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Pavy N, Gérardi S, Prunier J, Rigault P, Laroche J, Daigle G, Boyle B, MacKay J, Bousquet J. Contrasting levels of transcriptome-wide SNP diversity and adaptive molecular variation among conifers. FRONTIERS IN PLANT SCIENCE 2025; 16:1500759. [PMID: 40115956 PMCID: PMC11922845 DOI: 10.3389/fpls.2025.1500759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Accepted: 02/13/2025] [Indexed: 03/23/2025]
Abstract
Adaptive convergence can arise when response to natural selection involves shared molecular or functional mechanisms among multiple taxa. Conifers are archaic species of ancient origin with delayed sexual maturity related to their woody perennial nature. Thus, they represent a relevant plant group to assess if convergence from selection may have become disconnected between molecular and functional levels. In this purpose, transcriptome-wide SNP diversity was assessed in seven partially sympatric and reproductively isolated conifer species (118 individuals from 67 populations) populating the temperate and boreal forests of northeastern North America. SNP diversity was found highly heterogeneous among species, which would relate to variation in species-specific demography and history. Rapidly evolving genes with signatures of positive selection were identified, and their relative abundance among species reflected differences in transcriptome-wide SNP diversity. The analysis of sequence homology also revealed very limited convergence among taxa in spite of sampling same tissues at same age. However, convergence increased gradually at the levels of gene families and biological processes, which were largely related to stress response and regulatory mechanisms in all species. Given their multiple small to large gene families and long time since inception, conifers may have had sufficient gene network flexibility and gene functional redundancy for evolving alternative adaptive genes for similar metabolic responses to environmental selection pressures. Despite a long divergence time of ~350 Mya between conifers and Angiosperms, we also uncovered a set of 17 key genes presumably under positive selection in both lineages.
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Affiliation(s)
- Nathalie Pavy
- Canada Research Chair in Forest Genomics, Institute for Systems and Integrative Biology and Forest Research Centre, Université Laval, Québec, QC, Canada
- Institute for Systems and Integrative Biology, Université Laval, Québec, QC, Canada
| | - Sébastien Gérardi
- Canada Research Chair in Forest Genomics, Institute for Systems and Integrative Biology and Forest Research Centre, Université Laval, Québec, QC, Canada
- Institute for Systems and Integrative Biology, Université Laval, Québec, QC, Canada
| | - Julien Prunier
- Canada Research Chair in Forest Genomics, Institute for Systems and Integrative Biology and Forest Research Centre, Université Laval, Québec, QC, Canada
- Département de Médecine Moléculaire, Faculté de Médecine, Université Laval, Québec, QC, Canada
| | | | - Jérôme Laroche
- Institute for Systems and Integrative Biology, Université Laval, Québec, QC, Canada
| | - Gaétan Daigle
- Département de Mathématiques et de Statistiques, Faculté des Sciences et de Génie, Université Laval, Québec, QC, Canada
| | - Brian Boyle
- Institute for Systems and Integrative Biology, Université Laval, Québec, QC, Canada
| | - John MacKay
- Department of Biology, University of Oxford, Oxford, United Kingdom
| | - Jean Bousquet
- Canada Research Chair in Forest Genomics, Institute for Systems and Integrative Biology and Forest Research Centre, Université Laval, Québec, QC, Canada
- Institute for Systems and Integrative Biology, Université Laval, Québec, QC, Canada
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Cortez T, Sonoda GG, Santos CA, Andrade SCDS. Assessing Mechanisms of Potential Local Adaptation Through a Seascape Genomic Approach in a Marine Gastropod, Littoraria flava. Genome Biol Evol 2024; 16:evae194. [PMID: 39235041 DOI: 10.1093/gbe/evae194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 06/25/2024] [Accepted: 07/13/2024] [Indexed: 09/06/2024] Open
Abstract
Understanding the combined effects of environmental heterogeneity and evolutionary processes on marine populations is a primary goal of seascape genomic approaches. Here, we utilized genomic approaches to identify local adaptation signatures in Littoraria flava, a widely distributed marine gastropod in the tropical West Atlantic population. We also performed molecular evolution analyses to investigate potential selective signals across the genome. After obtaining 6,298 and 16,137 single nucleotide polymorphisms derived from genotyping-by-sequencing and RNA sequencing, respectively, 69 from genotyping-by-sequencing (85 specimens) and four from RNA sequencing (40 specimens) candidate single nucleotide polymorphisms were selected and further evaluated. The correlation analyses support different evolutionary pressures over transcribed and non-transcribed regions. Thus, single nucleotide polymorphisms within transcribed regions could account for the genotypic and possibly phenotypic divergences in periwinkles. Our molecular evolution tests based on synonymous and non-synonymous ratio (kN/kS) showed that genotype divergences containing putative adaptive single nucleotide polymorphisms arose mainly from synonymous and/or UTR substitutions rather than polymorphic proteins. The distribution of genotypes across different localities seems to be influenced by marine currents, pH, and temperature variations, suggesting that these factors may impact the species dispersion. The combination of RNA sequencing and genotyping-by-sequencing derived datasets provides a deeper understanding of the molecular mechanisms underlying selective forces responses on distinct genomic regions and could guide further investigations on seascape genomics for non-model species.
