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.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] Process monitoring using UV-VIS spectroscopy
    Bart, JCJ
    ANTEC 2000: SOCIETY OF PLASTICS ENGINEERS TECHNICAL PAPERS, CONFERENCE PROCEEDINGS, VOLS I-III, 2000, : 3741 - 3745
  • [22] Analysis of the interaction of gallic acid and myoglobin by UV-vis absorption spectroscopy
    K. R. Grigoryan
    H. A. Shilajyan
    Russian Journal of Bioorganic Chemistry, 2017, 43 : 255 - 258
  • [23] Analysis of the interaction of gallic acid and myoglobin by UV-vis absorption spectroscopy
    Grigoryan, K. R.
    Shilajyan, H. A.
    RUSSIAN JOURNAL OF BIOORGANIC CHEMISTRY, 2017, 43 (03) : 255 - 258
  • [24] Water Quality Analysis by UV-Vis Spectroscopy: A Review of Methodology and Application
    Hou Di-bo
    Zhang Jian
    Chen Lin
    Huang Ping-jie
    Zhang Guang-xin
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2013, 33 (07) : 1839 - 1844
  • [25] UV-vis absorption spectroscopy and multivariate analysis as a method to discriminate tequila
    Barbosa-Garcia, O.
    Ramos-Ortiz, G.
    Maldonado, J. L.
    Pichardo-Molina, J. L.
    Meneses-Nava, M. A.
    Landgrave, J. E. A.
    Cervantes-Martinez, J.
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2007, 66 (01) : 129 - 134
  • [26] Quantitative Analysis of TOC in Water Quality Based on UV-Vis Spectroscopy
    Li Qing-bo
    Wei Yuan
    Cui Hou-xin
    Feng Hao
    Lang Jia-ye
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42 (02) : 376 - 380
  • [27] UV-Vis simplifies chemical analysis
    Karet, G
    R&D MAGAZINE, 1999, 41 (03): : 47 - 47
  • [28] Theoretical analysis of the experimental UV-Vis absorption spectra of some phenolic Schiff bases
    Dorovic, Jelena
    Markovic, Zoran
    Petrovic, Zorica D.
    Simijonovic, Dusica
    Petrovic, Vladimir P.
    MOLECULAR PHYSICS, 2017, 115 (19) : 2460 - 2468
  • [29] Punctured Rubber Bladders Detected by UV-Vis Spectroscopy
    Fofana, I.
    Hadjadj, Y.
    Briosso, E.
    Sabau, J.
    2016 IEEE CONFERENCE ON ELECTRICAL INSULATION AND DIELECTRIC PHENOMENA (IEEE CEIDP), 2016, : 873 - 876
  • [30] Significance of UV-Vis spectroscopy in in vitro release studies
    Goscianska, Joanna
    Olejnik, Anna
    Sobieszczuk, Ewa
    Latanowicz, Karolina
    Nowak, Izabela
    CHEMIK, 2011, 65 (07): : 652 - 654