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Updated: Feb 9, 2026

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Published on: September 23, 2009
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Genomic and environmental determinants and their interplay underlying phenotypic plasticity
Xin Li1, Tingting Guo1, Qi Mu1
1Department of Agronomy, Iowa State University, Ames, IA 50011.
Summary
Understanding gene-environment interactions is key to predicting plant traits like flowering time. This study reveals how gene effects change across environments, enabling better genomic predictions for crop improvement.
Area of Science:
- Genetics
- Plant Biology
- Environmental Science
Background:
- Phenotypic variation arises from complex interactions between genomes and environments.
- Flowering time is a crucial trait influenced by gene-environment interplay, but its plasticity under natural conditions is hard to dissect.
- Identifying specific genetic and environmental factors driving phenotypic plasticity remains a challenge.
Purpose of the Study:
- To reveal the underlying genetic architecture of flowering time plasticity using integrated genomic and environmental analyses.
- To identify specific genes and their interactions contributing to phenotypic variation under natural conditions.
- To establish a genome-wide framework for predicting plant performance by quantitatively linking environmental factors and genomic responses.
Main Methods:
- Analysis of a genetic population with dynamic flowering time changes across diverse natural environments.
- Quantification of environmental gradients using photothermal time (photoperiod and temperature).
- Integrated analysis of genomic responses, including gene-gene interactions, and performance data.
Main Results:
- The effect continuum of key flowering time genes (Ma, Ma, FT, ELF3) varied in magnitude and direction along the environmental gradient.
- Gene-gene interactions were identified as significant contributors to observed phenotypic plasticity.
- A genome-wide performance prediction framework was successfully established using genotype-specific reaction norms and marker-effect continua.
Conclusions:
- Integrated genomic and environmental analyses are powerful for dissecting the genetic architecture of phenotypic plasticity.
- Photothermal time serves as a quantitative index to connect environmental conditions with genetic responses.
- The developed genome-wide prediction framework enables accurate in-season and on-target performance predictions, advancing crop breeding and adaptation strategies.
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