20/2023]
Abstract
Ecosystem-based approaches to fisheries management (EAFMs) have emerged as requisite for sustainable use of fisheries resources. At the same time, however, there is a growing recognition of the degree of variation among individuals within a population, as well as the ecological consequences of this variation. Managing resources at an ecosystem level calls on practitioners to consider evolutionary processes, and ample evidence from the realm of fisheries science indicates that anthropogenic disturbance can drive changes in predominant character traits (e.g. size at maturity). Eco-evolutionary theory suggests that human-induced trait change and the modification of selective regimens might contribute to ecosystem dynamics at a similar magnitude to species extirpation, extinction and ecological dysfunction. Given the dynamic interaction between fisheries and target species via harvest and subsequent ecosystem consequences, we argue that individual diversity in genetic, physiological and behavioural traits are important considerations under EAFMs. Here, we examine the role of individual variation in a number of contexts relevant to fisheries management, including the potential ecological effects of rapid trait change. Using select examples, we highlight the extent of phenotypic diversity of individuals, as well as the ecological constraints on such diversity. We conclude that individual phenotypic diversity is a complex phenomenon that needs to be considered in EAFMs, with the ultimate realization that maintaining or increasing individual trait diversity may afford not only species, but also entire ecosystems, with enhanced resilience to environmental perturbations. Put simply, individuals are the foundation from which population- and ecosystem-level traits emerge and are therefore of central importance for the ecosystem-based approaches to fisheries management.
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Affiliation(s)
- Taylor D. Ward
- Fish Ecology and Conservation Physiology Laboratory, Department of Biology, Carleton University, 1125 Colonel By Drive, Ottawa, ON, CanadaK1S 5B6
- Corresponding author: Fish Ecology and Conservation Physiology Laboratory, Department of Biology, Carleton University, 1125 Colonel By Drive, Ottawa, ON, Canada K1S 5B6.
| | - Dirk A. Algera
- Fish Ecology and Conservation Physiology Laboratory, Department of Biology, Carleton University, 1125 Colonel By Drive, Ottawa, ON, CanadaK1S 5B6
| | - Austin J. Gallagher
- Fish Ecology and Conservation Physiology Laboratory, Department of Biology, Carleton University, 1125 Colonel By Drive, Ottawa, ON, CanadaK1S 5B6
| | - Emily Hawkins
- Department of Biology, University of Ottawa, 30 Marie-Curie Private, Ottawa, ON, CanadaK1N 9B4
| | - Andrij Horodysky
- Department of Marine and Environmental Science, Hampton University, Hampton, VA 23668, USA
| | - Christian Jørgensen
- Department of Biology and Hjort Centre for Marine Ecosystem Dynamics, University of Bergen, PO Box 7803, Bergen 5020, Norway
| | - Shaun S. Killen
- Institute of Biodiversity, Animal Health, and Comparative Medicine, Graham Kerr Building, University of Glasgow, Glasgow G12 8QQ, UK
| | - David J. McKenzie
- Equipe Diversité et Ecologie des Poissons, UMR5119 Ecologie des Systèmes Marins Côtiers, Université Montpellier, Place Eugène Bataillon, Montpellier cedex 5 34095, France
| | - Julian D. Metcalfe
- Centre for Environment, Fisheries and Aquaculture Science (Cefas), Lowestoft Laboratory, Suffolk NR33 0HT, UK
| | - Myron A. Peck
- Institute of Hydrobiology and Fisheries Science, Center for Earth System Research and Sustainability, Olbersweg 24, Hamburg 22767, Germany
| | - Maria Vu
- Department of Biology, University of Ottawa, 30 Marie-Curie Private, Ottawa, ON, CanadaK1N 9B4
| | - Steven J. Cooke
- Fish Ecology and Conservation Physiology Laboratory, Department of Biology, Carleton University, 1125 Colonel By Drive, Ottawa, ON, CanadaK1S 5B6
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29
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Phair N, Barendse J, Smith MKS, von der Heyden S. Molecular analyses confirm genetically distinct populations of two indigenous estuarine fish species in an isolated coastal lake: implications for the management of introduced ichthyofauna. CONSERV GENET 2015. [DOI: 10.1007/s10592-015-0701-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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