Interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopy

The application of interval partial least squares (IPLS) and moving window partial least squares (MWPLS) to the enantiomeric analysis of tryptophan (Trp) was investigated. A UV-Vis spectroscopy method for determining the enantiomeric composition of Trp was developed. The calibration model w...

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Main Authors: Jiao Long, Bing Shan, Zhang Xiaofeng, Li Hua
Format: Article
Language:English
Published: Serbian Chemical Society 2016-01-01
Series:Journal of the Serbian Chemical Society
Subjects:
Online Access:http://www.doiserbia.nb.rs/img/doi/0352-5139/2016/0352-51391500065J.pdf
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spelling doaj-4244ca3c440b42fcb1de0fdda9391df92020-11-24T22:52:00ZengSerbian Chemical Society Journal of the Serbian Chemical Society0352-51391820-74212016-01-0181220921810.2298/JSC150227065J0352-51391500065JInterval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopyJiao Long0Bing Shan1Zhang Xiaofeng2Li Hua3Shiyou University, College of Chemistry and Chemical Engineering, Xi’an, PR China + Northwest University, College of chemistry and materials science, Xi’an, PR ChinaXi’an Shiyou University, College of Chemistry and Chemical Engineering, Xi’an, PR ChinaXi’an Shiyou University, College of Chemistry and Chemical Engineering, Xi’an, PR ChinaNorthwest University, College of chemistry and materials science, Xi’an, PR ChinaThe application of interval partial least squares (IPLS) and moving window partial least squares (MWPLS) to the enantiomeric analysis of tryptophan (Trp) was investigated. A UV-Vis spectroscopy method for determining the enantiomeric composition of Trp was developed. The calibration model was built by using partial least squares (PLS), IPLS and MWPLS respectively. Leave-one-out cross validation and external test validation were used to assess the prediction performance of the established models. The validation result demonstrates the established full-spectrum PLS model is impractical for quantifying the relationship between the spectral data and enantiomeric composition of L-Trp. On the contrary, the developed IPLS and MWPLS model are both practicable for modeling this relationship. For the IPLS model, the root mean square relative error (RMSRE) of external test validation and leave-one-out cross validation is 4.03 and 6.50 respectively. For the MWPLS model, the RMSRE of external test validation and leave-one-out cross validation is 2.93 and 4.73 respectively. Obviously, the prediction accuracy of the MWPLS model is higher than that of the IPLS model. It is demonstrated UV-Vis spectroscopy combined with MWPLS is a commendable method for determining the enantiomeric composition of Trp. MWPLS is superior to IPLS for selecting spectral region in UV-Vis spectroscopy analysis.http://www.doiserbia.nb.rs/img/doi/0352-5139/2016/0352-51391500065J.pdfUV-Vis spectroscopyinterval partial least squaresmoving window partial least squaresenantiomeric compositiontryptophan
collection DOAJ
language English
format Article
sources DOAJ
author Jiao Long
Bing Shan
Zhang Xiaofeng
Li Hua
spellingShingle Jiao Long
Bing Shan
Zhang Xiaofeng
Li Hua
Interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopy
Journal of the Serbian Chemical Society
UV-Vis spectroscopy
interval partial least squares
moving window partial least squares
enantiomeric composition
tryptophan
author_facet Jiao Long
Bing Shan
Zhang Xiaofeng
Li Hua
author_sort Jiao Long
title Interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopy
title_short Interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopy
title_full Interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopy
title_fullStr Interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopy
title_full_unstemmed Interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopy
title_sort interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using uv-vis spectroscopy
publisher Serbian Chemical Society
series Journal of the Serbian Chemical Society
issn 0352-5139
1820-7421
publishDate 2016-01-01
description The application of interval partial least squares (IPLS) and moving window partial least squares (MWPLS) to the enantiomeric analysis of tryptophan (Trp) was investigated. A UV-Vis spectroscopy method for determining the enantiomeric composition of Trp was developed. The calibration model was built by using partial least squares (PLS), IPLS and MWPLS respectively. Leave-one-out cross validation and external test validation were used to assess the prediction performance of the established models. The validation result demonstrates the established full-spectrum PLS model is impractical for quantifying the relationship between the spectral data and enantiomeric composition of L-Trp. On the contrary, the developed IPLS and MWPLS model are both practicable for modeling this relationship. For the IPLS model, the root mean square relative error (RMSRE) of external test validation and leave-one-out cross validation is 4.03 and 6.50 respectively. For the MWPLS model, the RMSRE of external test validation and leave-one-out cross validation is 2.93 and 4.73 respectively. Obviously, the prediction accuracy of the MWPLS model is higher than that of the IPLS model. It is demonstrated UV-Vis spectroscopy combined with MWPLS is a commendable method for determining the enantiomeric composition of Trp. MWPLS is superior to IPLS for selecting spectral region in UV-Vis spectroscopy analysis.
topic UV-Vis spectroscopy
interval partial least squares
moving window partial least squares
enantiomeric composition
tryptophan
url http://www.doiserbia.nb.rs/img/doi/0352-5139/2016/0352-51391500065J.pdf
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