GWAS and Transcriptome Analysis Reveal Key Genes Affecting Root Growth under Low Nitrogen Supply in Maize

Genes (Basel). 2022 Sep 11;13(9):1632. doi: 10.3390/genes13091632.

Abstract

Nitrogen (N) is one of the most important factors affecting crop production. Root morphology exhibits a high degree of plasticity to nitrogen deficiency. However, the mechanisms underlying the root foraging response under low-N conditions remain poorly understood. In this study, we analyzed 213 maize inbred lines using hydroponic systems and regarding their natural variations in 22 root traits and 6 shoot traits under normal (2 mM nitrate) and low-N (0 mM nitrate) conditions. Substantial phenotypic variations were detected for all traits. N deficiency increased the root length and decreased the root diameter and shoot related traits. A total of 297 significant marker-trait associations were identified by a genome-wide association study involving different N levels and the N response value. A total of 51 candidate genes with amino acid variations in coding regions or differentially expressed under low nitrogen conditions were identified. Furthermore, a candidate gene ZmNAC36 was resequenced in all tested lines. A total of 38 single nucleotide polymorphisms and 12 insertions and deletions were significantly associated with lateral root length of primary root, primary root length between 0 and 0.5 mm in diameter, primary root surface area, and total length of primary root under a low-N condition. These findings help us to improve our understanding of the genetic mechanism of root plasticity to N deficiency, and the identified loci and candidate genes will be useful for the genetic improvement of maize tolerance cultivars to N deficiency.

Keywords: NAC transcription factor; genome-wide association study; low nitrate; maize; root.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Amino Acids / genetics
  • Gene Expression Profiling
  • Genome-Wide Association Study*
  • Nitrates / metabolism
  • Nitrogen / metabolism
  • Plant Roots / metabolism
  • Seedlings / genetics
  • Zea mays*

Substances

  • Amino Acids
  • Nitrates
  • Nitrogen

Grants and funding

This work was supported by the National Natural Science Foundation of China (31972487, 31902101, 32172009, and 32061143030), the Innovative Research Team of Universities in Jiangsu Province (none), the High-end Talent Project of Yangzhou University, and the Priority Academic Program Development of Jiangsu Higher Education Institutions (PAPD), Qing Lan Project of Jiangsu Province.