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Mead A, Fitz‐Gibbon S, Knapp J, Sork VL. Comparison of Conservation Strategies for California Channel Island Oak ( Quercus tomentella) Using Climate Suitability Predicted From Genomic Data. Evol Appl 2024; 17:e70057. [PMID: 39703674 PMCID: PMC11655387 DOI: 10.1111/eva.70057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 11/24/2024] [Accepted: 11/25/2024] [Indexed: 12/21/2024] Open
Abstract
Management strategies, such as assisted gene flow, can increase resilience to climate change in tree populations. Knowledge of evolutionary history and genetic structure of species are needed to assess the risks and benefits of different strategies. Quercus tomentella, or Island Oak, is a rare oak restricted to six Channel Islands in California, United States, and Baja California, Mexico. Previous work has shown that Island Oaks on each island are genetically differentiated, but it is unclear whether assisted gene flow could enable populations to tolerate future climates. We performed whole-genome sequencing on Island Oak individuals and Q. chrysolepis, a closely related species that hybridizes with Island Oak (127 total), to characterize genetic structure and introgression across its range and assess the relationship between genomic variation and climate. We introduce and assess three potential management strategies with different trade-offs between conserving historic genetic structure and enabling populations to survive changing climates: the status quo approach; ecosystem preservation approach, which conserves the trees and their associated biodiversity; and species preservation approach, which conserves the species. We compare the impact of these approaches on predicted maladaptation to climate using Gradient Forest. We also introduce a climate suitability index to identify optimal pairs of seed sources and planting sites for approaches involving assisted gene flow. We found one island (Santa Rosa) that could benefit from the ecosystem preservation approach and also serve as a species preservation site. Overall, we find that both the ecosystem and species preservation approaches will do better than the status quo approach. If preserving Island Oak ecosystems is the goal, assisted dispersal into multiple sites could produce adapted populations. If the goal is to preserve a species, the Santa Rosa population would be suitable. This case study both illustrates viable conservation strategies for Island Oak and introduces a framework for tree conservation.
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Affiliation(s)
- Alayna Mead
- Department of Ecology and Evolutionary BiologyUniversity of California, Los AngelesLos AngelesCaliforniaUSA
- Department of Ecosystem Science and ManagementPennsylvania State UniversityUniversity ParkPennsylvaniaUSA
| | - Sorel Fitz‐Gibbon
- Department of Ecology and Evolutionary BiologyUniversity of California, Los AngelesLos AngelesCaliforniaUSA
| | - John Knapp
- The Nature Conservancy California ChapterSan FranciscoCaliforniaUSA
| | - Victoria L. Sork
- Department of Ecology and Evolutionary BiologyUniversity of California, Los AngelesLos AngelesCaliforniaUSA
- Institute of the Environment and Sustainability, University of CaliforniaLos AngelesCaliforniaUSA
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2
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Thomas LG, Prunier R. Local adaptation and phenotypic plasticity drive leaf trait variation in the California endemic toyon (Heteromeles arbutifolia). AMERICAN JOURNAL OF BOTANY 2024; 111:e16430. [PMID: 39506271 PMCID: PMC11584042 DOI: 10.1002/ajb2.16430] [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: 12/21/2023] [Revised: 07/18/2024] [Accepted: 07/19/2024] [Indexed: 11/08/2024]
Abstract
PREMISE To survive climate change and habitat loss, plants must rely on phenotypic changes in response to the environment, local adaptation, or migration. Understanding the drivers of intraspecific variation is critical to anticipate how plant species will respond to climate change and to inform conservation decisions. Here we explored the extent of local adaptation and phenotypic plasticity in Heteromeles arbutifolia, toyon, a species endemic to the California Floristic Province. METHODS We collected leaves from 286 individuals across toyon's range and used seeds from 37 individuals to establish experimental gardens in the northern and southern parts of toyon's range. We measured leaf functional traits of the wild-collected leaves and functional and fitness traits of the offspring grown in the experimental gardens. We then investigated the relationships between traits and source environment. RESULTS Most traits we investigated responded plastically to the environment, and some traits in young seedlings were influenced by maternal effects. We found strong evidence that variation in leaf margins is a result of local adaptation to variation in temperature and temperature range. However, the source environment was not related to fitness traits or survival in the experimental gardens. CONCLUSIONS Our findings reiterate the adaptive role of toothed leaf margins in colder and more seasonally variable environments. Additionally, we provide evidence that fitness of toyon is not dependent on where they are sourced, and thus toyon can be sourced across its range for restoration purposes.
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Affiliation(s)
- Laurel G Thomas
- Institute of the Environment and Sustainability, University of California Los Angeles, 619 Charles E. Young Dr., Los Angeles, 90024, CA, USA
| | - Rachel Prunier
- Department of Ecology and Evolutionary Biology, University of Connecticut, 75 N. Eagleville Rd, Storrs, 06269, CT, USA
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3
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Wang S, Lin H, Ye S, Jiao Z, Chen Z, Ma Y, Zhang L. High-quality chromosome-level genomic insights into molecular adaptation to low-temperature stress in Madhuca longifolia in southern subtropical China. BMC Genomics 2024; 25:877. [PMID: 39294557 PMCID: PMC11411805 DOI: 10.1186/s12864-024-10769-2] [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: 02/18/2024] [Accepted: 09/04/2024] [Indexed: 09/20/2024] Open
Abstract
BACKGROUND Madhuca longifolia, the energy-producing and medicinal tropical tree originally from southern India, faces difficulties in adapting to the low temperatures of late autumn and early winter in subtropical southern China, impacting its usability. Therefore, understanding the molecular mechanisms controlling the ability of this species to adapt to environmental challenges is essential for optimising horticulture efforts. Accordingly, this study aimed to elucidate the molecular responses of M. longifolia to low-temperature stress through genomic and transcriptomic analyses to inform strategies for its effective cultivation and utilisation in colder climates. RESULTS Herein, the high-quality reference genome and genomic assembly for M. longifolia are presented for the first time. Using Illumina sequencing, Hi-C technology, and PacBio HiFi sequencing, we assembled a chromosome-level genome approximately 737.92 Mb in size, investigated its genomic features, and conducted an evolutionary analysis of the genus Madhuca. Additionally, using transcriptome sequencing, we identified 17,941 differentially expressed genes related to low-temperature response. Through bioinformatics analysis of the WRKY gene family, 15 genes crucial for M. longifolia low-temperature resistance were identified. CONCLUSIONS This research not only lays the groundwork for the successful ecological adaptation and cultivation of M. longifolia in China's southern subtropical regions but also offers valuable insights for the genetic enhancement of cold tolerance in tropical species, contributing to their sustainable horticulture and broader industrial, medicinal, and agricultural use.
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Affiliation(s)
- Shuyu Wang
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Haoyou Lin
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Shuiyun Ye
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Zhengli Jiao
- School of Life Sciences, Guangzhou University, Guangzhou, 510006, China
| | - Zhipeng Chen
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Yifei Ma
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Lu Zhang
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China.
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4
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Meger J, Ulaszewski B, Chmura DJ, Burczyk J. Signatures of local adaptation to current and future climate in phenology-related genes in natural populations of Quercus robur. BMC Genomics 2024; 25:78. [PMID: 38243199 PMCID: PMC10797717 DOI: 10.1186/s12864-023-09897-y] [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: 02/27/2023] [Accepted: 12/12/2023] [Indexed: 01/21/2024] Open
Abstract
BACKGROUND Local adaptation is a key evolutionary process that enhances the growth of plants in their native habitat compared to non-native habitats, resulting in patterns of adaptive genetic variation across the entire geographic range of the species. The study of population adaptation to local environments and predicting their response to future climate change is important because of climate change. RESULTS Here, we explored the genetic diversity of candidate genes associated with bud burst in pedunculate oak individuals sampled from 6 populations in Poland. Single nucleotide polymorphism (SNP) diversity was assessed in 720 candidate genes using the sequence capture technique, yielding 18,799 SNPs. Using landscape genomic approaches, we identified 8 FST outliers and 781 unique SNPs in 389 genes associated with geography, climate, and phenotypic variables (individual/family spring and autumn phenology, family diameter at breast height (DBH), height, and survival) that are potentially involved in local adaptation. Then, using a nonlinear multivariate model, Gradient Forests, we identified vulnerable areas of the pedunculate oak distribution in Poland that are at risk from climate change. CONCLUSIONS The model revealed that pedunculate oak populations in the eastern part of the analyzed geographical region are the most sensitive to climate change. Our results might offer an initial evaluation of a potential management strategy for preserving the genetic diversity of pedunculate oak.
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Affiliation(s)
- Joanna Meger
- Department of Genetics, Faculty of Biological Sciences, Kazimierz Wielki University, Chodkiewicza 30, 85-064, Bydgoszcz, Poland
| | - Bartosz Ulaszewski
- Department of Genetics, Faculty of Biological Sciences, Kazimierz Wielki University, Chodkiewicza 30, 85-064, Bydgoszcz, Poland
| | - Daniel J Chmura
- Institute of Dendrology, Polish Academy of Sciences, Parkowa 5, 62-035, Kórnik, Poland
| | - Jarosław Burczyk
- Department of Genetics, Faculty of Biological Sciences, Kazimierz Wielki University, Chodkiewicza 30, 85-064, Bydgoszcz, Poland.
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Tóth EG, Cseke K, Benke A, Lados BB, Tomov VT, Zhelev P, Kámpel JD, Borovics A, Köbölkuti ZA. Key triggers of adaptive genetic variability of sessile oak [Q. petraea (Matt.) Liebl.] from the Balkan refugia: outlier detection and association of SNP loci from ddRAD-seq data. Heredity (Edinb) 2023:10.1038/s41437-023-00629-2. [PMID: 37316726 PMCID: PMC10382515 DOI: 10.1038/s41437-023-00629-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 05/22/2023] [Accepted: 05/22/2023] [Indexed: 06/16/2023] Open
Abstract
Knowledge on the genetic composition of Quercus petraea in south-eastern Europe is limited despite the species' significant role in the re-colonisation of Europe during the Holocene, and the diverse climate and physical geography of the region. Therefore, it is imperative to conduct research on adaptation in sessile oak to better understand its ecological significance in the region. While large sets of SNPs have been developed for the species, there is a continued need for smaller sets of SNPs that are highly informative about the possible adaptation to this varied landscape. By using double digest restriction site associated DNA sequencing data from our previous study, we mapped RAD-seq loci to the Quercus robur reference genome and identified a set of SNPs putatively related to drought stress-response. A total of 179 individuals from eighteen natural populations at sites covering heterogeneous climatic conditions in the southeastern natural distribution range of Q. petraea were genotyped. The detected highly polymorphic variant sites revealed three genetic clusters with a generally low level of genetic differentiation and balanced diversity among them but showed a north-southeast gradient. Selection tests showed nine outlier SNPs positioned in different functional regions. Genotype-environment association analysis of these markers yielded a total of 53 significant associations, explaining 2.4-16.6% of the total genetic variation. Our work exemplifies that adaptation to drought may be under natural selection in the examined Q. petraea populations.
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Affiliation(s)
- Endre Gy Tóth
- Department of Forest Tree Breeding, Forest Research Institute (UOS-FRI), University of Sopron, Várkerület 30/A, Sárvár, 9600, Hungary.
| | - Klára Cseke
- Department of Forest Tree Breeding, Forest Research Institute (UOS-FRI), University of Sopron, Várkerület 30/A, Sárvár, 9600, Hungary
| | - Attila Benke
- Department of Forest Tree Breeding, Forest Research Institute (UOS-FRI), University of Sopron, Várkerület 30/A, Sárvár, 9600, Hungary
| | - Botond B Lados
- Department of Forest Tree Breeding, Forest Research Institute (UOS-FRI), University of Sopron, Várkerület 30/A, Sárvár, 9600, Hungary
| | - Vladimir T Tomov
- Department of Landscape Architecture, Faculty of Ecology and Landscape Architecture, University of Forestry (UF), Kliment Ohridsky 10, Sofia, 1797, Bulgaria
| | - Petar Zhelev
- Department of Dendrology, Faculty of Forestry, University of Forestry (UF), Kliment Ohridsky 10, Sofia, 1797, Bulgaria
| | - József D Kámpel
- Ottó Herman Environmental and Agricultural Technical School, Vocational School and College (Agricultural Vocational Centre of the Kisalföld Region), Ernuszt Kelemen 1, Szombathely, 9700, Hungary
| | - Attila Borovics
- Department of Forest Tree Breeding, Forest Research Institute (UOS-FRI), University of Sopron, Várkerület 30/A, Sárvár, 9600, Hungary
| | - Zoltán A Köbölkuti
- Department of Forest Tree Breeding, Forest Research Institute (UOS-FRI), University of Sopron, Várkerület 30/A, Sárvár, 9600, Hungary
- Departement of Applied Forest Genetics Research, Bavarian Office for Forest Genetics (AWG), Forstamtsplatz 1, Teisendorf, 83317, Germany
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Le Provost G, Lalanne C, Lesur I, Louvet JM, Delzon S, Kremer A, Labadie K, Aury JM, Da Silva C, Moritz T, Plomion C. Oak stands along an elevation gradient have different molecular strategies for regulating bud phenology. BMC PLANT BIOLOGY 2023; 23:108. [PMID: 36814198 PMCID: PMC9948485 DOI: 10.1186/s12870-023-04069-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Accepted: 01/16/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Global warming raises serious concerns about the persistence of species and populations locally adapted to their environment, simply because of the shift it produces in their adaptive landscape. For instance, the phenological cycle of tree species may be strongly affected by higher winter temperatures and late frost in spring. Given the variety of ecosystem services they provide, the question of forest tree adaptation has received increasing attention in the scientific community and catalyzed research efforts in ecology, evolutionary biology and functional genomics to study their adaptive capacity to respond to such perturbations. RESULTS In the present study, we used an elevation gradient in the Pyrenees Mountains to explore the gene expression network underlying dormancy regulation in natural populations of sessile oak stands sampled along an elevation cline and potentially adapted to different climatic conditions mainly driven by temperature. By performing analyses of gene expression in terminal buds we identified genes displaying significant dormancy, elevation or dormancy-by-elevation interaction effects. Our Results highlighted that low- and high-altitude populations have evolved different molecular strategies for minimizing late frost damage and maximizing the growth period, thereby increasing potentially their respective fitness in these contrasting environmental conditions. More particularly, population from high elevation overexpressed genes involved in the inhibition of cell elongation and delaying flowering time while genes involved in cell division and flowering, enabling buds to flush earlier were identified in population from low elevation. CONCLUSION Our study made it possible to identify key dormancy-by-elevation responsive genes revealing that the stands analyzed in this study have evolved distinct molecular strategies to adapt their bud phenology in response to temperature.
