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Dang Z, Li J, Liu Y, Song M, Lockhart PJ, Tian Y, Niu M, Wang Q. RADseq-based population genomic analysis and environmental adaptation of rare and endangered recretohalophyte Reaumuria trigyna. THE PLANT GENOME 2024; 17:e20303. [PMID: 36740755 DOI: 10.1002/tpg2.20303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 11/30/2022] [Indexed: 06/18/2023]
Abstract
Genetic diversity reflects the survival potential, history, and population dynamics of an organism. It underlies the adaptive potential of populations and their response to environmental change. Reaumuria trigyna is an endemic species in the Eastern Alxa and West Ordos desert regions in China. The species has been considered a good candidate to explore the unique survival strategies of plants that inhabit this area. In this study, we performed population genomic analyses based on restriction-site associated DNA sequencing to understand the genetic diversity, population genetic structure, and differentiation of the species. Analyses of 92,719 high-quality single-nucleotide polymorphisms (SNPs) indicated that overall genetic diversity of R. trigyna was low (HO = 0.249 and HE = 0.208). No significant genetic differentiation was observed among the investigated populations. However, a subtle population genetic structure was detected. We suggest that this might be explained by adaptive diversification reinforced by the geographical isolation of populations. Overall, 3513 outlier SNPs were located in 243 gene-coding sequences in the R. trigyna transcriptome. Potential sites under diversifying selection occurred in genes (e.g., AP2/EREBP, E3 ubiquitin-protein ligase, FLS, and 4CL) related to phytohormone regulation and synthesis of secondary metabolites which have roles in adaptation of species. Our genetic analyses provide scientific criteria for evaluating the evolutionary capacity of R. trigyna and the discovery of unique adaptions. Our findings extend knowledge of refugia, environmental adaption, and evolution of germplasm resources that survive in the Ordos area.
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Affiliation(s)
- Zhenhua Dang
- Ministry of Education Key Laboratory of Ecology and Resource Use of the Mongolian Plateau & Inner Mongolia Key Laboratory of Grassland Ecology, School of Ecology and Environment, Inner Mongolia University, Hohhot, China
| | - Jiabin Li
- Ministry of Education Key Laboratory of Ecology and Resource Use of the Mongolian Plateau & Inner Mongolia Key Laboratory of Grassland Ecology, School of Ecology and Environment, Inner Mongolia University, Hohhot, China
| | - Yanan Liu
- Ministry of Education Key Laboratory of Ecology and Resource Use of the Mongolian Plateau & Inner Mongolia Key Laboratory of Grassland Ecology, School of Ecology and Environment, Inner Mongolia University, Hohhot, China
| | - Miaomiao Song
- Ministry of Education Key Laboratory of Ecology and Resource Use of the Mongolian Plateau & Inner Mongolia Key Laboratory of Grassland Ecology, School of Ecology and Environment, Inner Mongolia University, Hohhot, China
| | - Peter J Lockhart
- School of Natural Sciences, College of Sciences, Massey University, Palmerston North, New Zealand
| | - Yunyun Tian
- Ministry of Education Key Laboratory of Herbage & Endemic Crop Biotechnology, School of Life Sciences, Inner Mongolia University, Hohhot, China
| | - Miaomiao Niu
- Ministry of Education Key Laboratory of Ecology and Resource Use of the Mongolian Plateau & Inner Mongolia Key Laboratory of Grassland Ecology, School of Ecology and Environment, Inner Mongolia University, Hohhot, China
| | - Qinglang Wang
- Ministry of Education Key Laboratory of Ecology and Resource Use of the Mongolian Plateau & Inner Mongolia Key Laboratory of Grassland Ecology, School of Ecology and Environment, Inner Mongolia University, Hohhot, China
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Hopley T, Byrne M. Implications of climate change on a floodplain shrub: associations between genomic and environmental variation. Glob Ecol Conserv 2022. [DOI: 10.1016/j.gecco.2022.e02340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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3
