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Primov KD, Burdick DR, Lemer S, Forsman ZH, Combosch DJ. Genomic data reveals habitat partitioning in massive Porites on Guam, Micronesia. Sci Rep 2024; 14:17107. [PMID: 39048606 PMCID: PMC11269739 DOI: 10.1038/s41598-024-67992-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Accepted: 07/18/2024] [Indexed: 07/27/2024] Open
Abstract
Corals in marginal reef habitats generally exhibit less bleaching and associated mortality compared to nearby corals in more pristine reef environments. It is unclear, however, if these differences are due to environmental differences, including turbidity, or genomic differences between the coral hosts in these different environments. One particularly interesting case is in the coral genus Porites, which contains numerous morphologically similar massive Porites species inhabiting a wide range of reef habitats, from turbid river deltas and stagnant back reefs to high-energy fore reefs. Here, we generate ddRAD data for 172 Porites corals from river delta and adjacent (<0.5 km) fore reef populations on Guam to assess the extent of genetic differentiation among massive Porites corals in these two contrasting environments and throughout the island. Phylogenetic and population genomic analyses consistently identify seven different clades of massive Porites, with the two largest clades predominantly inhabiting either river deltas or fore reefs, respectively. No population structure was detected in the two largest clades, and Cladocopium was the dominant symbiont genus in all clades and environments. The perceived bleaching resilience of corals in marginal reefs may therefore be attributed to interspecific differences between morphologically similar species, in addition to potentially mediating environmental differences. Marginal reef environments may therefore not provide a suitable refuge for many reef corals in a heating world, but instead host additional cryptic coral diversity.
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Affiliation(s)
- Karim D Primov
- University of Guam Marine Laboratory, UOG Station, Mangilao, GU, USA.
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, USA.
| | - David R Burdick
- University of Guam Marine Laboratory, UOG Station, Mangilao, GU, USA
| | - Sarah Lemer
- University of Guam Marine Laboratory, UOG Station, Mangilao, GU, USA
| | - Zac H Forsman
- King Abdullah University of Science and Technology, 23955, Thuwal, Saudi Arabia
| | - David J Combosch
- University of Guam Marine Laboratory, UOG Station, Mangilao, GU, USA
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2
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Pinsky ML, Clark RD, Bos JT. Coral Reef Population Genomics in an Age of Global Change. Annu Rev Genet 2023; 57:87-115. [PMID: 37384733 DOI: 10.1146/annurev-genet-022123-102748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/01/2023]
Abstract
Coral reefs are both exceptionally biodiverse and threatened by climate change and other human activities. Here, we review population genomic processes in coral reef taxa and their importance for understanding responses to global change. Many taxa on coral reefs are characterized by weak genetic drift, extensive gene flow, and strong selection from complex biotic and abiotic environments, which together present a fascinating test of microevolutionary theory. Selection, gene flow, and hybridization have played and will continue to play an important role in the adaptation or extinction of coral reef taxa in the face of rapid environmental change, but research remains exceptionally limited compared to the urgent needs. Critical areas for future investigation include understanding evolutionary potential and the mechanisms of local adaptation, developing historical baselines, and building greater research capacity in the countries where most reef diversity is concentrated.
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Affiliation(s)
- Malin L Pinsky
- Department of Ecology, Evolution, and Natural Resources, Rutgers University, New Brunswick, New Jersey, USA
- Department of Ecology and Evolutionary Biology, University of California, Santa Cruz, California, USA;
| | - René D Clark
- Department of Ecology, Evolution, and Natural Resources, Rutgers University, New Brunswick, New Jersey, USA
| | - Jaelyn T Bos
- Department of Ecology, Evolution, and Natural Resources, Rutgers University, New Brunswick, New Jersey, USA
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3
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Barfield S, Davies SW, Matz MV. Evidence of sweepstakes reproductive success in a broadcast-spawning coral and its implications for coral metapopulation persistence. Mol Ecol 2023; 32:696-702. [PMID: 36346182 DOI: 10.1111/mec.16774] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Accepted: 10/26/2022] [Indexed: 11/11/2022]
Abstract
Processes governing genetic diversity and adaptive potential in reef-building corals are of interest both for fundamental evolutionary biology and for reef conservation. Here, we investigated the possibility of "sweepstakes reproductive success" (SRS) in a broadcast spawning coral, Acropora hyacinthus, at Yap Island, Micronesia. SRS is an extreme yearly variation in the number of surviving offspring among parents. It is predicted to generate genetically differentiated, low-genetic-diversity recruit cohorts, containing close kin individuals. We have tested these predictions by comparing genetic composition of size classes (adults and juveniles) at several sites on the island of Yap. We did see the genome-wide dip in genetic diversity in juveniles compared to adults at two of the four sites; however, both adults and juveniles varied in genetic diversity across sites, and there was no detectable genetic structure among juveniles, which does not conform to the classical SRS scenario. Yet, we have identified a pair of juvenile siblings at the site where juveniles had the lowest genetic diversity compared to adults, an observation that is hard to explain without invoking SRS. While further support for SRS is needed to fully settle the issue, we show that incorporating SRS into the Indo-West Pacific coral metapopulation adaptation model had surprisingly little effect on mean rates of coral cover decline during warming. Still, SRS notably increases year-to-year variation in coral cover throughout the simulation.
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Affiliation(s)
- Sarah Barfield
- Department of Integrative Biology, University of Texas at Austin, Austin, Texas, USA
| | - Sarah W Davies
- Department of Biology, Boston University, Boston, Massachusetts, USA
| | - Mikhail V Matz
- Department of Integrative Biology, University of Texas at Austin, Austin, Texas, USA
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4
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Alvarado-Cerón V, Muñiz-Castillo AI, León-Pech MG, Prada C, Arias-González JE. A decade of population genetics studies of scleractinian corals: A systematic review. MARINE ENVIRONMENTAL RESEARCH 2023; 183:105781. [PMID: 36371949 DOI: 10.1016/j.marenvres.2022.105781] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 10/11/2022] [Accepted: 10/12/2022] [Indexed: 06/16/2023]
Abstract
Coral reefs are the most diverse marine ecosystems. However, coral cover has decreased worldwide due to natural disturbances, climate change, and local anthropogenic drivers. In recent decades, various genetic methods and molecular markers have been developed to assess genetic diversity, structure, and connectivity in different coral species to determine the vulnerability of their populations. This review aims to identify population genetic studies of scleractinian corals in the last decade (2010-2020), and the techniques and molecular markers used. Bibliometric analysis was conducted to identify journals and authors working in this field. We then calculated the number of genetic studies by species and ecoregion based on data obtained from 178 studies found in Scopus and Web of Science. Coral Reefs and Molecular Ecology were the main journals published population genetics studies, and microsatellites are the most widely used molecular markers. The Caribbean, Australian Barrier Reef, and South Kuroshio in Japan are among the ecoregions with the most population genetics data. In contrast, we found limited information about the Coral Triangle, a region with the highest biodiversity and key to coral reef conservation. Notably, only 117 (out of 1500 described) scleractinian coral species have genetic studies. This review emphasizes which coral species have been studied and highlights remaining gaps and locations where such data is critical for coral conservation.
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Affiliation(s)
- Viridiana Alvarado-Cerón
- Departamento de Recursos del Mar, Centro de Investigación y de Estudios Avanzados del I.P.N., Unidad Mérida. Km. 6 Antigua carretera a Progreso, Cordemex, 97310, Mérida, Yucatán, Mexico.
| | - Aarón Israel Muñiz-Castillo
- Departamento de Recursos del Mar, Centro de Investigación y de Estudios Avanzados del I.P.N., Unidad Mérida. Km. 6 Antigua carretera a Progreso, Cordemex, 97310, Mérida, Yucatán, Mexico.
| | - María Geovana León-Pech
- Department of Biological Science, University of Rhode Island, 120 Flag Road, Kingston, RI, 02881, USA.
| | - Carlos Prada
- Department of Biological Science, University of Rhode Island, 120 Flag Road, Kingston, RI, 02881, USA.
| | - Jesús Ernesto Arias-González
- Departamento de Recursos del Mar, Centro de Investigación y de Estudios Avanzados del I.P.N., Unidad Mérida. Km. 6 Antigua carretera a Progreso, Cordemex, 97310, Mérida, Yucatán, Mexico.