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Affiliation(s)
| | | | - Isabelle Lesur
- INRAE, Univ. Bordeaux, BIOGECO, F-33610, Cestas, France
- Helix Venture, F-33700, Mérignac, France
| | | | | | | | - Karine Labadie
- Genoscope, Institut François Jacob, CEA, Université Paris-Saclay, Evry, France
| | - Jean-Marc Aury
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France
| | - Corinne Da Silva
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, 91057, Evry, France
| | - Thomas Moritz
- Department of Forest Genetics and Plant Physiology, Umeå Plant Science Centre, Swedish University of Agricultural Sciences, 901 87, Umeå, Sweden
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Wang Y, Zhang L, Zhou Y, Ma W, Li M, Guo P, Feng L, Fu C. Using landscape genomics to assess local adaptation and genomic vulnerability of a perennial herb Tetrastigma hemsleyanum (Vitaceae) in subtropical China. Front Genet 2023; 14:1150704. [PMID: 37144128 PMCID: PMC10151583 DOI: 10.3389/fgene.2023.1150704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Accepted: 04/04/2023] [Indexed: 05/06/2023] Open
Abstract
Understanding adaptive genetic variation of plant populations and their vulnerabilities to climate change are critical to preserve biodiversity and subsequent management interventions. To this end, landscape genomics may represent a cost-efficient approach for investigating molecular signatures underlying local adaptation. Tetrastigma hemsleyanum is, in its native habitat, a widespread perennial herb of warm-temperate evergreen forest in subtropical China. Its ecological and medicinal values constitute a significant revenue for local human populations and ecosystem. Using 30,252 single nucleotide polymorphisms (SNPs) derived from reduced-representation genome sequencing in 156 samples from 24 sites, we conducted a landscape genomics study of the T. hemsleyanum to elucidate its genomic variation across multiple climate gradients and genomic vulnerability to future climate change. Multivariate methods identified that climatic variation explained more genomic variation than that of geographical distance, which implied that local adaptation to heterogeneous environment might represent an important source of genomic variation. Among these climate variables, winter precipitation was the strongest predictor of the contemporary genetic structure. F ST outlier tests and environment association analysis totally identified 275 candidate adaptive SNPs along the genetic and environmental gradients. SNP annotations of these putatively adaptive loci uncovered gene functions associated with modulating flowering time and regulating plant response to abiotic stresses, which have implications for breeding and other special agricultural aims on the basis of these selection signatures. Critically, modelling revealed that the high genomic vulnerability of our focal species via a mismatch between current and future genotype-environment relationships located in central-northern region of the T. hemsleyanum's range, where populations require proactive management efforts such as assistant adaptation to cope with ongoing climate change. Taken together, our results provide robust evidence of local climate adaption for T. hemsleyanum and further deepen our understanding of adaptation basis of herbs in subtropical China.
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Affiliation(s)
- Yihan Wang
- College of Life Sciences, Henan Agricultural University, Zhengzhou, China
- Henan Engineering Research Center for Osmanthus Germplasm Innovation and Resource Utilization, Henan Agricultural University, Zhengzhou, China
| | - Lin Zhang
- Henan Engineering Research Center for Osmanthus Germplasm Innovation and Resource Utilization, Henan Agricultural University, Zhengzhou, China
- College of Landscape Architecture and Art, Henan Agricultural University, Zhengzhou, China
| | - Yuchao Zhou
- College of Life Sciences, Henan Agricultural University, Zhengzhou, China
- Henan Engineering Research Center for Osmanthus Germplasm Innovation and Resource Utilization, Henan Agricultural University, Zhengzhou, China
| | - Wenxin Ma
- College of Life Sciences, Henan Agricultural University, Zhengzhou, China
- Henan Engineering Research Center for Osmanthus Germplasm Innovation and Resource Utilization, Henan Agricultural University, Zhengzhou, China
| | - Manyu Li
- College of Life Sciences, Henan Agricultural University, Zhengzhou, China
- Henan Engineering Research Center for Osmanthus Germplasm Innovation and Resource Utilization, Henan Agricultural University, Zhengzhou, China
| | - Peng Guo
- College of Life Sciences, Henan Agricultural University, Zhengzhou, China
- Henan Engineering Research Center for Osmanthus Germplasm Innovation and Resource Utilization, Henan Agricultural University, Zhengzhou, China
- *Correspondence: Peng Guo, ; Li Feng,
| | - Li Feng
- School of Pharmacy, Xi’an Jiaotong University, Xi’an, China
- *Correspondence: Peng Guo, ; Li Feng,
| | - Chengxin Fu
- Key Laboratory of Conservation Biology for Endangered Wildlife of the Ministry of Education, College of Life Sciences, Zhejiang University, Hangzhou, China
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Germplasm Resources of Oaks ( Quercus L.) in China: Utilization and Prospects. BIOLOGY 2022; 12:biology12010076. [PMID: 36671768 PMCID: PMC9855944 DOI: 10.3390/biology12010076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Revised: 12/27/2022] [Accepted: 12/29/2022] [Indexed: 01/03/2023]
Abstract
Oaks exhibit unique biological characteristics and high adaptability to complex climatic and soil conditions. They are widely distributed across various regions, spanning 40 degrees latitude and 75 degrees longitude. The total area of oak forest in China is 16.72 million hm2. There are 60 lineages of Quercus in China, including 49 species, seven varieties, and four subgenera. Archaeological data indicate that oaks were already widely distributed in ancient times, and they are dominant trees in vast regions of China's forests. In addition, the acorn was an important food for ancestral humans, and it has accompanied human civilization since the early Paleolithic. Diverse oak species are widely distributed and have great functional value, such as for greening, carbon sequestration, industrial and medicinal uses, and insect rearing. Long-term deforestation, fire, diseases, and pests have led to a continuous decline in oak resources. This study discusses the Quercus species and their distribution in China, ecological adaptation, and the threats facing the propagation and growth of oaks in a changing world. This will give us a better understanding of Quercus resources, and provide guidance on how to protect and better utilize germplasm resources in China. The breeding of new varieties, pest control, and chemical and molecular research also need to be strengthened in future studies.
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Rauschendorfer J, Rooney R, Külheim C. Strategies to mitigate shifts in red oak (Quercus sect. Lobatae) distribution under a changing climate. TREE PHYSIOLOGY 2022; 42:2383-2400. [PMID: 35867476 DOI: 10.1093/treephys/tpac090] [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: 11/24/2021] [Accepted: 07/12/2022] [Indexed: 06/15/2023]
Abstract
Red oaks (Quercus sect. Lobatae) are a taxonomic group of hardwood trees, which occur in swamp forests, subtropical chaparral and savannahs from Columbia to Canada. They cover a wide range of ecological niches, and many species are thought to be able to cope with current trends in climate change. Genus Quercus encompasses ca. 500 species, of which ca. 80 make up sect. Lobatae. Species diversity is greatest within the southeastern USA and within the northern and eastern regions of Mexico. This review discusses the weak reproductive barriers between species of red oaks and the effects this has on speciation and niche range. Distribution and diversity have been shaped by drought adaptations common to the species of sect. Lobatae, which enable them to fill various xeric niches across the continent. Drought adaptive traits of this taxonomic group include deciduousness, deep tap roots, ring-porous xylem, regenerative stump sprouting, greater leaf thickness and smaller stomata. The complex interplay between these anatomical and morphological traits has given red oaks features of drought tolerance and avoidance. Here, we discuss physiological and genetic components of these adaptations to address how many species of sect. Lobatae reside within xeric sites and/or sustain normal metabolic function during drought. Although extensive drought adaptation appears to give sect. Lobatae a resilience to climate change, aging tree stands, oak life history traits and the current genetic structures place many red oak species at risk. Furthermore, oak decline, a complex interaction between abiotic and biotic agents, has severe effects on red oaks and is likely to accelerate species decline and fragmentation. We suggest that assisted migration can be used to avoid species fragmentation and increase climate change resilience of sect. Lobatae.
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Affiliation(s)
- James Rauschendorfer
- College of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI 49931, USA
| | - Rebecca Rooney
- College of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI 49931, USA
- Department of Biology, University of Minnesota Duluth, Duluth, MN 55812, USA
| | - Carsten Külheim
- College of Forest Resources and Environmental Science, Michigan Technological University, Houghton, MI 49931, USA
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10
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Yu Y, Aitken SN, Rieseberg LH, Wang T. Using landscape genomics to delineate seed and breeding zones for lodgepole pine. THE NEW PHYTOLOGIST 2022; 235:1653-1664. [PMID: 35569109 PMCID: PMC9545436 DOI: 10.1111/nph.18223] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 05/08/2022] [Indexed: 06/15/2023]
Abstract
Seed and breeding zones traditionally are delineated based on local adaptation of phenotypic traits associated with climate variables, an approach requiring long-term field experiments. In this study, we applied a landscape genomics approach to delineate seed and breeding zones for lodgepole pine. We used a gradient forest (GF) model to select environment-associated single nucleotide polymorphisms (SNPs) using three SNP datasets (full, neutral and candidate) and 20 climate variables for 1906 lodgepole pine (Pinus contorta) individuals in British Columbia and Alberta, Canada. The two GF models built with the full (28 954) and candidate (982) SNPs were compared. The GF models identified winter-related climate as major climatic factors driving genomic patterns of lodgepole pine's local adaptation. Based on the genomic gradients predicted by the full and candidate GF models, lodgepole pine distribution range in British Columbia and Alberta was delineated into six seed and breeding zones. Our approach is a novel and effective alternative to traditional common garden approaches for delineating seed and breeding zone, and could be applied to tree species lacking data from provenance trials or common garden experiments.
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Affiliation(s)
- Yue Yu
- Department of Forest Sciences, Centre for Forest Conservation GeneticsUniversity of British Columbia3041‐2424 Main MallVancouverBCV6T 1Z4Canada
| | - Sally N. Aitken
- Department of Forest Sciences, Centre for Forest Conservation GeneticsUniversity of British Columbia3041‐2424 Main MallVancouverBCV6T 1Z4Canada
| | - Loren H. Rieseberg
- Department of Botany and Biodiversity Research CentreUniversity of British Columbia6270 University BoulevardVancouverBCV6T 1Z4Canada
| | - Tongli Wang
- Department of Forest Sciences, Centre for Forest Conservation GeneticsUniversity of British Columbia3041‐2424 Main MallVancouverBCV6T 1Z4Canada
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Mishra B, Ulaszewski B, Meger J, Aury JM, Bodénès C, Lesur-Kupin I, Pfenninger M, Da Silva C, Gupta DK, Guichoux E, Heer K, Lalanne C, Labadie K, Opgenoorth L, Ploch S, Le Provost G, Salse J, Scotti I, Wötzel S, Plomion C, Burczyk J, Thines M. A Chromosome-Level Genome Assembly of the European Beech ( Fagus sylvatica) Reveals Anomalies for Organelle DNA Integration, Repeat Content and Distribution of SNPs. Front Genet 2022; 12:691058. [PMID: 35211148 PMCID: PMC8862710 DOI: 10.3389/fgene.2021.691058] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Accepted: 12/14/2021] [Indexed: 01/14/2023] Open
Abstract
The European Beech is the dominant climax tree in most regions of Central Europe and valued for its ecological versatility and hardwood timber. Even though a draft genome has been published recently, higher resolution is required for studying aspects of genome architecture and recombination. Here, we present a chromosome-level assembly of the more than 300 year-old reference individual, Bhaga, from the Kellerwald-Edersee National Park (Germany). Its nuclear genome of 541 Mb was resolved into 12 chromosomes varying in length between 28 and 73 Mb. Multiple nuclear insertions of parts of the chloroplast genome were observed, with one region on chromosome 11 spanning more than 2 Mb which fragments up to 54,784 bp long and covering the whole chloroplast genome were inserted randomly. Unlike in Arabidopsis thaliana, ribosomal cistrons are present in Fagus sylvatica only in four major regions, in line with FISH studies. On most assembled chromosomes, telomeric repeats were found at both ends, while centromeric repeats were found to be scattered throughout the genome apart from their main occurrence per chromosome. The genome-wide distribution of SNPs was evaluated using a second individual from Jamy Nature Reserve (Poland). SNPs, repeat elements and duplicated genes were unevenly distributed in the genomes, with one major anomaly on chromosome 4. The genome presented here adds to the available highly resolved plant genomes and we hope it will serve as a valuable basis for future research on genome architecture and for understanding the past and future of European Beech populations in a changing climate.
