Journal
PHYTOCHEMICAL ANALYSIS
Volume 24, Issue 6, Pages 550-555Publisher
WILEY-BLACKWELL
DOI: 10.1002/pca.2431
Keywords
Chemometrics; hyperspectral imaging; PCA; PLS-DA; Sceletium crassicaule; Sceletium tortuosum
Funding
- National Research Foundation (NRF) of South Africa
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IntroductionSceletium tortuosum is the most sought after species of the genus Sceletium and is commonly included in commercial products for the treatment of psychiatric conditions and neurodegenerative diseases. However, this species exhibits several morphological and phytochemical similarities to S. crassicaule. ObjectivesThe aim of this investigation was to use ultrahigh-performance liquid chromatography (UPLC) and hyperspectral imaging, in combination with chemometrics, to distinguish between S. tortuosum and S. crassicaule, and to accurately predict the identity of specimens of both species. MethodsChromatographic profiles of S. tortuosum and S. crassicaule specimens were obtained using UPLC with photodiode array detection. A SisuChema near infrared hyperspectral imaging camera was used for acquiring images of the specimens and the data was processed using chemometric computations. ResultsChromatographic data for the specimens revealed that both species produce the psychoactive alkaloids that are used as quality control biomarkers. Principal component analysis of the hyperspectral image of reference specimens for the two species yielded two distinct clusters, the one representing S. tortuosum and the other representing S. crassicaule. A partial least squares discriminant analysis model correctly predicted the identity of an external dataset consisting of S. tortuosum or S. crassicaule samples with high accuracy (>94%). ConclusionsA combination of hyperspectral imaging and chemometrics offers several advantages over conventional chromatographic profiling when used to distinguish S. tortuosum from S. crassicaule. In addition, the constructed chemometric model can reliably predict the identity of samples of both species from an external dataset. Copyright (c) 2013 John Wiley & Sons, Ltd. Sceletium tortuosum is the most popular species of the genus Sceletium, but displays several phytochemical and morphological similarities to S. crassicaule. Although chromatography is widely used for quality monitoring of phytomedicines, a combination of hyperspectral imaging and chemometrics proved to be superior for differentiating S. tortuosum from S. crassicaule specimens.
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