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Affiliation(s)
- Thainá Cortez
- Departamento de Genética e Biologia Evolutiva, Instituto de Biociências, Universidade de São Paulo, São Paulo, Brazil
| | - Gabriel G Sonoda
- Departamento de Genética e Biologia Evolutiva, Instituto de Biociências, Universidade de São Paulo, São Paulo, Brazil
- Laboratório de Toxinologia Aplicada, Instituto Butantan, São Paulo, Brazil
| | - Camilla A Santos
- Departamento de Genética e Biologia Evolutiva, Instituto de Biociências, Universidade de São Paulo, São Paulo, Brazil
- Tree of Life, Wellcome Sanger Institute, Cambridge, CB10 1SA, UK
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Gómez Quijano MJ, Gross BL, Etterson JR. Genetic differentiation across a steep and narrow environmental gradient: Quantitative genetic and genomic insights into Lake Superior populations of Quercus rubra. Mol Ecol 2024; 33:e17483. [PMID: 39056407 DOI: 10.1111/mec.17483] [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: 07/06/2023] [Revised: 07/05/2024] [Accepted: 07/12/2024] [Indexed: 07/28/2024]
Abstract
Adaptive differentiation of traits and underlying loci can occur at a small geographical scale if natural selection is stronger than countervailing gene flow and drift. We investigated this hypothesis using coupled quantitative genetic and genomic approaches for a wind-pollinated tree species, Quercus rubra, along the steep, narrow gradient of the Lake Superior coast that encompasses four USDA Hardiness Zones within 100 km. For the quantitative genetic component of this study, we examined phenotypic differentiation among eight populations in a common garden, measuring seed mass, germination, height, stem diameter, leaf number, specific leaf area and survival. For the genomic component, we quantified genetic differentiation for 26 populations from the same region using RAD-seq. Because hybridisation with Quercus ellipsoidalis occurs in other parts of the species' range, we included two populations of this congener for comparison. In the common garden study, we found a strong signal of population differentiation that was significantly associated with at least one climate factor for nine of 10 measured traits. In contrast, we found no evidence of genomic differentiation among populations based on FST or any other measures. However, both distance-based and genotype-environment association analyses identified loci showing the signature of selection, with one locus in common across five analyses. This locus was associated with the minimum temperature of the coldest month, a factor that defines the climate zones and was also significant in the common garden analyses. In addition, we documented introgression from Q. ellipsoidalis into Q. rubra, with rates of introgression correlated with the climate gradient. In sum, this study reveals signatures of selection at the quantitative trait and genomic level consistent with climate adaptation, a pattern that is more often documented at a much broader geographical scale, especially in long-lived wind-pollinated species.
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Affiliation(s)
- María José Gómez Quijano
- Department of Biology, Queen's University, Kingston, Ontario, Canada
- Department of Biology, University of Minnesota Duluth, Duluth, Minnesota, USA
| | - Briana L Gross
- Department of Biology, University of Minnesota Duluth, Duluth, Minnesota, USA
| | - Julie R Etterson
- Department of Biology, University of Minnesota Duluth, Duluth, Minnesota, USA
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Fortier CE, Musso AE, Evenden ML, Zaharia LI, Cooke JEK. Evidence that Ophiostomatoid Fungal Symbionts of Mountain Pine Beetle Do Not Play a Role in Overcoming Lodgepole Pine Defenses During Mass Attack. MOLECULAR PLANT-MICROBE INTERACTIONS : MPMI 2024; 37:445-458. [PMID: 38240660 DOI: 10.1094/mpmi-06-23-0077-r] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2024]
Abstract
Mountain pine beetle (MPB; Dendroctonus ponderosae Hopkins) is a devastating forest insect pest that has killed millions of hectares of pines in western North America over the past two decades. Like other bark beetles, MPB vectors ophiostomatoid fungal species, some of which are pathogenic to host pine species. The phytopathogenicity of these fungal symbionts has sparked considerable debate regarding their role in facilitating MPB attack success. We tested the hypothesis that MPB ophiostomatoid fungal associates like Grosmannia clavigera (Robinson-Jeffrey and Davidson) Zipfel, de Beer and Wingfield contribute to overwhelming host defenses during MPB mass attack. We compared responses of mature lodgepole pine (Pinus contorta Dougl. ex Loud. var. latifolia Engelm.) trees growing in natural stands that were mass attacked by MPB with those inoculated with G. clavigera by examining host defense hormones, secondary metabolites, and gene expression profiles. The jasmonate and ethylene signatures of necrotrophic pathogen-triggered response were identified in G. clavigera-inoculated trees, but only the jasmonate signature of a herbivore-triggered response was measured in MPB-attacked trees. Several G. clavigera-induced changes in pine phenolic metabolite profiles and phenolic biosynthesis gene expression patterns were absent in MPB-attacked pines. These findings indicate that ophiostomatoid fungi like G. clavigera are not a major factor in overwhelming host defenses during MPB mass attack. Instead, fungal pathogenicity likely is more important in aiding MPB colonization and development within the host tree. Phenolics appear to play a larger role in the host response to G. clavigera than to MPB, although phenolics may also influence MPB feeding and behavior. [Formula: see text] Copyright © 2024 The Author(s). This is an open access article distributed under the CC BY 4.0 International license.