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Affiliation(s)
- Bagdevi Mishra
- Senckenberg Biodiversity and Climate Research Centre (BiK-F), Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
- Department for Biological Sciences, Institute of Ecology, Evolution and Diversity, Goethe University, Frankfurt am Main, Germany
| | - Bartosz Ulaszewski
- Department of Genetics, ul. Chodkiewicza 30, Kazimierz Wielki University, Bydgoszcz, Poland
| | - Joanna Meger
- Department of Genetics, ul. Chodkiewicza 30, Kazimierz Wielki University, Bydgoszcz, Poland
| | - Jean-Marc Aury
- Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
| | | | - Isabelle Lesur-Kupin
- INRAE, Univ. Bordeaux, BIOGECO, Cestas, France
- HelixVenture, Mérignac, France
- Faculty of Biology, Plant Ecology and Geobotany, Philipps University Marburg, Marburg, Germany
| | - Markus Pfenninger
- Senckenberg Biodiversity and Climate Research Centre (BiK-F), Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
| | - Corinne Da Silva
- Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
| | - Deepak K Gupta
- Senckenberg Biodiversity and Climate Research Centre (BiK-F), Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
- Department for Biological Sciences, Institute of Ecology, Evolution and Diversity, Goethe University, Frankfurt am Main, Germany
- LOEWE Centre for Translational Biodiversity Genomics (TBG), Frankfurt am Main, Germany
| | | | - Katrin Heer
- Faculty of Biology, Plant Ecology and Geobotany, Philipps University Marburg, Marburg, Germany
- Forest Genetics, Albert-Ludwigs-Universität Freiburg, Freiburg, Germany
| | | | - Karine Labadie
- Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
| | - Lars Opgenoorth
- Faculty of Biology, Plant Ecology and Geobotany, Philipps University Marburg, Marburg, Germany
| | - Sebastian Ploch
- Senckenberg Biodiversity and Climate Research Centre (BiK-F), Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
| | | | | | | | - Stefan Wötzel
- Senckenberg Biodiversity and Climate Research Centre (BiK-F), Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
- Department for Biological Sciences, Institute of Ecology, Evolution and Diversity, Goethe University, Frankfurt am Main, Germany
| | | | - Jaroslaw Burczyk
- Department of Genetics, ul. Chodkiewicza 30, Kazimierz Wielki University, Bydgoszcz, Poland
| | - Marco Thines
- Senckenberg Biodiversity and Climate Research Centre (BiK-F), Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
- Department for Biological Sciences, Institute of Ecology, Evolution and Diversity, Goethe University, Frankfurt am Main, Germany
- LOEWE Centre for Translational Biodiversity Genomics (TBG), Frankfurt am Main, Germany
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12
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Sønstebø JH, Trucchi E, Nordén J, Skrede I, Miettinen O, Haridas S, Pangilinan J, Grigoriev IV, Martin F, Kauserud H, Maurice S. Population genomics of a forest fungus reveals high gene flow and climate adaptation signatures. Mol Ecol 2022; 31:1963-1979. [PMID: 35076968 DOI: 10.1111/mec.16369] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Revised: 01/11/2022] [Accepted: 01/12/2022] [Indexed: 11/30/2022]
Abstract
Genome sequencing of spatially distributed individuals sheds light on how evolution structures genetic variation. Populations of Phellopilus nigrolimitatus, a red-listed wood-inhabiting fungus associated with old-growth coniferous forests, have decreased in size over the last century due to a loss of suitable habitats. We assessed the population genetic structure and investigated local adaptation in P. nigrolimitatus, by establishing a reference genome and genotyping 327 individuals sampled from 24 locations in Northern Europe by RAD sequencing. We revealed a shallow population genetic structure, indicating large historical population sizes and high levels of gene flow. Despite this weak sub-structuring, two genetic groups were recognized; a western group distributed mostly in Norway and an eastern group covering most of Finland, Poland and Russia. This sub-structuring may reflect co-immigration with the main host, Norway spruce (Picea abies), into Northern Europe after the last ice age. We found evidence of low levels of genetic diversity in southwestern Finland, which has a long history of intensive forestry and urbanization. Numerous loci were significantly associated with one or more environmental factors, indicating adaptation to specific environments. These loci clustered into two groups with different associations with temperature and precipitation. Overall, our findings indicate that the current population genetic structure of P. nigrolimitatus results from a combination of gene flow, genetic drift and selection. The acquisition of similar knowledge especially over broad geographic scales, linking signatures of adaptive genetic variation to evolutionary processes and environmental variation, for other fungal species will undoubtedly be useful for assessment of the combined effects of habitat fragmentation and climate change on fungi strongly bound to old-growth forests.
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Affiliation(s)
- Jørn Henrik Sønstebø
- Section for Genetics and Evolutionary Biology (EVOGENE), Department of Biosciences, University of Oslo, Blindernveien 31, 0316, Oslo, Norway
| | - Emiliano Trucchi
- Department of Life and Environmental Sciences, Marche Polytechnic University, Via Brecce Bianche, 60131, Ancona, Italy
| | - Jenni Nordén
- Norwegian Institute for Nature Research, Gaustadalléen 21, NO-0349, Oslo, Norway
| | - Inger Skrede
- Section for Genetics and Evolutionary Biology (EVOGENE), Department of Biosciences, University of Oslo, Blindernveien 31, 0316, Oslo, Norway
| | - Otto Miettinen
- Finnish Museum of Natural History, University of Helsinki, P.O. Box 7, FI-00014, Finland
| | - Sajeet Haridas
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, USA
| | - Jasmyn Pangilinan
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, USA
| | - Igor V Grigoriev
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, USA.,Department of Plant and Microbial Biology, University of California Berkeley, Berkeley, CA, 94720, USA
| | - Francis Martin
- Université de Lorraine, INRAE, UMR 'Interactions Arbres/Microorganismes', Laboratoire d'Excellence ARBRE, INRAE GrandEst-Nancy, 54280, Champenoux, France
| | - Håvard Kauserud
- Section for Genetics and Evolutionary Biology (EVOGENE), Department of Biosciences, University of Oslo, Blindernveien 31, 0316, Oslo, Norway
| | - Sundy Maurice
- Section for Genetics and Evolutionary Biology (EVOGENE), Department of Biosciences, University of Oslo, Blindernveien 31, 0316, Oslo, Norway
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13
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Byer NW, Fountain ED, Reid BN, Miller K, Kulzer PJ, Peery MZ. Land use and life history constrain adaptive genetic variation and reduce the capacity for climate change adaptation in turtles. BMC Genomics 2021; 22:837. [PMID: 34794393 PMCID: PMC8603537 DOI: 10.1186/s12864-021-08151-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Accepted: 11/01/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Rapid anthropogenic climate change will require species to adapt to shifting environmental conditions, with successful adaptation dependent upon current patterns of genetic variation. While landscape genomic approaches allow for exploration of local adaptation in non-model systems, most landscape genomics studies of adaptive capacity are limited to exploratory identification of potentially important functional genes, often without a priori expectations as to the gene functions that may be most important for climate change responses. In this study, we integrated targeted sequencing of genes of known function and genotyping of single-nucleotide polymorphisms to examine spatial, environmental, and species-specific patterns of potential local adaptation in two co-occuring turtle species: the Blanding's turtle (Emydoidea blandingii) and the snapping turtle (Chelydra serpentina). RESULTS We documented divergent patterns of spatial clustering between neutral and putatively adaptive genetic variation in both species. Environmental associations varied among gene regions and between species, with stronger environmental associations detected for genes involved in stress response and for the more specialized Blanding's turtle. Land cover appeared to be more important than climate in shaping spatial variation in functional genes, indicating that human landscape alterations may affect adaptive capacity important for climate change responses. CONCLUSIONS Our study provides evidence that responses to climate change will be contingent on species-specific adaptive capacity and past history of exposure to human land cover change.
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Affiliation(s)
| | | | - Brendan N Reid
- W.K. Kellogg Biological Station, Michigan State University, MI, 49060, Hickory Corners, USA
| | - Kristen Miller
- University of Wisconsin-Madison, 53706, Madison, WI, USA
| | - Paige J Kulzer
- University of Wisconsin-Madison, 53706, Madison, WI, USA
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14
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Abstract
Quercus species (oaks) have been an integral part of the landscape in the northern hemisphere for millions of years. Their ability to adapt and spread across different environments and their contributions to many ecosystem services is well documented. Human activity has placed many oak species in peril by eliminating or adversely modifying habitats through exploitative land usage and by practices that have exacerbated climate change. The goal of this review is to compile a list of oak species of conservation concern, evaluate the genetic data that is available for these species, and to highlight the gaps that exist. We compiled a list of 124 Oaks of Concern based on the Red List of Oaks 2020 and the Conservation Gap Analysis for Native U.S. Oaks and their evaluations of each species. Of these, 57% have been the subject of some genetic analysis, but for most threatened species (72%), the only genetic analysis was done as part of a phylogenetic study. While nearly half (49%) of published genetic studies involved population genetic analysis, only 16 species of concern (13%) have been the subject of these studies. This is a critical gap considering that analysis of intraspecific genetic variability and genetic structure are essential for designing conservation management strategies. We review the published population genetic studies to highlight their application to conservation. Finally, we discuss future directions in Quercus conservation genetics and genomics.
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15
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Byer NW, Holding ML, Crowell MM, Pierson TW, Dilts TE, Larrucea ES, Shoemaker KT, Matocq MD. Adaptive divergence despite low effective population size in a peripherally isolated population of the pygmy rabbit, Brachylagus idahoensis. Mol Ecol 2021; 30:4173-4188. [PMID: 34166550 DOI: 10.1111/mec.16040] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2020] [Revised: 06/01/2021] [Accepted: 06/18/2021] [Indexed: 11/30/2022]
Abstract
Local adaptation can occur when spatially separated populations are subjected to contrasting environmental conditions. Historically, understanding the genetic basis of adaptation has been difficult, but increased availability of genome-wide markers facilitates studies of local adaptation in non-model organisms of conservation concern. The pygmy rabbit (Brachylagus idahoensis) is an imperiled lagomorph that relies on sagebrush for forage and cover. This reliance has led to widespread population declines following reductions in the distribution of sagebrush, leading to geographic separation between populations. In this study, we used >20,000 single nucleotide polymorphisms, genotype-environment association methods, and demographic modeling to examine neutral genetic variation and local adaptation in the pygmy rabbit in Nevada and California. We identified 308 loci as outliers, many of which had functional annotations related to metabolism of plant secondary compounds. Likewise, patterns of spatial variation in outlier loci were correlated with landscape and climatic variables including proximity to streams, sagebrush cover, and precipitation. We found that populations in the Mono Basin of California probably diverged from other Great Basin populations during late Pleistocene climate oscillations, and that this region is adaptively differentiated from other regions in the southern Great Basin despite limited gene flow and low effective population size. Our results demonstrate that peripherally isolated populations can maintain adaptive divergence.
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Affiliation(s)
- Nathan W Byer
- Department of Natural Resources and Environmental Science, University of Nevada-Reno, Reno, Nevada, USA
| | - Matthew L Holding
- Department of Natural Resources and Environmental Science, University of Nevada-Reno, Reno, Nevada, USA
| | - Miranda M Crowell
- Department of Natural Resources and Environmental Science, University of Nevada-Reno, Reno, Nevada, USA
| | - Todd W Pierson
- Department of Ecology, Evolution, and Organismal Biology, Kennesaw State University, Kennesaw, Georgia, USA
| | - Thomas E Dilts
- Department of Natural Resources and Environmental Science, University of Nevada-Reno, Reno, Nevada, USA
| | | | - Kevin T Shoemaker
- Department of Natural Resources and Environmental Science, University of Nevada-Reno, Reno, Nevada, USA
| | - Marjorie D Matocq
- Department of Natural Resources and Environmental Science, University of Nevada-Reno, Reno, Nevada, USA
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16
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17
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Molecular Research on Stress Responses in Quercus spp.: From Classical Biochemistry to Systems Biology through Omics Analysis. FORESTS 2021. [DOI: 10.3390/f12030364] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
The genus Quercus (oak), family Fagaceae, comprises around 500 species, being one of the most important and dominant woody angiosperms in the Northern Hemisphere. Nowadays, it is threatened by environmental cues, which are either of biotic or abiotic origin. This causes tree decline, dieback, and deforestation, which can worsen in a climate change scenario. In the 21st century, biotechnology should take a pivotal role in facing this problem and proposing sustainable management and conservation strategies for forests. As a non-domesticated, long-lived species, the only plausible approach for tree breeding is exploiting the natural diversity present in this species and the selection of elite, more resilient genotypes, based on molecular markers. In this direction, it is important to investigate the molecular mechanisms of the tolerance or resistance to stresses, and the identification of genes, gene products, and metabolites related to this phenotype. This research is being performed by using classical biochemistry or the most recent omics (genomics, epigenomics, transcriptomics, proteomics, and metabolomics) approaches, which should be integrated with other physiological and morphological techniques in the Systems Biology direction. This review is focused on the current state-of-the-art of such approaches for describing and integrating the latest knowledge on biotic and abiotic stress responses in Quercus spp., with special reference to Quercus ilex, the system on which the authors have been working for the last 15 years. While biotic stress factors mainly include fungi and insects such as Phytophthora cinnamomi, Cerambyx welensii, and Operophtera brumata, abiotic stress factors include salinity, drought, waterlogging, soil pollutants, cold, heat, carbon dioxide, ozone, and ultraviolet radiation. The review is structured following the Central Dogma of Molecular Biology and the omic cascade, from DNA (genomics, epigenomics, and DNA-based markers) to metabolites (metabolomics), through mRNA (transcriptomics) and proteins (proteomics). An integrated view of the different approaches, challenges, and future directions is critically discussed.
