ArticlePlant direct2019
Classifying cold-stress responses of inbred maize seedlings using RGB imaging.
Article in Plant direct, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
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Who cites it
25 citing papers in PubMed.
- Integrated phenotyping reveals coordinated physiological responses to cold, freezing, and recovery inAoB PLANTS · 2026Article
- RGB-Based Deep Learning for Freeze Damage Detection in Strawberry: Comparing Scratch and Transfer Learning Approaches on Custom Data.Plant direct · 2025Article
- Optimized substrate selection for enhanced orchid growth based on high-throughput lysimetric arrays.Journal of Zhejiang University. Science. B · 2025Article
- Article
- Brassinosteroids Enhance Low-Temperature Resistance by Promoting the Formation of Sugars in Maize Mesocotyls.Plants (Basel, Switzerland) · 2025Article
- RGB imaging-based evaluation of waterlogging tolerance in cultivated and wild chrysanthemums.Plant phenomics (Washington, D.C.) · 2025Article
- Diverse coping modes of maize in cool environment at early growth.BMC plant biology · 2025Article
- Embracing native diversity to enhance the maximum quantum efficiency of photosystem II in maize.Plant physiology · 2024Article
- Deciphering the possible role of RNA-helicase genes mechanism in response to abiotic stresses in rapeseed (Brassica napus L.).BMC plant biology · 2024Article
- Juvenile Plant-Microbe Interactions Modulate the Adaptation and Response of Forest Seedlings to Rapid Climate Change.Plants (Basel, Switzerland) · 2024Review
- Noninvasive Abiotic Stress Phenotyping of Vascular Plant in Each Vegetative Organ View.Plant phenomics (Washington, D.C.) · 2024Article
- Article
- Genomic-regions associated with cold stress tolerance in Asia-adapted tropical maize germplasm.Scientific reports · 2023Article
- A Synthetic Review of Various Dimensions of Non-Destructive Plant Stress Phenotyping.Plants (Basel, Switzerland) · 2023Review
- ShinyFruit: interactive fruit phenotyping software and its application in blackberry.Frontiers in plant science · 2023Article
- Analysis of the C2H2 Gene Family in Maize (Life (Basel, Switzerland) · 2022Article
- Cellular Protein Trafficking: A New Player in Low-Temperature Response Pathway.Plants (Basel, Switzerland) · 2022Review
- Metabolic Insight into Cold Stress Response in Two Contrasting Maize Lines.Life (Basel, Switzerland) · 2022Article
- Prediction of conserved and variable heat and cold stress response in maize using cis-regulatory information.The Plant cell · 2022Article
- Estimation of Cold Stress, Plant Age, and Number of Leaves in Watermelon Plants Using Image Analysis.Frontiers in plant science · 2022Article
Corrections and comments
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Increasing the tolerance of maize seedlings to low-temperature episodes could mitigate the effects of increasing climate variability on yield. To aid progress toward this goal, we established a growth chamber-based system for subjecting seedlings of 40 maize inbred genotypes to a defined, temporary cold stress while collecting digital profile images over a 9-daytime course. Image analysis performed with PlantCV software quantified shoot height, shoot area, 14 other morphological traits, and necrosis identified by color analysis. Hierarchical clustering of changes in growth rates of morphological traits and quantification of leaf necrosis over two time intervals resulted in three clusters of genotypes, which are characterized by unique responses to cold stress. For any given genotype, the set of traits with similar growth rates is unique. However, the patterns among traits are different between genotypes. Cold sensitivity was not correlated with the latitude where the inbred varieties were released suggesting potential further improvement for this trait. This work will serve as the basis for future experiments investigating the genetic basis of recovery to cold stress in maize seedlings.
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