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5
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Tsuchiya K, Zayasu Y, Nakajima Y, Arakaki N, Suzuki G, Satoh N, Shinzato C. Genomic analysis of a reef-building coral, Acropora digitifera, reveals complex population structure and a migration network in the Nansei Islands, Japan. Mol Ecol 2022; 31:5270-5284. [PMID: 36082782 DOI: 10.1111/mec.16665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Revised: 06/04/2022] [Accepted: 08/08/2022] [Indexed: 12/15/2022]
Abstract
Understanding the structure and connectivity of coral populations is fundamental for developing marine conservation policies, especially in patchy environments such as archipelagos. The Nansei Islands, extending more than 1000 km in southwestern Japan, are characterized by high levels of biodiversity and endemism, supported by coral reefs, which make this region ideal for assessing genetic attributes of coral populations. In this study, we conducted population genomic analyses based on genome-wide, single-nucleotide polymorphisms (SNPs) of Acropora digitifera, a common species in the Nansei Islands. By merging newly obtained genome resequencing data with previously published data, we identified more than 4 million genome-wide SNPs in 303 colonies collected at 22 locations, with sequencing coverage ranging from 3.91× to 27.41×. While population structure analyses revealed genetic similarities between the southernmost and northernmost locations, separated by >1000 km, several subpopulations in intermediate locations suggested limited genetic admixture, indicating conflicting migration tendencies in the Nansei Islands. Although migration networks revealed a general tendency of northward migration along the Kuroshio Current, a substantial amount of southward migration was also detected, indicating important contributions of minor ocean currents to coral larval dispersal. Moreover, heterogeneity in the transition of effective population sizes among locations suggests different histories for individual subpopulations. The unexpected complexity of both past and present population dynamics in the Nansei Islands implies that heterogeneity of ocean currents and local environments, past and present, have influenced the population structure of this species, and similar unexpected population complexities may be expected for other marine species with similar reproductive modes.
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Affiliation(s)
- Kojin Tsuchiya
- Atmosphere and Ocean Research Institute, The University of Tokyo, Kashiwa, Japan
| | - Yuna Zayasu
- Marine Genomics Unit, Okinawa Institute of Science and Technology Graduate University, Onna, Japan
| | - Yuichi Nakajima
- Center for Climate Change Adaptation, National Institute for Environmental Studies, Tsukuba, Japan
| | - Nana Arakaki
- DNA Sequencing Section, Okinawa Institute of Science and Technology Graduate University, Onna, Japan
| | - Go Suzuki
- Fisheries Technology Institute, Japan Fisheries Research and Education Agency, Ishigaki, Japan
| | - Noriyuki Satoh
- Marine Genomics Unit, Okinawa Institute of Science and Technology Graduate University, Onna, Japan
| | - Chuya Shinzato
- Atmosphere and Ocean Research Institute, The University of Tokyo, Kashiwa, Japan
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6
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Fifer JE, Yasuda N, Yamakita T, Bove CB, Davies SW. Genetic divergence and range expansion in a western North Pacific coral. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 813:152423. [PMID: 34942242 DOI: 10.1016/j.scitotenv.2021.152423] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2021] [Revised: 12/09/2021] [Accepted: 12/11/2021] [Indexed: 06/14/2023]
Abstract
Coral poleward range expansions have recently been observed in response to warming oceans. Range expansion can lead to reduced genetic diversity and increased frequency of deleterious mutations that were rare in core populations, potentially limiting the ability for adaptation and persistence in novel environments. Successful expansions that overcome these founder effects and colonize new habitat have been attributed to multiple introductions from different sources, hybridization with native populations, or rapid adaptive evolution. Here, we investigate population genomic patterns of the reef-building coral Acropora hyacinthus along a latitudinal cline that includes a well-established range expansion front in Japan using 2b-RAD sequencing. A total of 184 coral samples were collected across seven sites spanning from ~24°N to near its northern range front at ~33°N. We uncover the presence of three cryptic lineages of A. hyacinthus, which occupy discrete reefs within this region. Only one lineage is present along the expansion front and we find evidence for its historical occupation of marginal habitats. Within this lineage we also find evidence of bottleneck pressures associated with expansion events including higher clonality, increased linkage disequilibrium, and lower genetic diversity in range edge populations compared to core populations. Asymmetric migration between populations was also detected with lower migration from edge sites. Lastly, we describe genomic signatures of local adaptation potentially attributed to lower winter temperatures experienced at the more recently expanded northern populations. Together these data illuminate the genomic consequences of range expansion in a coral and highlight how adaptation to discrete environments along expansion fronts may facilitate further range expansion in this temperate coral lineage.
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Affiliation(s)
- James E Fifer
- Department of Biology, Boston University, Boston, MA 02215, USA.
| | - Nina Yasuda
- Department of Marine Biology and Environmental Sciences, Faculty of Agriculture, University of Miyazaki, 1-1 Gakuenkibanadainishi, Miyazaki 889-2192, Japan.
| | - Takehisa Yamakita
- Marine Biodiversity and Environmental Assessment Research Center, Japan Agency for Marine-Earth Science and Technology, 2-15 Natsushimacho, Yokosuka, Kanagawa 237-0061, Japan
| | - Colleen B Bove
- Department of Biology, Boston University, Boston, MA 02215, USA
| | - Sarah W Davies
- Department of Biology, Boston University, Boston, MA 02215, USA
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7
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Dimos B, Emery M, Beavers K, MacKnight N, Brandt M, Demuth J, Mydlarz L. Adaptive Variation in Homolog Number Within Transcript Families Promotes Expression Divergence in Reef-Building Coral. Mol Ecol 2022; 31:2594-2610. [PMID: 35229964 DOI: 10.1111/mec.16414] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Revised: 02/10/2022] [Accepted: 02/22/2022] [Indexed: 11/30/2022]
Abstract
Gene expression, especially in multi-species experiments, is used to gain insight into the genetic basis of how organisms adapt and respond to changing environments. However, evolutionary processes which can influence gene expression patterns between species such as the presence of paralogs which arise from gene duplication events are rarely accounted for. Paralogous transcripts can alter the transcriptional output of a gene and thus exclusion of these transcripts can obscure important biological differences between species. To address this issue, we investigated how differences in transcript family size is associated with divergent gene expression patterns in five species of Caribbean reef-building corals. We demonstrate that transcript families that are rapidly evolving in terms of size have increased levels of expression divergence. Additionally, these rapidly evolving transcript families are enriched for multiple biological processes, with genes involved in the coral innate immune system demonstrating pronounced variation in homolog number between species. Overall, this investigation demonstrates the importance of incorporating paralogous transcripts when comparing gene expression across species by influencing both transcriptional output and the number of transcripts within biological processes. As this investigation was based on transcriptome assemblies, additional insights into the relationship between gene duplications and expression patterns will likely emergence once more genome assemblies are available for study.
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Affiliation(s)
- Bradford Dimos
- Department of Biology, University of Texas at Arlington, Arlington, TX, 76019, USA
| | - Madison Emery
- Department of Biology, University of Texas at Arlington, Arlington, TX, 76019, USA
| | - Kelsey Beavers
- Department of Biology, University of Texas at Arlington, Arlington, TX, 76019, USA
| | - Nicholas MacKnight
- Department of Biology, University of Texas at Arlington, Arlington, TX, 76019, USA
| | - Marilyn Brandt
- Center for Marine and Environmental Studies, University of the Virgin Islands, St. Thomas, US Virgin Islands, 00802, USA
| | - Jeffery Demuth
- Department of Biology, University of Texas at Arlington, Arlington, TX, 76019, USA
| | - Laura Mydlarz
- Department of Biology, University of Texas at Arlington, Arlington, TX, 76019, USA
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8
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Kriefall NG, Kanke MR, Aglyamova GV, Davies SW. Reef environments shape microbial partners in a highly connected coral population. Proc Biol Sci 2022; 289:20212459. [PMID: 35042418 PMCID: PMC8767194 DOI: 10.1098/rspb.2021.2459] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 12/15/2021] [Indexed: 01/28/2023] Open
Abstract
Evidence is mounting that composition of microorganisms within a host can play an essential role in total holobiont health. In corals, for instance, studies have identified algal and bacterial taxa that can significantly influence coral host function and these communities depend on environmental context. However, few studies have linked host genetics to algal and microbial partners across environments within a single coral population. Here, using 2b-RAD sequencing of corals and metabarcoding of their associated algal (ITS2) and bacterial (16S) communities, we show evidence that reef zones (locales that differ in proximity to shore and other environmental characteristics) structure algal and bacterial communities at different scales in a highly connected coral population (Acropora hyacinthus) in French Polynesia. Fore reef (FR) algal communities in Mo'orea were more diverse than back reef (BR) communities, suggesting that these BR conditions constrain diversity. Interestingly, in FR corals, host genetic diversity correlated with bacterial diversity, which could imply genotype by genotype interactions between these holobiont members. Our results illuminate that local reef conditions play an important role in shaping unique host-microbial partner combinations, which may have fitness consequences for dispersive coral populations arriving in novel environments.