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18
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Yang Y, Zhou T, Qian Z, Zhao G. Phylogenetic relationships in Chinese oaks (Fagaceae, Quercus): Evidence from plastid genome using low-coverage whole genome sequencing. Genomics 2021; 113:1438-1447. [PMID: 33744343 DOI: 10.1016/j.ygeno.2021.03.013] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Revised: 01/19/2021] [Accepted: 03/05/2021] [Indexed: 01/29/2023]
Abstract
China is a second center of oak diversity but with less intensively systematic studies. Here, with 49 species representing all four sections in China, we firstly gave insight into the comprehensive phylogenetic relationships of Chinese oaks based on 54 complete plastid genomes. Our results recovered a robust phylogenetic framework and provided strong support for most nodes. The phylogenetic tree supported Quercus section Ilex as not monophyletic, in which Quercus section Cyclobalanopsis and Quercus section Cerris were nested. Most likely, incomplete lineage sorting and/or introgression among ancestral lineages in these three sections resulted in this complex pattern. The current distribution, diversification and molecular differentiation of Q. sect. Ilex in China are likely consequences of local adaptation to the geographic and paleoclimatic changes, which were driven by the uplift of Tibetan Plateau, the Hengduan Mountains and the Himalayas.
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Affiliation(s)
- Yanci Yang
- Key Laboratory of Resource Biology and Biotechnology in Western China (Ministry of Education), College of Life Sciences, Northwest University, Xi'an, China; School of Biological Science and Technology, Baotou Teachers' College, Baotou, China
| | - Tao Zhou
- School of Pharmacy, Xi'an Jiaotong University, Xi'an, China
| | - Zengqiang Qian
- College of Life Sciences, Shaanxi Normal University, Xi'an, China
| | - Guifang Zhao
- Key Laboratory of Resource Biology and Biotechnology in Western China (Ministry of Education), College of Life Sciences, Northwest University, Xi'an, China.
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19
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Hübner S, Kantar MB. Tapping Diversity From the Wild: From Sampling to Implementation. FRONTIERS IN PLANT SCIENCE 2021; 12:626565. [PMID: 33584776 PMCID: PMC7873362 DOI: 10.3389/fpls.2021.626565] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Accepted: 01/07/2021] [Indexed: 05/05/2023]
Abstract
The diversity observed among crop wild relatives (CWRs) and their ability to flourish in unfavorable and harsh environments have drawn the attention of plant scientists and breeders for many decades. However, it is also recognized that the benefit gained from using CWRs in breeding is a potential rose between thorns of detrimental genetic variation that is linked to the trait of interest. Despite the increased interest in CWRs, little attention was given so far to the statistical, analytical, and technical considerations that should guide the sampling design, the germplasm characterization, and later its implementation in breeding. Here, we review the entire process of sampling and identifying beneficial genetic variation in CWRs and the challenge of using it in breeding. The ability to detect beneficial genetic variation in CWRs is strongly affected by the sampling design which should be adjusted to the spatial and temporal variation of the target species, the trait of interest, and the analytical approach used. Moreover, linkage disequilibrium is a key factor that constrains the resolution of searching for beneficial alleles along the genome, and later, the ability to deplete linked deleterious genetic variation as a consequence of genetic drag. We also discuss how technological advances in genomics, phenomics, biotechnology, and data science can improve the ability to identify beneficial genetic variation in CWRs and to exploit it in strive for higher-yielding and sustainable crops.
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Affiliation(s)
- Sariel Hübner
- Galilee Research Institute (MIGAL), Tel-Hai College, Qiryat Shemona, Israel
- *Correspondence: Sariel Hübner,
| | - Michael B. Kantar
- Department of Tropical Plant and Soil Sciences, University of Hawai’i at Mânoa, Honolulu, HI, United States
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20
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Browne L. Victoria L. Sork—Recipient of the 2020 Molecular Ecology Prize. Mol Ecol 2020. [DOI: 10.1111/mec.15772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Luke Browne
- School of the Environment Yale University New Haven CT USA
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21
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Gugger PF, Fitz-Gibbon ST, Albarrán-Lara A, Wright JW, Sork VL. Landscape genomics of Quercus lobata reveals genes involved in local climate adaptation at multiple spatial scales. Mol Ecol 2020; 30:406-423. [PMID: 33179370 DOI: 10.1111/mec.15731] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2019] [Revised: 10/19/2020] [Accepted: 11/06/2020] [Indexed: 12/29/2022]
Abstract
Understanding how the environment shapes genetic variation provides critical insight about the evolution of local adaptation in natural populations. At multiple spatial scales and multiple geographic contexts within a single species, such information could address a number of fundamental questions about the scale of local adaptation and whether or not the same loci are involved at different spatial scales or geographic contexts. We used landscape genomic approaches from three local elevational transects and rangewide sampling to (a) identify genetic variation underlying local adaptation to environmental gradients in the California endemic oak, Quercus lobata; (b) examine whether putatively adaptive SNPs show signatures of selection at multiple spatial scales; and (c) map putatively adaptive variation to assess the scale and pattern of local adaptation. Of over 10 k single-nucleotide polymorphisms (SNPs) generated with genotyping-by-sequencing, we found signatures of natural selection by climate or local environment at over 600 SNPs (536 loci), some at multiple spatial scales across multiple analyses. Candidate SNPs identified with gene-environment tests (LFMM) at the rangewide scale also showed elevated associations with climate variables compared to the background at both rangewide and elevational transect scales with gradient forest analysis. Some loci overlap with those detected in other oak species, raising the question of whether the same loci might be involved in local climate adaptation in different congeneric species that inhabit different geographic contexts. Mapping landscape patterns of adaptive versus background genetic variation identified regions of marked local adaptation and suggests nonlinear association of candidate SNPs and environmental variables. Taken together, our results offer robust evidence for novel candidate genes for local climate adaptation at multiple spatial scales.
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Affiliation(s)
- Paul F Gugger
- Ecology and Evolutionary Biology, University of California, Los Angeles, CA, USA.,Appalachian Laboratory, University of Maryland Center for Environmental Science, Frostburg, MD, USA
| | - Sorel T Fitz-Gibbon
- Ecology and Evolutionary Biology, University of California, Los Angeles, CA, USA
| | - Ana Albarrán-Lara
- Ecology and Evolutionary Biology, University of California, Los Angeles, CA, USA
| | - Jessica W Wright
- USDA Forest Service, Pacific Southwest Research Station, Davis, CA, USA
| | - Victoria L Sork
- Ecology and Evolutionary Biology, University of California, Los Angeles, CA, USA.,Institute of the Environment and Sustainability, University of California, Los Angeles, CA, USA
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22
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Capblancq T, Fitzpatrick MC, Bay RA, Exposito-Alonso M, Keller SR. Genomic Prediction of (Mal)Adaptation Across Current and Future Climatic Landscapes. ANNUAL REVIEW OF ECOLOGY EVOLUTION AND SYSTEMATICS 2020. [DOI: 10.1146/annurev-ecolsys-020720-042553] [Citation(s) in RCA: 65] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Signals of local adaptation have been found in many plants and animals, highlighting the heterogeneity in the distribution of adaptive genetic variation throughout species ranges. In the coming decades, global climate change is expected to induce shifts in the selective pressures that shape this adaptive variation. These changes in selective pressures will likely result in varying degrees of local climate maladaptation and spatial reshuffling of the underlying distributions of adaptive alleles. There is a growing interest in using population genomic data to help predict future disruptions to locally adaptive gene-environment associations. One motivation behind such work is to better understand how the effects of changing climate on populations’ short-term fitness could vary spatially across species ranges. Here we review the current use of genomic data to predict the disruption of local adaptation across current and future climates. After assessing goals and motivationsunderlying the approach, we review the main steps and associated statistical methods currently in use and explore our current understanding of the limits and future potential of using genomics to predict climate change (mal)adaptation.
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Affiliation(s)
- Thibaut Capblancq
- Department of Plant Biology, University of Vermont, Burlington, Vermont 05405, USA
| | - Matthew C. Fitzpatrick
- Appalachian Laboratory, University of Maryland Center for Environmental Science, Frostburg, Maryland 21532, USA
| | - Rachael A. Bay
- Department of Evolution and Ecology, University of California, Davis, California 95616, USA
| | - Moises Exposito-Alonso
- Department of Plant Biology, Carnegie Institution for Science, Stanford, California 94305, USA
- Department of Biology, Stanford University, Stanford, California 94305, USA
| | - Stephen R. Keller
- Department of Plant Biology, University of Vermont, Burlington, Vermont 05405, USA
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23
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De Kort H, Baguette M, Lenoir J, Stevens VM. Toward reliable habitat suitability and accessibility models in an era of multiple environmental stressors. Ecol Evol 2020; 10:10937-10952. [PMID: 33144939 PMCID: PMC7593202 DOI: 10.1002/ece3.6753] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2019] [Revised: 05/13/2020] [Accepted: 05/18/2020] [Indexed: 12/24/2022] Open
Abstract
Global biodiversity declines, largely driven by climate and land-use changes, urge the development of transparent guidelines for effective conservation strategies. Species distribution modeling (SDM) is a widely used approach for predicting potential shifts in species distributions, which can in turn support ecological conservation where environmental change is expected to impact population and community dynamics. Improvements in SDM accuracy through incorporating intra- and interspecific processes have boosted the SDM field forward, but simultaneously urge harmonizing the vast array of SDM approaches into an overarching, widely adoptable, and scientifically justified SDM framework. In this review, we first discuss how climate warming and land-use change interact to govern population dynamics and species' distributions, depending on species' dispersal and evolutionary abilities. We particularly emphasize that both land-use and climate change can reduce the accessibility to suitable habitat for many species, rendering the ability of species to colonize new habitat and to exchange genetic variation a crucial yet poorly implemented component of SDM. We then unite existing methodological SDM practices that aim to increase model accuracy through accounting for multiple global change stressors, dispersal, or evolution, while shifting our focus to model feasibility. We finally propose a roadmap harmonizing model accuracy and feasibility, applicable to both common and rare species, particularly those with poor dispersal abilities. This roadmap (a) paves the way for an overarching SDM framework allowing comparison and synthesis of different SDM studies and (b) could advance SDM to a level that allows systematic integration of SDM outcomes into effective conservation plans.
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Affiliation(s)
- Hanne De Kort
- Plant Conservation and Population BiologyBiology DepartmentUniversity of LeuvenLeuvenBelgium
| | - Michel Baguette
- Station d'Ecologie Théorique et Expérimentale (UMR 5321 SETE)National Center for Scientific Research (CNRS)Université Toulouse III – Paul SabatierMoulisFrance
- Institut de Systématique, Evolution, Biodiversité (UMR 7205)Muséum National d’Histoire NaturelleParisFrance
| | - Jonathan Lenoir
- UR “Ecologie et Dynamique des Systèmes Anthropisés” (EDYSANUMR 7058 CNRS‐UPJV)Université de Picardie Jules VerneAmiens Cedex 1France
| | - Virginie M. Stevens
- Station d'Ecologie Théorique et Expérimentale (UMR 5321 SETE)National Center for Scientific Research (CNRS)Université Toulouse III – Paul SabatierMoulisFrance
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24
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Du FK, Wang T, Wang Y, Ueno S, de Lafontaine G. Contrasted patterns of local adaptation to climate change across the range of an evergreen oak, Quercus aquifolioides. Evol Appl 2020; 13:2377-2391. [PMID: 33005228 PMCID: PMC7513717 DOI: 10.1111/eva.13030] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2020] [Revised: 05/02/2020] [Accepted: 05/09/2020] [Indexed: 12/27/2022] Open
Abstract
Long-lived tree species are genetically differentiated and locally adapted with respect to fitness-related traits, but the genetic basis of local adaptation remains largely unresolved. Recent advances in population genetics and landscape genomic analyses enable identification of putative adaptive loci and specific selective pressures acting on local adaptation. Here, we sampled 60 evergreen oak (Quercus aquifolioides) populations throughout the species' range and pool-sequenced 587 individuals at drought-stress candidate genes. We analyzed patterns of genetic diversity and differentiation for 381 single nucleotide polymorphisms (SNPs) from 65 candidate genes and eight microsatellites. Outlier loci were identified by genetic differentiation analysis and genome-environment associations. The response pattern of genetic variation to environmental gradient was assessed by linear isolation-by-distance/environment tests, redundancy analysis, and nonlinear methods. SNPs and microsatellites revealed two genetic lineages: Tibet and Hengduan Mountains-Western Sichuan Plateau (HDM-WSP), with reduced genetic diversity in Tibet lineage. More outlier loci were detected in HDM-WSP lineage than Tibet lineage. Among these, three SNPs in two genes responded to dry season precipitation in the HDM-WSP lineage but not in Tibet. By contrast, genetic variation in the Tibet lineage was related to geographic distance instead of the environment. Furthermore, risk of nonadaptedness (RONA) analyses suggested HDM-WSP lineage will have a better capacity to adapt in the predicted future climate compared with the Tibet lineage. We detected genetic imprints consistent with natural selection and molecular adaptation to drought on the Qinghai-Tibet Plateau (QTP) over a range of long-lived and widely distributed oak species in a changing environment. Our results suggest that different within-species adaptation processes occur in species occurring in heterogeneous environments.
