High Density Phenotypic Map of Natural Variation for Intermediate Phenotypes Associated with Stalk Lodging Resistance in Maize
Bharath KunduruiD, Norbert T. BokrosiD, Kaitlin TabaracciiD, Rohit KumariD, Manwinder S. BrariD, Christopher J. StubbsiD, Yusuf OduntaniD, Joseph DeKold, Rebecca BishopiD, Joseph WoomeriD, Virginia L. VergesiD, Armando Gabriel McDonaldiD, Christopher S. McMahaniD, Seth DeBoltiD, Daniel J. RobertsoniD, Rajandeep S. SekhoniD
Abstract
The world has food security needs that are currently not being met. Stalk lodging undermines crop productivity and incurs global yield losses of at least $6 billion in maize (Zea mays L.). Genetic architecture of stalk lodging resistance, a measure of the ability of the stalk to withstand lodging, remains poorly resolved, creating a bottleneck for genetic improvement. Identification of diverse plant traits at multiple length scales of biological organizations that contribute to stalk lodging resistance and characterization of natural variation for these traits is critical for improving stalk lodging resistance. We identified and evaluated 11 intermediate phenotypes, traits associated with stalk lodging resistance, in a maize diversity panel of 566 inbred lines evaluated over four environments. The identity of each of the 31,260 stalks evaluated in the study was preserved throughout the phenotyping pipeline which enabled capturing variation at the individual plant level. This high-density phenotypic dataset provided a foundation for statistical genomics, predictive modeling, and machine learning analyses to identify genes and genetic elements underlying stalk lodging resistance. Additionally, phenotypic characterization of multiple intermediate phenotypes on a diverse set of inbred lines provided excellent opportunities to understand the relative contribution of these traits to stalk lodging resistance. Besides improvement of maize for grain and animal feedstock, the inferences from this data will be valuable for improvement of stalk lodging resistance in other grass species.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 2
- Organism
- Assay
- 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
- Stalk Bending Strength is Strongly Associated with Maize Stalk Lodging Incidence Across Multiple Environments
R. S. Sekhon, C. N. Joyner, … D. J. Robertson·bioRxiv·Jun 20, 2019
- Genomic prediction of stalk lodging resistance and the associated intermediate phenotypes in maize using whole-genome resequence and multi-environmental data
Caíque Machado e Silva, Bharath Kunduru, … Gota Morota·The Plant GenomePeer-reviewed·Sep 1, 2025
- Genetic Analysis of Lodging in Diverse Maize Hybrids
Sara J. Larsson, Jason A. Peiffer, … Edward S. Buckler·bioRxiv·Sep 7, 2017
- Multiple brace root phenotypes promote anchorage and limit root lodging in maize
A. N. Hostetler, L. Erndwein, … E. E. Sparks·Plant, Cell & EnvironmentPeer-reviewed·Feb 22, 2022
- A biphasic trajectory for maize stalk mechanics shaped by genetic, environmental, and biotic factors
Irene I. Ikiriko, Ashley N. Hostetler, … Erin E. Sparks·The Plant JournalPeer-reviewed·Jul 1, 2025