Discrimination of plant pathogenic fungi using attenuated total reflectance Fourier transform infrared spectroscopy and chemometrics

被引:1
|
作者
Vieira, Vanessa Figueiredo Duarte [1 ]
Morais, Estefenson Marques [1 ]
Beserra Junior, Jose Evando Aguiar [2 ]
Araujo, Francisca Diana da Silva [1 ]
机构
[1] Univ Fed Piaui, Postgrad Program Agr Sci, Campus Professora Cinobelina Elvas, BR-64900000 Bom Jesus, PI, Brazil
[2] Univ Fed Piaui, Dept Plant Sci, Campus Minist Petronio Portella, BR-64049550 Teresina, PI, Brazil
关键词
Spectral signature; PLS-DA; Macrophomina; Neoscytalidium; Pseudofusicoccum; MIDINFRARED SPECTROSCOPY; IDENTIFICATION; CLASSIFICATION;
D O I
10.1007/s10658-023-02801-0
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Plant pathogenic fungi are the main causative agents of diseases associated with significant productivity and economic losses in agriculture. Thus, the rapid and early identification of plant pathogens is essential for directing effective management and control strategies for diseases to prevent or reduce their severity. The objective of this study was to characterize and discriminate different species of plant pathogenic fungi using attenuated total reflectance Fourier transform infrared (ATR-FTIR) spectroscopy and chemometric analysis. Five fungal species of the genera Colletotrichum, Fusarium, Macrophomina, Neoscytalidium, and Pseudofusicoccum, isolated from agricultural crops, fruit trees, and ornamental plants, were used. Discrimination of the fungal samples was conducted using different fingerprint regions of ATR-FTIR spectra and partial least squares-discriminant analysis (PLS-DA). The results showed that regions I (800-1800 cm(-1)) and III (800-1800 and 2800-2990 cm(-1)) can be used as spectroscopic biomarkers for the differentiation and classification of fungi by ATR-FTIR, as PLS-DA revealed adjustment quality and satisfactory prediction, generating values of R-2 = 0.96 and Q(2) = 0.60 in cross-validation. The most relevant infrared absorption bands in the separation of classes were the C-O stretching vibrations, bending of C-H bonds, amide III bands, and C-C stretching. This method can be an important diagnostic tool in the agricultural sector for disease management, considering that it can provide biological differentiation and/or similarity between fungal species.
引用
收藏
页码:787 / 797
页数:11
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