Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought.

Barley (Hordeum vulgare ssp. vulgare) is cultivated from the equator to the Arctic Circle. The wild progenitor species, Hordeum vulgare ssp. spontaneum, occupies a relatively narrow latitudinal range (∼30 - 40° N) primarily at low elevation (< 1,500 m). Adaptation to the range of cultivation has...

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Main Authors: Lei, Li, Poets, Ana M, Liu, Chaochih, Wyant, Skylar R, Hoffman, Paul J, Carter, Corey K, Shaw, Brian G, Li, Xin, Muehlbauer, Gary J, Katagiri, Fumiaki, Morrell, Peter L
Format: Article in Journal/Newspaper
Language:unknown
Published: eScholarship, University of California 2019
Subjects:
Online Access:https://escholarship.org/uc/item/0p33r1zh
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spelling ftcdlib:oai:escholarship.org/ark:/13030/qt0p33r1zh 2023-05-15T15:12:16+02:00 Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought. Lei, Li Poets, Ana M Liu, Chaochih Wyant, Skylar R Hoffman, Paul J Carter, Corey K Shaw, Brian G Li, Xin Muehlbauer, Gary J Katagiri, Fumiaki Morrell, Peter L 3423 - 3438 2019-10-07 application/pdf https://escholarship.org/uc/item/0p33r1zh unknown eScholarship, University of California qt0p33r1zh https://escholarship.org/uc/item/0p33r1zh public G3 (Bethesda, Md.), vol 9, iss 10 Plants Cross-Over Studies Environment Adaptation Biological Gene Frequency Polymorphism Single Nucleotide Alleles Databases Genetic Cold Temperature Stress Physiological Plant Physiological Phenomena Droughts Genetic Association Studies Molecular Typing High-Throughput Nucleotide Sequencing allele frequency differentiation barley cold drought mixed model association Genetics article 2019 ftcdlib 2021-01-24T17:37:22Z Barley (Hordeum vulgare ssp. vulgare) is cultivated from the equator to the Arctic Circle. The wild progenitor species, Hordeum vulgare ssp. spontaneum, occupies a relatively narrow latitudinal range (∼30 - 40° N) primarily at low elevation (< 1,500 m). Adaptation to the range of cultivation has occurred over ∼8,000 years. The genetic basis of adaptation is amenable to study through environmental association. An advantage of environmental association in a well-characterized crop is that many loci that contribute to climatic adaptation and abiotic stress tolerance have already been identified. This provides the opportunity to determine if environmental association approaches effectively identify these loci of large effect. Using published genotyping from 7,864 SNPs in 803 barley landraces, we examined allele frequency differentiation across multiple partitions of the data and mixed model associations relative to bioclimatic variables. Using newly generated resequencing data from a subset of these landraces, we tested for linkage disequilibrium (LD) between SNPs queried in genotyping and SNPs in neighboring loci. Six loci previously reported to contribute to adaptive differences in flowering time and abiotic stress in barley and six loci previously identified in other plant species were identified in our analyses. In many cases, patterns of LD are consistent with the causative variant occurring in the immediate vicinity of the queried SNP. The identification of barley orthologs to well-characterized genes may provide a new understanding of the nature of adaptive variation and could permit a more targeted use of potentially adaptive variants in barley breeding and germplasm improvement. Article in Journal/Newspaper Arctic University of California: eScholarship Arctic
institution Open Polar
collection University of California: eScholarship
op_collection_id ftcdlib
language unknown
topic Plants
Cross-Over Studies
Environment
Adaptation
Biological
Gene Frequency
Polymorphism
Single Nucleotide
Alleles
Databases
Genetic
Cold Temperature
Stress
Physiological
Plant Physiological Phenomena
Droughts
Genetic Association Studies
Molecular Typing
High-Throughput Nucleotide Sequencing
allele frequency differentiation
barley
cold
drought
mixed model association
Genetics
spellingShingle Plants
Cross-Over Studies
Environment
Adaptation
Biological
Gene Frequency
Polymorphism
Single Nucleotide
Alleles
Databases
Genetic
Cold Temperature
Stress
Physiological
Plant Physiological Phenomena
Droughts
Genetic Association Studies
Molecular Typing
High-Throughput Nucleotide Sequencing
allele frequency differentiation
barley
cold
drought
mixed model association
Genetics
Lei, Li
Poets, Ana M
Liu, Chaochih
Wyant, Skylar R
Hoffman, Paul J
Carter, Corey K
Shaw, Brian G
Li, Xin
Muehlbauer, Gary J
Katagiri, Fumiaki
Morrell, Peter L
Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought.
topic_facet Plants
Cross-Over Studies
Environment
Adaptation
Biological
Gene Frequency
Polymorphism
Single Nucleotide
Alleles
Databases
Genetic
Cold Temperature
Stress
Physiological
Plant Physiological Phenomena
Droughts
Genetic Association Studies
Molecular Typing
High-Throughput Nucleotide Sequencing
allele frequency differentiation
barley
cold
drought
mixed model association
Genetics
description Barley (Hordeum vulgare ssp. vulgare) is cultivated from the equator to the Arctic Circle. The wild progenitor species, Hordeum vulgare ssp. spontaneum, occupies a relatively narrow latitudinal range (∼30 - 40° N) primarily at low elevation (< 1,500 m). Adaptation to the range of cultivation has occurred over ∼8,000 years. The genetic basis of adaptation is amenable to study through environmental association. An advantage of environmental association in a well-characterized crop is that many loci that contribute to climatic adaptation and abiotic stress tolerance have already been identified. This provides the opportunity to determine if environmental association approaches effectively identify these loci of large effect. Using published genotyping from 7,864 SNPs in 803 barley landraces, we examined allele frequency differentiation across multiple partitions of the data and mixed model associations relative to bioclimatic variables. Using newly generated resequencing data from a subset of these landraces, we tested for linkage disequilibrium (LD) between SNPs queried in genotyping and SNPs in neighboring loci. Six loci previously reported to contribute to adaptive differences in flowering time and abiotic stress in barley and six loci previously identified in other plant species were identified in our analyses. In many cases, patterns of LD are consistent with the causative variant occurring in the immediate vicinity of the queried SNP. The identification of barley orthologs to well-characterized genes may provide a new understanding of the nature of adaptive variation and could permit a more targeted use of potentially adaptive variants in barley breeding and germplasm improvement.
format Article in Journal/Newspaper
author Lei, Li
Poets, Ana M
Liu, Chaochih
Wyant, Skylar R
Hoffman, Paul J
Carter, Corey K
Shaw, Brian G
Li, Xin
Muehlbauer, Gary J
Katagiri, Fumiaki
Morrell, Peter L
author_facet Lei, Li
Poets, Ana M
Liu, Chaochih
Wyant, Skylar R
Hoffman, Paul J
Carter, Corey K
Shaw, Brian G
Li, Xin
Muehlbauer, Gary J
Katagiri, Fumiaki
Morrell, Peter L
author_sort Lei, Li
title Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought.
title_short Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought.
title_full Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought.
title_fullStr Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought.
title_full_unstemmed Environmental Association Identifies Candidates for Tolerance to Low Temperature and Drought.
title_sort environmental association identifies candidates for tolerance to low temperature and drought.
publisher eScholarship, University of California
publishDate 2019
url https://escholarship.org/uc/item/0p33r1zh
op_coverage 3423 - 3438
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source G3 (Bethesda, Md.), vol 9, iss 10
op_relation qt0p33r1zh
https://escholarship.org/uc/item/0p33r1zh
op_rights public
_version_ 1766342977739816960