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Ecological and Syntaxonomic Analysis of Pinus halepensis Mill. in the Iberian Peninsula and Balearic Islands. LAND 2022. [DOI: 10.3390/land11030369] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
This work aims to review the natural communities of Pinus halepensis in Spain. The methodology consisted of subjecting 400 phytosociological relevés to georeferencing and statistical, biogeographical, and bioclimatic treatment. We analyse the communities of Pinus halepensis on the Iberian Peninsula and Balearic Islands. Five syntaxa with association rank are described in several works and included in the alliances Rhamno-Quercion and Oleo-Ceratonion. Ephedro-Pinetum halepensis was initially proposed as a community by Torres et al. and subsequently raised to the rank of association by Rivas-Martínez et al. In this work, we have separated the plant communities dominated by Pinus halepensis, which was previously included in other syntaxa, and as a result, we propose four new associations and a new alliance for the Iberian Peninsula: ass. Bupleuro rigidi-Pinetum halepensis; ass. Ephedro nebrodensis-Pinetum halepensis; ass. Rhamno angustifoliae-Pinetum halepènsis; ass. Rhamno laderoi-Pinetum halepensis; all. Rhamno lycioidis-Pinion halepensis. In view of the fact that some of the communities have been published as edaphoxerophilous and climatophilous, we suggest separating the climatophilous from the edaphoxerophilous character in the diagnosis of the communities, and have therefore recently proposed the ombroedaphoxeric index Ioex (Ioex = Pp − e/Tp × CR), which considers positive precipitation Pp, positive temperature Tp, residual evapotranspiration (e), and water retention capacity CR (0.25, 0.50, 0.75). In conclusion, we propose the associations mentioned above, which will allow the implementation of a reforestation treatment in accordance with the natural environment.
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Postolache D, Oddou-Muratorio S, Vajana E, Bagnoli F, Guichoux E, Hampe A, Le Provost G, Lesur I, Popescu F, Scotti I, Piotti A, Vendramin GG. Genetic signatures of divergent selection in European beech (Fagus sylvatica L.) are associated with the variation in temperature and precipitation across its distribution range. Mol Ecol 2021; 30:5029-5047. [PMID: 34383353 DOI: 10.1111/mec.16115] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 07/28/2021] [Accepted: 07/29/2021] [Indexed: 11/29/2022]
Abstract
High genetic variation and extensive gene flow may help forest trees with adapting to ongoing climate change, yet the genetic bases underlying their adaptive potential remain largely unknown. We investigated range-wide patterns of potentially adaptive genetic variation in 64 populations of European beech (Fagus sylvatica L.) using 270 SNPs from 139 candidate genes involved either in phenology or in stress responses. We inferred neutral genetic structure and processes (drift and gene flow) and performed differentiation outlier analyses and gene-environment association (GEA) analyses to detect signatures of divergent selection. Beech range-wide genetic structure was consistent with the species' previously identified postglacial expansion scenario and recolonization routes. Populations showed high diversity and low differentiation along the major expansion routes. A total of 52 loci were found to be putatively under selection and 15 of them turned up in multiple GEA analyses. Temperature and precipitation related variables were equally represented in significant genotype-climate associations. Signatures of divergent selection were detected in the same proportion for stress response and phenology-related genes. The range-wide adaptive genetic structure of beech appears highly integrated, suggesting a balanced contribution of phenology and stress-related genes to local adaptation, and of temperature and precipitation regimes to genetic clines. Our results imply a best-case scenario for the maintenance of high genetic diversity during range shifts in beech (and putatively other forest trees) with a combination of gene flow maintaining within-population neutral diversity and selection maintaining between-population adaptive differentiation.