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Affiliation(s)
| | - M. R. Kanke
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - G. V. Aglyamova
- Department of Integrative Biology, the University of Texas at Austin, Austin, TX, USA
| | - S. W. Davies
- Biology Department, Boston University, Boston, MA, USA
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9
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McManus LC, Forrest DL, Tekwa EW, Schindler DE, Colton MA, Webster MM, Essington TE, Palumbi SR, Mumby PJ, Pinsky ML. Evolution and connectivity influence the persistence and recovery of coral reefs under climate change in the Caribbean, Southwest Pacific, and Coral Triangle. GLOBAL CHANGE BIOLOGY 2021; 27:4307-4321. [PMID: 34106494 PMCID: PMC8453988 DOI: 10.1111/gcb.15725] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Revised: 05/10/2021] [Accepted: 05/10/2021] [Indexed: 05/19/2023]
Abstract
Corals are experiencing unprecedented decline from climate change-induced mass bleaching events. Dispersal not only contributes to coral reef persistence through demographic rescue but can also hinder or facilitate evolutionary adaptation. Locations of reefs that are likely to survive future warming therefore remain largely unknown, particularly within the context of both ecological and evolutionary processes across complex seascapes that differ in temperature range, strength of connectivity, network size, and other characteristics. Here, we used eco-evolutionary simulations to examine coral adaptation to warming across reef networks in the Caribbean, the Southwest Pacific, and the Coral Triangle. We assessed the factors associated with coral persistence in multiple reef systems to understand which results are general and which are sensitive to particular geographic contexts. We found that evolution can be critical in preventing extinction and facilitating the long-term recovery of coral communities in all regions. Furthermore, the strength of immigration to a reef (destination strength) and current sea surface temperature robustly predicted reef persistence across all reef networks and across temperature projections. However, we found higher initial coral cover, slower recovery, and more evolutionary lag in the Coral Triangle, which has a greater number of reefs and more larval settlement than the other regions. We also found the lowest projected future coral cover in the Caribbean. These findings suggest that coral reef persistence depends on ecology, evolution, and habitat network characteristics, and that, under an emissions stabilization scenario (RCP 4.5), recovery may be possible over multiple centuries.
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Affiliation(s)
- Lisa C. McManus
- Department of Ecology, Evolution, and Natural ResourcesRutgers UniversityNew BrunswickNJUSA
- Hawaiʻi Institute of Marine BiologyUniversity of Hawaiʻi at ManoaKaneʻoheHIUSA
| | - Daniel L. Forrest
- Department of Ecology, Evolution, and Natural ResourcesRutgers UniversityNew BrunswickNJUSA
| | - Edward W. Tekwa
- Department of Ecology, Evolution, and Natural ResourcesRutgers UniversityNew BrunswickNJUSA
- Department of Ecology and Evolutionary BiologyPrinceton UniversityPrincetonNJUSA
| | | | | | | | | | - Stephen R. Palumbi
- Department of BiologyHopkins Marine StationStanford UniversityPacific GroveCAUSA
| | - Peter J. Mumby
- Marine Spatial Ecology LaboratorySchool of Biological SciencesThe University of QueenslandSt LuciaQldAustralia
| | - Malin L. Pinsky
- Department of Ecology, Evolution, and Natural ResourcesRutgers UniversityNew BrunswickNJUSA
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10
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Andréfouët S, Le Gendre R, Thomas Y, Lo-Yat A, Reisser CMO. Understanding connectivity of pearl oyster populations within Tuamotu atoll semi-closed lagoons: Cumulative insight from genetics and biophysical modelling approaches. MARINE POLLUTION BULLETIN 2021; 167:112324. [PMID: 33839573 DOI: 10.1016/j.marpolbul.2021.112324] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Revised: 03/22/2021] [Accepted: 03/23/2021] [Indexed: 06/12/2023]
Abstract
Connectivity affects species demography, (meta)population dynamics, evolution, phylogeny and biogeography. Various methodological approaches are applied to measure connectivity. Biophysical modelling can explore systematically the influence of atmospheric, oceanic and ecological forcing, while genetics measures connectivity patterns within the sampling strategy limit. In the Pacific Ocean pearl farming lagoons, the activity relies on spat collecting of the black lipped pearl oyster Pinctada margaritifera occurring after the larval dispersal phase, which follows spawning from wild or farmed populations. Biophysical 3D modelling and genomic studies have both separately brought insights on within-lagoon connectivity and on the origin of spats. Here, we combined previous genetics results with new realistic biophysical modelling scenarios to elucidate connectivity in Ahe Atoll lagoon. When combined, we identified the weather sequence likely explaining the realized connectivity observations. We discuss the strengths, weaknesses, opportunities and threats of combining these two approaches considering specific pearl farming demographic connectivity questions.
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Affiliation(s)
- Serge Andréfouët
- UMR-9220 ENTROPIE (Institut de Recherche pour le Développement, Université de la Réunion, Ifremer, CNRS, Université de la Nouvelle-Calédonie), 101, promenade Roger-Laroque Anse Vata, BP A5, 98848 Noumea, New Caledonia.
| | - Romain Le Gendre
- IFREMER, UMR-9220 ENTROPIE, IRD, Université de la Réunion, CNRS, Université de la Nouvelle-Calédonie, Campus IRD, BP32078, Nouméa, New Caledonia
| | - Yoann Thomas
- Univ Brest, CNRS, IRD, Ifremer, LEMAR, F-29280 Plouzane, France
| | - Alain Lo-Yat
- UMR EIO, IFREMER Centre du Pacifique, Unité RMPF, BP49, Vairao, Tahiti, French Polynesia
| | - Céline M O Reisser
- UMR EIO, IFREMER Centre du Pacifique, Unité RMPF, BP49, Vairao, Tahiti, French Polynesia; MARBEC, Univ Montpellier, CNRS, IFREMER, IRD, Montpellier, France
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11
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Aichelman HE, Barshis DJ. Adaptive divergence, neutral panmixia, and algal symbiont population structure in the temperate coral Astrangia poculata along the Mid-Atlantic United States. PeerJ 2020; 8:e10201. [PMID: 33240603 PMCID: PMC7680023 DOI: 10.7717/peerj.10201] [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: 04/23/2020] [Accepted: 09/27/2020] [Indexed: 12/11/2022] Open
Abstract
Astrangia poculata is a temperate scleractinian coral that exists in facultative symbiosis with the dinoflagellate alga Breviolum psygmophilum across a range spanning the Gulf of Mexico to Cape Cod, Massachusetts. Our previous work on metabolic thermal performance of Virginia (VA) and Rhode Island (RI) populations of A. poculata revealed physiological signatures of cold (RI) and warm (VA) adaptation of these populations to their respective local thermal environments. Here, we used whole-transcriptome sequencing (mRNA-Seq) to evaluate genetic differences and identify potential loci involved in the adaptive signature of VA and RI populations. Sequencing data from 40 A. poculata individuals, including 10 colonies from each population and symbiotic state (VA-white, VA-brown, RI-white, and RI-brown), yielded a total of 1,808 host-associated and 59 algal symbiont-associated single nucleotide polymorphisms (SNPs) post filtration. Fst outlier analysis identified 66 putative high outlier SNPs in the coral host and 4 in the algal symbiont. Differentiation of VA and RI populations in the coral host was driven by putatively adaptive loci, not neutral divergence (Fst = 0.16, p = 0.001 and Fst = 0.002, p = 0.269 for outlier and neutral SNPs respectively). In contrast, we found evidence of neutral population differentiation in B. psygmophilum (Fst = 0.093, p = 0.001). Several putatively adaptive host loci occur on genes previously associated with the coral stress response. In the symbiont, three of four putatively adaptive loci are associated with photosystem proteins. The opposing pattern of neutral differentiation in B. psygmophilum, but not the A. poculata host, reflects the contrasting dynamics of coral host and algal symbiont population connectivity, dispersal, and gene by environment interactions.
