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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Serbian Chemical Society
2016-01-01
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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 |
work_keys_str_mv |
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