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Affiliation(s)
- D Postolache
- National Institute for Research and Development in Forestry "Marin Drăcea", Romania
| | - S Oddou-Muratorio
- INRAE, URFM, Avignon, France.,ECOBIOP Université de Pau et des Pays de l'Adour, INRAE, ECOBIOP, E2S UPPA, Saint-Pée-sur-Nivelle, France
| | - E Vajana
- Laboratory of Geographic Information Systems (LASIG), School of Architecture, Civil and Environmental Engineering (ENAC), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - F Bagnoli
- Institute of Biosciences and Bioresources, National Research Council, Sesto Fiorentino (Firenze), Italy
| | - E Guichoux
- Université de Bordeaux, INRAE, BIOGECO, Cestas, France
| | - A Hampe
- Université de Bordeaux, INRAE, BIOGECO, Cestas, France
| | - G Le Provost
- Université de Bordeaux, INRAE, BIOGECO, Cestas, France
| | - I Lesur
- Université de Bordeaux, INRAE, BIOGECO, Cestas, France.,HelixVenture, Mérignac, France
| | - F Popescu
- National Institute for Research and Development in Forestry "Marin Drăcea", Romania
| | | | - A Piotti
- Institute of Biosciences and Bioresources, National Research Council, Sesto Fiorentino (Firenze), Italy
| | - G G Vendramin
- Institute of Biosciences and Bioresources, National Research Council, Sesto Fiorentino (Firenze), Italy
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Olsson S, Lorenzo Z, Zabal-Aguirre M, Piotti A, Vendramin GG, González-Martínez SC, Grivet D. Evolutionary history of the mediterranean Pinus halepensis-brutia species complex using gene-resequencing and transcriptomic approaches. PLANT MOLECULAR BIOLOGY 2021; 106:367-380. [PMID: 33934278 DOI: 10.1007/s11103-021-01155-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 04/22/2021] [Indexed: 06/12/2023]
Abstract
Complementary gene-resequencing and transcriptomic approaches reveal contrasted evolutionary histories in a species complex. Pinus halepensis and Pinus brutia are closely related species that can intercross, but occupy different geographical ranges and bioclimates. To study the evolution of this species complex and to provide genomic resources for further research, we produce and analyze two new complementary sets of genetic resources: (i) a set of 172 re-sequenced genomic target loci analyzed in 45 individuals, and (ii) a set of 11 transcriptome assemblies. These two datasets provide insights congruent with previous studies: P. brutia displays high level of genetic diversity and no genetic sub-structure, while P. halepensis shows three main genetic clusters, the western Mediterranean and North African clusters displaying much lower genetic diversity than the eastern Mediterranean cluster, the latter cluster having similar genetic diversity to P. brutia. In addition, these datasets provide new insights on the timing of the species-complex history: the two species would have split at the end of the tertiary, and the changing climatic conditions of the Mediterranean region at the end of the Tertiary-beginning of the Quaternary, together with the distinct species tolerance to harsh climatic conditions would have resulted in different geographic distributions, demographic histories and genetic patterns of the two pines. The multiple glacial-interglacial cycles during the Quaternary would have led to the expansion of P. brutia in the Middle East, while P. halepensis would have been through bottlenecks. The last glaciations, from 0.6 Mya on, would have affected further the Western genetic pool of P. halepensis.
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Affiliation(s)
- Sanna Olsson
- Department of Forest Ecology & Genetics, Forest Research Centre, INIA-CSIC, Carretera de la Coruña km 7.5, 28040, Madrid, Spain.
| | - Zaida Lorenzo
- Department of Forest Ecology & Genetics, Forest Research Centre, INIA-CSIC, Carretera de la Coruña km 7.5, 28040, Madrid, Spain
| | - Mario Zabal-Aguirre
- Department of Forest Ecology & Genetics, Forest Research Centre, INIA-CSIC, Carretera de la Coruña km 7.5, 28040, Madrid, Spain
| | - Andrea Piotti
- Institute of Biosciences and Bioresources, Division of Florence, National Research Council, 50019, Sesto Fiorentino, Florence, Italy
| | - Giovanni G Vendramin
- Institute of Biosciences and Bioresources, Division of Florence, National Research Council, 50019, Sesto Fiorentino, Florence, Italy
| | - Santiago C González-Martínez
- UMR BIOGECO, INRAE, University of Bordeaux, 33610, Cestas, France
- Sustainable Forest Management Research Institute, INIA - University of Valladolid, Avda. Madrid 44, 34004, Palencia, Spain
| | - Delphine Grivet
- Department of Forest Ecology & Genetics, Forest Research Centre, INIA-CSIC, Carretera de la Coruña km 7.5, 28040, Madrid, Spain.
- Sustainable Forest Management Research Institute, INIA - University of Valladolid, Avda. Madrid 44, 34004, Palencia, Spain.
