4.7 Article

Genetic Dissection of Phosphorus Use Efficiency and Genotype-by-Environment Interaction in Maize

Journal

Publisher

MDPI
DOI: 10.3390/ijms232213943

Keywords

maize; phosphorus; macro-environment; genotype-by-environment; genome-wide association study; QTL; genomic prediction

Funding

  1. Science and Technology Innovation Team of Maize Modern Seed Industry in Hebei [21326319D]
  2. National Key Research and Development Program of China [2016YFD0101201, 2018YFD0100201]
  3. Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) [328017493/GRK 2366]

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Genotype-by-environment interaction (G-by-E) is a common and potentially problematic phenomenon in plant breeding. This study investigated the genotypic performance and plasticity of maize lines under different environments, focusing on soil phosphorus levels. The study identified several QTL associated with genotype performance and plasticity, as well as genes related to phosphorus use efficiency. The study also observed the superiority of G-by-E in genomic selection.
Genotype-by-environment interaction (G-by-E) is a common but potentially problematic phenomenon in plant breeding. In this study, we investigated the genotypic performance and two measures of plasticity on a phenotypic and genetic level by assessing 234 maize doubled haploid lines from six populations for 15 traits in seven macro-environments with a focus on varying soil phosphorus levels. It was found intergenic regions contributed the most to the variation of phenotypic linear plasticity. For 15 traits, 124 and 31 quantitative trait loci (QTL) were identified for genotypic performance and phenotypic plasticity, respectively. Further, some genes associated with phosphorus use efficiency, such as Zm00001eb117170, Zm00001eb258520, and Zm00001eb265410, encode small ubiquitin-like modifier E3 ligase were identified. By significantly testing the main effect and G-by-E effect, 38 main QTL and 17 interaction QTL were identified, respectively, in which MQTL38 contained the gene Zm00001eb374120, and its effect was related to phosphorus concentration in the soil, the lower the concentration, the greater the effect. Differences in the size and sign of the QTL effect in multiple environments could account for G-by-E. At last, the superiority of G-by-E in genomic selection was observed. In summary, our findings will provide theoretical guidance for breeding P-efficient and broadly adaptable varieties.

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