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Affiliation(s)
- Hannah E Aichelman
- Department of Biology, Boston University, Boston, MA, USA.,Department of Biological Sciences, Old Dominion University, Norfolk, VA, USA
| | - Daniel J Barshis
- Department of Biological Sciences, Old Dominion University, Norfolk, VA, USA
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12
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Davies SW, Moreland KN, Wham DC, Kanke MR, Matz MV. Cladocopium community divergence in two Acropora coral hosts across multiple spatial scales. Mol Ecol 2020; 29:4559-4572. [PMID: 33002237 DOI: 10.1111/mec.15668] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Revised: 09/14/2020] [Accepted: 09/18/2020] [Indexed: 12/11/2022]
Abstract
Many broadly-dispersing corals acquire their algal symbionts (Symbiodiniaceae) "horizontally" from their environment upon recruitment. Horizontal transmission could promote coral fitness across diverse environments provided that corals can associate with divergent algae across their range and that these symbionts exhibit reduced dispersal potential. Here we quantified community divergence of Cladocopium algal symbionts in two coral host species (Acropora hyacinthus, Acropora digitifera) across two spatial scales (reefs on the same island, and between islands) across the Micronesian archipelago using microsatellites. We find that both hosts associated with a variety of multilocus genotypes (MLG) within two genetically distinct Cladocopium lineages (C40, C21), confirming that Acropora coral hosts associate with a range of Cladocopium symbionts across this region. Both C40 and C21 included multiple asexual lineages bearing identical MLGs, many of which spanned host species, reef sites within islands, and even different islands. Both C40 and C21 exhibited moderate host specialization and divergence across islands. In addition, within every island, algal symbiont communities were significantly clustered by both host species and reef site, highlighting that coral-associated Cladocopium communities are structured across small spatial scales and within hosts on the same reef. This is in stark contrast to their coral hosts, which never exhibited significant genetic divergence between reefs on the same island. These results support the view that horizontal transmission could improve local fitness for broadly dispersing Acropora coral species.
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Affiliation(s)
- Sarah W Davies
- Department of Biology, Boston University, Boston, MA, USA.,Department of Integrative Biology, The University of Texas at Austin, Austin, TX, USA
| | - Kelsey N Moreland
- Department of Integrative Biology, The University of Texas at Austin, Austin, TX, USA
| | - Drew C Wham
- Department of Biology, Pennsylvania State University, University Park, PA, USA
| | - Matt R Kanke
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - Mikhail V Matz
- Department of Integrative Biology, The University of Texas at Austin, Austin, TX, USA
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13
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Fuller ZL, Mocellin VJL, Morris LA, Cantin N, Shepherd J, Sarre L, Peng J, Liao Y, Pickrell J, Andolfatto P, Matz M, Bay LK, Przeworski M. Population genetics of the coral Acropora millepora: Toward genomic prediction of bleaching. Science 2020; 369:369/6501/eaba4674. [PMID: 32675347 DOI: 10.1126/science.aba4674] [Citation(s) in RCA: 106] [Impact Index Per Article: 26.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Accepted: 06/01/2020] [Indexed: 12/11/2022]
Abstract
Although reef-building corals are declining worldwide, responses to bleaching vary within and across species and are partly heritable. Toward predicting bleaching response from genomic data, we generated a chromosome-scale genome assembly for the coral Acropora millepora We obtained whole-genome sequences for 237 phenotyped samples collected at 12 reefs along the Great Barrier Reef, among which we inferred little population structure. Scanning the genome for evidence of local adaptation, we detected signatures of long-term balancing selection in the heat-shock co-chaperone sacsin We conducted a genome-wide association study of visual bleaching score for 213 samples, incorporating the polygenic score derived from it into a predictive model for bleaching in the wild. These results set the stage for genomics-based approaches in conservation strategies.
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Affiliation(s)
- Zachary L Fuller
- Department of Biological Sciences, Columbia University, New York, NY, USA.
| | | | - Luke A Morris
- Australian Institute of Marine Science, Townsville, QLD, Australia.,AIMS@JCU, Australian Institute of Marine Science, College of Science and Engineering, James Cook University, Townsville, QLD, Australia.,College of Science and Engineering, James Cook University, Townsville, QLD, Australia
| | - Neal Cantin
- Australian Institute of Marine Science, Townsville, QLD, Australia
| | - Jihanne Shepherd
- Department of Biological Sciences, Columbia University, New York, NY, USA
| | - Luke Sarre
- Department of Biological Sciences, Columbia University, New York, NY, USA
| | - Julie Peng
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, USA
| | - Yi Liao
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, USA.,Department of Ecology and Evolutionary Biology, University of California, Irvine, Irvine, CA, USA
| | | | - Peter Andolfatto
- Department of Biological Sciences, Columbia University, New York, NY, USA
| | - Mikhail Matz
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, USA
| | - Line K Bay
- Australian Institute of Marine Science, Townsville, QLD, Australia.
| | - Molly Przeworski
- Department of Biological Sciences, Columbia University, New York, NY, USA. .,Department of Systems Biology, Columbia University, New York, NY, USA.,Program for Mathematical Genomics, Columbia University, New York, NY, USA
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14
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Drury C. Resilience in reef-building corals: The ecological and evolutionary importance of the host response to thermal stress. Mol Ecol 2020; 29:448-465. [PMID: 31845413 DOI: 10.1111/mec.15337] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Revised: 12/05/2019] [Accepted: 12/11/2019] [Indexed: 02/06/2023]
Abstract
Coral reefs are under extreme threat due to a number of stressors, but temperature increases due to changing climate are the most severe. Rising ocean temperatures coupled with local extremes lead to extensive bleaching, where the coral-algal symbiosis breaks down and corals may die, compromising the structure and function of reefs. Although the symbiotic nature of the coral colony has historically been a focus of research on coral resilience, the host itself is a foundational component in the response to thermal stress. Fixed effects in the coral host set trait baselines through evolutionary processes, acting on many loci of small effect to create mosaics of thermal tolerance across latitudes and individual coral reefs. These genomic differences can be strongly heritable, producing wide variation among clones of different genotypes or families of a specific larval cross. Phenotypic plasticity is overlaid on these baselines and a growing body of knowledge demonstrates the potential for acclimatization of reef-building corals through a variety of mechanisms that promote resilience and stress tolerance. The long-term persistence of coral reefs will require many of these mechanisms to adjust to warmer temperatures within a generation, bridging the gap to reproductive events that allow recombination of standing diversity and adaptive change. Business-as-usual climate scenarios will probably lead to the loss of some coral populations or species in the future, so the interaction between intragenerational effects and evolutionary pressure is critical for the survival of reefs.
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15
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Baums IB, Baker AC, Davies SW, Grottoli AG, Kenkel CD, Kitchen SA, Kuffner IB, LaJeunesse TC, Matz MV, Miller MW, Parkinson JE, Shantz AA. Considerations for maximizing the adaptive potential of restored coral populations in the western Atlantic. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2019; 29:e01978. [PMID: 31332879 PMCID: PMC6916196 DOI: 10.1002/eap.1978] [Citation(s) in RCA: 65] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Revised: 06/13/2019] [Accepted: 06/21/2019] [Indexed: 05/06/2023]
Abstract
Active coral restoration typically involves two interventions: crossing gametes to facilitate sexual larval propagation; and fragmenting, growing, and outplanting adult colonies to enhance asexual propagation. From an evolutionary perspective, the goal of these efforts is to establish self-sustaining, sexually reproducing coral populations that have sufficient genetic and phenotypic variation to adapt to changing environments. Here, we provide concrete guidelines to help restoration practitioners meet this goal for most Caribbean species of interest. To enable the persistence of coral populations exposed to severe selection pressure from many stressors, a mixed provenance strategy is suggested: genetically unique colonies (genets) should be sourced both locally as well as from more distant, environmentally distinct sites. Sourcing three to four genets per reef along environmental gradients should be sufficient to capture a majority of intraspecies genetic diversity. It is best for practitioners to propagate genets with one or more phenotypic traits that are predicted to be valuable in the future, such as low partial mortality, high wound healing rate, high skeletal growth rate, bleaching resilience, infectious disease resilience, and high sexual reproductive output. Some effort should also be reserved for underperforming genets because colonies that grow poorly in nurseries sometimes thrive once returned to the reef and may harbor genetic variants with as yet unrecognized value. Outplants should be clustered in groups of four to six genets to enable successful fertilization upon maturation. Current evidence indicates that translocating genets among distant reefs is unlikely to be problematic from a population genetic perspective but will likely provide substantial adaptive benefits. Similarly, inbreeding depression is not a concern given that current practices only raise first-generation offspring. Thus, proceeding with the proposed management strategies even in the absence of a detailed population genetic analysis of the focal species at sites targeted for restoration is the best course of action. These basic guidelines should help maximize the adaptive potential of reef-building corals facing a rapidly changing environment.
