Expanding the Coverage of Metabolic Landscape in Cultivated Rice with Integrated Computational Approaches

Genomics Proteomics Bioinformatics. 2022 Aug;20(4):702-714. doi: 10.1016/j.gpb.2020.06.018. Epub 2021 Feb 23.

Abstract

Genome-scale metabolomics analysis is increasingly used for pathway and function discovery in the post-genomics era. The great potential offered by developed mass spectrometry (MS)-based technologies has been hindered, since only a small portion of detected metabolites were identifiable so far. To address the critical issue of low identification coverage in metabolomics, we adopted a deep metabolomics analysis strategy by integrating advanced algorithms and expanded reference databases. The experimental reference spectra and in silico reference spectra were adopted to facilitate the structural annotation. To further characterize the structure of metabolites, two approaches were incorporated into our strategy, i.e., structural motif search combined with neutral loss scanning and metabolite association network. Untargeted metabolomics analysis was performed on 150 rice cultivars using ultra-performance liquid chromatography coupled with quadrupole-Orbitrap MS. Consequently, a total of 1939 out of 4491 metabolite features in the MS/MS spectral tag (MS2T) library were annotated, representing an extension of annotation coverage by an order of magnitude in rice. The differential accumulation patterns of flavonoids between indica and japonica cultivars were revealed, especially O-sulfated flavonoids. A series of closely-related flavonolignans were characterized, adding further evidence for the crucial role of tricin-oligolignols in lignification. Our study provides an important protocol for exploring phytochemical diversity in other plant species.

Keywords: Flavonoid derivative; MS/MS spectral tag; Phytochemical diversity; Structural characterization; Untargeted metabolomics.

MeSH terms

  • Algorithms
  • Flavonoids
  • Metabolomics / methods
  • Oryza* / genetics
  • Tandem Mass Spectrometry* / methods

Substances

  • Flavonoids