Exploratory and discriminant analysis of plant phenolic profiles obtained by UV-vis scanning spectroscopy

被引:4
|
作者
Souza, Monique [1 ]
Comin, Jucinei Jose [2 ]
Moresco, Rodolfo [3 ]
Maraschin, Marcelo [2 ]
Kurtz, Claudinei [4 ]
Lovato, Paulo Emilio [2 ]
Lourenzi, Cledimar Rogerio [2 ]
Pilatti, Fernanda Kokowicz [5 ]
Loss, Arcangelo [2 ]
Kuhnen, Shirley [2 ]
机构
[1] Univ Fed Santa Catarina, Dept Engn Rural, Rodovia Admar Gonzaga 1346, BR-88034000 Florianopolis, SC, Brazil
[2] Univ Fed Santa Catarina, Florianopolis, SC, Brazil
[3] Univ Vale Itajai, UNIVALI, Escola Mar Ciencia & Tecnol, Itajai, SC, Brazil
[4] EPAGRI, Ituporanga, SC, Brazil
[5] Inst Fed Sul Rio Grandense, Pelotas, RS, Brazil
关键词
chemometrics; cover crops; multivariate analysis; R language; specmine; MULTIVARIATE-ANALYSIS; RYE; IDENTIFICATION; CHEMOMETRICS; FINGERPRINT; PROPOLIS; EXTRACTS; ACIDS;
D O I
10.1515/jib-2019-0056
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Some species of cover crops produce phenolic compounds with allelopathic potential. The use of math, statistical and computational tools to analyze data obtained with spectrophotometry can assist in the chemical profile discrimination to choose which species and cultivation are the best for weed management purposes. The aim of this study was to perform exploratory and discriminant analysis using R package specmine on the phenolic profile of Secale cereale L., Avena strigosa L. and Raphanus sativus L. shoots obtained by UV-vis scanning spectrophotometry. Plants were collected at 60, 80 and 100 days after sowing and at 15 and 30 days after rolling in experiment in Brazil. Exploratory and discriminant analysis, namely principal component analysis, hierarchical clustering analysis, t-test, fold-change, analysis of variance and supervised machine learning analysis were performed. Results showed a stronger tendency to cluster phenolic profiles according to plant species rather than crop management system, period of sampling or plant phenologic stage. PCA analysis showed a strong distinction of S. cereale L. and A. strigosa L. 30 days after rolling. Due to the fast analysis and friendly use, the R package specmine can be recommended as a supporting tool to exploratory and discriminatory analysis of multivariate data.
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页数:11
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