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Santini F, Kefauver SC, Araus JL, Resco de Dios V, Martín García S, Grivet D, Voltas J. Bridging the genotype-phenotype gap for a Mediterranean pine by semi-automatic crown identification and multispectral imagery. THE NEW PHYTOLOGIST 2021; 229:245-258. [PMID: 32893885 DOI: 10.1111/nph.16862] [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: 01/30/2020] [Accepted: 07/31/2020] [Indexed: 06/11/2023]
Abstract
Progress in high-throughput phenotyping and genomics provides the potential to understand the genetic basis of plant functional differentiation. We developed a semi-automatic methodology based on unmanned aerial vehicle (UAV) imagery for deriving tree-level phenotypes followed by genome-wide association study (GWAS). An RGB-based point cloud was used for tree crown identification in a common garden of Pinus halepensis in Spain. Crowns were combined with multispectral and thermal orthomosaics to retrieve growth traits, vegetation indices and canopy temperature. Thereafter, GWAS was performed to analyse the association between phenotypes and genomic variation at 235 single nucleotide polymorphisms (SNPs). Growth traits were associated with 12 SNPs involved in cellulose and carbohydrate metabolism. Indices related to transpiration and leaf water content were associated with six SNPs involved in stomata dynamics. Indices related to leaf pigments and leaf area were associated with 11 SNPs involved in signalling and peroxisome metabolism. About 16-20% of trait variance was explained by combinations of several SNPs, indicating polygenic control of morpho-physiological traits. Despite a limited availability of markers and individuals, this study is provides a successful proof-of-concept for the combination of high-throughput UAV-based phenotyping with cost-effective genotyping to disentangle the genetic architecture of phenotypic variation in a widespread conifer.
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Affiliation(s)
- Filippo Santini
- Joint Research Unit CTFC - AGROTECNIO, Av. Alcalde Rovira Roure 191, Lleida, E-25198, Spain
- Department of Crop and Forest Sciences, University of Lleida, Av. Alcalde Rovira Roure 191, Lleida, E-25198, Spain
| | - Shawn Carlisle Kefauver
- AGROTECNIO (Center for Research in Agrotechnology), Av. Alcalde Rovira Roure 191, Lleida, E-25198, Spain
- Integrative Crop Ecophysiology Group, Plant Physiology Section, Faculty of Biology, University of Barcelona, Barcelona, E-08028, Spain
| | - José Luis Araus
- AGROTECNIO (Center for Research in Agrotechnology), Av. Alcalde Rovira Roure 191, Lleida, E-25198, Spain
- Integrative Crop Ecophysiology Group, Plant Physiology Section, Faculty of Biology, University of Barcelona, Barcelona, E-08028, Spain
| | - Víctor Resco de Dios
- Joint Research Unit CTFC - AGROTECNIO, Av. Alcalde Rovira Roure 191, Lleida, E-25198, Spain
- Department of Crop and Forest Sciences, University of Lleida, Av. Alcalde Rovira Roure 191, Lleida, E-25198, Spain
- School of Life Science and Engineering, Southwest University of Science and Technology, 59 Qinglong Ave., Mianyang, 621010, China
| | | | - Delphine Grivet
- Department of Forest Ecology and Genetics, Forest Research Centre, INIA, Carretera A Coruña km 7.5, Madrid, E-28040, Spain
| | - Jordi Voltas
- Joint Research Unit CTFC - AGROTECNIO, Av. Alcalde Rovira Roure 191, Lleida, E-25198, Spain
- Department of Crop and Forest Sciences, University of Lleida, Av. Alcalde Rovira Roure 191, Lleida, E-25198, Spain
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Zhao W, Sun YQ, Pan J, Sullivan AR, Arnold ML, Mao JF, Wang XR. Effects of landscapes and range expansion on population structure and local adaptation. THE NEW PHYTOLOGIST 2020; 228:330-343. [PMID: 32323335 DOI: 10.1111/nph.16619] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Accepted: 04/15/2020] [Indexed: 05/25/2023]
Abstract
Understanding the origin and distribution of genetic diversity across landscapes is critical for predicting the future of organisms in changing climates. This study investigated how adaptive and demographic forces have shaped diversity and population structure in Pinus densata, a keystone species on Qinghai-Tibetan Plateau (QTP). We examined the distribution of genomic diversity across the range of P. densata using exome capture sequencing. We applied spatially explicit tests to dissect the impacts of allele surfing, geographic isolation and environmental gradients on population differentiation and forecasted how this genetic legacy may limit the persistence of P. densata in future climates. We found that allele surfing from range expansion could explain the distribution of 39% of the c. 48 000 genotyped single nucleotide polymorphisms (SNPs). Uncorrected, these allele frequency clines severely confounded inferences of selection. After controlling for demographic processes, isolation-by-environment explained 9.2-19.5% of the genetic structure, with c. 4.0% of loci being affected by selection. Allele surfing and genotype-environment associations resulted in genomic mismatch under projected climate scenarios. We illustrate that significant local adaptation, when coupled with reduced diversity as a result of demographic history, constrains potential evolutionary response to climate change. The strong signal of genomic vulnerability in P. densata may be representative for other QTP endemics.
