Genome-wide association of carbon and nitrogen metabolism in the maize nested association mapping population

Plant Physiol. 2015 Jun;168(2):575-83. doi: 10.1104/pp.15.00025. Epub 2015 Apr 27.

Abstract

Carbon (C) and nitrogen (N) metabolism are critical to plant growth and development and are at the basis of crop yield and adaptation. We performed high-throughput metabolite analyses on over 12,000 samples from the nested association mapping population to identify genetic variation in C and N metabolism in maize (Zea mays ssp. mays). All samples were grown in the same field and used to identify natural variation controlling the levels of 12 key C and N metabolites, namely chlorophyll a, chlorophyll b, fructose, fumarate, glucose, glutamate, malate, nitrate, starch, sucrose, total amino acids, and total protein, along with the first two principal components derived from them. Our genome-wide association results frequently identified hits with single-gene resolution. In addition to expected genes such as invertases, natural variation was identified in key C4 metabolism genes, including carbonic anhydrases and a malate transporter. Unlike several prior maize studies, extensive pleiotropy was found for C and N metabolites. This integration of field-derived metabolite data with powerful mapping and genomics resources allows for the dissection of key metabolic pathways, providing avenues for future genetic improvement.

Publication types

  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Carbon / metabolism*
  • Carbonic Anhydrases / metabolism
  • Chromosome Mapping / methods*
  • Cluster Analysis
  • Crops, Agricultural / growth & development
  • Gene Expression Regulation, Plant
  • Genetic Linkage
  • Genome-Wide Association Study*
  • Metabolome / genetics
  • Nitrogen / metabolism*
  • Polymorphism, Single Nucleotide / genetics
  • Principal Component Analysis
  • Quantitative Trait Loci / genetics
  • Zea mays / enzymology
  • Zea mays / genetics*
  • Zea mays / metabolism*

Substances

  • Carbon
  • Carbonic Anhydrases
  • Nitrogen