Cargando…

Integration of independent component analysis with near-infrared spectroscopy for analysis of bioactive components in the medicinal plant Gentiana scabra Bunge

Independent component (IC) analysis was applied to near-infrared spectroscopy for analysis of gentiopicroside and swertiamarin; the two bioactive components of Gentiana scabra Bunge. ICs that are highly correlated with the two bioactive components were selected for the analysis of tissue cultures, s...

Descripción completa

Detalles Bibliográficos
Autores principales: Chuang, Yung-Kun, Yang, I-Chang, Lo, Yangming Martin, Tsai, Chao-Yin, Chen, Suming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taiwan Food and Drug Administration 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9354872/
https://www.ncbi.nlm.nih.gov/pubmed/28911423
http://dx.doi.org/10.1016/j.jfda.2014.01.021
_version_ 1784763167007571968
author Chuang, Yung-Kun
Yang, I-Chang
Lo, Yangming Martin
Tsai, Chao-Yin
Chen, Suming
author_facet Chuang, Yung-Kun
Yang, I-Chang
Lo, Yangming Martin
Tsai, Chao-Yin
Chen, Suming
author_sort Chuang, Yung-Kun
collection PubMed
description Independent component (IC) analysis was applied to near-infrared spectroscopy for analysis of gentiopicroside and swertiamarin; the two bioactive components of Gentiana scabra Bunge. ICs that are highly correlated with the two bioactive components were selected for the analysis of tissue cultures, shoots and roots, which were found to distribute in three different positions within the domain [two-dimensional (2D) and 3D] constructed by the ICs. This setup could be used for quantitative determination of respective contents of gentiopicroside and swertiamarin within the plants. For gentiopicroside, the spectral calibration model based on the second derivative spectra produced the best effect in the wavelength ranges of 600–700 nm, 1600–1700 nm, and 2000–2300 nm (correlation coefficient of calibration = 0.847, standard error of calibration = 0.865%, and standard error of validation = 0.909%). For swertiamarin, a spectral calibration model based on the first derivative spectra produced the best effect in the wavelength ranges of 600–800 nm and 2200–2300 nm (correlation coefficient of calibration = 0.948, standard error of calibration = 0.168%, and standard error of validation = 0.216%). Both models showed a satisfactory predictability. This study successfully established qualitative and quantitative correlations for gentiopicroside and swertiamarin with near-infrared spectra, enabling rapid and accurate inspection on the bioactive components of G. scabra Bunge at different growth stages.
format Online
Article
Text
id pubmed-9354872
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Taiwan Food and Drug Administration
record_format MEDLINE/PubMed
spelling pubmed-93548722022-08-09 Integration of independent component analysis with near-infrared spectroscopy for analysis of bioactive components in the medicinal plant Gentiana scabra Bunge Chuang, Yung-Kun Yang, I-Chang Lo, Yangming Martin Tsai, Chao-Yin Chen, Suming J Food Drug Anal Original Article Independent component (IC) analysis was applied to near-infrared spectroscopy for analysis of gentiopicroside and swertiamarin; the two bioactive components of Gentiana scabra Bunge. ICs that are highly correlated with the two bioactive components were selected for the analysis of tissue cultures, shoots and roots, which were found to distribute in three different positions within the domain [two-dimensional (2D) and 3D] constructed by the ICs. This setup could be used for quantitative determination of respective contents of gentiopicroside and swertiamarin within the plants. For gentiopicroside, the spectral calibration model based on the second derivative spectra produced the best effect in the wavelength ranges of 600–700 nm, 1600–1700 nm, and 2000–2300 nm (correlation coefficient of calibration = 0.847, standard error of calibration = 0.865%, and standard error of validation = 0.909%). For swertiamarin, a spectral calibration model based on the first derivative spectra produced the best effect in the wavelength ranges of 600–800 nm and 2200–2300 nm (correlation coefficient of calibration = 0.948, standard error of calibration = 0.168%, and standard error of validation = 0.216%). Both models showed a satisfactory predictability. This study successfully established qualitative and quantitative correlations for gentiopicroside and swertiamarin with near-infrared spectra, enabling rapid and accurate inspection on the bioactive components of G. scabra Bunge at different growth stages. Taiwan Food and Drug Administration 2014-02-17 /pmc/articles/PMC9354872/ /pubmed/28911423 http://dx.doi.org/10.1016/j.jfda.2014.01.021 Text en © 2014 Taiwan Food and Drug Administration https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC-BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ).
spellingShingle Original Article
Chuang, Yung-Kun
Yang, I-Chang
Lo, Yangming Martin
Tsai, Chao-Yin
Chen, Suming
Integration of independent component analysis with near-infrared spectroscopy for analysis of bioactive components in the medicinal plant Gentiana scabra Bunge
title Integration of independent component analysis with near-infrared spectroscopy for analysis of bioactive components in the medicinal plant Gentiana scabra Bunge
title_full Integration of independent component analysis with near-infrared spectroscopy for analysis of bioactive components in the medicinal plant Gentiana scabra Bunge
title_fullStr Integration of independent component analysis with near-infrared spectroscopy for analysis of bioactive components in the medicinal plant Gentiana scabra Bunge
title_full_unstemmed Integration of independent component analysis with near-infrared spectroscopy for analysis of bioactive components in the medicinal plant Gentiana scabra Bunge
title_short Integration of independent component analysis with near-infrared spectroscopy for analysis of bioactive components in the medicinal plant Gentiana scabra Bunge
title_sort integration of independent component analysis with near-infrared spectroscopy for analysis of bioactive components in the medicinal plant gentiana scabra bunge
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9354872/
https://www.ncbi.nlm.nih.gov/pubmed/28911423
http://dx.doi.org/10.1016/j.jfda.2014.01.021
work_keys_str_mv AT chuangyungkun integrationofindependentcomponentanalysiswithnearinfraredspectroscopyforanalysisofbioactivecomponentsinthemedicinalplantgentianascabrabunge
AT yangichang integrationofindependentcomponentanalysiswithnearinfraredspectroscopyforanalysisofbioactivecomponentsinthemedicinalplantgentianascabrabunge
AT loyangmingmartin integrationofindependentcomponentanalysiswithnearinfraredspectroscopyforanalysisofbioactivecomponentsinthemedicinalplantgentianascabrabunge
AT tsaichaoyin integrationofindependentcomponentanalysiswithnearinfraredspectroscopyforanalysisofbioactivecomponentsinthemedicinalplantgentianascabrabunge
AT chensuming integrationofindependentcomponentanalysiswithnearinfraredspectroscopyforanalysisofbioactivecomponentsinthemedicinalplantgentianascabrabunge