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Affiliation(s)
- Wei Zhao
- Advanced Innovation Center for Tree Breeding by Molecular Design, National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, 100083, Beijing, China
- Department of Ecology and Environmental Science, UPSC, Umeå University, SE-901 87, Umeå, Sweden
| | - Yan-Qiang Sun
- Advanced Innovation Center for Tree Breeding by Molecular Design, National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, 100083, Beijing, China
| | - Jin Pan
- Department of Ecology and Environmental Science, UPSC, Umeå University, SE-901 87, Umeå, Sweden
| | - Alexis R Sullivan
- Department of Ecology and Environmental Science, UPSC, Umeå University, SE-901 87, Umeå, Sweden
| | - Michael L Arnold
- Department of Genetics, University of Georgia, Athens, GA, 30602-7223, USA
| | - Jian-Feng Mao
- Advanced Innovation Center for Tree Breeding by Molecular Design, National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, 100083, Beijing, China
| | - Xiao-Ru Wang
- Advanced Innovation Center for Tree Breeding by Molecular Design, National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, 100083, Beijing, China
- Department of Ecology and Environmental Science, UPSC, Umeå University, SE-901 87, Umeå, Sweden
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Estravis-Barcala M, Mattera MG, Soliani C, Bellora N, Opgenoorth L, Heer K, Arana MV. Molecular bases of responses to abiotic stress in trees. JOURNAL OF EXPERIMENTAL BOTANY 2020; 71:3765-3779. [PMID: 31768543 PMCID: PMC7316969 DOI: 10.1093/jxb/erz532] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Accepted: 11/25/2019] [Indexed: 05/05/2023]
Abstract
Trees are constantly exposed to climate fluctuations, which vary with both time and geographic location. Environmental changes that are outside of the physiological favorable range usually negatively affect plant performance and trigger responses to abiotic stress. Long-living trees in particular have evolved a wide spectrum of molecular mechanisms to coordinate growth and development under stressful conditions, thus minimizing fitness costs. The ongoing development of techniques directed at quantifying abiotic stress has significantly increased our knowledge of physiological responses in woody plants. However, it is only within recent years that advances in next-generation sequencing and biochemical approaches have enabled us to begin to understand the complexity of the molecular systems that underlie these responses. Here, we review recent progress in our understanding of the molecular bases of drought and temperature stresses in trees, with a focus on functional, transcriptomic, epigenetic, and population genomic studies. In addition, we highlight topics that will contribute to progress in our understanding of the plastic and adaptive responses of woody plants to drought and temperature in a context of global climate change.
