Chemometric analysis using infrared spectroscopy and PCA-LDA for early diagnosis of Fusarium oxysporum in tomato

IF 2.1 4区 农林科学 Q2 AGRICULTURE, MULTIDISCIPLINARY
Laura J. García-Barrera, Stefani A. Meza-Zamora, Juan C. Noa-Carrazana, Raúl J. Delgado-Macuil
{"title":"Chemometric analysis using infrared spectroscopy and PCA-LDA for early diagnosis of Fusarium oxysporum in tomato","authors":"Laura J. García-Barrera, Stefani A. Meza-Zamora, Juan C. Noa-Carrazana, Raúl J. Delgado-Macuil","doi":"10.1007/s41348-024-00978-y","DOIUrl":null,"url":null,"abstract":"<p>The interaction of phytopathogenic organisms and plants generates physiological and biochemical changes in the latter. However, the effects on the plants are rarely visible in the infection first stages. Novel optical techniques can help to improve the early detection of phytopathogenic organisms in tomato without the plant sacrifice. In this work, infrared spectroscopy and chemometric methods were used to determinate the effects of <i>Fusarium oxysporum</i> in tomato plants cultivated in pots, analyzing fully expanded leaves. <i>Fusarium oxysporum</i> was molecular identified and its pathogenicity was tested in vitro. Three plants treatments were evaluated for 55 days post infection in pots in greenhouse under semi-controlled conditions: control, water stress, and fungal inoculated (1 × 10<sup>8</sup> conidia/mL). Phenotypical results were followed twice a week for eight weeks; the phenotypical characteristics were very similar in almost all sampling times except in height, especially in the first 27 days post infection, after this time the height was similar in the three treatments. The stalk and root-dried matter analysis do not show statistical differences; however, the infrared results, acquired from the adaxial surface of leaves, show differences in peaks associated with salicylic acid, jasmonic acid, abscisic acid, and proline in the first 27 days post infection. The principal component analysis–linear discriminant analysis were used to distinguish subtle biochemical changes between the three treatments, facilitating the early detection of the pathogen and its monitoring over time.</p>","PeriodicalId":16838,"journal":{"name":"Journal of Plant Diseases and Protection","volume":null,"pages":null},"PeriodicalIF":2.1000,"publicationDate":"2024-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Plant Diseases and Protection","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.1007/s41348-024-00978-y","RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"AGRICULTURE, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

Abstract

The interaction of phytopathogenic organisms and plants generates physiological and biochemical changes in the latter. However, the effects on the plants are rarely visible in the infection first stages. Novel optical techniques can help to improve the early detection of phytopathogenic organisms in tomato without the plant sacrifice. In this work, infrared spectroscopy and chemometric methods were used to determinate the effects of Fusarium oxysporum in tomato plants cultivated in pots, analyzing fully expanded leaves. Fusarium oxysporum was molecular identified and its pathogenicity was tested in vitro. Three plants treatments were evaluated for 55 days post infection in pots in greenhouse under semi-controlled conditions: control, water stress, and fungal inoculated (1 × 108 conidia/mL). Phenotypical results were followed twice a week for eight weeks; the phenotypical characteristics were very similar in almost all sampling times except in height, especially in the first 27 days post infection, after this time the height was similar in the three treatments. The stalk and root-dried matter analysis do not show statistical differences; however, the infrared results, acquired from the adaxial surface of leaves, show differences in peaks associated with salicylic acid, jasmonic acid, abscisic acid, and proline in the first 27 days post infection. The principal component analysis–linear discriminant analysis were used to distinguish subtle biochemical changes between the three treatments, facilitating the early detection of the pathogen and its monitoring over time.

Abstract Image

利用红外光谱和 PCA-LDA 进行化学计量分析,早期诊断番茄中的镰孢菌
植物病原生物与植物的相互作用会使后者发生生理和生化变化。然而,在感染初期,植物受到的影响很少能被察觉。新型光学技术有助于在不牺牲植株的情况下提高对番茄中植物病原菌的早期检测。本研究采用红外光谱法和化学计量学方法,通过分析完全展开的叶片,确定氧孢镰刀菌对盆栽番茄植株的影响。对镰孢菌进行了分子鉴定,并对其致病性进行了体外测试。在半控制条件下,在温室盆栽中对感染后 55 天的三种植物处理进行了评估:对照、水胁迫和真菌接种(1 × 108 分生孢子/毫升)。在八周的时间里,每周两次对表型结果进行跟踪;除高度外,几乎所有取样时间的表型特征都非常相似,尤其是在感染后的前 27 天,此后三种处理的高度相似。茎秆和根干物质分析未显示出统计学差异;但从叶片正面获取的红外结果显示,在感染后的前 27 天,与水杨酸、茉莉酸、脱落酸和脯氨酸相关的峰值存在差异。主成分分析和线性判别分析用于区分三种处理之间的细微生化变化,从而有助于早期发现病原体并对其进行长期监测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Journal of Plant Diseases and Protection
Journal of Plant Diseases and Protection 农林科学-农业综合
CiteScore
4.30
自引率
5.00%
发文量
124
审稿时长
3 months
期刊介绍: The Journal of Plant Diseases and Protection (JPDP) is an international scientific journal that publishes original research articles, reviews, short communications, position and opinion papers dealing with applied scientific aspects of plant pathology, plant health, plant protection and findings on newly occurring diseases and pests. "Special Issues" on coherent themes often arising from International Conferences are offered.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信