Spectroscopic Estimation of N Concentration in Wheat Organs for Assessing N Remobilization Under Different Irrigation Regimes
Open Access
- 9 April 2021
- journal article
- research article
- Published by Frontiers Media SA in Frontiers in Plant Science
- Vol. 12
Abstract
Nitrogen (N) remobilization is a critical process that provides substantial N to winter wheat grains for improving yield productivity. Here, the remobilization of N from anthesis to maturity in two wheat cultivars under three irrigation regimes was measured and its relationship to organ N concentration was examined. Based on spectral data of organ powder samples, partial least squares regression (PLSR) models were calibrated to estimate N concentration (Nmass) and validated against laboratory-based measurements. Although spectral reflectance could accurately estimate Nmass, the PLSR-based Nmass-spectra predictive model was found to be organ-specific, organs at the top canopy (chaff and top three leaves) received the best predictions (R2 > 0.88). In addition, N remobilization efficiency (NRE) in the top two leaves and top third internode was highly correlated with its corresponding N concentration change (ΔNmass) with an R2 of 0.90. ΔNmass of the top first internode (TIN1) explained 78% variation of the whole-plant NRE. This study provides a proof of concept for estimating N concentration and assessing N remobilization using hyperspectral data of individual organs, which offers a non-chemical and low-cost approach to screen germplasms for an optimal NRE in drought-resistance breeding.Keywords
Funding Information
- National Key Research and Development Program of China (2016YFD0300401, 2016YFD0300105, 2017YFD0201705)
This publication has 51 references indexed in Scilit:
- Predicting dark respiration rates of wheat leaves from hyperspectral reflectancePlant, Cell & Environment, 2019
- Protein content prediction in single wheat kernels using hyperspectral imagingFood Chemistry, 2018
- Near-Infrared spectroscopy and hyperspectral imaging for non-destructive quality assessment of cereal grainsApplied Spectroscopy Reviews, 2017
- Leaf nitrogen determination using non-destructive techniques–A reviewJournal of Plant Nutrition, 2017
- Genotypic variation in the uptake, partitioning and remobilisation of nitrogen during grain-filling in wheatField Crops Research, 2014
- Nitrogen remobilization in wheat as influenced by nitrogen application and post-anthesis water deficit during grain fillingAFRICAN JOURNAL OF BIOTECHNOLOGY, 2011
- Spectral and chemical analysis of tropical forests: Scaling from leaf to canopy levelsRemote Sensing of Environment, 2008
- Dynamics of Light and Nitrogen Distribution during Grain Filling within Wheat CanopyPlant Physiology, 2008
- Nitrogen Remobilization during Grain Filling in Wheat: Genotypic and Environmental EffectsCrop Science, 2005
- Contribution of stored pre-anthesis assimilate to grain yield in wheat and barleyNature, 1977