Foliar damage assessment and selection of cold resistant genotypes using near infrared spectra of Eucalyptus globulus leaves

Castillo, RD; Contreras D.; Otto, M; Baeza J.; Freer J.

Abstract

Near infrared (NIR) spectroscopy was used to predict cold resistance in Eucalyptus globulus genotypes after acclimatation treatments at low temperatures. Branches of the genotypes were maintained during 31 days in three cold chambers and the NIR spectra of milled leaves were obtained. The samples were subsequently exposed to artificial freezing (with some branches exposed to -2°C) and the foliar damage was assessed by visually estimating the necrotic area of each leaf. These values were used as reference parameters to evaluate cold resistance in the genotypes. A partial least squares (PLS) method was performed using the foliar damage and the NIR spectra of leaves. Spectra were treated with multiplicative scatter correction (MSC) and orthogonal signal correction (OSC). An excellent model was achieved which predicted foliar damage in the genotypes with a low standard error of prediction (3.5%), a high regression coefficient in cross-validation and external validation (r>0.9) and a high percentage of the variance explained by the spectra (95.4%). Furthermore, a pattern recognition method, using a regularised discriminant analysis (RDA) of the scores matrix obtained in PLS, in a denominated PLS/RDA on scores strategy, was applied directly to the spectra to classify each genotype as tolerant or sensitive; 100% of the genotypes were correctly assigned. These results demonstrate the advantages of using the NIR spectra of leaves as a rapid, nondestructive tool to evaluate cold resistance in genotypes. © IM Publications LLP 2009 All rights reserved.

Más información

Título según WOS: Foliar damage assessment and selection of cold resistant genotypes using near infrared spectra of Eucalyptus globulus leaves
Título según SCOPUS: FOliar damage assessment and selection of cold resistant genotypes using near infrared spectra of Eucalyptus globulus leaves
Título de la Revista: Journal of Near Infrared Spectroscopy
Volumen: 17
Número: 4
Editorial: IM Publications
Fecha de publicación: 2009
Página de inicio: 223
Página final: 231
Idioma: English
URL: http://www.impublications.com/content/abstract?code=J17_0223
DOI:

10.1255/jnirs.845

Notas: ISI, SCOPUS