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Affiliation(s)
- Fang K. Du
- School of Ecology and Nature ConservationBeijing Forestry UniversityBeijingChina
| | - Tianrui Wang
- School of Ecology and Nature ConservationBeijing Forestry UniversityBeijingChina
| | - Yuyao Wang
- School of Ecology and Nature ConservationBeijing Forestry UniversityBeijingChina
| | - Saneyoshi Ueno
- Department of Forest Molecular Genetics and BiotechnologyForestry and Forest Products Research InstituteForest Research and Management OrganizationTsukubaJapan
| | - Guillaume de Lafontaine
- Canada Research Chair in Integrative Biology of Northern FloraUniversité du Québec à RimouskiRimouskiQCCanada
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DeSilva R, Dodd RS. Association of genetic and climatic variability in giant sequoia, Sequoiadendron giganteum, reveals signatures of local adaptation along moisture-related gradients. Ecol Evol 2020; 10:10619-10632. [PMID: 33072284 PMCID: PMC7548164 DOI: 10.1002/ece3.6716] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 07/28/2020] [Accepted: 08/05/2020] [Indexed: 11/12/2022] Open
Abstract
Uncovering the genetic basis of local adaptation is a major goal of evolutionary biology and conservation science alike. In an era of climate change, an understanding of how environmental factors shape adaptive diversity is crucial to predicting species response and directing management. Here, we investigate patterns of genomic variation in giant sequoia, an iconic and ecologically important tree species, using 1,364 bi-allelic single nucleotide polymorphisms (SNPs). We use an F ST outlier test and two genotype-environment association methods, latent factor mixed models (LFMMs) and redundancy analysis (RDA), to detect complex signatures of local adaptation. Results indicate 79 genomic regions of potential adaptive importance, with limited overlap between the detection methods. Of the 58 loci detected by LFMM, 51 showed strong correlations to a precipitation-driven composite variable and seven to a temperature-related variable. RDA revealed 24 outlier loci with association to climate variables, all of which showed strongest relationship to summer precipitation. Nine candidate loci were indicated by two methods. After correcting for geographic distance, RDA models using climate predictors accounted for 49% of the explained variance and showed significant correlations between SNPs and climatic factors. Here, we present evidence of local adaptation in giant sequoia along gradients of precipitation and provide a first step toward identifying genomic regions of adaptive significance. The results of this study will provide information to guide management strategies that seek to maximize adaptive potential in the face of climate change.
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Affiliation(s)
- Rainbow DeSilva
- Department of Environmental Science, Policy, and Management University of California at Berkeley Berkeley California USA
| | - Richard S Dodd
- Department of Environmental Science, Policy, and Management University of California at Berkeley Berkeley California USA
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26
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Temunović M, Garnier-Géré P, Morić M, Franjić J, Ivanković M, Bogdan S, Hampe A. Candidate gene SNP variation in floodplain populations of pedunculate oak (Quercus robur L.) near the species' southern range margin: Weak differentiation yet distinct associations with water availability. Mol Ecol 2020; 29:2359-2378. [PMID: 32567080 DOI: 10.1111/mec.15492] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2018] [Revised: 05/03/2020] [Accepted: 05/18/2020] [Indexed: 01/03/2023]
Abstract
Populations residing near species' low-latitude range margins (LLMs) often occur in warmer and drier environments than those in the core range. Thus, their genetic composition could be shaped by climatic drivers that differ from those occurring at higher latitudes, resulting in potentially adaptive variants of conservation value. Such variants could facilitate the adaptation of populations from other portions of the geographical range to similar future conditions anticipated under ongoing climate change. However, very few studies have assessed standing genetic variation at potentially adaptive loci in natural LLM populations. We investigated standing genetic variation at single nucleotide polymorphisms (SNPs) located within 117 candidate genes and its links to putative climatic selection pressures across 19 pedunculate oak (Quercus robur L.) populations distributed along a regional climatic gradient near the species' southern range margin in southeastern Europe. These populations are restricted to floodplain forests along large lowland rivers, whose hydric regime is undergoing significant shifts under modern rapid climate change. The populations showed very weak geographical structure, suggesting extensive genetic connectivity and gene flow or shared ancestry. We identified eight (6.2%) positive FST -outlier loci, and genotype-environment association analyses revealed consistent associations between SNP allele frequencies and several climatic variables linked to water availability. A total of 61 associations involving 37 SNPs (28.5%) from 35 annotated genes provided important insights into putative functional mechanisms in our system. Our findings provide empirical support for the role of LLM populations as sources of potentially adaptive variation that could enhance species' resilience to climate change-related pressures.
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Affiliation(s)
- Martina Temunović
- Department of Forest Genetics, Dendrology and Botany, Faculty of Forestry, University of Zagreb, Zagreb, Croatia
| | | | - Maja Morić
- Department of Forest Genetics, Dendrology and Botany, Faculty of Forestry, University of Zagreb, Zagreb, Croatia
| | - Jozo Franjić
- Department of Forest Genetics, Dendrology and Botany, Faculty of Forestry, University of Zagreb, Zagreb, Croatia
| | | | - Saša Bogdan
- Department of Forest Genetics, Dendrology and Botany, Faculty of Forestry, University of Zagreb, Zagreb, Croatia
| | - Arndt Hampe
- INRAE, Univ. Bordeaux, BIOGECO, Cestas, France
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Strijk JS, Binh HT, Ngoc NV, Pereira JT, Slik JWF, Sukri RS, Suyama Y, Tagane S, Wieringa JJ, Yahara T, Hinsinger DD. Museomics for reconstructing historical floristic exchanges: Divergence of stone oaks across Wallacea. PLoS One 2020; 15:e0232936. [PMID: 32442164 PMCID: PMC7244142 DOI: 10.1371/journal.pone.0232936] [Citation(s) in RCA: 10] [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: 05/25/2019] [Accepted: 04/24/2020] [Indexed: 11/21/2022] Open
Abstract
Natural history collections and tropical tree diversity are both treasure troves of biological and evolutionary information, but their accessibility for scientific study is impeded by a number of properties. DNA in historical specimens is generally highly fragmented, complicating the recovery of high-grade genetic material. Furthermore, our understanding of hyperdiverse, wide-spread tree assemblages is obstructed by extensive species ranges, fragmented knowledge of tropical tree diversity and phenology, and a widespread lack of species-level diagnostic characters, prohibiting the collecting of readily identifiable specimens which can be used to build, revise or strengthen taxonomic frameworks. This, in turn, delays the application of downstream conservation action. A sizable component of botanical collections are sterile-thus eluding identification and are slowing down progress in systematic treatments of tropical biodiversity. With rapid advances in genomics and bioinformatic approaches to biodiversity research, museomics is emerging as a new field breathing life into natural collections that have been built up over centuries. Using MIGseq (multiplexed ISSR genotyping by sequencing), we generated 10,000s of short loci, for both freshly collected materials and museum specimens (aged >100 years) of Lithocarpus-a widespread tropical tree genus endemic to the Asian tropics. Loci recovery from historical and recently collected samples was not affected by sample age and preservation history of the study material, underscoring the reliability and flexibility of the MIGseq approach. Phylogenomic inference and biogeographic reconstruction across insular Asia, highlights repeated migration and diversification patterns between continental regions and islands. Results indicate that co-occurring insular species at the extremity of the distribution range are not monophyletic, raising the possibility of multiple independent dispersals along the outer edge of Wallacea. This suggests that dispersal of large seeded tree genera throughout Malesia and across Wallacea may have been less affected by large geographic distances and the presence of marine barriers than generally assumed. We demonstrate the utility of MIGseq in museomic studies using non-model taxa, presenting the first range-wide genomic assessment of Lithocarpus and tropical Fagaceae as a proof-of-concept. Our study shows the potential for developing innovative genomic approaches to improve the capture of novel evolutionary signals using valuable natural history collections of hyperdiverse taxa.
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Affiliation(s)
- Joeri S. Strijk
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, Guangxi University, Nanning, Guangxi, China
- Biodiversity Genomics Team, Plant Ecophysiology & Evolution Group, Guangxi Key Laboratory of Forest Ecology and Conservation, College of Forestry, Guangxi University, Nanning, Guangxi, China
- Alliance for Conservation Tree Genomics, Alliance for Conservation Tree Genomics, Pha Tad Ke Botanical Garden, Luang Prabang, Laos
| | | | | | - Joan T. Pereira
- Sabah Forestry Department, Forest Research Centre, Sandakan, Sabah, Malaysia
| | - J. W. Ferry Slik
- Environmental and Life Sciences Programme, Faculty of Science, Universiti Brunei Darussalam, Gadong, Brunei Darussalam
| | - Rahayu S. Sukri
- Environmental and Life Sciences Programme, Faculty of Science, Universiti Brunei Darussalam, Gadong, Brunei Darussalam
| | - Yoshihisa Suyama
- Kawatabi Field Science Centre, Graduate School of Agricultural Science, Tohoku University, Miyagi, Japan
| | - Shuichiro Tagane
- The Kagoshima University Museum, Kagoshima University, Kagoshima, Japan
| | | | - Tetsukazu Yahara
- Center for Asian Conservation Ecology, Kyushu University, Fukuoka, Japan
| | - Damien D. Hinsinger
- Biodiversity Genomics Team, Plant Ecophysiology & Evolution Group, Guangxi Key Laboratory of Forest Ecology and Conservation, College of Forestry, Guangxi University, Nanning, Guangxi, China
- Alliance for Conservation Tree Genomics, Alliance for Conservation Tree Genomics, Pha Tad Ke Botanical Garden, Luang Prabang, Laos
- Génomique Métabolique, Genoscope, Institut de Biologie François Jacob, Commissariat à l′Énergie Atomique (CEA), CNRS, Université Évry, Université Paris-Saclay, Évry, France
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28
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Kremer A, Hipp AL. Oaks: an evolutionary success story. THE NEW PHYTOLOGIST 2020; 226:987-1011. [PMID: 31630400 PMCID: PMC7166131 DOI: 10.1111/nph.16274] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2019] [Accepted: 09/13/2019] [Indexed: 05/10/2023]
Abstract
The genus Quercus is among the most widespread and species-rich tree genera in the northern hemisphere. The extraordinary species diversity in America and Asia together with the continuous continental distribution of a limited number of European species raise questions about how macro- and microevolutionary processes made the genus Quercus an evolutionary success. Synthesizing conclusions reached during the past three decades by complementary approaches in phylogenetics, phylogeography, genomics, ecology, paleobotany, population biology and quantitative genetics, this review aims to illuminate evolutionary processes leading to the radiation and expansion of oaks. From opposing scales of time and geography, we converge on four overarching explanations of evolutionary success in oaks: accumulation of large reservoirs of diversity within populations and species; ability for rapid migration contributing to ecological priority effects on lineage diversification; high rates of evolutionary divergence within clades combined with convergent solutions to ecological problems across clades; and propensity for hybridization, contributing to adaptive introgression and facilitating migration. Finally, we explore potential future research avenues, emphasizing the integration of microevolutionary and macroevolutionary perspectives.
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Affiliation(s)
- Antoine Kremer
- BIOGECO, INRA, Université de Bordeaux, 69 Route
d'Arcachon, 33612 Cestas, France
| | - Andrew L. Hipp
- The Morton Arboretum, Lisle IL 60532-1293, USA
- The Field Museum, Chicago IL 60605, USA
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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: 1.0] [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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Mead A, Peñaloza Ramirez J, Bartlett MK, Wright JW, Sack L, Sork VL. Seedling response to water stress in valley oak (Quercus lobata) is shaped by different gene networks across populations. Mol Ecol 2019; 28:5248-5264. [PMID: 31652373 DOI: 10.1111/mec.15289] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2019] [Revised: 10/21/2019] [Accepted: 10/23/2019] [Indexed: 12/16/2022]
Abstract
Drought is a major stress for plants, creating a strong selection pressure for traits that enable plant growth and survival in dry environments. Many drought responses are conserved species-wide responses, while others vary among populations distributed across heterogeneous environments. We tested how six populations of the widely distributed California valley oak (Quercus lobata) sampled from contrasting climates would differ in their response to soil drying relative to well-watered controls in a common environment by measuring ecophysiological traits in 93 individuals and gene expression (RNA-seq) in 42 individuals. Populations did not differ in their adjustment of turgor loss point during soil drying, suggesting a generalized species-wide response. Differential expression analysis identified 689 genes with a common response to treatment across populations and 470 genes with population-specific responses. Weighted gene co-expression network analysis (WGCNA) identified groups of genes with similar expression patterns that may be regulated together (gene modules). Several gene modules responded differently to water stress among populations, suggesting regional differences in gene network regulation. Populations from sites with a high mean annual temperature responded to the imposed water stress with significantly greater changes in gene module expression, indicating that these populations may be locally adapted to respond to drought. We propose that this variation among valley oak populations provides a mechanism for differential tolerance to the increasingly frequent and severe droughts in California.
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Affiliation(s)
- Alayna Mead
- Department of Ecology and Evolutionary Biology, University of California Los Angeles, Los Angeles, CA, USA
| | - Juan Peñaloza Ramirez
- Department of Ecology and Evolutionary Biology, University of California Los Angeles, Los Angeles, CA, USA
| | - Megan K Bartlett
- Department of Ecology and Evolutionary Biology, University of California Los Angeles, Los Angeles, CA, USA
| | - Jessica W Wright
- USDA Forest Service, Pacific Southwest Research Station, Davis, CA, USA
| | - Lawren Sack
- Department of Ecology and Evolutionary Biology, University of California Los Angeles, Los Angeles, CA, USA.,Institute of the Environment and Sustainability, University of California, Los Angeles, Los Angeles, CA, USA
| | - Victoria L Sork
- Department of Ecology and Evolutionary Biology, University of California Los Angeles, Los Angeles, CA, USA.,Institute of the Environment and Sustainability, University of California, Los Angeles, Los Angeles, CA, USA
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31
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Müller M, Gailing O. Abiotic genetic adaptation in the Fagaceae. PLANT BIOLOGY (STUTTGART, GERMANY) 2019; 21:783-795. [PMID: 31081234 DOI: 10.1111/plb.13008] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Accepted: 05/09/2019] [Indexed: 06/09/2023]
Abstract
Fagaceae can be found in tropical and temperate regions and contain species of major ecological and economic importance. In times of global climate change, tree populations need to adapt to rapidly changing environmental conditions. The predicted warmer and drier conditions will potentially result in locally maladapted populations. There is evidence that major genera of the Fagaceae are already negatively affected by climate change-related factors such as drought and associated biotic stressors. Therefore, knowledge of the mechanisms underlying adaptation is of great interest. In this review, we summarise current literature related to genetic adaptation to abiotic environmental conditions. We begin with an overview of genetic diversity in Fagaceae species and then summarise current knowledge related to drought stress tolerance, bud burst timing and frost tolerance in the Fagaceae. Finally, we discuss the role of hybridisation, epigenetics and phenotypic plasticity in adaptation.