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Affiliation(s)
- Iliana B. Baums
- Department of BiologyPennsylvania State UniversityUniversity ParkPennsylvania16803USA
| | - Andrew C. Baker
- Department of Marine Biology and EcologyRosenstiel School of Marine and Atmospheric ScienceUniversity of MiamiMiamiFlorida33149USA
| | - Sarah W. Davies
- Department of BiologyBoston UniversityBostonMassachusetts02215USA
| | | | - Carly D. Kenkel
- Department of Biological SciencesUniversity of Southern CaliforniaLos AngelesCalifornia90007USA
| | - Sheila A. Kitchen
- Department of BiologyPennsylvania State UniversityUniversity ParkPennsylvania16803USA
| | - Ilsa B. Kuffner
- U.S. Geological Survey600 4th Street S.St. PetersburgFlorida33701USA
| | - Todd C. LaJeunesse
- Department of BiologyPennsylvania State UniversityUniversity ParkPennsylvania16803USA
| | - Mikhail V. Matz
- Department of Integrative BiologyThe University of Texas at AustinAustinTexas78712USA
| | | | - John E. Parkinson
- SECORE InternationalMiamiFlorida33145USA
- Department of Integrative BiologyUniversity of South FloridaTampaFlorida33620USA
| | - Andrew A. Shantz
- Department of BiologyPennsylvania State UniversityUniversity ParkPennsylvania16803USA
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16
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The Eastern Tropical Pacific coral population connectivity and the role of the Eastern Pacific Barrier. Sci Rep 2018; 8:9354. [PMID: 29921956 PMCID: PMC6008413 DOI: 10.1038/s41598-018-27644-2] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2017] [Accepted: 06/01/2018] [Indexed: 12/03/2022] Open
Abstract
Long-distance dispersal is believed to strongly influence coral reef population dynamics across the Tropical Pacific. However, the spatial scale and strength at which populations are potentially connected by dispersal remains uncertain. To determine the patterns in connectivity between the Eastern (ETP) and Central Tropical Pacific (CTP) ecoregions, we used a biophysical model incorporating ocean currents and larval biology to quantify the seascape-wide dispersal potential among all population. We quantified the likelihood and determined the oceanographic conditions that enable the dispersal of coral larvae across the Eastern Pacific Barrier (EP-Barrier) and identified the main connectivity pathways and their conservation value for dominant reef-building corals. Overall, we found that coral assemblages within the CTP and ETP are weakly connected through dispersal. Although the EP-Barrier isolates the ETP from the CTP ecoregion, we found evidence that the EP-Barrier may be breached, in both directions, by rare dispersal events. These rare events could explain the evolutionary genetic similarity among populations of pocilloporids in the ecoregions. Moreover, the ETP may function as a stronger source rather than a destination, providing potential recruits to CTP populations. We also show evidence for a connectivity loop in the ETP, which may positively influence long-term population persistence in the region. Coral conservation and management communities should consider eight-key stepping stone ecoregions when developing strategies to preserve the long-distance connectivity potential across the ETP and CTP.
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17
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Nolasco R, Gomes I, Peteiro L, Albuquerque R, Luna T, Dubert J, Swearer SE, Queiroga H. Independent estimates of marine population connectivity are more concordant when accounting for uncertainties in larval origins. Sci Rep 2018; 8:2641. [PMID: 29422505 PMCID: PMC5805787 DOI: 10.1038/s41598-018-19833-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2017] [Accepted: 12/21/2017] [Indexed: 11/09/2022] Open
Abstract
Marine larval dispersal is a complex biophysical process that depends on the effects of species biology and oceanography, leading to logistical difficulties in estimating connectivity among populations of marine animals with biphasic life cycles. To address this challenge, the application of multiple methodological approaches has been advocated, in order to increase confidence in estimates of population connectivity. However, studies seldom account for sources of uncertainty associated with each method, which undermines a direct comparative approach. In the present study we explicitly account for the statistical uncertainty in observed connectivity matrices derived from elemental chemistry of larval mussel shells, and compare these to predictions from a biophysical model of dispersal. To do this we manipulate the observed connectivity matrix by applying different confidence levels to the assignment of recruits to source populations, while concurrently modelling the intrinsic misclassification rate of larvae to known sources. We demonstrate that the correlation between the observed and modelled matrices increases as the number of observed recruits classified as unknowns approximates the observed larval misclassification rate. Using this approach, we show that unprecedented levels of concordance in connectivity estimates (r = 0.96) can be achieved, and at spatial scales (20-40 km) that are ecologically relevant.
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Affiliation(s)
- R Nolasco
- Departamento de Física & CESAM - Centro de Estudos do Ambiente e do Mar, Universidade de Aveiro, 3810-193, Aveiro, Portugal.,Instituto de Investigacións Mariñas (CSIC), Eduardo Cabello 6, 36208, Vigo, Spain
| | - I Gomes
- Departamento de Biologia & CESAM - Centro de Estudos do Ambiente e do Mar, Universidade de Aveiro, 3810-193, Aveiro, Portugal.,Mar. Biol. Research Group, Ghent University, 9000, Ghent, Belgium
| | - L Peteiro
- Departamento de Biologia & CESAM - Centro de Estudos do Ambiente e do Mar, Universidade de Aveiro, 3810-193, Aveiro, Portugal.,Coastal Ecology Research Group (EcoCost), Department of Ecology and Animal Biology, University of Vigo, Vigo, Spain
| | - R Albuquerque
- Departamento de Biologia & CESAM - Centro de Estudos do Ambiente e do Mar, Universidade de Aveiro, 3810-193, Aveiro, Portugal
| | - T Luna
- Departamento de Física & CESAM - Centro de Estudos do Ambiente e do Mar, Universidade de Aveiro, 3810-193, Aveiro, Portugal
| | - J Dubert
- Departamento de Física & CESAM - Centro de Estudos do Ambiente e do Mar, Universidade de Aveiro, 3810-193, Aveiro, Portugal
| | - S E Swearer
- School of BioSciences, University of Melbourne, Parkville, Victoria, 3010, Australia
| | - H Queiroga
- Departamento de Física & CESAM - Centro de Estudos do Ambiente e do Mar, Universidade de Aveiro, 3810-193, Aveiro, Portugal.
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18
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Van Wynsberge S, Andréfouët S, Gaertner-Mazouni N, Tiavouane J, Grulois D, Lefèvre J, Pinsky ML, Fauvelot C. Considering reefscape configuration and composition in biophysical models advance seascape genetics. PLoS One 2017; 12:e0178239. [PMID: 28542261 PMCID: PMC5444781 DOI: 10.1371/journal.pone.0178239] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2016] [Accepted: 05/10/2017] [Indexed: 01/10/2023] Open
Abstract
Previous seascape genetics studies have emphasized the role of ocean currents and geographic distances to explain the genetic structure of marine species, but the role of benthic habitat has been more rarely considered. Here, we compared the population genetic structure observed in West Pacific giant clam populations against model simulations that accounted habitat composition and configuration, geographical distance, and oceanic currents. Dispersal determined by geographical distance provided a modelled genetic structure in better agreement with the observations than dispersal by oceanic currents, possibly due to insufficient spatial resolution of available oceanographic and coastal circulation models. Considering both habitat composition and configuration significantly improved the match between simulated and observed genetic structures. This study emphasizes the importance of a reefscape genetics approach to population ecology, evolution and conservation in the sea.
