Evidence map›Paper›PMID 31108005›Full record

ArticleThe Plant journal : for cell and molecular biology2019

Exome sequences and multi-environment field trials elucidate the genetic basis of adaptation in barley.

Daniela Bustos-Korts, Ian K Dawson, Joanne Russell, Alessandro Tondelli, Davide Guerra, Chiara Ferrandi, Francesco Strozzi, Ezequiel L Nicolazzi, Marta Molnar-Lang, Hakan Ozkan and 17 more

Abstract read
In one paragraph

Article in The Plant journal : for cell and molecular biology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 37 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
37citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

37 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. New loci and candidate genes in spring two-rowed barley detected through meta-analysis of a field trial European network.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2025
    Pooled it
  2. Article
  3. Article
  4. Article
  5. On the origin of the late-flowering ppd-H1 allele in barley.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2025
    Article
  6. Article
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  8. Variation at the major facilitator superfamilyFrontiers in plant science · 2025
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

27 authors.

Daniela Bustos-KortsBiometris, Wageningen University and Research Centre, PO Box 16, 6700 AC, Wageningen, The Netherlands.ORCID 0000-0003-3827-6726
Ian K DawsonCell and Molecular Sciences, James Hutton Institute, Invergowrie, Dundee, UK.ORCID 0000-0003-4245-6973
Joanne RussellCell and Molecular Sciences, James Hutton Institute, Invergowrie, Dundee, UK.
Alessandro TondelliCREA - Research Centre for Genomics and Bioinformatics, Via S. Protaso 302, 29017, Fiorenzuola d'Arda, Italy.ORCID 0000-0001-9299-7773
Davide GuerraCREA - Research Centre for Genomics and Bioinformatics, Via S. Protaso 302, 29017, Fiorenzuola d'Arda, Italy.
Chiara FerrandiPTP Science Park, Via Einstein, Loc. Cascina Codazza, 26900, Lodi, Italy.
Francesco StrozziPTP Science Park, Via Einstein, Loc. Cascina Codazza, 26900, Lodi, Italy.
Ezequiel L NicolazziPTP Science Park, Via Einstein, Loc. Cascina Codazza, 26900, Lodi, Italy.ORCID 0000-0001-9680-5054
Marta Molnar-LangAgricultural Institute, Centre for Agricultural Research, Hungarian Academy of Sciences, 2462, Martonvásár, Hungary.
Hakan OzkanUniversity of Çukurova, Faculty of Agriculture, Department of Field Crops, 01330, Adana, Turkey.ORCID 0000-0003-3530-2626
Maria MegyeriAgricultural Institute, Centre for Agricultural Research, Hungarian Academy of Sciences, 2462, Martonvásár, Hungary.
Peter MikoAgricultural Institute, Centre for Agricultural Research, Hungarian Academy of Sciences, 2462, Martonvásár, Hungary.
Esra ÇakırUniversity of Çukurova, Faculty of Agriculture, Department of Field Crops, 01330, Adana, Turkey.
Enes YakışırBahri Dagdas International Agricultural Research Institute, Konya, Turkey.
Noemi TrabancoUniversità degli Studi di Milano - DiSAA, Via Celoria 2, 20133, Milano, Italy.
Stefano DelbonoCREA - Research Centre for Genomics and Bioinformatics, Via S. Protaso 302, 29017, Fiorenzuola d'Arda, Italy.
Stylianos KyriakidisCell and Molecular Sciences, James Hutton Institute, Invergowrie, Dundee, UK.
Allan BoothCell and Molecular Sciences, James Hutton Institute, Invergowrie, Dundee, UK.
Davide CammaranoCell and Molecular Sciences, James Hutton Institute, Invergowrie, Dundee, UK.ORCID 0000-0003-0918-550X
Martin MascherLeibniz Institute of Plant Genetics and Crop Plant Research (IPK), 06466, Seeland, Germany.ORCID 0000-0001-6373-6013
Peter WernerKWS UK Ltd, 56 Church Street, Thriplow, Royston, SG8 7RE, UK.
Luigi CattivelliCREA - Research Centre for Genomics and Bioinformatics, Via S. Protaso 302, 29017, Fiorenzuola d'Arda, Italy.ORCID 0000-0002-6067-4600
Laura RossiniUniversità degli Studi di Milano - DiSAA, Via Celoria 2, 20133, Milano, Italy.ORCID 0000-0001-6509-9177
Nils SteinLeibniz Institute of Plant Genetics and Crop Plant Research (IPK), 06466, Seeland, Germany.ORCID 0000-0003-3011-8731
Benjamin KilianLeibniz Institute of Plant Genetics and Crop Plant Research (IPK), 06466, Seeland, Germany.
Robbie WaughCell and Molecular Sciences, James Hutton Institute, Invergowrie, Dundee, UK.ORCID 0000-0003-1045-3065
Fred A van EeuwijkBiometris, Wageningen University and Research Centre, PO Box 16, 6700 AC, Wageningen, The Netherlands.ORCID 0000-0003-3672-2921

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

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.

Indexed as

ExomeAcclimatizationCircadian ClocksCrops, AgriculturalExome SequencingGenetic VariationGenome-Wide Association StudyGenotypeGeographyHaplotypesHordeumLinkage DisequilibriumPhenotypePlant BreedingPolymorphism, Single NucleotideQuantitative Trait Lociadaptationbarleycommon garden trialsexome sequence haplotypesgenetic diversitygenotype-by-environment interactionsH. vulgare ssp. vulgare

Identifiers

PMID31108005
PMCPMC6851764

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.