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Affiliation(s)
- Colleen E Fortier
- Department of Biological Sciences, University of Alberta, Edmonton, AB, T6G 2E9, Canada
| | - Antonia E Musso
- Department of Biological Sciences, University of Alberta, Edmonton, AB, T6G 2E9, Canada
| | - Maya L Evenden
- Department of Biological Sciences, University of Alberta, Edmonton, AB, T6G 2E9, Canada
| | - L Irina Zaharia
- National Research Council of Canada, Aquatic and Crop Resource Development Research Centre, Saskatoon, SK, S7N 0W9, Canada
| | - Janice E K Cooke
- Department of Biological Sciences, University of Alberta, Edmonton, AB, T6G 2E9, Canada
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Zhang X, Guo R, Shen R, Landis JB, Jiang Q, Liu F, Wang H, Yao X. The genomic and epigenetic footprint of local adaptation to variable climates in kiwifruit. HORTICULTURE RESEARCH 2023; 10:uhad031. [PMID: 37799629 PMCID: PMC10548413 DOI: 10.1093/hr/uhad031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 02/14/2023] [Indexed: 10/07/2023]
Abstract
A full understanding of adaptive genetic variation at the genomic level will help address questions of how organisms adapt to diverse climates. Actinidia eriantha is a shade-tolerant species, widely distributed in the southern tropical region of China, occurring in spatially heterogeneous environments. In the present study we combined population genomic, epigenomic, and environmental association analyses to infer population genetic structure and positive selection across a climatic gradient, and to assess genomic offset to climatic change for A. eriantha. The population structure is strongly shaped by geography and influenced by restricted gene flow resulting from isolation by distance due to habitat fragmentation. In total, we identified 102 outlier loci and annotated 455 candidate genes associated with the genomic basis of climate adaptation, which were enriched in functional categories related to development processes and stress response; both temperature and precipitation are important factors driving adaptive variation. In addition to single-nucleotide polymorphisms (SNPs), a total of 27 single-methylation variants (SMVs) had significant correlation with at least one of four climatic variables and 16 SMVs were located in or adjacent to genes, several of which were predicted to be involved in plant response to abiotic or biotic stress. Gradient forest analysis indicated that the central/east populations were predicted to be at higher risk of future population maladaptation under climate change. Our results demonstrate that local climate factors impose strong selection pressures and lead to local adaptation. Such information adds to our understanding of adaptive mechanisms to variable climates revealed by both population genome and epigenome analysis.
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Affiliation(s)
- Xu Zhang
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, the Chinese Academy of Sciences, Wuhan 430074, Hubei, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Rui Guo
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, the Chinese Academy of Sciences, Wuhan 430074, Hubei, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Ruinan Shen
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, the Chinese Academy of Sciences, Wuhan 430074, Hubei, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Jacob B Landis
- School of Integrative Plant Science, Section of Plant Biology and the L.H. Bailey Hortorium, Cornell University, Ithaca, NY 14853 USA
- BTI Computational Biology Center, Boyce Thompson Institute, Ithaca, NY 14853, USA
| | - Quan Jiang
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, the Chinese Academy of Sciences, Wuhan 430074, Hubei, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Fang Liu
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, the Chinese Academy of Sciences, Wuhan 430074, Hubei, China
| | - Hengchang Wang
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, the Chinese Academy of Sciences, Wuhan 430074, Hubei, China
| | - Xiaohong Yao
- CAS Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture, Wuhan Botanical Garden, the Chinese Academy of Sciences, Wuhan 430074, Hubei, China
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Li F, Liu X, Zhu J, Li J, Gao K, Zhao C. The Role of Genetic Factors in the Differential Invasion Success of Two Spartina Species in China. FRONTIERS IN PLANT SCIENCE 2022; 13:909429. [PMID: 35712568 PMCID: PMC9196123 DOI: 10.3389/fpls.2022.909429] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 05/02/2022] [Indexed: 06/15/2023]
Abstract
Biological invasions have become one of the greatest threats to global biodiversity and ecosystem conservation. Most previous studies have revealed how successful invasive species adapt to new environments and climate change through phenotypic and genetic evolution. Some researchers suggested that understanding unsuccessful or less successful biological invasions might be important for understanding the relationships between invasion adaptability and climate factors. We compared the sexual reproduction ability, genetic diversity, and gene × environment interaction in two intentionally introduced alien species in China (Spartina anglica and Spartina alterniflora) based on restriction site-associated DNA (RAD) sequencing. After more than 50 years, the distribution of S. alterniflora has rapidly expanded, while S. anglica has experienced extreme dieback. A total of 212,939 single nucleotide polymorphisms (SNPs) for the two Spartina species were used for analysis. The multilocus genotype (MLG) analysis revealed that clonal reproduction was the prevalent mode of reproduction in both species, indicating that a change in the mode of reproduction was not the key factor enabling successful invasion by Spartina. All genetic diversity indicators (He, Ho, π) in S. alterniflora populations were at least two times higher than those in S. anglica populations, respectively (p < 0.001). Furthermore, the population genetic structure and stronger patterns of climate-associated loci provided support for rapid adaptive evolution in the populations of S. alterniflora in China. Altogether, our results highlight the importance of genetic diversity and local adaptation, which were driven by multiple source populations, in increasing the invasiveness of S. alterniflora.