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Affiliation(s)
- Simon Van Wynsberge
- UMR-241 EIO, Université de la Polynésie Française, Laboratoire d’Excellence CORAIL, Faa’a, Tahiti, French Polynesia
- UMR-9220 ENTROPIE (Institut de Recherche pour le Développement, Université de La Réunion, CNRS), Laboratoire d’excellence-CORAIL, centre IRD de Nouméa, Nouméa, New Caledonia
- * E-mail:
| | - Serge Andréfouët
- UMR-9220 ENTROPIE (Institut de Recherche pour le Développement, Université de La Réunion, CNRS), Laboratoire d’excellence-CORAIL, centre IRD de Nouméa, Nouméa, New Caledonia
| | - Nabila Gaertner-Mazouni
- UMR-241 EIO, Université de la Polynésie Française, Laboratoire d’Excellence CORAIL, Faa’a, Tahiti, French Polynesia
| | - Josina Tiavouane
- UMR-9220 ENTROPIE (Institut de Recherche pour le Développement, Université de La Réunion, CNRS), Laboratoire d’excellence-CORAIL, centre IRD de Nouméa, Nouméa, New Caledonia
| | - Daphné Grulois
- UMR-9220 ENTROPIE (Institut de Recherche pour le Développement, Université de La Réunion, CNRS), Laboratoire d’excellence-CORAIL, centre IRD de Nouméa, Nouméa, New Caledonia
| | - Jérôme Lefèvre
- UMR-065 LEGOS and UMR-235 MIO, Centre IRD de Nouméa, Nouméa, New Caledonia
| | - Malin L. Pinsky
- Department of Ecology, Evolution, and Natural Resources, Rutgers University, New Brunswick, New Jersey, United States of America
- Institute of Earth, Ocean, and Atmospheric Sciences, Rutgers University, New Brunswick, New Jersey, United States of America
| | - Cécile Fauvelot
- UMR-9220 ENTROPIE (Institut de Recherche pour le Développement, Université de La Réunion, CNRS), Laboratoire d’excellence-CORAIL, centre IRD de Nouméa, Nouméa, New Caledonia
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19
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Dubé CE, Planes S, Zhou Y, Berteaux-Lecellier V, Boissin E. Genetic diversity and differentiation in reef-building Millepora species, as revealed by cross-species amplification of fifteen novel microsatellite loci. PeerJ 2017; 5:e2936. [PMID: 28243525 PMCID: PMC5326544 DOI: 10.7717/peerj.2936] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2016] [Accepted: 12/22/2016] [Indexed: 11/23/2022] Open
Abstract
Quantifying the genetic diversity in natural populations is crucial to address ecological and evolutionary questions. Despite recent advances in whole-genome sequencing, microsatellite markers have remained one of the most powerful tools for a myriad of population genetic approaches. Here, we used the 454 sequencing technique to develop microsatellite loci in the fire coral Millepora platyphylla, an important reef-builder of Indo-Pacific reefs. We tested the cross-species amplification of these loci in five other species of the genus Millepora and analysed its success in correlation with the genetic distances between species using mitochondrial 16S sequences. We succeeded in discovering fifteen microsatellite loci in our target species M. platyphylla, among which twelve were polymorphic with 2–13 alleles and a mean observed heterozygosity of 0.411. Cross-species amplification in the five other Millepora species revealed a high probability of amplification success (71%) and polymorphism (59%) of the loci. Our results show no evidence of decreased heterozygosity with increasing genetic distance. However, only one locus enabled measures of genetic diversity in the Caribbean species M. complanata due to high proportions of null alleles for most of the microsatellites. This result indicates that our novel markers may only be useful for the Indo-Pacific species of Millepora. Measures of genetic diversity revealed significant linkage disequilibrium, moderate levels of observed heterozygosity (0.323–0.496) and heterozygote deficiencies for the Indo-Pacific species. The accessibility to new polymorphic microsatellite markers for hydrozoan Millepora species creates new opportunities for future research on processes driving the complexity of their colonisation success on many Indo-Pacific reefs.
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Affiliation(s)
- Caroline E Dubé
- EPHE, PSL Research University, UPVD, CNRS, USR 3278 CRIOBE, F-66860, Perpignan, France; Laboratoire d'excellence "CORAIL", EPHE, PSL Research University, UPVD, CNRS, USR 3278 CRIOBE, Papetoai, Moorea, French Polynesia
| | - Serge Planes
- EPHE, PSL Research University, UPVD, CNRS, USR 3278 CRIOBE, F-66860, Perpignan, France; Laboratoire d'excellence "CORAIL", EPHE, PSL Research University, UPVD, CNRS, USR 3278 CRIOBE, Papetoai, Moorea, French Polynesia
| | - Yuxiang Zhou
- EPHE, PSL Research University, UPVD, CNRS, USR 3278 CRIOBE, F-66860 , Perpignan , France
| | - Véronique Berteaux-Lecellier
- Laboratoire d'excellence "CORAIL", EPHE, PSL Research University, UPVD, CNRS, USR 3278 CRIOBE, Papetoai, Moorea, French Polynesia; ENTROPIE, UMR250/9220-IRD/CNRS/UR, Laboratoire d'excellence "CORAIL", Nouméa, New-Caledonia
| | - Emilie Boissin
- EPHE, PSL Research University, UPVD, CNRS, USR 3278 CRIOBE, F-66860, Perpignan, France; Laboratoire d'excellence "CORAIL", EPHE, PSL Research University, UPVD, CNRS, USR 3278 CRIOBE, Papetoai, Moorea, French Polynesia
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20
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Firidin S, Eroglu O, Altinok I. Genetic characterization of brown meagre (Sciaena umbra) and Shi Drum (Umbrina cirrosa) populations. BIOCHEM SYST ECOL 2016. [DOI: 10.1016/j.bse.2016.07.023] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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21
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Wood S, Baums IB, Paris CB, Ridgwell A, Kessler WS, Hendy EJ. El Niño and coral larval dispersal across the eastern Pacific marine barrier. Nat Commun 2016; 7:12571. [PMID: 27550393 PMCID: PMC4996977 DOI: 10.1038/ncomms12571] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2016] [Accepted: 07/14/2016] [Indexed: 11/29/2022] Open
Abstract
More than 5,000 km separates the frequently disturbed coral reefs of the Eastern Tropical Pacific (ETP) from western sources of population replenishment. It has been hypothesized that El Niño events facilitate eastward dispersal across this East Pacific Barrier (EPB). Here we present a biophysical coral larval dispersal model driven by 14.5 years of high-resolution surface ocean current data including the extreme 1997–1998 El Niño. We find no eastward cross-EPB connections over this period, which implies that ETP coral populations decimated by the 1998 bleaching event can only have recovered from eastern Pacific sources, in congruence with genetic data. Instead, rare connections between eastern and central Pacific reefs are simulated in a westward direction. Significant complexity and variability in the surface flows transporting larvae mean that generalized upper-ocean circulation patterns are poor descriptors of inter-regional connectivity, complicating the assessment of how climate change will impact coral gene flow Pacific wide. Over 5,000 km of open ocean separate central and eastern Pacific coral reefs. Here, the authors combine a biophysical dispersal model with genetic data to show that eastern Pacific coral populations have been isolated from western sources of larval recruitment since the 1997-98 El Niño-induced bleaching event.
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Affiliation(s)
- S Wood
- School of Earth Sciences, University of Bristol, Queens Road, Bristol BS8 1RJ, UK
| | - I B Baums
- Department of Biology, Pennsylvania State University, 208 Mueller Lab, University Park, State College, Pennsylvania 16802, USA
| | - C B Paris
- Department of Ocean Sciences, Rosenstiel School of Marine and Atmospheric Science, University of Miami, Miami, Florida 33149-1098, USA
| | - A Ridgwell
- Department of Earth Sciences, University of California, Riverside, California 92521, USA.,School of Geographical Sciences, University of Bristol, University Road, Bristol BS8 1SS, UK
| | - W S Kessler
- Pacific Marine Environmental Laboratory/NOAA, Seattle, Washington 98115, USA
| | - E J Hendy
- School of Earth Sciences, University of Bristol, Queens Road, Bristol BS8 1RJ, UK
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22
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Cros A, Toonen RJ, Davies SW, Karl SA. Population genetic structure between Yap and Palau for the coral Acropora hyacinthus. PeerJ 2016; 4:e2330. [PMID: 27602294 PMCID: PMC4994082 DOI: 10.7717/peerj.2330] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2016] [Accepted: 07/14/2016] [Indexed: 11/20/2022] Open
Abstract
Information on connectivity is becoming increasingly in demand as marine protected areas are being designed as an integral part of a network to protect marine resources at the ecosystem level. Larval dispersal and population structure, however, remain very difficult to assess. Here, we tested the predictions of a detailed oceanographic connectivity model of larval dispersal and coral recruitment within Palau and between Palau and Yap, which was developed to support the review of the existing network of marine protected areas in Palau. We used high throughput microsatellite genotyping of the coral Acropora hyacinthus to characterize population genetic structure. Pairwise F' ST values between Palau and Yap (0.10), Palau and Ngulu (0.09) and Yap and Ngulu (0.09) were all significant and similar to pairwise F' ST values of sites within Palau (0.02-0.12) and within Yap (0.02-0.09) highlighting structure at island scale and indicating that recruitment may be even more localized than previously anticipated. A bottleneck test did not reveal any signs of a founder effect between Yap and Palau. Overall, the data supports the idea that recovery of A. hyacinthus in Palau did not come exclusively from a single source but most likely came from a combination of areas, including sites within Palau. In light of these results there seems to be very little connectivity around the barrier reef and management recommendation would be to increase the number or the size of MPAs within Palau.
