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Metabolite profiling of the response to high-nitrogen fertilizer during grain development of bread wheat (Triticum aestivum L.)
Institution:1. College of Natural and Computational Sciences, Centre for Environmental Science Addis Ababa University, Ethiopia;2. Bilateral Ethiopia-Netherlands Partnership for Food Income and Trade (BENEFIT), Ethiopia;3. New Scape Agrosystems Ltd., PO Box 27303, 00100 Nairobi, Kenya;4. Wageningen University & Research, Wageningen Environmental Research, P.O. Box 47, 6700 AA Wageningen, the Netherlands
Abstract:Wheat yield and quality are dependent largely on nitrogen (N) availability. In this study, we performed the first metabolomic analysis of the response to high-N fertilizer during wheat grain development using non-targeted gas chromatography-mass spectrometry (GC–MS). Quality parameter analyses demonstrated that high-N fertilizer application led to a significant increase in grain protein content and improvement in starch and bread-making quality. Comparative metabolomic profiling of six grain developmental stages resulted in identification of 74 metabolites, including amino acids, carbohydrates, organic acids and lipids/alcohol, which are primarily involved in carbon and N metabolism. Under high-N fertilizer treatment, numerous metabolites accumulated significantly during grain development. Principal component analysis revealed two principal components as being responsible for the variances resulting from N-fertilizer treatments. Metabolite–metabolite correlation analysis demonstrated that the high-N treatment group had a greater number of positive correlations among metabolites, suggesting that high-N fertilizer treatment induced a concerted metabolic change that resulted in improved grain development. Particularly, the high-N treatment-mediated significant accumulation of metabolites involved in the TCA cycle, starch and storage protein synthesis could be responsible for the improvement of grain yield and quality. Our results provide new insight into the molecular mechanisms of wheat grain development and yield and quality.
Keywords:Wheat grain  Nitrogen fertilizer  Metabolome  Flour quality  Metabolite–metabolite correlations  DPA"}  {"#name":"keyword"  "$":{"id":"kwrd0040"}  "$$":[{"#name":"text"  "_":"days post-anthesis  EI"}  {"#name":"keyword"  "$":{"id":"kwrd0050"}  "$$":[{"#name":"text"  "_":"electron-impact  FDR"}  {"#name":"keyword"  "$":{"id":"kwrd0060"}  "$$":[{"#name":"text"  "_":"false discovery rate  GC–MS"}  {"#name":"keyword"  "$":{"id":"kwrd0070"}  "$$":[{"#name":"text"  "_":"gas chromatography-mass spectrometry  GI"}  {"#name":"keyword"  "$":{"id":"kwrd0080"}  "$$":[{"#name":"text"  "_":"gluten index  GY"}  {"#name":"keyword"  "$":{"id":"kwrd0090"}  "$$":[{"#name":"text"  "_":"grain yield  HMW-GS"}  {"#name":"keyword"  "$":{"id":"kwrd0100"}  "$$":[{"#name":"text"  "_":"high molecular weight glutenin subunits  LMW-GS"}  {"#name":"keyword"  "$":{"id":"kwrd0110"}  "$$":[{"#name":"text"  "_":"low molecular weight glutenin subunits  N"}  {"#name":"keyword"  "$":{"id":"kwrd0120"}  "$$":[{"#name":"text"  "_":"nitrogen  NADPH"}  {"#name":"keyword"  "$":{"id":"kwrd0130"}  "$$":[{"#name":"text"  "_":"nicotinamide adenine nucleotide phosphate hydrogen  PC"}  {"#name":"keyword"  "$":{"id":"kwrd0140"}  "$$":[{"#name":"text"  "_":"principal component  PCA"}  {"#name":"keyword"  "$":{"id":"kwrd0150"}  "$$":[{"#name":"text"  "_":"principal component analysis  PLSDA"}  {"#name":"keyword"  "$":{"id":"kwrd0160"}  "$$":[{"#name":"text"  "_":"partial least-squares discriminant analysis  RVA"}  {"#name":"keyword"  "$":{"id":"kwrd0170"}  "$$":[{"#name":"text"  "_":"rapid viscosity analyzer  TCA"}  {"#name":"keyword"  "$":{"id":"kwrd0180"}  "$$":[{"#name":"text"  "_":"tricarboxylic acid  TKW"}  {"#name":"keyword"  "$":{"id":"kwrd0190"}  "$$":[{"#name":"text"  "_":"thousand kernel weight
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