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Peláez P, Ortiz-Martínez A, Figueroa-Corona L, Montes JR, Gernandt DS. Population structure, diversifying selection, and local adaptation in Pinus patula. AMERICAN JOURNAL OF BOTANY 2020; 107:1555-1566. [PMID: 33205396 DOI: 10.1002/ajb2.1566] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Accepted: 07/20/2020] [Indexed: 06/11/2023]
Abstract
PREMISE Climate change is predicted to affect natural and plantation forests. The responses of conifers to overcome changing environments will depend on their adaptation to local conditions; however, intraspecific adaptive genetic variation is unknown for most gymnosperms. Studying genetic diversity associated with phenotypic variability along environmental gradients will enhance our understanding of adaptation and may reveal genetic pools important for conservation and management. METHODS We used target enrichment and genome skimming to obtain single nucleotide polymorphisms (SNPs) from 61 individuals of Pinus patula, a pine tree native to Mexico widely used in plantation forestry. We investigated the adaptive genetic variation of two varieties with morphological and distributional differences potentially related to genetic and adaptive divergence. RESULTS Population structure and haplotype network analyses revealed that genetic diversity between P. patula var. patula and P. patula var. longipedunculata was structured, even within populations of P. patula var. longipedunculata. We observed high genetic diversity, low inbreeding rate, and rapid linkage disequilibrium (LD) decay in the varieties. Based on outlier tests, loci showing signatures of natural selection were detected in geographically distant P. patula var. longipedunculata populations. For both varieties, we found significant correlations between climate-related environmental variation and SNP diversity at loci involved in abiotic stress, cell transport, defense, and cell wall biogenesis, pointing to local adaptation. CONCLUSIONS Overall, significant intraspecific adaptive genetic variation in P. patula was detected, highlighting the presence of different genetic pools and signs of local adaptation that should be considered in forestry and conservation.
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Affiliation(s)
- Pablo Peláez
- Departamento de Botánica, Instituto de Biología, Universidad Nacional Autónoma de México, Ciudad de México, 04510, México
| | - Alfredo Ortiz-Martínez
- Posgrado en Ciencias Biológicas, Instituto de Biología, Universidad Nacional Autónoma de México, Ciudad de México, 04510, México
| | - Laura Figueroa-Corona
- Posgrado en Ciencias Biológicas, Instituto de Ecología, Universidad Nacional Autónoma de México, Ciudad de México, 04510, México
| | - José Rubén Montes
- Posgrado en Ciencias Biológicas, Instituto de Biología, Universidad Nacional Autónoma de México, Ciudad de México, 04510, México
| | - David S Gernandt
- Departamento de Botánica, Instituto de Biología, Universidad Nacional Autónoma de México, Ciudad de México, 04510, México
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Nayfa MG, Jones DB, Benzie JAH, Jerry DR, Zenger KR. Comparing Genomic Signatures of Selection Between the Abbassa Strain and Eight Wild Populations of Nile Tilapia ( Oreochromis niloticus) in Egypt. Front Genet 2020; 11:567969. [PMID: 33193660 PMCID: PMC7593532 DOI: 10.3389/fgene.2020.567969] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2020] [Accepted: 08/31/2020] [Indexed: 11/16/2022] Open
Abstract
Domestication to captive rearing conditions, along with targeted selective breeding have genetic consequences that vary from those in wild environments. Nile tilapia (Oreochromis niloticus) is one of the most translocated and farmed aquaculture species globally, farmed throughout Asia, North and South America, and its African native range. In Egypt, a breeding program established the Abbassa Strain of Nile tilapia (AS) in 2002 based on local broodstock sourced from the Nile River. The AS has been intensively selected for growth and has gone through genetic bottlenecks which have likely shifted levels and composition of genetic diversity within the strain. Consequently, there are questions on the possible genetic impact AS escapees may have on endemic populations of Nile tilapia. However, to date there have been no genetic studies comparing genetic changes in the domesticated AS to local wild populations. This study used 9,827 genome-wide SNPs to investigate population genetic structure and signatures of selection in the AS (generations 9-11) and eight wild Nile tilapia populations from Egypt. SNP analyses identified two major genetic clusters (captive and wild populations), with wild populations showing evidence of isolation-by-distance among the Nile Delta and upstream riverine populations. Between genetic clusters, approximately 6.9% of SNPs were identified as outliers with outliers identified on all 22 O. niloticus chromosomes. A lack of localized outlier clustering on the genome suggests that no genes of major effect were presently detected. The AS has retained high levels of genetic diversity (Ho_All = 0.21 ± 0.01; He_All = 0.23 ± 0.01) when compared to wild populations (Ho_All = 0.18 ± 0.01; He_All = 0.17 ± 0.01) after 11 years of domestication and selective breeding. Additionally, 565 SNPs were unique within the AS line. While these private SNPs may be due to domestication signals or founder effects, it is suspected that introgression with blue tilapia (Oreochromis aureus) has occurred. This study highlights the importance of understanding the effects of domestication in addition to wild population structure to inform future management and dissemination decisions. Furthermore, by conducting a baseline genetic study of wild populations prior to the dissemination of a domestic line, the effects of aquaculture on these populations can be monitored over time.
