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Chemometric feature selection and classification of Ganoderma lucidum spores and fruiting body using ATR-FTIR spectroscopy

URI
https://hdl.handle.net/10497/18131
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Type
Article
Files
 AJAC-6-830.pdf (1.4 MB)
Citation
Zhu, Y., & Tan, A. T. L. (2015). Chemometric feature selection and classification of Ganoderma lucidum spores and fruiting body using ATR-FTIR spectroscopy. American Journal of Analytical Chemistry, 6, 830-840. https://doi.org/10.4236/ajac.2015.610079
Author
Zhu, Ying 
•
Tan, Augustine Tuck Lee 
Abstract
Ganoderma lucidum (G. lucidum) spores as a valuable Chinese herbal medicine have vast marketable prospect for its bioactivities and medicinal efficacy. This study aims at the development of an effective and simple analytical method to distinguish G. lucidum spores from its fruiting body, which is of essential importance for the quality control and fast discrimination of raw materials of Chinese herbal medicine. Attenuated total reflection Fourier transform infrared (ATR-FTIR) spectroscopy combined with the appropriate chemometric methods including penalized discriminant analysis, principal component discriminant analysis and partial least squares discriminant analysis has been proven to be a rapid and powerful tool for discrimination of G. lucidum spores and its fruiting body with classification accuracy of 99%. The model leads to a well-performed selection of informative spectral absorption bands which improve the classification accuracy, reduce the model complexity and enhance the quantitative interpretations of the chemical constituents of G. lucidum spores regarding its anticancer effects.
Keywords
  • Feature selection

  • Attenuated total refl...

  • Penalized linear disc...

  • Principal component d...

  • Partial least squares...

Date Issued
2015
Publisher
Scientific Research Publishing
Journal
American Journal of Analytical Chemistry
DOI
10.4236/ajac.2015.610079
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