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

Kenobi, Kim, Atkinson, Jonathan A, Wells, Darren M , Gaju, Oorbessy, De Silva, Jayalath G, Foulkes, M John, Dryden, Ian L, Wood, Andrew T A and Bennett, Malcolm J (2017) Linear discriminant analysis reveals differences in root architecture in wheat seedlings related to nitrogen uptake efficiency. Journal of Experimental Botany, 68 (17). pp. 4969-4981. ISSN 0022-0957

Full content URL: https://doi.org/10.1093/jxb%2Ferx300

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

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.

Keywords:Linear discriminant analysis, Mahalanobis distance, nitrogen uptake efficiency, plant phenotyping, root system architecture, Watkins lines, Triticum aestivum, wheat root biology
Subjects:D Veterinary Sciences, Agriculture and related subjects > D412 Crop Physiology
Divisions:College of Science > Lincoln Institute for Agri-Food Technology
ID Code:43692
Deposited On:15 Jan 2021 11:59

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