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Affiliation(s)
- M Müller
- Faculty for Forest Sciences and Forest Ecology, Forest Genetics and Forest Tree Breeding, University of Goettingen, Göttingen, Germany
| | - O Gailing
- Faculty for Forest Sciences and Forest Ecology, Forest Genetics and Forest Tree Breeding, University of Goettingen, Göttingen, Germany
- Center for Integrated Breeding Research (CiBreed), University of Goettingen, Göttingen, Germany
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32
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Hernández‐Leal MS, Suárez‐Atilano M, Piñero D, González‐Rodríguez A. Regional patterns of genetic structure and environmental differentiation in willow populations ( Salix humboldtiana Willd.) from Central Mexico. Ecol Evol 2019; 9:9564-9579. [PMID: 31534675 PMCID: PMC6745842 DOI: 10.1002/ece3.5475] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Revised: 06/11/2019] [Accepted: 07/01/2019] [Indexed: 11/05/2022] Open
Abstract
AIM To infer the geological and climatic factors that have shaped the genetic diversity and structure of a willow species (Salix humboldtiana) in three basins of Central Mexico. LOCATION Central Mexico. METHODS We collected samples from 11 populations across two hydrological basins (Balsas and Lerma) and one population from another basin (Ameca) within the Mexican Central Plateau (MCP). Individuals were analyzed using sequences of two chloroplast DNA (cpDNA) regions and eight nuclear simple sequence repeats (nSSR). Population genetic diversity and structure were determined from these data. To evaluate whether genetic structure was associated with ecological niche differentiation, we determined whether there is niche equivalence, overlap, or divergence between the Balsas and Lerma basins. Also, we evaluated the relative contributions of geographic distribution and climatic variation on population genetic structuring through redundancy analysis (RDA) and partial RDA. RESULTS Both cpDNA and nSSRs data indicated the presence of three highly differentiated genetic groups, mostly geographically congruent with the three main hydrological basins. According to nSSRs, the three genetic groups can be further subdivided into eight subgroups corresponding to different rivers within the main basins. The niche equivalency test showed that the niches of the species in the Balsas and Lerma basins are significantly nonequivalent. The RDA indicated a significant association of genetic variation among populations with climate variables (particularly those related to the precipitation regime), while controlling for geographic distribution. MAIN CONCLUSIONS The genetic structure of S. humboldtiana is strongly associated with the historical and current geological configuration of the basins and the rivers within basins. The observed hierarchical genetic differentiation can be due to gene flow limitation resulting from physical barriers to the dispersal of S. humboldtiana, but also to some degree of isolation by environment, as suggested by the significant association between genetic variation among populations and precipitation regime.
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Affiliation(s)
- Mariana S. Hernández‐Leal
- Instituto de Investigaciones en Ecosistemas y SustentabilidadUniversidad Nacional Autónoma de MéxicoMoreliaMéxico
- Departamento de Ecología de la Biodiversidad, Instituto de EcologíaUniversidad Nacional Autónoma de MéxicoMéxico CityMéxico
- Programa de Doctorado en Ciencias BiomédicasUniversidad Nacional Autónoma de MéxicoMéxico CityMéxico
| | - Marco Suárez‐Atilano
- Departamento de Ecología de la Biodiversidad, Instituto de EcologíaUniversidad Nacional Autónoma de MéxicoMéxico CityMéxico
| | - Daniel Piñero
- Departamento de Ecología Evolutiva, Instituto de EcologíaUniversidad Nacional Autónoma de MéxicoMéxico CityMéxico
| | - Antonio González‐Rodríguez
- Instituto de Investigaciones en Ecosistemas y SustentabilidadUniversidad Nacional Autónoma de MéxicoMoreliaMéxico
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Lu M, Loopstra CA, Krutovsky KV. Detecting the genetic basis of local adaptation in loblolly pine ( Pinus taeda L.) using whole exome-wide genotyping and an integrative landscape genomics analysis approach. Ecol Evol 2019; 9:6798-6809. [PMID: 31380016 PMCID: PMC6662259 DOI: 10.1002/ece3.5225] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2018] [Revised: 03/17/2019] [Accepted: 04/08/2019] [Indexed: 01/04/2023] Open
Abstract
In the Southern United States, the widely distributed loblolly pine contributes greatly to lumber and pulp production, as well as providing many important ecosystem services. Climate change may affect the productivity and range of loblolly pine. Nevertheless, we have insufficient knowledge of the adaptive potential and the genetics underlying the adaptability of loblolly pine. To address this, we tested the association of 2.8 million whole exome-based single nucleotide polymorphisms (SNPs) with climate and geographic variables, including temperature, precipitation, latitude, longitude, and elevation data. Using an integrative landscape genomics approach by combining multiple environmental association and outlier detection analyses, we identified 611 SNPs associated with 56 climate and geographic variables. Longitude, maximum temperature of the warm months and monthly precipitation associated with most SNPs, indicating their importance and complexity in shaping the genetic variation in loblolly pine. Functions of candidate genes related to terpenoid synthesis, pathogen defense, transcription factors, and abiotic stress response. We provided evidence that environment-associated SNPs also composed the genetic structure of adaptive phenotypic traits including height, diameter, metabolite levels, and gene transcript abundance. Our study promotes understanding of the genetic basis of local adaptation in loblolly pine and provides promising tools for selecting genotypes adapted to local environments in a changing climate.
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Affiliation(s)
- Mengmeng Lu
- Department of Ecosystem Science and ManagementTexas A&M UniversityCollege StationTexas
- Molecular and Environmental Plant Sciences ProgramTexas A&M UniversityCollege StationTexas
- Present address:
Department of Biological SciencesUniversity of CalgaryCalgaryAlbertaCanada
| | - Carol A. Loopstra
- Department of Ecosystem Science and ManagementTexas A&M UniversityCollege StationTexas
- Molecular and Environmental Plant Sciences ProgramTexas A&M UniversityCollege StationTexas
| | - Konstantin V. Krutovsky
- Department of Ecosystem Science and ManagementTexas A&M UniversityCollege StationTexas
- Molecular and Environmental Plant Sciences ProgramTexas A&M UniversityCollege StationTexas
- Department of Forest Genetics and Forest Tree BreedingGeorg‐August‐University of GöttingenGöttingenGermany
- Laboratory of Population Genetics, N. I. Vavilov Institute of General GeneticsRussian Academy of SciencesMoscowRussia
- Laboratory of Forest Genomics, Genome Research and Education Center, Institute of Fundamental Biology and BiotechnologySiberian Federal UniversityKrasnoyarskRussia
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Ahrens CW, Byrne M, Rymer PD. Standing genomic variation within coding and regulatory regions contributes to the adaptive capacity to climate in a foundation tree species. Mol Ecol 2019; 28:2502-2516. [PMID: 30950536 DOI: 10.1111/mec.15092] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Revised: 03/05/2019] [Accepted: 03/25/2019] [Indexed: 12/31/2022]
Abstract
Global climate is rapidly changing, and the ability for tree species to adapt is dependent on standing genomic variation; however, the distribution and abundance of functional and adaptive variants are poorly understood in natural systems. We test key hypotheses regarding the genetics of adaptive variation in a foundation tree: genomic variation is associated with climate, and genomic variation is more likely to be associated with temperature than precipitation or aridity. To test these hypotheses, we used 9,593 independent, genomic single-nucleotide polymorphisms (SNPs) from 270 individuals sampled from Corymbia calophylla's entire distribution in south-western Western Australia, spanning orthogonal temperature and precipitation gradients. Environmental association analyses returned 537 unique SNPs putatively adaptive to climate. We identified SNPs associated with climatic variation (i.e., temperature [458], precipitation [75] and aridity [78]) across the landscape. Of these, 78 SNPs were nonsynonymous (NS), while 26 SNPs were found within gene regulatory regions. The NS and regulatory candidate SNPs associated with temperature explained more deviance (27.35%) than precipitation (5.93%) and aridity (4.77%), suggesting that temperature provides stronger adaptive signals than precipitation. Genes associated with adaptive variants include functions important in stress responses to temperature and precipitation. Patterns of allelic turnover of NS and regulatory SNPs show small patterns of change through climate space with the exception of an aldehyde dehydrogenase gene variant with 80% allelic turnover with temperature. Together, these findings provide evidence for the presence of adaptive variation to climate in a foundation species and provide critical information to guide adaptive management practices.
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Affiliation(s)
- Collin W Ahrens
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, New South Wales, Australia
| | - Margaret Byrne
- Biodiversity and Conservation Science, Department of Biodiversity, Conservation and Attractions, Perth, Western Australia, Australia
| | - Paul D Rymer
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, New South Wales, Australia
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35
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Cavender-Bares J. Diversification, adaptation, and community assembly of the American oaks (Quercus), a model clade for integrating ecology and evolution. THE NEW PHYTOLOGIST 2019; 221:669-692. [PMID: 30368821 DOI: 10.1111/nph.15450] [Citation(s) in RCA: 99] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Accepted: 07/10/2018] [Indexed: 05/26/2023]
Abstract
Contents Summary 669 I. Model clades for the study and integration of ecology and evolution 670 II. Oaks: an important model clade 671 III. Insights from the history of the American oaks for understanding community assembly and ecosystem dominance 673 IV. Bridging the gap between micro- and macroevolutionary processes relevant to ecology 679 V. How do we reconcile evidence for adaptive evolution with niche conservatism and long-term stasis? 682 VI. High plasticity and within-population genetic variation contribute to population persistence 683 VII. Emerging technologies for tracking functional change 685 VIII. Conclusions 685 Acknowledgements 686 References 686 SUMMARY: Ecologists and evolutionary biologists are concerned with explaining the diversity and composition of the natural world and are aware of the inextricable linkages between ecological and evolutionary processes that maintain the Earth's life support systems. Yet examination of these linkages remains challenging due to the contrasting nature of focal systems and research approaches. Model clades provide a critical means to integrate ecology and evolution, as illustrated by the oaks (genus Quercus), an important model clade, given their ecological dominance, remarkable diversity, and growing phylogenetic, genomic, and ecological data resources. Studies of the clade reveal that their history of sympatric parallel adaptive radiation continues to influence community assembly today, highlighting questions on the nature and extent of coexistence mechanisms. Flexible phenology and hydraulic traits, despite evolutionary stasis, may have enabled adaptation to a wide range of environments within and across species, contributing to their high abundance and diversity. The oaks offer fundamental insights at the intersection of ecology and evolution on the role of diversification in community assembly processes, on the importance of flexibility in key functional traits in adapting to new environments, on factors contributing to persistence of long-lived organisms, and on evolutionary legacies that influence ecosystem function.
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Affiliation(s)
- Jeannine Cavender-Bares
- Department of Ecology, Evolution and Behavior, University of Minnesota, Saint Paul, MN, 55108, USA
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36
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Friis G, Fandos G, Zellmer AJ, McCormack JE, Faircloth BC, Milá B. Genome-wide signals of drift and local adaptation during rapid lineage divergence in a songbird. Mol Ecol 2018; 27:5137-5153. [PMID: 30451354 DOI: 10.1111/mec.14946] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Revised: 09/26/2018] [Accepted: 10/15/2018] [Indexed: 12/25/2022]
Abstract
The formation of independent evolutionary lineages involves neutral and selective factors, and understanding their relative roles in population divergence is a fundamental goal of speciation research. Correlations between allele frequencies and environmental variability can reveal the role of selection, yet the relative contribution of drift can be difficult to establish. Recently diversified taxa like the Oregon junco (Aves, Passerellidae, Junco hyemalis oreganus) of western North America provide ideal scenarios to apply genetic-environment association analyses (GEA) while controlling for population structure. Analysis of genome-wide SNP loci revealed marked genetic structure consisting of differentiated populations in isolated, dry southern mountain ranges, and less divergent, recently expanded populations in humid northern latitudes. We used correlations between genomic and environmental variance to test for three specific modes of evolutionary divergence: (a) drift in geographic isolation, (b) differentiation along continuous selective gradients and (c) isolation-by-adaptation. We found evidence of strong drift in southern mountains, but also signals of local adaptation driven by temperature, precipitation, elevation and vegetation, especially when controlling for population history. We identified numerous variants under selection scattered across the genome, suggesting that local adaptation can promote rapid differentiation when acting over multiple independent loci.
