Multi-environment genome-wide association mapping of culm morphology traits in barley
G. Bretani, S. Shaaf, A. Tondelli, L. Cattivelli, S. Delbono, R. Waugh, W. T. B. Thomas, J. Russel, H. Bull, E. Igartua, A. M. Casas, P. Gracia, R. Rossi, A. H. Schulman, L. Rossini
Abstract
In cereals with hollow internodes, lodging resistance is influenced by morphological characteristics such as internode diameter and culm wall thickness. Despite their relevance, knowledge of the genetic control of these traits and their relationship with lodging is lacking in temperate cereals such as barley. To fill this gap, we developed an image-analysis based protocol to accurately phenotype culm diameter and culm wall thickness across 261 barley accessions. Analysis of culm trait data collected from field trials in 7 different environments revealed genetic control as supported by high heritability values, as well as genotype-by-environment interactions. The collection was structured mainly according to row-type, which had a confounding effect on culm traits as evidenced by phenotypic correlations. In addition, culm traits showed strong negative correlations with lodging but weak correlations with plant height across row-types, indicating the possibility of improving lodging resistance independent of plant height. Using 50k iSelect SNP genotyping data, we conducted multi-environment genome-wide association studies using mixed model approach across the whole panel and row-type subsets: we identified a total of 192 QTLs for the studied traits, including subpopulation-specific QTLs and several main effect loci for culm traits showing negative effects on lodging without impacting plant height. Providing first insights into the genetic architecture of culm morphology in barley and the possible role of candidate genes involved in hormone and cell wall related pathways, this work supports the potential of loci underpinning culm features to improve lodging resistance and increase barley yield stability under changing environments. One-sentence summaryGenetic analysis of a diverse collection of European barleys reveals genomic regions underpinning stem morphological features associated with lodging resistance.
02 /Specification & Classification
Click any tag to browse matching papers- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Phenotypic plasticity, stalk geometry, and noncoding variation underpin stalk lodging resistance in maize
Bharath Kunduru, Norbert T. Bokros, … Rajandeep S. Sekhon·bioRxiv·Aug 27, 2026
- High Density Phenotypic Map of Natural Variation for Intermediate Phenotypes Associated with Stalk Lodging Resistance in Maize
Bharath Kunduru, Norbert T. Bokros, … Rajandeep S. Sekhon·bioRxiv·Apr 3, 2025
- Large scale genome-wide association study reveals that drought induced lodging in grain sorghum is associated with plant height and traits linked to carbon remobilisation
Xue Min Wang, Emma Mace, … David Robert Jordan·Theoretical and Applied GeneticsPeer-reviewed·Aug 24, 2020
- Genetic Analysis of Lodging in Diverse Maize Hybrids
Sara J. Larsson, Jason A. Peiffer, … Edward S. Buckler·bioRxiv·Sep 7, 2017
- New loci and candidate genes in spring two-rowed barley detected through meta-analysis of a field trial European network
Francesc Montardit-Tardà, Ana Maria Casas, … Ernesto Igartua·Theoretical and Applied GeneticsPeer-reviewed·Jun 23, 2025
- Identification of QTLs for Internode Length and Diameter Associated with Lodging Resistance in Rice
Qiuyun Lin, Ping Gan, … Wei Hu·Frontiers in Plant SciencePeer-reviewed·Dec 16, 2025