Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis

Rebaudioside A and stevioside are abundant steviol glycoside contained in Stevia rebaudiana leaves. These components are widely used as a natural sweetener. The objective of this study was to develop rapid determination method of stevioside, and rebaudioside A in S. rebaudiana leaves using near infr...

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Main Authors: Yohanes Martono, Suryasatriya Trihandaru, Ferdy Semuel Rondonuwu
Format: Article
Language:English
Published: Universitas Gadjah Mada 2018-11-01
Series:Indonesian Journal of Chemistry
Subjects:
Online Access:https://jurnal.ugm.ac.id/ijc/article/view/25580
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spelling doaj-bdbe5e61545f4752bdf0c6e5a63986782020-11-25T01:49:07ZengUniversitas Gadjah MadaIndonesian Journal of Chemistry1411-94202460-15782018-11-0118466467110.22146/ijc.2558022292Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data AnalysisYohanes Martono0Suryasatriya Trihandaru1Ferdy Semuel Rondonuwu2Faculty of Science and Mathematics, Universitas Kristen Satya Wacana, Jl. Diponegoro 52-60, Salatiga 50711, IndonesiaFaculty of Science and Mathematics, Universitas Kristen Satya Wacana, Jl. Diponegoro 52-60, Salatiga 50711, IndonesiaFaculty of Science and Mathematics, Universitas Kristen Satya Wacana, Jl. Diponegoro 52-60, Salatiga 50711, IndonesiaRebaudioside A and stevioside are abundant steviol glycoside contained in Stevia rebaudiana leaves. These components are widely used as a natural sweetener. The objective of this study was to develop rapid determination method of stevioside, and rebaudioside A in S. rebaudiana leaves using near infrared trans-reflectance spectroscopy (NIRS) combined with multivariate analysis. The reference method used was HPLC. A prediction model was developed using partial least square (PLS) regression. Calibration parameters were calculated based on a calibration set of various stevioside, rebaudioside A from 23 samples. Performance of PLS model was assessed in term of optimum determination coefficient (R2), and minimum root mean square error of cross-validation (RMSEV). Validation of PLS model was performed using cross-validation and leave one out calibration of PLS component. Rebaudioside A has well PLS model in wavenumber region of 4100–5100 cm-1, and stevioside determination using difference wavenumber region of 4760-5016 cm-1. PLS model for total (sum of stevioside and rebaudioside A content) was exploited in wavenumber region of 4568-4928 cm-1. NIRS in combination with multivariate data analysis of PLSR can be applied as a rapid method for determining rebaudioside A and the total amount of steviol glycosides in S. rebaudiana leaves.https://jurnal.ugm.ac.id/ijc/article/view/25580near infrared spectroscopyPLSRsteviosiderebaudioside AStevia rebaudiana
collection DOAJ
language English
format Article
sources DOAJ
author Yohanes Martono
Suryasatriya Trihandaru
Ferdy Semuel Rondonuwu
spellingShingle Yohanes Martono
Suryasatriya Trihandaru
Ferdy Semuel Rondonuwu
Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis
Indonesian Journal of Chemistry
near infrared spectroscopy
PLSR
stevioside
rebaudioside A
Stevia rebaudiana
author_facet Yohanes Martono
Suryasatriya Trihandaru
Ferdy Semuel Rondonuwu
author_sort Yohanes Martono
title Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis
title_short Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis
title_full Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis
title_fullStr Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis
title_full_unstemmed Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis
title_sort determination of stevioside and rebaudioside a in <i>stevia rebaudiana</i> bertoni leaves using near infrared spectroscopy and multivariate data analysis
publisher Universitas Gadjah Mada
series Indonesian Journal of Chemistry
issn 1411-9420
2460-1578
publishDate 2018-11-01
description Rebaudioside A and stevioside are abundant steviol glycoside contained in Stevia rebaudiana leaves. These components are widely used as a natural sweetener. The objective of this study was to develop rapid determination method of stevioside, and rebaudioside A in S. rebaudiana leaves using near infrared trans-reflectance spectroscopy (NIRS) combined with multivariate analysis. The reference method used was HPLC. A prediction model was developed using partial least square (PLS) regression. Calibration parameters were calculated based on a calibration set of various stevioside, rebaudioside A from 23 samples. Performance of PLS model was assessed in term of optimum determination coefficient (R2), and minimum root mean square error of cross-validation (RMSEV). Validation of PLS model was performed using cross-validation and leave one out calibration of PLS component. Rebaudioside A has well PLS model in wavenumber region of 4100–5100 cm-1, and stevioside determination using difference wavenumber region of 4760-5016 cm-1. PLS model for total (sum of stevioside and rebaudioside A content) was exploited in wavenumber region of 4568-4928 cm-1. NIRS in combination with multivariate data analysis of PLSR can be applied as a rapid method for determining rebaudioside A and the total amount of steviol glycosides in S. rebaudiana leaves.
topic near infrared spectroscopy
PLSR
stevioside
rebaudioside A
Stevia rebaudiana
url https://jurnal.ugm.ac.id/ijc/article/view/25580
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AT suryasatriyatrihandaru determinationofsteviosideandrebaudiosideainisteviarebaudianaibertonileavesusingnearinfraredspectroscopyandmultivariatedataanalysis
AT ferdysemuelrondonuwu determinationofsteviosideandrebaudiosideainisteviarebaudianaibertonileavesusingnearinfraredspectroscopyandmultivariatedataanalysis
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