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Affiliation(s)
- Maximiliano Estravis-Barcala
- Instituto Andino Patagónico de Tecnologías Biológicas y Geoambientales, (Consejo Nacional de Investigaciones Científicas y Técnicas- Universidad Nacional del Comahue), San Carlos de Bariloche, Rio Negro, Argentina
| | - María Gabriela Mattera
- Instituto de Investigaciones Forestales y Agropecuarias Bariloche (Instituto Nacional de Tecnología Agropecuaria - Consejo Nacional de Investigaciones Científicas y Técnicas), San Carlos de Bariloche, Rio Negro, Argentina
| | - Carolina Soliani
- Instituto de Investigaciones Forestales y Agropecuarias Bariloche (Instituto Nacional de Tecnología Agropecuaria - Consejo Nacional de Investigaciones Científicas y Técnicas), San Carlos de Bariloche, Rio Negro, Argentina
| | - Nicolás Bellora
- Instituto Andino Patagónico de Tecnologías Biológicas y Geoambientales, (Consejo Nacional de Investigaciones Científicas y Técnicas- Universidad Nacional del Comahue), San Carlos de Bariloche, Rio Negro, Argentina
| | - Lars Opgenoorth
- Department of Ecology, Philipps University Marburg, Marburg, Germany
- Swiss Federal Research Institute WSL, BirmensdorfSwitzerland
| | - Katrin Heer
- Department of Conservation Biology, Philipps University Marburg, Marburg Germany
| | - María Verónica Arana
- Instituto de Investigaciones Forestales y Agropecuarias Bariloche (Instituto Nacional de Tecnología Agropecuaria - Consejo Nacional de Investigaciones Científicas y Técnicas), San Carlos de Bariloche, Rio Negro, Argentina
- Correspondence:
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Knowledge status and sampling strategies to maximize cost-benefit ratio of studies in landscape genomics of wild plants. Sci Rep 2020; 10:3706. [PMID: 32111897 PMCID: PMC7048820 DOI: 10.1038/s41598-020-60788-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Accepted: 02/11/2020] [Indexed: 11/27/2022] Open
Abstract
To avoid local extinction due to the changes in their natural ecosystems, introduced by anthropogenic activities, species undergo local adaptation. Landscape genomics approach, through genome–environment association studies, has helped evaluate the local adaptation in natural populations. Landscape genomics, is still a developing discipline, requiring refinement of guidelines in sampling design, especially for studies conducted in the backdrop of stark socioeconomic realities of the rainforest ecologies, which are global biodiversity hotspots. In this study we aimed to devise strategies to improve the cost-benefit ratio of landscape genomics studies by surveying sampling designs and genome sequencing strategies used in existing studies. We conducted meta-analyses to evaluate the importance of sampling designs, in terms of (i) number of populations sampled, (ii) number of individuals sampled per population, (iii) total number of individuals sampled, and (iv) number of SNPs used in different studies, in discerning the molecular mechanisms underlying local adaptation of wild plant species. Using the linear mixed effects model, we demonstrated that the total number of individuals sampled and the number of SNPs used, significantly influenced the detection of loci underlying the local adaptation. Thus, based on our findings, in order to optimize the cost-benefit ratio of landscape genomics studies, we suggest focusing on increasing the total number of individuals sampled and using a targeted (e.g. sequencing capture) Pool-Seq approach and/or a random (e.g. RAD-Seq) Pool-Seq approach to detect SNPs and identify SNPs under selection for a given environmental cline. We also found that the existing molecular evidences are inadequate in predicting the local adaptations to climate change in tropical forest ecosystems.
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Salazar-Tortosa D, Castro J, Saladin B, Zimmermann NE, Rubio De Casas R. Arid environments select for larger seeds in pines (Pinus spp.). Evol Ecol 2019. [DOI: 10.1007/s10682-019-10016-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Looking for Local Adaptation: Convergent Microevolution in Aleppo Pine ( Pinus halepensis). Genes (Basel) 2019; 10:genes10090673. [PMID: 31487909 PMCID: PMC6771008 DOI: 10.3390/genes10090673] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2019] [Revised: 08/29/2019] [Accepted: 09/03/2019] [Indexed: 01/15/2023] Open
Abstract
Finding outlier loci underlying local adaptation is challenging and is best approached by suitable sampling design and rigorous method selection. In this study, we aimed to detect outlier loci (single nucleotide polymorphisms, SNPs) at the local scale by using Aleppo pine (Pinus halepensis), a drought resistant conifer that has colonized many habitats in the Mediterranean Basin, as the model species. We used a nested sampling approach that considered replicated altitudinal gradients for three contrasting sites. We genotyped samples at 294 SNPs located in genomic regions selected to maximize outlier detection. We then applied three different statistical methodologies-Two Bayesian outlier methods and one latent factor principal component method-To identify outlier loci. No SNP was an outlier for all three methods, while eight SNPs were detected by at least two methods and 17 were detected only by one method. From the intersection of outlier SNPs, only one presented an allelic frequency pattern associated with the elevational gradient across the three sites. In a context of multiple populations under similar selective pressures, our results underline the need for careful examination of outliers detected in genomic scans before considering them as candidates for convergent adaptation.
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Hebel I, Dacasa Rüdinger MC, Jaña RA, Bastias J. Genetic Structure and Gene Flow of Moss Sanionia uncinata (Hedw.) Loeske in Maritime Antarctica and Southern-Patagonia. Front Ecol Evol 2018. [DOI: 10.3389/fevo.2018.00152] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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