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...
Main Authors: | , , , |
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Format: | Article |
Language: | English |
Published: |
Serbian Chemical Society
2016-01-01
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Series: | Journal of the Serbian Chemical Society |
Subjects: | |
Online Access: | http://www.doiserbia.nb.rs/img/doi/0352-5139/2016/0352-51391500065J.pdf |
Summary: | 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. |
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ISSN: | 0352-5139 1820-7421 |