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Affiliation(s)
- Maria G. Nayfa
- Centre for Sustainable Tropical Fisheries and Aquaculture, College of Science and Engineering, James Cook University, Townsville, QLD, Australia
- Centre for Tropical Bioinformatics and Molecular Biology, College of Science and Engineering, James Cook University, Townsville, QLD, Australia
| | - David B. Jones
- Centre for Sustainable Tropical Fisheries and Aquaculture, College of Science and Engineering, James Cook University, Townsville, QLD, Australia
- Centre for Tropical Bioinformatics and Molecular Biology, College of Science and Engineering, James Cook University, Townsville, QLD, Australia
| | - John A. H. Benzie
- WorldFish, Penang, Malaysia
- School of Biological, Earth and Environmental Sciences, University College Cork, Cork, Ireland
| | - Dean R. Jerry
- Centre for Sustainable Tropical Fisheries and Aquaculture, College of Science and Engineering, James Cook University, Townsville, QLD, Australia
- Centre for Tropical Bioinformatics and Molecular Biology, College of Science and Engineering, James Cook University, Townsville, QLD, Australia
- Tropical Futures Institute, James Cook University, Singapore, Singapore
| | - Kyall R. Zenger
- Centre for Sustainable Tropical Fisheries and Aquaculture, College of Science and Engineering, James Cook University, Townsville, QLD, Australia
- Centre for Tropical Bioinformatics and Molecular Biology, College of Science and Engineering, James Cook University, Townsville, QLD, Australia
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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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Cullingham CI, Peery RM, Fortier CE, Mahon EL, Cooke JEK, Coltman DW. Linking genotype to phenotype to identify genetic variation relating to host susceptibility in the mountain pine beetle system. Evol Appl 2020; 13:48-61. [PMID: 31892943 PMCID: PMC6935584 DOI: 10.1111/eva.12773] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2018] [Revised: 01/09/2019] [Accepted: 01/13/2019] [Indexed: 12/24/2022] Open
Abstract
Identifying genetic variants responsible for phenotypic variation under selective pressure has the potential to enable productive gains in natural resource conservation and management. Despite this potential, identifying adaptive candidate loci is not trivial, and linking genotype to phenotype is a major challenge in contemporary genetics. Many of the population genetic approaches commonly used to identify adaptive candidates will simultaneously detect false positives, particularly in nonmodel species, where experimental evidence is seldom provided for putative roles of the adaptive candidates identified by outlier approaches. In this study, we use outcomes from population genetics, phenotype association, and gene expression analyses as multiple lines of evidence to validate candidate genes. Using lodgepole and jack pine as our nonmodel study species, we analyzed 17 adaptive candidate loci together with 78 putatively neutral loci at 58 locations across Canada (N > 800) to determine whether relationships could be established between these candidate loci and phenotype related to mountain pine beetle susceptibility. We identified two candidate loci that were significant across all population genetic tests, and demonstrated significant changes in transcript abundance in trees subjected to wounding or inoculation with the mountain pine beetle fungal associate Grosmannia clavigera. Both candidates are involved in central physiological processes that are likely to be invoked in a trees response to stress. One of these two candidate loci showed a significant association with mountain pine beetle attack status in lodgepole pine. The spatial distribution of the attack-associated allele further coincides with other indicators of susceptibility in lodgepole pine. These analyses, in which population genetics was combined with laboratory and field experimental validation approaches, represent first steps toward linking genetic variation to the phenotype of mountain pine beetle susceptibility in lodgepole and jack pine, and provide a roadmap for more comprehensive analyses.
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Affiliation(s)
| | - Rhiannon M. Peery
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
| | - Colleen E. Fortier
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
| | - Elizabeth L. Mahon
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
- Department of Wood ScienceUniversity of British ColumbiaVancouverBritish ColumbiaCanada
| | - Janice E. K. Cooke
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
| | - David W. Coltman
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
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Godbout J, Gros-Louis M, Lamothe M, Isabel N. Going with the flow: Intraspecific variation may act as a natural ally to counterbalance the impacts of global change for the riparian species Populus deltoides. Evol Appl 2020; 13:176-194. [PMID: 31892951 PMCID: PMC6935597 DOI: 10.1111/eva.12854] [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: 03/11/2019] [Revised: 07/16/2019] [Accepted: 07/31/2019] [Indexed: 12/19/2022] Open
Abstract
The speed and magnitude of global change will have major impacts on riparian ecosystems, thereby leading to greater forest vulnerability. Assessing species' adaptive capacities to provide relevant information for vulnerability assessments remains challenging, especially for nonmodel species like the North American Populus deltoides W. Bartram ex Marshall. The objective of this study was to understand how genomic diversity of this foundation species was shaped by its environment (climate, soil, and biotic interactions) to gauge its adaptive capacity. We used two complementary approaches to get a full portrait of P. deltoides genetic diversity at both the species and whole-genome ranges. First, we used a set of 93 nuclear and three chloroplastic SNP markers in 946 individuals covering most of the species' natural distribution. Then, to measure the degree of intraspecific divergence at the whole-genome level and to support the outlier and genomic-environment association analyses, we used a sequence capture approach on DNA pools. Three distinct lineages for P. deltoides were detected, and their current distribution was associated with abiotic and biotic variations. The comparison between both cpDNA and ncDNA patterns showed that gene flow between the lineages is unbalanced. The southern and northeastern populations may benefit from the input, through river flow, of novel alleles located upstream to their local gene pools. These alleles could migrate from populations that are already adapted to conditions that fit the predicted climates in the receiving local populations, hotter at the northeastern limit and drier in the Central United States. These "preadapted" incoming alleles may help to cope with maladaptation in populations facing changing conditions.
