TY - JOUR
T1 - Exome sequences and multi-environment field trials elucidate the genetic basis of adaptation in barley
AU - Bustos-Korts, Daniela
AU - Dawson, Ian K.
AU - Russell, Joanne
AU - Tondelli, Alessandro
AU - Guerra, Davide
AU - Ferrandi, Chiara
AU - Strozzi, Francesco
AU - Nicolazzi, Ezequiel L.
AU - Molnar-Lang, Marta
AU - Ozkan, Hakan
AU - Megyeri, Maria
AU - Miko, Peter
AU - Çakır, Esra
AU - Yakışır, Enes
AU - Trabanco, Noemi
AU - Delbono, Stefano
AU - Kyriakidis, Stylianos
AU - Booth, Allan
AU - Cammarano, Davide
AU - Mascher, Martin
AU - Werner, Peter
AU - Cattivelli, Luigi
AU - Rossini, Laura
AU - Stein, Nils
AU - Kilian, Benjamin
AU - Waugh, Robbie
AU - van Eeuwijk, Fred A.
N1 - © 2019 The Authors. The Plant Journal published by John Wiley & Sons Ltd and Society for Experimental Biology.
PY - 2019/9
Y1 - 2019/9
N2 - Broadening the genetic base of crops is crucial for developing varieties to respond to global agricultural challenges such as climate change. Here, we analysed a diverse panel of 371 domesticated lines of the model crop barley to explore the genetics of crop adaptation. We first collected exome sequence data and phenotypes of key life history traits from contrasting multi-environment common garden trials. Then we applied refined statistical methods, including some based on exomic haplotype states, for genotype-by-environment (G×E) modelling. Sub-populations defined from exomic profiles were coincident with barley's biology, geography and history, and explained a high proportion of trial phenotypic variance. Clear G×E interactions indicated adaptation profiles that varied for landraces and cultivars. Exploration of circadian clock-related genes, associated with the environmentally adaptive days to heading trait (crucial for the crop's spread from the Fertile Crescent), illustrated complexities in G×E effect directions, and the importance of latitudinally based genic context in the expression of large-effect alleles. Our analysis supports a gene-level scientific understanding of crop adaption and leads to practical opportunities for crop improvement, allowing the prioritisation of genomic regions and particular sets of lines for breeding efforts seeking to cope with climate change and other stresses.
AB - Broadening the genetic base of crops is crucial for developing varieties to respond to global agricultural challenges such as climate change. Here, we analysed a diverse panel of 371 domesticated lines of the model crop barley to explore the genetics of crop adaptation. We first collected exome sequence data and phenotypes of key life history traits from contrasting multi-environment common garden trials. Then we applied refined statistical methods, including some based on exomic haplotype states, for genotype-by-environment (G×E) modelling. Sub-populations defined from exomic profiles were coincident with barley's biology, geography and history, and explained a high proportion of trial phenotypic variance. Clear G×E interactions indicated adaptation profiles that varied for landraces and cultivars. Exploration of circadian clock-related genes, associated with the environmentally adaptive days to heading trait (crucial for the crop's spread from the Fertile Crescent), illustrated complexities in G×E effect directions, and the importance of latitudinally based genic context in the expression of large-effect alleles. Our analysis supports a gene-level scientific understanding of crop adaption and leads to practical opportunities for crop improvement, allowing the prioritisation of genomic regions and particular sets of lines for breeding efforts seeking to cope with climate change and other stresses.
KW - adaptation
KW - barley
KW - common garden trials
KW - exome sequence haplotypes
KW - genetic diversity
KW - genotype-by-environment interactions
KW - H. vulgare ssp. vulgare
UR - http://www.scopus.com/inward/record.url?scp=85068166568&partnerID=8YFLogxK
U2 - 10.1111/tpj.14414
DO - 10.1111/tpj.14414
M3 - Article
C2 - 31108005
AN - SCOPUS:85068166568
SN - 0960-7412
VL - 99
SP - 1172
EP - 1191
JO - Plant Journal
JF - Plant Journal
IS - 6
ER -