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Affiliation(s)
- Annick Cros
- Hawai'i Institute of Marine Biology, University of Hawai'i, Mānoa , Kāne'ohe , HI , United States
| | - Robert J Toonen
- Hawai'i Institute of Marine Biology, University of Hawai'i, Mānoa , Kāne'ohe , HI , United States
| | - Sarah W Davies
- Department of Integrative Biology, University of Texas, Austin, TX, United States; Department of Marine Science, University of North Carolina, Chapel Hill, NC, United States
| | - Stephen A Karl
- Hawai'i Institute of Marine Biology, University of Hawai'i, Mānoa , Kāne'ohe , HI , United States
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23
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Zayasu Y, Nakajima Y, Sakai K, Suzuki G, Satoh N, Shinzato C. Unexpectedly complex gradation of coral population structure in the Nansei Islands, Japan. Ecol Evol 2016; 6:5491-505. [PMID: 27551399 PMCID: PMC4984520 DOI: 10.1002/ece3.2296] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2016] [Revised: 06/08/2016] [Accepted: 06/10/2016] [Indexed: 12/11/2022] Open
Abstract
To establish effective locations and sizes of potential protected areas for reef ecosystems, detailed information about source and sink relationships between populations is critical, especially in archipelagic regions. Therefore, we assessed population structure and genetic diversity of Acropora tenuis, one of the dominant stony coral species in the Pacific, using 13 microsatellite markers to investigate 298 colonies from 15 locations across the Nansei Islands in southwestern Japan. Genetic diversity was not significant among sampling locations, even in possibly peripheral locations. In addition, our results showed that there are at least two populations of A. tenuis in the study area. The level of genetic differentiation between these populations was relatively low, but significant between many pairs of sampling locations. Directions of gene flow, which were estimated using a coalescence-based approach, suggest that gene flow not only occurs from south to north, but also from north to south in various locations. Consequently, the Yaeyama Islands and the Amami Islands are potential northern and southern sources of corals. On the other hand, the Miyako Islands and west central Okinawa Island are potential sink populations. The Kerama Islands and the vicinity of Taketomi Island are potential contact points of genetic subdivision of coral populations in the Nansei Islands. We found that genetic population structure of A. tenuis in the Nansei Islands is more complex than previously thought. These cryptic populations are very important for preserving genetic diversity and should be maintained.
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Affiliation(s)
- Yuna Zayasu
- Marine Genomics UnitOkinawa Institute of Science and Technology Graduate University1919‐1 TanchaOnna‐sonOkinawa904‐0405Japan
| | - Yuichi Nakajima
- Marine Biophysics UnitOkinawa Institute of Science and Technology Graduate University1919‐1 TanchaOnna‐sonOkinawa904‐0405Japan
| | - Kazuhiko Sakai
- Sesoko StationUniversity of the Ryukyus3422 SesokoMotobuOkinawa905‐0227Japan
| | - Go Suzuki
- Ishigaki Tropical StationSeikai National Fisheries Research InstituteFisheries Research Agency148‐446 Fukai‐otaIshigakiOkinawa907‐0451Japan
| | - Noriyuki Satoh
- Marine Genomics UnitOkinawa Institute of Science and Technology Graduate University1919‐1 TanchaOnna‐sonOkinawa904‐0405Japan
| | - Chuya Shinzato
- Marine Genomics UnitOkinawa Institute of Science and Technology Graduate University1919‐1 TanchaOnna‐sonOkinawa904‐0405Japan
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Breusing C, Biastoch A, Drews A, Metaxas A, Jollivet D, Vrijenhoek RC, Bayer T, Melzner F, Sayavedra L, Petersen JM, Dubilier N, Schilhabel MB, Rosenstiel P, Reusch TBH. Biophysical and Population Genetic Models Predict the Presence of "Phantom" Stepping Stones Connecting Mid-Atlantic Ridge Vent Ecosystems. Curr Biol 2016; 26:2257-67. [PMID: 27476600 DOI: 10.1016/j.cub.2016.06.062] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2016] [Revised: 06/26/2016] [Accepted: 06/28/2016] [Indexed: 12/13/2022]
Abstract
Deep-sea hydrothermal vents are patchily distributed ecosystems inhabited by specialized animal populations that are textbook meta-populations. Many vent-associated species have free-swimming, dispersive larvae that can establish connections between remote populations. However, connectivity patterns among hydrothermal vents are still poorly understood because the deep sea is undersampled, the molecular tools used to date are of limited resolution, and larval dispersal is difficult to measure directly. A better knowledge of connectivity is urgently needed to develop sound environmental management plans for deep-sea mining. Here, we investigated larval dispersal and contemporary connectivity of ecologically important vent mussels (Bathymodiolus spp.) from the Mid-Atlantic Ridge by using high-resolution ocean modeling and population genetic methods. Even when assuming a long pelagic larval duration, our physical model of larval drift suggested that arrival at localities more than 150 km from the source site is unlikely and that dispersal between populations requires intermediate habitats ("phantom" stepping stones). Dispersal patterns showed strong spatiotemporal variability, making predictions of population connectivity challenging. The assumption that mussel populations are only connected via additional stepping stones was supported by contemporary migration rates based on neutral genetic markers. Analyses of population structure confirmed the presence of two southern and two hybridizing northern mussel lineages that exhibited a substantial, though incomplete, genetic differentiation. Our study provides insights into how vent animals can disperse between widely separated vent habitats and shows that recolonization of perturbed vent sites will be subject to chance events, unless connectivity is explicitly considered in the selection of conservation areas.
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Affiliation(s)
- Corinna Breusing
- GEOMAR Helmholtz Centre for Ocean Research, 24105 Kiel, Germany.
| | - Arne Biastoch
- GEOMAR Helmholtz Centre for Ocean Research, 24105 Kiel, Germany
| | - Annika Drews
- GEOMAR Helmholtz Centre for Ocean Research, 24105 Kiel, Germany
| | - Anna Metaxas
- Department of Oceanography, Dalhousie University, Halifax, NS B3H 4R2, Canada
| | - Didier Jollivet
- CNRS, Sorbonne Universités, UMR 7144 CNRS-UPMC, Adaptation et Diversité en Milieu Marin, Équipe ABICE, Station Biologique de Roscoff, 29688 Roscoff Cedex, France
| | | | - Till Bayer
- GEOMAR Helmholtz Centre for Ocean Research, 24105 Kiel, Germany
| | - Frank Melzner
- GEOMAR Helmholtz Centre for Ocean Research, 24105 Kiel, Germany
| | - Lizbeth Sayavedra
- Symbiosis Department, Max Planck Institute for Marine Microbiology, 28359 Bremen, Germany
| | - Jillian M Petersen
- Symbiosis Department, Max Planck Institute for Marine Microbiology, 28359 Bremen, Germany; Department of Microbiology and Ecosystem Science, University of Vienna, 1090 Vienna, Austria
| | - Nicole Dubilier
- Symbiosis Department, Max Planck Institute for Marine Microbiology, 28359 Bremen, Germany
| | - Markus B Schilhabel
- Institute of Clinical Molecular Biology (IKMB), Christian-Albrechts-Universität zu Kiel, 24105 Kiel, Germany
| | - Philip Rosenstiel
- Institute of Clinical Molecular Biology (IKMB), Christian-Albrechts-Universität zu Kiel, 24105 Kiel, Germany
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25
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Long distance dispersal and vertical gene flow in the Caribbean brooding coral Porites astreoides. Sci Rep 2016; 6:21619. [PMID: 26899614 PMCID: PMC4761953 DOI: 10.1038/srep21619] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2015] [Accepted: 01/26/2016] [Indexed: 01/22/2023] Open
Abstract
To date, most assessments of coral connectivity have emphasized long-distance horizontal dispersal of propagules from one shallow reef to another. The extent of vertical connectivity, however, remains largely understudied. Here, we used newly-developed and existing DNA microsatellite loci for the brooding coral Porites astreoides to assess patterns of horizontal and vertical connectivity in 590 colonies collected from three depth zones (≤10 m, 15-20 m and ≥25 m) at sites in Florida, Bermuda and the U.S. Virgin Islands (USVI). We also tested whether maternal transmission of algal symbionts (Symbiodinium spp.) might limit effective vertical connectivity. Overall, shallow P. astreoides exhibited high gene flow between Florida and USVI, but limited gene flow between these locations and Bermuda. In contrast, there was significant genetic differentiation by depth in Florida (Upper Keys, Lower Keys and Dry Tortugas), but not in Bermuda or USVI, despite strong patterns of depth zonation in algal symbionts at two of these locations. Together, these findings suggest that P. astreoides is effective at dispersing both horizontally and vertically despite its brooding reproductive mode and maternal transmission of algal symbionts. In addition, these findings might help explain the ecological success reported for P. astreoides in the Caribbean in recent decades.