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Affiliation(s)
- Julie Godbout
- Ministère des Forêts, de la Faune et des Parcs, Direction de la recherche forestièreQuébecQCCanada
- Canadian Forest Service, Laurentian Forestry CentreNatural Resources CanadaQuébecQCCanada
| | | | - Manuel Lamothe
- Canadian Forest Service, Laurentian Forestry CentreNatural Resources CanadaQuébecQCCanada
| | - Nathalie Isabel
- Canadian Forest Service, Laurentian Forestry CentreNatural Resources CanadaQuébecQCCanada
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12
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Dupuis JR, Cullingham CI, Nielsen SE, Sperling FAH. Environmental effects on gene flow in a species complex of vagile, hilltopping butterflies. Biol J Linn Soc Lond 2019. [DOI: 10.1093/biolinnean/blz043] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Affiliation(s)
- Julian R Dupuis
- Department of Plant and Environmental Protection Services, University of Hawai’i at Mānoa, Honolulu, HI, USA
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
| | | | - Scott E Nielsen
- Department of Renewable Resources, University of Alberta, Edmonton, Alberta Canada
| | - Felix A H Sperling
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
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Dupuis JR, Oliver JC, Brunet BMT, Longcore T, Johnson JJ, Sperling FAH. Genomic data indicate ubiquitous evolutionary distinctiveness among populations of California metalmark butterflies. CONSERV GENET 2018. [DOI: 10.1007/s10592-018-1081-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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14
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Menon M, Bagley JC, Friedline CJ, Whipple AV, Schoettle AW, Leal‐Sàenz A, Wehenkel C, Molina‐Freaner F, Flores‐Rentería L, Gonzalez‐Elizondo MS, Sniezko RA, Cushman SA, Waring KM, Eckert AJ. The role of hybridization during ecological divergence of southwestern white pine (
Pinus strobiformis
) and limber pine (
P. flexilis
). Mol Ecol 2018; 27:1245-1260. [DOI: 10.1111/mec.14505] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2017] [Revised: 12/19/2017] [Accepted: 12/21/2017] [Indexed: 12/11/2022]
Affiliation(s)
- Mitra Menon
- Integrative Life Sciences Virginia Commonwealth University Richmond VA USA
- Department of Biology Virginia Commonwealth University Richmond VA USA
| | - Justin C. Bagley
- Department of Biology Virginia Commonwealth University Richmond VA USA
- Departamento de Zoologia Universidade de Brasília Brasília DF Brazil
| | | | - Amy V. Whipple
- Department of Biological Sciences and Merriam Powel Center for Environmental Research Northern Arizona University Flagstaff AZ USA
| | - Anna W. Schoettle
- Rocky Mountain Research Station USDA Forest Service Ft. Collins CO USA
| | - Alejandro Leal‐Sàenz
- Programa Institucional de Doctorado en Ciencias Agropecuarias y Forestales Universidad Juárez del Estado de Durango Durango Mexico
| | - Christian Wehenkel
- Instituto de Silvicultura e Industria de la Madera Universidad Juarez del Estado de Durango Durango Mexico
| | - Francisco Molina‐Freaner
- Institutos de Geologia y Ecologia Universidad Nacional Autónoma de Mexico, Estación Regional del Noroeste Hermosillo Sonora Mexico
| | | | | | | | - Samuel A. Cushman
- Rocky Mountain Research Station USDA Forest Service Flagstaff AZ USA
| | | | - Andrew J. Eckert
- Department of Biology Virginia Commonwealth University Richmond VA USA
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15
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Population genomics and comparisons of selective signatures in two invasions of melon fly, Bactrocera cucurbitae (Diptera: Tephritidae). Biol Invasions 2017. [DOI: 10.1007/s10530-017-1621-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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16
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Steane DA, Mclean EH, Potts BM, Prober SM, Stock WD, Stylianou VM, Vaillancourt RE, Byrne M. Evidence for adaptation and acclimation in a widespread eucalypt of semi-arid Australia. Biol J Linn Soc Lond 2017. [DOI: 10.1093/biolinnean/blw051] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Dorothy A. Steane
- School of Biological Sciences and ARC Centre for Forest Value, University of Tasmania, Hobart, Tasmania 7001, Australia
- Faculty of Science, Health, Education and Engineering, University of the Sunshine Coast, Queensland, 4556, Australia
- CSIRO Land and Water, Private Bag 5, Wembley 6913, Western Australia
| | - Elizabeth H. Mclean
- CSIRO Land and Water, Private Bag 5, Wembley 6913, Western Australia
- Science and Conservation Division, Department of Parks and Wildlife, Locked Bag 104, Bentley Delivery Centre, WA 6983, Australia
| | - Brad M. Potts
- School of Biological Sciences and ARC Centre for Forest Value, University of Tasmania, Hobart, Tasmania 7001, Australia
| | - Suzanne M. Prober
- CSIRO Land and Water, Private Bag 5, Wembley 6913, Western Australia
| | - William D. Stock
- Centre for Ecosystem Management, School of Science, Edith Cowan University, Joondalup, 6027, Western Australia
| | - Vanessa M. Stylianou
- Centre for Ecosystem Management, School of Science, Edith Cowan University, Joondalup, 6027, Western Australia
