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Linear discriminant analysis reveals differences in root architecture in wheat seedlings related to nitrogen uptake efficiency

Authors :
Kim Kenobi
Oorbessy Gaju
M. John Foulkes
Andrew T. A. Wood
Ian L. Dryden
Darren M. Wells
Malcolm J. Bennett
Jayalath G De Silva
Jonathan A. Atkinson
Source :
Journal of Experimental Botany
Publication Year :
2017
Publisher :
Oxford University Press (OUP), 2017.

Abstract

Feature comparison of wheat seedlings obtained from high-throughput phenotyping using linear discriminant analysis shows that nitrogen uptake efficiency and nitrate availability affect root system architecture.<br />Root architecture impacts water and nutrient uptake efficiency. Identifying exactly which root architectural properties influence these agronomic traits can prove challenging. In this paper, approximately 300 wheat (Triticum aestivum) plants were divided into four groups using two binary classifications, high versus low nitrogen uptake efficiency (NUpE), and high versus low nitrate in the growth medium. The root system architecture for each wheat plant was captured using 16 quantitative variables. The multivariate analysis tool, linear discriminant analysis, was used to construct composite variables, each a linear combination of the original variables, such that the score of the plants on the new variables showed the maximum between-group variability. The results show that the distribution of root-system architecture traits differs between low- and high-NUpE plants and, less strongly, between low-NUpE plants grown on low versus high nitrate media.

Details

ISSN :
14602431 and 00220957
Volume :
68
Database :
OpenAIRE
Journal :
Journal of Experimental Botany
Accession number :
edsair.doi.dedup.....35fad0a7daa4426fcb544ba11bb5cfd7
Full Text :
https://doi.org/10.1093/jxb/erx300