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26
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Nakajima Y, Zayasu Y, Shinzato C, Satoh N, Mitarai S. Genetic differentiation and connectivity of morphological types of the broadcast-spawning coral Galaxea fascicularis in the Nansei Islands, Japan. Ecol Evol 2016; 6:1457-69. [PMID: 27087925 PMCID: PMC4775516 DOI: 10.1002/ece3.1981] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2015] [Revised: 12/25/2015] [Accepted: 01/03/2016] [Indexed: 11/24/2022] Open
Abstract
Population connectivity resulting from larval dispersal is essential for the maintenance or recovery of populations in marine ecosystems, including coral reefs. Studies of species diversity and genetic connectivity within species are essential for the conservation of corals and coral reef ecosystems. We analyzed mitochondrial DNA sequence types and microsatellite genotypes of the broadcast‐spawning coral, Galaxea fascicularis, from four regions in the subtropical Nansei Islands in the northwestern Pacific Ocean. Two types (soft and hard types) of nematocyst morphology are known in G. fascicularis and are significantly correlated with the length of a mitochondrial DNA noncoding sequence (soft type: mt‐L; hard type: mt‐S type). Using microsatellites, significant genetic differentiation was detected between the mitochondrial DNA sequence types in all regions. We also found a third genetic cluster (mt‐L+), and this unexpected type may be a cryptic species of Galaxea. High clonal diversity was detected in both mt‐L and mt‐S types. Significant genetic differentiation, which was found among regions within a given type (FST = 0.009–0.024, all Ps ≤ 0.005 in mt‐L; 0.009–0.032, all Ps ≤ 0.01 in mt‐S), may result from the shorter larval development than in other broadcast‐spawning corals, such as the genus Acropora. Nevertheless, intraspecific genetic diversity and connectivity have been maintained, and with both sexual and asexual reproduction, this species appears to have a potential for the recovery of populations after disturbance.
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Affiliation(s)
- Yuichi Nakajima
- Marine Biophysics Unit Okinawa Institute of Science and Technology Graduate University 1919-1 Tancha Onna Okinawa 904-0495 Japan
| | - Yuna Zayasu
- Marine Genomics Unit Okinawa Institute of Science and Technology Graduate University 1919-1 Tancha Onna Okinawa 904-0495 Japan
| | - Chuya Shinzato
- Marine Genomics Unit Okinawa Institute of Science and Technology Graduate University 1919-1 Tancha Onna Okinawa 904-0495 Japan
| | - Noriyuki Satoh
- Marine Genomics Unit Okinawa Institute of Science and Technology Graduate University 1919-1 Tancha Onna Okinawa 904-0495 Japan
| | - Satoshi Mitarai
- Marine Biophysics Unit Okinawa Institute of Science and Technology Graduate University 1919-1 Tancha Onna Okinawa 904-0495 Japan
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27
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Abstract
Increasingly, researchers are interested in estimating the heritability of traits for nonmodel organisms. However, estimating the heritability of these traits presents both experimental and statistical challenges, which typically arise from logistical difficulties associated with rearing large numbers of families independently in the field, a lack of known pedigree, the need to account for group or batch effects, etc. Here we develop both an empirical and computational methodology for estimating the narrow-sense heritability of traits for highly fecund species. Our experimental approach controls for undesirable culturing effects while minimizing culture numbers, increasing feasibility in the field. Our statistical approach accounts for known issues with model-selection by using a permutation test to calculate significance values and includes both fitting and power calculation methods. We further demonstrate that even with moderately high sample-sizes, the p-values derived from asymptotic properties of the likelihood ratio test are overly conservative, thus reducing statistical power. We illustrate our methodology by estimating the narrow-sense heritability for larval settlement, a key life-history trait, in the reef-building coral Orbicella faveolata. The experimental, statistical, and computational methods, along with all of the data from this study, are available in the R package multiDimBio.
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28
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Thomas L, Kennington WJ, Stat M, Wilkinson SP, Kool JT, Kendrick GA. Isolation by resistance across a complex coral reef seascape. Proc Biol Sci 2015; 282:20151217. [PMID: 26224707 PMCID: PMC4528533 DOI: 10.1098/rspb.2015.1217] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2015] [Accepted: 06/29/2015] [Indexed: 01/27/2023] Open
Abstract
A detailed understanding of the genetic structure of populations and an accurate interpretation of processes driving contemporary patterns of gene flow are fundamental to successful spatial conservation management. The field of seascape genetics seeks to incorporate environmental variables and processes into analyses of population genetic data to improve our understanding of forces driving genetic divergence in the marine environment. Information about barriers to gene flow (such as ocean currents) is used to define a resistance surface to predict the spatial genetic structure of populations and explain deviations from the widely applied isolation-by-distance model. The majority of seascape approaches to date have been applied to linear coastal systems or at large spatial scales (more than 250 km), with very few applied to complex systems at regional spatial scales (less than 100 km). Here, we apply a seascape genetics approach to a peripheral population of the broadcast-spawning coral Acropora spicifera across the Houtman Abrolhos Islands, a high-latitude complex coral reef system off the central coast of Western Australia. We coupled population genetic data from a panel of microsatellite DNA markers with a biophysical dispersal model to test whether oceanographic processes could explain patterns of genetic divergence. We identified significant variation in allele frequencies over distances of less than 10 km, with significant differentiation occurring between adjacent sites but not between the most geographically distant ones. Recruitment probabilities between sites based on simulated larval dispersal were projected into a measure of resistance to connectivity that was significantly correlated with patterns of genetic divergence, demonstrating that patterns of spatial genetic structure are a function of restrictions to gene flow imposed by oceanographic currents. This study advances our understanding of the role of larval dispersal on the fine-scale genetic structure of coral populations across a complex island system and applies a methodological framework that can be tailored to suit a variety of marine organisms with a range of life-history characteristics.
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Affiliation(s)
- Luke Thomas
- The UWA Oceans Institute, School of Plant Biology, The University of Western Australia, Crawley, Western Australia 6009, Australia
| | - W Jason Kennington
- Centre for Evolutionary Biology, School of Animal Biology, The University of Western Australia, Crawley, Western Australia 6009, Australia
| | - Michael Stat
- Trace and Environmental DNA (TrEnD) Laboratory, Department of Environment and Agriculture, Curtin University, Bentley, Western Australia 6102, Australia
| | - Shaun P Wilkinson
- School of Biological Sciences, Victoria University of Wellington, Wellington 6012, New Zealand
| | - Johnathan T Kool
- Geoscience Australia, Symonston, Australian Capital Territory 2601, Australia
| | - Gary A Kendrick
- The UWA Oceans Institute, School of Plant Biology, The University of Western Australia, Crawley, Western Australia 6009, Australia
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29
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Warner PA, van Oppen MJH, Willis BL. Unexpected cryptic species diversity in the widespread coralSeriatopora hystrixmasks spatial-genetic patterns of connectivity. Mol Ecol 2015; 24:2993-3008. [DOI: 10.1111/mec.13225] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2015] [Revised: 04/25/2015] [Accepted: 04/29/2015] [Indexed: 12/11/2022]
Affiliation(s)
- Patricia A. Warner
- AIMS@JCU; Australian Research Council (ARC) Centre of Excellence for Coral Reef Studies; James Cook University; Townsville Qld 4811 Australia
- College of Marine and Environmental Sciences; James Cook University; Townsville Qld 4811 Australia
| | - Madeleine J. H. van Oppen
- AIMS@JCU; Australian Research Council (ARC) Centre of Excellence for Coral Reef Studies; James Cook University; Townsville Qld 4811 Australia
- Australian Institute of Marine Science; PMB3, Townsville MC; Townsville Qld 4810 Australia
| | - Bette L. Willis
- AIMS@JCU; Australian Research Council (ARC) Centre of Excellence for Coral Reef Studies; James Cook University; Townsville Qld 4811 Australia
- College of Marine and Environmental Sciences; James Cook University; Townsville Qld 4811 Australia
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30
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Treml EA, Roberts J, Halpin PN, Possingham HP, Riginos C. The emergent geography of biophysical dispersal barriers across the Indo-West Pacific. DIVERS DISTRIB 2015. [DOI: 10.1111/ddi.12307] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Affiliation(s)
- Eric A. Treml
- School of BioSciences; University of Melbourne; Melbourne Vic. 3010 Australia
| | - Jason Roberts
- Marine Geospatial Ecology Laboratory; A324 LSRC Building; Nicholas School of the Environment; Duke University; Durham NC USA
| | - Patrick N. Halpin
- Marine Geospatial Ecology Laboratory; A324 LSRC Building; Nicholas School of the Environment; Duke University; Durham NC USA
| | - Hugh P. Possingham
- School of Biological Sciences; The University of Queensland; St. Lucia Qld 4072 Australia
| | - Cynthia Riginos
- School of Biological Sciences; The University of Queensland; St. Lucia Qld 4072 Australia
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