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Affiliation(s)
- Guillermo Friis
- National Museum of Natural Sciences, Spanish National Research Council (CSIC), Madrid, Spain
| | - Guillermo Fandos
- Department of Biodiversity, Ecology and Evolution, Complutense University of Madrid, Madrid, Spain
| | - Amanda J Zellmer
- Department of Biology, Occidental College, Los Angeles, California
| | - John E McCormack
- Department of Biology, Occidental College, Los Angeles, California.,Moore Laboratory of Zoology and Department of Biology, Occidental College, Los Angeles, California
| | - Brant C Faircloth
- Department of Biological Sciences and Museum of Natural Science, Louisiana State University, Baton Rouge, Louisiana
| | - Borja Milá
- National Museum of Natural Sciences, Spanish National Research Council (CSIC), Madrid, Spain
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Martins K, Gugger PF, Llanderal‐Mendoza J, González‐Rodríguez A, Fitz‐Gibbon ST, Zhao J, Rodríguez‐Correa H, Oyama K, Sork VL. Landscape genomics provides evidence of climate-associated genetic variation in Mexican populations of Quercus rugosa. Evol Appl 2018; 11:1842-1858. [PMID: 30459833 PMCID: PMC6231481 DOI: 10.1111/eva.12684] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2017] [Revised: 05/31/2018] [Accepted: 07/11/2018] [Indexed: 12/30/2022] Open
Abstract
Local adaptation is a critical evolutionary process that allows plants to grow better in their local compared to non-native habitat and results in species-wide geographic patterns of adaptive genetic variation. For forest tree species with a long generation time, this spatial genetic heterogeneity can shape the ability of trees to respond to rapid climate change. Here, we identify genomic variation that may confer local environmental adaptations and then predict the extent of adaptive mismatch under future climate as a tool for forest restoration or management of the widely distributed high-elevation oak species Quercus rugosa in Mexico. Using genotyping by sequencing, we identified 5,354 single nucleotide polymorphisms (SNPs) genotyped from 103 individuals across 17 sites in the Trans-Mexican Volcanic Belt, and, after controlling for neutral genetic structure, we detected 74 F ST outlier SNPs and 97 SNPs associated with climate variation. Then, we deployed a nonlinear multivariate model, Gradient Forests, to map turnover in allele frequencies along environmental gradients and predict areas most sensitive to climate change. We found that spatial patterns of genetic variation were most strongly associated with precipitation seasonality and geographic distance. We identified regions of contemporary genetic and climatic similarities and predicted regions where future populations of Q. rugosa might be at risk due to high expected rate of climate change. Our findings provide preliminary details for future management strategies of Q. rugosa in Mexico and also illustrate how a landscape genomic approach can provide a useful tool for conservation and resource management strategies.
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Affiliation(s)
- Karina Martins
- Department of Ecology and Evolutionary BiologyUniversity of California, Los AngelesLos AngelesCalifornia
- Departamento de BiologiaUniversidade Federal de São CarlosSorocabaSPBrazil
| | - Paul F. Gugger
- Department of Ecology and Evolutionary BiologyUniversity of California, Los AngelesLos AngelesCalifornia
- Appalachian LaboratoryUniversity of Maryland Center for Environmental ScienceFrostburgMaryland
| | - Jesus Llanderal‐Mendoza
- Instituto de Investigaciones en Ecosistemas y SustentabilidadUniversidad Nacional Autónoma de México (UNAM)MoreliaMichoacánMéxico
- Escuela Nacional de Estudios Superiores Unidad MoreliaUniversidad Nacional Autónoma de México (UNAM)MoreliaMichoacánMéxico
| | - Antonio González‐Rodríguez
- Instituto de Investigaciones en Ecosistemas y SustentabilidadUniversidad Nacional Autónoma de México (UNAM)MoreliaMichoacánMéxico
| | - Sorel T. Fitz‐Gibbon
- Department of Ecology and Evolutionary BiologyUniversity of California, Los AngelesLos AngelesCalifornia
| | - Jian‐Li Zhao
- Key Laboratory of Tropical Forest EcologyXishuangbanna Tropical Botanical GardenChinese Academy of SciencesMenglaYunnanChina
| | - Hernando Rodríguez‐Correa
- Escuela Nacional de Estudios Superiores Unidad MoreliaUniversidad Nacional Autónoma de México (UNAM)MoreliaMichoacánMéxico
| | - Ken Oyama
- Escuela Nacional de Estudios Superiores Unidad MoreliaUniversidad Nacional Autónoma de México (UNAM)MoreliaMichoacánMéxico
| | - Victoria L. Sork
- Department of Ecology and Evolutionary BiologyUniversity of California, Los AngelesLos AngelesCalifornia
- Institute of the Environment and SustainabilityUniversity of California, Los AngelesLos AngelesCalifornia
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Oney-Birol S, Fitz-Gibbon S, Chen JM, Gugger PF, Sork VL. Assessment of shared alleles in drought-associated candidate genes among southern California white oak species (Quercus sect. Quercus). BMC Genet 2018; 19:88. [PMID: 30285631 PMCID: PMC6167808 DOI: 10.1186/s12863-018-0677-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Accepted: 09/19/2018] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Hybridization and introgression are common phenomena among oak species. These processes can be beneficial by introducing favorable genetic variants across species (adaptive introgression). Given that drought is an important stress, impacting physiological and morphological variation and limiting distributions, our goal was to identify drought-related genes that might exhibit patterns of introgression influenced by natural selection. Using RNAseq, we sequenced whole transcriptomes of 24 individuals from three oaks in southern California: (Quercus engelmannii, Quercus berberidifolia, Quercus cornelius-mulleri) and identified genetic variants to estimate admixture rates of all variants and those in drought genes. RESULTS We found 398,042 variants across all loci and 4352 variants in 139 drought candidate genes. STRUCTURE analysis of all variants revealed the majority of our samples were assignable to a single species, but with several highly admixed individuals. When using drought-associated variants, the same individuals exhibited less admixture and their allele frequencies were more polarized between Engelmann and scrub oaks than when using the total gene set. These findings are consistent with the hypothesis that selection may act differently on functional genes, such as drought-associated genes, and point to candidate genes that are suggestive of divergent selection among species maintaining adaptive differences. For example, the drought genes that showed the strongest bias against engelmannii-fixed oak variants in scrub oaks were related to sugar transporter, coumarate-coA ligases, glutathione S-conjugation, and stress response. CONCLUSION This pilot study illustrates that whole transcriptomes of individuals will provide useful data for identifying functional genes that contribute to adaptive divergence among hybridizing species.
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Affiliation(s)
- Signem Oney-Birol
- Department of Molecular Biology and Genetics, Faculty of Arts and Sciences, Burdur Mehmet Akif Ersoy University, 15030, Burdur, Turkey.
| | - Sorel Fitz-Gibbon
- Institute of Genomics and Proteomics, University of California, Los Angeles, CA, 90095, USA
| | - Jin-Ming Chen
- Key Laboratory of Aquatic Botany and Watershed Ecology, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, 430074, Hubei, China
| | - Paul F Gugger
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, CA, 90095-7239, USA.,Appalachian Laboratory, University of Maryland Center for Environmental Science, Frostburg, MD, 21532, USA
| | - Victoria L Sork
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, CA, 90095-7239, USA.,Institute of the Environment and Sustainability, University of California, Los Angeles, CA, 90095-1496, USA
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Gaughran SJ, Quinzin MC, Miller JM, Garrick RC, Edwards DL, Russello MA, Poulakakis N, Ciofi C, Beheregaray LB, Caccone A. Theory, practice, and conservation in the age of genomics: The Galápagos giant tortoise as a case study. Evol Appl 2018; 11:1084-1093. [PMID: 30026799 PMCID: PMC6050186 DOI: 10.1111/eva.12551] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2017] [Accepted: 08/31/2017] [Indexed: 12/25/2022] Open
Abstract
High-throughput DNA sequencing allows efficient discovery of thousands of single nucleotide polymorphisms (SNPs) in nonmodel species. Population genetic theory predicts that this large number of independent markers should provide detailed insights into population structure, even when only a few individuals are sampled. Still, sampling design can have a strong impact on such inferences. Here, we use simulations and empirical SNP data to investigate the impacts of sampling design on estimating genetic differentiation among populations that represent three species of Galápagos giant tortoises (Chelonoidis spp.). Though microsatellite and mitochondrial DNA analyses have supported the distinctiveness of these species, a recent study called into question how well these markers matched with data from genomic SNPs, thereby questioning decades of studies in nonmodel organisms. Using >20,000 genomewide SNPs from 30 individuals from three Galápagos giant tortoise species, we find distinct structure that matches the relationships described by the traditional genetic markers. Furthermore, we confirm that accurate estimates of genetic differentiation in highly structured natural populations can be obtained using thousands of SNPs and 2-5 individuals, or hundreds of SNPs and 10 individuals, but only if the units of analysis are delineated in a way that is consistent with evolutionary history. We show that the lack of structure in the recent SNP-based study was likely due to unnatural grouping of individuals and erroneous genotype filtering. Our study demonstrates that genomic data enable patterns of genetic differentiation among populations to be elucidated even with few samples per population, and underscores the importance of sampling design. These results have specific implications for studies of population structure in endangered species and subsequent management decisions.
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Affiliation(s)
| | - Maud C. Quinzin
- Department of Ecology and Evolutionary BiologyYale UniversityNew HavenCTUSA
| | - Joshua M. Miller
- Department of Ecology and Evolutionary BiologyYale UniversityNew HavenCTUSA
| | | | | | - Michael A. Russello
- Department of BiologyUniversity of British Columbia, Okanagan CampusKelownaBCCanada
| | - Nikos Poulakakis
- Department of BiologySchool of Sciences and EngineeringUniversity of CreteHeraklion, CreteGreece
- Natural History Museum of CreteSchool of Sciences and EngineeringUniversity of CreteHeraklion, CreteGreece
| | - Claudio Ciofi
- Department of BiologyUniversity of FlorenceSesto Fiorentino (FI)Italy
| | - Luciano B. Beheregaray
- Molecular Ecology LabSchool of Biological SciencesFlinders UniversityAdelaideSAAustralia
| | - Adalgisa Caccone
- Department of Ecology and Evolutionary BiologyYale UniversityNew HavenCTUSA
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Lozano‐Jaramillo M, McCracken KG, Cadena CD. Neutral and functionally important genes shed light on phylogeography and the history of high-altitude colonization in a widespread New World duck. Ecol Evol 2018; 8:6515-6528. [PMID: 30038753 PMCID: PMC6053577 DOI: 10.1002/ece3.4108] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Revised: 03/05/2018] [Accepted: 03/15/2018] [Indexed: 12/16/2022] Open
Abstract
Phylogeographic studies often infer historical demographic processes underlying species distributions based on patterns of neutral genetic variation, but spatial variation in functionally important genes can provide additional insights about biogeographic history allowing for inferences about the potential role of adaptation in geographic range evolution. Integrating data from neutral markers and genes involved in oxygen (O2)-transport physiology, we test historical hypotheses about colonization and gene flow across low- and high-altitude regions in the Ruddy Duck (Oxyura jamaicensis), a widely distributed species in the New World. Using multilocus analyses that for the first time include populations from the Colombian Andes, we also examined the hypothesis that Ruddy Duck populations from northern South America are of hybrid origin. We found that neutral and functional genes appear to have moved into the Colombian Andes from both North America and southern South America, and that high-altitude Colombian populations do not exhibit evidence of adaptation to hypoxia in hemoglobin genes. Therefore, the biogeographic history of Ruddy Ducks is likely more complex than previously inferred. Our new data raise questions about the hypothesis that adaptation via natural selection to high-altitude conditions through amino acid replacements in the hemoglobin protein allowed Ruddy Ducks to disperse south along the high Andes into southern South America. The existence of shared genetic variation with populations from both North America and southern South America as well as private alleles suggests that the Colombian population of Ruddy Ducks may be of old hybrid origin. This study illustrates the breadth of inferences one can make by combining data from nuclear and functionally important loci in phylogeography, and underscores the importance of complete range-wide sampling to study species history in complex landscapes.
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Affiliation(s)
- Maria Lozano‐Jaramillo
- Laboratorio de Biología Evolutiva de VertebradosDepartamento de Ciencias BiológicasUniversidad de Los AndesBogotáColombia
- Wageningen University & Research Animal Breeding and GenomicsWageningenThe Netherlands
| | - Kevin G. McCracken
- Department of BiologyUniversity of MiamiCoral GablesFlorida
- Rosenstiel School of Marine and Atmospheric SciencesUniversity of MiamiMiamiFlorida
- Human Genetics and GenomicsHussman Institute for Human GenomicsUniversity of Miami Miller School of MedicineMiamiFlorida
- Institute of Arctic Biology and University of Alaska MuseumUniversity of Alaska FairbanksFairbanksAlaska
| | - Carlos Daniel Cadena
- Laboratorio de Biología Evolutiva de VertebradosDepartamento de Ciencias BiológicasUniversidad de Los AndesBogotáColombia
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41
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Choudhary S, Thakur S, Najar RA, Majeed A, Singh A, Bhardwaj P. Transcriptome characterization and screening of molecular markers in ecologically important Himalayan species (Rhododendron arboreum). Genome 2018; 61:417-428. [DOI: 10.1139/gen-2017-0143] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Rhododendron arboreum is an ecologically prominent species, which also lends commercial and medicinal benefits in the form of palatable juices and useful herbal drugs. Local abundance and survival of the species under a highly fluctuating climate make it an ideal model for genetic structure and functional analysis. However, a lack of genomic data has hampered additional research. In the present study, cDNA libraries from floral and foliar tissues of the species were sequenced to provide a foundation for understanding the functional aspects of the genome and to construct an enriched repository that will promote genomics studies in the genera. Illumina’s platform facilitated the generation of ∼100 million high-quality paired-end reads. De novo assembly, clustering, and filtering out of shorter transcripts predicted 113 167 non-redundant transcripts with an average length of 1164.6 bases. Of these, 71 961 transcripts were categorized based on functional annotations in the Gene Ontology database, whereby 5710 were grouped into 141 pathways and 23 746 encoded for different transcription factors. Transcriptome screening further identified 35 419 microsatellite regions, of which, 43 polymorphic loci were characterized on 30 genotypes. Seven hundred and nineteen transcripts had 811 high-quality single-nucleotide polymorphic variants with a minimum coverage of 10, a total score of 20, and SNP% of 50.