| | - René E. Vaillancourt
- School of Biological Sciences and ARC Centre for Forest Value, University of Tasmania, Hobart, Tasmania 7001, Australia
| | - Margaret Byrne
- Science and Conservation Division, Department of Parks and Wildlife, Locked Bag 104, Bentley Delivery Centre, WA 6983, Australia
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Royer AM, Streisfeld MA, Smith CI. Population genomics of divergence within an obligate pollination mutualism: Selection maintains differences between Joshua tree species. AMERICAN JOURNAL OF BOTANY 2016; 103:1730-1741. [PMID: 27671531 DOI: 10.3732/ajb.1600069] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2016] [Accepted: 08/19/2016] [Indexed: 05/05/2023]
Abstract
PREMISE OF THE STUDY Speciation is a complex process that can be shaped by many factors, from geographic isolation to interspecific interactions. In Joshua trees, selection from pollinators on style length has been hypothesized to contribute to the maintenance of differentiation between two hybridizing sister species. We used population genomics approaches to measure the extent of genetic differentiation between these species, test whether selection maintains differences between them, and determine whether genetic variants associated with style length show signatures of selection. METHODS Using restriction-site-associated DNA (RAD)-sequencing, we identified 9516 single nucleotide polymorphisms (SNPs) across the Joshua tree genome. We characterized the genomic composition of trees in a narrow hybrid zone and used genomic scans to search for signatures of selection acting on these SNPs. We used a genome-wide association study to identify SNPs associated with variation in phenotypic traits, including style length, and asked whether those SNPs were overrepresented among the group under selection. KEY RESULTS The two species were highly genetically differentiated (FST = 0.25), and hybrids were relatively rare in the hybrid zone. Approximately 20% of SNPs showed evidence of selection maintaining divergence. While SNPs associated with style length were overrepresented among those under selection (P << 0.0001), the same was true for SNPs associated with highly differentiated vegetative traits. CONCLUSIONS The two species of Joshua tree are clearly genetically distinct, and selection is maintaining differences between them. We found that loci associated with differentiated traits were likely to be under selection. However, many traits other than style length appeared to be under selection. Together with the dearth of intermediate hybrids, these findings reveal that these taxa are more strongly diverged than previously suspected and that selection, likely on many targets, is maintaining separation where the two species meet and hybridize.
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Affiliation(s)
- Anne M Royer
- Department of Biology, Willamette University, Salem, Oregon 97301 USA
| | - Matthew A Streisfeld
- Institute of Ecology and Evolution, University of Oregon, Eugene, Oregon 97403 USA
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18
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Sork VL, Squire K, Gugger PF, Steele SE, Levy ED, Eckert AJ. Landscape genomic analysis of candidate genes for climate adaptation in a California endemic oak, Quercus lobata. AMERICAN JOURNAL OF BOTANY 2016; 103:33-46. [PMID: 26744482 DOI: 10.3732/ajb.1500162] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Accepted: 08/26/2015] [Indexed: 05/22/2023]
Abstract
PREMISE OF THE STUDY The ability of California tree populations to survive anthropogenic climate change will be shaped by the geographic structure of adaptive genetic variation. Our goal is to test whether climate-associated candidate genes show evidence of spatially divergent selection in natural populations of valley oak, Quercus lobata, as preliminary indication of local adaptation. METHODS Using DNA from 45 individuals from 13 localities across the species' range, we sequenced portions of 40 candidate genes related to budburst/flowering, growth, osmotic stress, and temperature stress. Using 195 single nucleotide polymorphisms (SNPs), we estimated genetic differentiation across populations and correlated allele frequencies with climate gradients using single-locus and multivariate models. RESULTS The top 5% of FST estimates ranged from 0.25 to 0.68, yielding loci potentially under spatially divergent selection. Environmental analyses of SNP frequencies with climate gradients revealed three significantly correlated SNPs within budburst/flowering genes and two SNPs within temperature stress genes with mean annual precipitation, after controlling for multiple testing. A redundancy model showed a significant association between SNPs and climate variables and revealed a similar set of SNPs with high loadings on the first axis. In the RDA, climate accounted for 67% of the explained variation, when holding climate constant, in contrast to a putatively neutral SSR data set where climate accounted for only 33%. CONCLUSIONS Population differentiation and geographic gradients of allele frequencies in climate-associated functional genes in Q. lobata provide initial evidence of adaptive genetic variation and background for predicting population response to climate change.
