ArticleMolecular ecology2019
Genetic association with high-resolution climate data reveals selection footprints in the genomes of barley landraces across the Iberian Peninsula.
Article in Molecular ecology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 19 papers.
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19 citing papers in PubMed.
- Environmental Association Analyses in Plants and the Influence of Methodological Decisions.Molecular ecology · 2026Review
- Ensemble species distribution modeling and multilocus phylogeography provide insight into the spatial genetic patterns and distribution dynamics of a keystone forest species, Quercus glauca.BMC plant biology · 2024Article
- The genomics of adaptation to climate in European great tit (Evolution letters · 2024Article
- Genetic control of root/shoot biomass partitioning in barley seedlings.Frontiers in plant science · 2024Article
- Article
- Major chromosome 5H haplotype switch structures the European two-rowed spring barley germplasm of the past 190 years.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2023Article
- Using landscape genomics to delineate future adaptive potential for climate change in the Yosemite toad (Evolutionary applications · 2023Article
- Article
- Climatic similarity and genomic background shape the extent of parallel adaptation in Timema stick insects.Nature ecology & evolution · 2022Article
- Worldwide Selection Footprints for Drought and Heat in Bread Wheat (Plants (Basel, Switzerland) · 2022Article
- Landscape genomics of the streamside salamander: Implications for species management in the face of environmental change.Evolutionary applications · 2022Article
- Article
- Hybrids Provide More Options for Fine-Tuning Flowering Time Responses of Winter Barley.Frontiers in plant science · 2022Article
- Characterization of the genetic basis of local adaptation of wheat landraces from Iran and Pakistan using genome-wide association study.The plant genome · 2021Article
- Major flowering time genes of barley: allelic diversity, effects, and comparison with wheat.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2021Review
- Localized environmental heterogeneity drives the population differentiation of two endangered and endemic Opisthopappus Shih species.BMC ecology and evolution · 2021Article
- Corrigendum.Molecular ecology · 2020Article
- Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought.G3 (Bethesda, Md.) · 2019Article
- Genetic association with high-resolution climate data reveals selection footprints in the genomes of barley landraces across the Iberian Peninsula.Molecular ecology · 2019Article
Corrections and comments
- Erratum issuedCorrigendum.2020
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Landraces are local populations of crop plants adapted to a particular environment. Extant landraces are surviving genetic archives, keeping signatures of the selection processes experienced by them until settling in their current niches. This study intends to establish relationships between genetic diversity of barley (Hordeum vulgare L.) landraces collected in Spain and the climate of their collection sites. A high-resolution climatic data set (5 × 5 km spatial, 1-day temporal grid) was computed from over 2,000 temperature and 7,000 precipitation stations across peninsular Spain. This data set, spanning the period 1981-2010, was used to derive agroclimatic variables meaningful for cereal production at the collection sites of 135 barley landraces. Variables summarize temperature, precipitation, evapotranspiration, potential vernalization and frost probability at different times of the year and time scales (season and month). SNP genotyping of the landraces was carried out combining Illumina Infinium assays and genotyping-by-sequencing, yielding 9,920 biallelic markers (7,479 with position on the barley reference genome). The association of these SNPs with agroclimatic variables was analysed at two levels of genetic diversity, with and without taking into account population structure. The whole data sets and analysis pipelines are documented and available at https://eead-csic-compbio.github.io/barley-agroclimatic-association. We found differential adaptation of the germplasm groups identified to be dominated by reactions to cold temperature and late-season frost occurrence, as well as to water availability. Several significant associations pointing at specific adaptations to agroclimatic features related to temperature and water availability were observed, and candidate genes underlying some of the main regions are proposed.
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