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Affiliation(s)
- Shruti Choudhary
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
| | - Sapna Thakur
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
| | - Raoof Ahmad Najar
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
| | - Aasim Majeed
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
| | - Amandeep Singh
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
| | - Pankaj Bhardwaj
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
- Molecular Genetics Laboratory, Centre for Plant Sciences, Central University of Punjab, City Campus, Mansa Road, Bathinda 151001, India
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42
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Dudaniec RY, Yong CJ, Lancaster LT, Svensson EI, Hansson B. Signatures of local adaptation along environmental gradients in a range-expanding damselfly (Ischnura elegans). Mol Ecol 2018; 27:2576-2593. [DOI: 10.1111/mec.14709] [Citation(s) in RCA: 62] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Revised: 03/23/2018] [Accepted: 04/03/2018] [Indexed: 12/18/2022]
Affiliation(s)
- Rachael Y. Dudaniec
- Department of Biological Sciences; Macquarie University; Sydney NSW Australia
| | - Chuan Ji Yong
- Department of Biological Sciences; Macquarie University; Sydney NSW Australia
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Ramírez‐Valiente JA, Deacon NJ, Etterson J, Center A, Sparks JP, Sparks KL, Longwell T, Pilz G, Cavender‐Bares J. Natural selection and neutral evolutionary processes contribute to genetic divergence in leaf traits across a precipitation gradient in the tropical oak
Quercus oleoides. Mol Ecol 2018; 27:2176-2192. [DOI: 10.1111/mec.14566] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Revised: 03/02/2018] [Accepted: 03/12/2018] [Indexed: 01/20/2023]
Affiliation(s)
| | - Nicholas J. Deacon
- Department of Ecology, Evolution and Behavior University of Minnesota Saint Paul MN USA
| | - Julie Etterson
- Department of Biology University of Minnesota Duluth Duluth MN USA
| | - Alyson Center
- Department of Ecology, Evolution and Behavior University of Minnesota Saint Paul MN USA
- Department of Biology Normandale Community College Bloomington MN USA
| | - Jed P. Sparks
- Department of Ecology and Evolutionary Biology Cornell University Ithaca NY USA
| | - Kimberlee L. Sparks
- Department of Ecology and Evolutionary Biology Cornell University Ithaca NY USA
| | | | - George Pilz
- Herbarium Paul C. Standley Escuela Agricola Panamericana Tegucigalpa Honduras
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44
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Storfer A, Patton A, Fraik AK. Navigating the Interface Between Landscape Genetics and Landscape Genomics. Front Genet 2018; 9:68. [PMID: 29593776 PMCID: PMC5859105 DOI: 10.3389/fgene.2018.00068] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Accepted: 02/15/2018] [Indexed: 11/13/2022] Open
Abstract
As next-generation sequencing data become increasingly available for non-model organisms, a shift has occurred in the focus of studies of the geographic distribution of genetic variation. Whereas landscape genetics studies primarily focus on testing the effects of landscape variables on gene flow and genetic population structure, landscape genomics studies focus on detecting candidate genes under selection that indicate possible local adaptation. Navigating the transition between landscape genomics and landscape genetics can be challenging. The number of molecular markers analyzed has shifted from what used to be a few dozen loci to thousands of loci and even full genomes. Although genome scale data can be separated into sets of neutral loci for analyses of gene flow and population structure and putative loci under selection for inference of local adaptation, there are inherent differences in the questions that are addressed in the two study frameworks. We discuss these differences and their implications for study design, marker choice and downstream analysis methods. Similar to the rapid proliferation of analysis methods in the early development of landscape genetics, new analytical methods for detection of selection in landscape genomics studies are burgeoning. We focus on genome scan methods for detection of selection, and in particular, outlier differentiation methods and genetic-environment association tests because they are the most widely used. Use of genome scan methods requires an understanding of the potential mismatches between the biology of a species and assumptions inherent in analytical methods used, which can lead to high false positive rates of detected loci under selection. Key to choosing appropriate genome scan methods is an understanding of the underlying demographic structure of study populations, and such data can be obtained using neutral loci from the generated genome-wide data or prior knowledge of a species' phylogeographic history. To this end, we summarize recent simulation studies that test the power and accuracy of genome scan methods under a variety of demographic scenarios and sampling designs. We conclude with a discussion of additional considerations for future method development, and a summary of methods that show promise for landscape genomics studies but are not yet widely used.
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Affiliation(s)
- Andrew Storfer
- School of Biological Sciences, Washington State University, Pullman, WA, United States
| | - Austin Patton
- School of Biological Sciences, Washington State University, Pullman, WA, United States
| | - Alexandra K Fraik
- School of Biological Sciences, Washington State University, Pullman, WA, United States
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45
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Yang Y, Zhu J, Feng L, Zhou T, Bai G, Yang J, Zhao G. Plastid Genome Comparative and Phylogenetic Analyses of the Key Genera in Fagaceae: Highlighting the Effect of Codon Composition Bias in Phylogenetic Inference. FRONTIERS IN PLANT SCIENCE 2018; 9:82. [PMID: 29449857 PMCID: PMC5800003 DOI: 10.3389/fpls.2018.00082] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2017] [Accepted: 01/15/2018] [Indexed: 05/10/2023]
Abstract
Fagaceae is one of the largest and economically important taxa within Fagales. Considering the incongruence among inferences from plastid and nuclear genes in the previous Fagaceae phylogeny studies, we assess the performance of plastid phylogenomics in this complex family. We sequenced and assembled four complete plastid genomes (Fagus engleriana, Quercus spinosa, Quercus aquifolioides, and Quercus glauca) using reference-guided assembly approach. All of the other 12 published plastid genomes in Fagaceae were retrieved for genomic analyses (including repeats, sequence divergence and codon usage) and phylogenetic inference. The genomic analyses reveal that plastid genomes in Fagaceae are conserved. Comparing the phylogenetic relationships of the key genera in Fagaceae inferred from different codon positions and gene function datasets, we found that the first two codon sites dataset recovered nearly all relationships and received high support. Thus, the result suggested that codon composition bias had great influence on Fagaceae phylogenetic inference. Our study not only provides basic understanding of Fagaceae plastid genomes, but also illuminates the effectiveness of plastid phylogenomics in resolving relationships of this intractable family.
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Affiliation(s)
- Yanci Yang
- Key Laboratory of Resource Biology and Biotechnology in Western China (Ministry of Education), College of Life Sciences, Northwest University, Xi'an, China
| | - Juan Zhu
- Middle School of Xi'an Electronic Science and Technology, Xi'an, China
| | - Li Feng
- School of Pharmacy, Xi'an Jiaotong University, Xi'an, China
| | - Tao Zhou
- School of Pharmacy, Xi'an Jiaotong University, Xi'an, China
| | - Guoqing Bai
- Key Laboratory of Resource Biology and Biotechnology in Western China (Ministry of Education), College of Life Sciences, Northwest University, Xi'an, China
- Shaanxi Engineering Research Centre for Conservation and Utilization of Botanical Resources, Xi'an Botanical Garden of Shaanxi Province, Xi'an, China
| | - Jia Yang
- Key Laboratory of Resource Biology and Biotechnology in Western China (Ministry of Education), College of Life Sciences, Northwest University, Xi'an, China
| | - Guifang Zhao
- Key Laboratory of Resource Biology and Biotechnology in Western China (Ministry of Education), College of Life Sciences, Northwest University, Xi'an, China
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Abstract
Phylogeography documents the spatial distribution of genetic lineages that result from demographic processes, such as population expansion, population contraction, and gene movement, shaped by climate fluctuations and the physical landscape. Because most phylogeographic studies have used neutral markers, the role of selection may have been undervalued. In this paper, we contend that plants provide a useful evolutionary lesson about the impact of selection on spatial patterns of neutral genetic variation, when the environment affects which individuals can colonize new sites, and on adaptive genetic variation, when environmental heterogeneity creates divergence at specific loci underlying local adaptation. Specifically, we discuss five characteristics found in plants that intensify the impact of selection: sessile growth form, high reproductive output, leptokurtic dispersal, isolation by environment, and the potential to evolve longevity. Collectively, these traits exacerbate the impact of environment on movement between populations and local selection pressures-both of which influence phylogeographic structure. We illustrate how these unique traits shape these processes with case studies of the California endemic oak, Quercus lobata, and the western North American lichen, Ramalina menziesii Obviously, the lessons we learn from plant traits are not unique to plants, but they highlight the need for future animal, plant, and microbe studies to incorporate its impact. Modern tools that generate genome-wide sequence data are now allowing us to decipher how evolutionary processes affect the spatial distribution of different kinds of genes and also to better model future spatial distribution of species in response to climate change.
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Devlin-Durante MK, Baums IB. Genome-wide survey of single-nucleotide polymorphisms reveals fine-scale population structure and signs of selection in the threatened Caribbean elkhorn coral, Acropora palmata. PeerJ 2017; 5:e4077. [PMID: 29181279 PMCID: PMC5701561 DOI: 10.7717/peerj.4077] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2017] [Accepted: 10/31/2017] [Indexed: 12/18/2022] Open
Abstract
The advent of next-generation sequencing tools has made it possible to conduct fine-scale surveys of population differentiation and genome-wide scans for signatures of selection in non-model organisms. Such surveys are of particular importance in sharply declining coral species, since knowledge of population boundaries and signs of local adaptation can inform restoration and conservation efforts. Here, we use genome-wide surveys of single-nucleotide polymorphisms in the threatened Caribbean elkhorn coral, Acropora palmata, to reveal fine-scale population structure and infer the major barrier to gene flow that separates the eastern and western Caribbean populations between the Bahamas and Puerto Rico. The exact location of this break had been subject to discussion because two previous studies based on microsatellite data had come to differing conclusions. We investigate this contradiction by analyzing an extended set of 11 microsatellite markers including the five previously employed and discovered that one of the original microsatellite loci is apparently under selection. Exclusion of this locus reconciles the results from the SNP and the microsatellite datasets. Scans for outlier loci in the SNP data detected 13 candidate loci under positive selection, however there was no correlation between available environmental parameters and genetic distance. Together, these results suggest that reef restoration efforts should use local sources and utilize existing functional variation among geographic regions in ex situ crossing experiments to improve stress resistance of this species.
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Affiliation(s)
- Meghann K Devlin-Durante
- Department of Biology, Pennsylvania State University, University Park, PA, United States of America
| | - Iliana B Baums
- Department of Biology, Pennsylvania State University, University Park, PA, United States of America
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48
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Landscape Genomics: Understanding Relationships Between Environmental Heterogeneity and Genomic Characteristics of Populations. ACTA ACUST UNITED AC 2017. [DOI: 10.1007/13836_2017_2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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49
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Harrisson KA, Amish SJ, Pavlova A, Narum SR, Telonis‐Scott M, Rourke ML, Lyon J, Tonkin Z, Gilligan DM, Ingram BA, Lintermans M, Gan HM, Austin CM, Luikart G, Sunnucks P. Signatures of polygenic adaptation associated with climate across the range of a threatened fish species with high genetic connectivity. Mol Ecol 2017; 26:6253-6269. [DOI: 10.1111/mec.14368] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2017] [Revised: 09/22/2017] [Accepted: 09/25/2017] [Indexed: 12/25/2022]
Affiliation(s)
- Katherine A. Harrisson
- School of Biological Sciences Monash University Clayton Vic. Australia
- Department of Ecology Environment and Evolution School of Life Sciences La Trobe University Bundoora Vic. Australia
- Arthur Rylah Institute for Environmental Research Heidelberg Vic. Australia
| | - Stephen J. Amish
- Conservation Genomics Group Division of Biological Sciences University of Montana Missoula MT USA
- Flathead Lake Biological Station University of Montana Polson MT USA
| | - Alexandra Pavlova
- School of Biological Sciences Monash University Clayton Vic. Australia
| | - Shawn R. Narum
- Columbia River Inter‐Tribal Fish Commission Hagerman Fish Culture Experiment Station Hagerman IDUSA
| | | | - Meaghan L. Rourke
- Department of Primary Industries DPI Fisheries Narrandera NSW Australia
| | - Jarod Lyon
- Arthur Rylah Institute for Environmental Research Heidelberg Vic. Australia
| | - Zeb Tonkin
- Arthur Rylah Institute for Environmental Research Heidelberg Vic. Australia
| | - Dean M. Gilligan
- Department of Primary Industries DPI Fisheries, Batemans Bay Fisheries Office Batemans Bay NSW Australia
| | | | - Mark Lintermans
- Institute for Applied Ecology University of Canberra Canberra ACT Australia
| | - Han Ming Gan
- Centre for Integrative Ecology School of Life and Environmental Sciences Deakin University Geelong Vic. Australia
- School of Science Monash University Malaysia Petaling Jaya Selangor Malaysia
- Genomics Facility, Tropical Medicine and Biology Platform Monash University Malaysia Petaling Jaya Selangor Malaysia
| | - Christopher M. Austin
- Centre for Integrative Ecology School of Life and Environmental Sciences Deakin University Geelong Vic. Australia
- School of Science Monash University Malaysia Petaling Jaya Selangor Malaysia
- Genomics Facility, Tropical Medicine and Biology Platform Monash University Malaysia Petaling Jaya Selangor Malaysia
| | - Gordon Luikart
- Conservation Genomics Group Division of Biological Sciences University of Montana Missoula MT USA
- Flathead Lake Biological Station University of Montana Polson MT USA
| | - Paul Sunnucks
- School of Biological Sciences Monash University Clayton Vic. Australia
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Landscape genomics analysis of Achyranthes bidentata reveal adaptive genetic variations are driven by environmental variations relating to ecological habit. POPUL ECOL 2017. [DOI: 10.1007/s10144-017-0599-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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