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Affiliation(s)
- Victoria L Sork
- Department of Ecology and Evolutionary Biology, University of California, 4140 Terasaki Life Sciences Building, 610 Charles E. Young Drive East, Los Angeles, California, USA 90095-7239 Institute of Environment and Sustainability, University of California, Box 951767, Los Angeles, California, USA
| | - Kevin Squire
- Center for High Throughput Biology, David Geffen School of Medicine at UCLA, University of California, Los Angeles, California, USA
| | - Paul F Gugger
- Department of Ecology and Evolutionary Biology, University of California, 4140 Terasaki Life Sciences Building, 610 Charles E. Young Drive East, Los Angeles, California, USA 90095-7239
| | - Stephanie E Steele
- Department of Ecology and Evolutionary Biology, University of California, 4140 Terasaki Life Sciences Building, 610 Charles E. Young Drive East, Los Angeles, California, USA 90095-7239
| | - Eric D Levy
- Department of Ecology and Evolutionary Biology, University of California, 4140 Terasaki Life Sciences Building, 610 Charles E. Young Drive East, Los Angeles, California, USA 90095-7239
| | - Andrew J Eckert
- Department of Biology, Virginia Commonwealth University, Richmond, Virginia 23284 USA
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Hornoy B, Pavy N, Gérardi S, Beaulieu J, Bousquet J. Genetic Adaptation to Climate in White Spruce Involves Small to Moderate Allele Frequency Shifts in Functionally Diverse Genes. Genome Biol Evol 2015; 7:3269-85. [PMID: 26560341 PMCID: PMC4700950 DOI: 10.1093/gbe/evv218] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Understanding the genetic basis of adaptation to climate is of paramount importance for preserving and managing genetic diversity in plants in a context of climate change. Yet, this objective has been addressed mainly in short-lived model species. Thus, expanding knowledge to nonmodel species with contrasting life histories, such as forest trees, appears necessary. To uncover the genetic basis of adaptation to climate in the widely distributed boreal conifer white spruce (Picea glauca), an environmental association study was conducted using 11,085 single nucleotide polymorphisms representing 7,819 genes, that is, approximately a quarter of the transcriptome. Linear and quadratic regressions controlling for isolation-by-distance, and the Random Forest algorithm, identified several dozen genes putatively under selection, among which 43 showed strongest signals along temperature and precipitation gradients. Most of them were related to temperature. Small to moderate shifts in allele frequencies were observed. Genes involved encompassed a wide variety of functions and processes, some of them being likely important for plant survival under biotic and abiotic environmental stresses according to expression data. Literature mining and sequence comparison also highlighted conserved sequences and functions with angiosperm homologs. Our results are consistent with theoretical predictions that local adaptation involves genes with small frequency shifts when selection is recent and gene flow among populations is high. Accordingly, genetic adaptation to climate in P. glauca appears to be complex, involving many independent and interacting gene functions, biochemical pathways, and processes. From an applied perspective, these results shall lead to specific functional/association studies in conifers and to the development of markers useful for the conservation of genetic resources.
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Affiliation(s)
- Benjamin Hornoy
- Canada Research Chair in Forest and Environmental Genomics, Centre for Forest Research and Institute for Systems and Integrative Biology, Université Laval, Québec City, QC, Canada
| | - Nathalie Pavy
- Canada Research Chair in Forest and Environmental Genomics, Centre for Forest Research and Institute for Systems and Integrative Biology, Université Laval, Québec City, QC, Canada
| | - Sébastien Gérardi
- Canada Research Chair in Forest and Environmental Genomics, Centre for Forest Research and Institute for Systems and Integrative Biology, Université Laval, Québec City, QC, Canada
| | - Jean Beaulieu
- Canada Research Chair in Forest and Environmental Genomics, Centre for Forest Research and Institute for Systems and Integrative Biology, Université Laval, Québec City, QC, Canada Natural Resources Canada, Canadian Wood Fibre Centre, Québec City, QC, Canada
| | - Jean Bousquet
- Canada Research Chair in Forest and Environmental Genomics, Centre for Forest Research and Institute for Systems and Integrative Biology, Université Laval, Québec City, QC, Canada
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20
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Edwards SV, Shultz AJ, Campbell-Staton SC. Next-generation sequencing and the expanding domain of phylogeography. FOLIA ZOOLOGICA 2015. [DOI: 10.25225/fozo.v64.i3.a2.2015] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Affiliation(s)
- Scott V. Edwards
- Department of Organismic and Evolutionary Biology, and Museum of Comparative Zoology, Harvard University, Cambridge, MA 02138, U.S.A.
| | - Allison J. Shultz
- Department of Organismic and Evolutionary Biology, and Museum of Comparative Zoology, Harvard University, Cambridge, MA 02138, U.S.A.
| | - Shane C. Campbell-Staton
- Department of Organismic and Evolutionary Biology, and Museum of Comparative Zoology, Harvard University, Cambridge, MA 02138, U.S.A.
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Identification of outliers in a genomic scan for selection along environmental gradients in the bamboo locust, Ceracris kiangsu. Sci Rep 2015; 5:13758. [PMID: 26333424 PMCID: PMC4558720 DOI: 10.1038/srep13758] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2015] [Accepted: 07/01/2015] [Indexed: 01/26/2023] Open
Abstract
Identification of loci under divergent selection is a key step in understanding the evolutionary process because those loci are responsible for the genetic variations that affect fitness in different environments. Understanding how environmental forces give rise to adaptive genetic variation is a challenge in pest control. Here, we performed an amplified fragment length polymorphism (AFLP) genome scan in populations of the bamboo locust, Ceracris kiangsu, to search for candidate loci that are influenced by selection along an environmental gradient in southern China. In outlier locus detection, loci that demonstrate significantly higher or lower among-population genetic differentiation than expected under neutrality are identified as outliers. We used several outlier detection methods to study the features of C. kiangsu, including method DFDIST, BayeScan, and logistic regression. A total of 97 outlier loci were detected in the C. kiangsu genome with very high statistical supports. Moreover, the results suggested that divergent selection arising from environmental variation has been driven by differences in temperature, precipitation, humidity and sunshine. These findings illustrate that divergent selection and potential local adaptation are prevalent in locusts despite seemingly high levels of gene flow. Thus, we propose that native environments in each population may induce divergent natural selection.
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Böndel KB, Lainer H, Nosenko T, Mboup M, Tellier A, Stephan W. North–South Colonization Associated with Local Adaptation of the Wild Tomato SpeciesSolanum chilense. Mol Biol Evol 2015; 32:2932-43. [DOI: 10.1093/molbev/msv166] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
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