Application of near-infrared hyperspectral (NIR) images combined with multivariate image analysis in the differentiation of two mycotoxicogenic Fusarium species associated with maize

高光谱成像 镰刀菌 真菌毒素 线性判别分析 偏最小二乘回归 多元统计 人工智能 生物 模式识别(心理学) 生物技术 数学 计算机科学 植物 统计
作者
Renata Regina Pereira da Conceição,M. L. F. Simeone,Valéria Aparecida Vieira Queiróz,Everaldo S. Medeiros,Joabson Borges de Araújo,W. M. Coutinho,Dagma Dionísia da Silva,R. de A. Miguel,U. G. de P. Lana,Maria Aparecida de Resende Stoianoff
出处
期刊:Food Chemistry [Elsevier BV]
卷期号:344: 128615-128615 被引量:26
标识
DOI:10.1016/j.foodchem.2020.128615
摘要

Maize (Zea mays L.) is one of the most versatile crops worldwide with high socioeconomic relevance. However, mycotoxins produced by pathogenic fungi are of constant concern in maize production, as they pose serious risks to human and animal health. Thus, the search for rapid detection and/or identification methods for mycotoxins and mycotoxin-producing fungi for application in food safety remain important. In this work, we implemented use of near infrared hyperspectral images (HSI-NIR) combined with pattern recognition analysis, partial-least-squares discriminant analysis (PLS-DA) of images, to develop a rapid method for identification of Fusarium verticillioides and F. graminearum. Validation of the HSI-NIR method and subsequent analysis was realized using 15 Fusarium spp. isolates. The method was efficient as a rapid, non-invasive, and non-destructive assessment was achieved with 100% accuracy, sensitivity, and specificity for both fungi.
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