Rapid authentication of Chinese oolong teas using atmospheric solids analysis probe-mass spectrometry (ASAP-MS) combined with supervised pattern recognition models
文献类型: 外文期刊
第一作者: Tan, Hui Ru
作者: Tan, Hui Ru;Zhou, Weibiao;Tan, Hui Ru;Zhou, Weibiao;Chan, Li Yan;Lee, Huei Hong;Xu, Yong-Quan
作者机构:
关键词: Ambient mass spectrometry; ASAP-MS; Tea; Chemometrics; Authentication
期刊名称:FOOD CONTROL ( 影响因子:6.652; 五年影响因子:6.498 )
ISSN: 0956-7135
年卷期: 2022 年 134 卷
页码:
收录情况: SCI
摘要: Ambient mass spectrometry (AMS) is an emerging technique in food authenticity and traceability study due to the minimal sample preparation required and short analysis time. Herein, a non-targeted fingerprinting approach using an AMS technique, atmospheric solids analysis probe - mass spectrometry (ASAP-MS), was used to authenticate Chinese oolong teas. In the first part of the study, a total of 38 authentic samples from three main varieties - Guangdong Dancong, Taiwan Dongding, and Anxi Tieguanyin - were analysed and four discriminant analysis models were built using the fingerprint data from ASAP-MS. The principal component analysis-k nearest neighbour (PCA-kNN) model yielded the best classification outcome, where the classification accuracies of the training and validation sets were 100% and 92.6%, respectively. The second part of the study involved detecting possible adulteration of Anxi Tieguanyin, which is a high-value oolong tea under the register of protected geographical indication (PGI) of the European Union (EU). Adulteration of Anxi Tieguanyin was simulated by blending the authentic samples with 20-80% w/w of low-quality oolong teas. One-class modelling using datadriven soft independent modelling of class analogies (DD-SIMCA), with the Anxi Tieguanyin as the target class, was built using the fingerprint data of the authentic and adulterated samples. An excellent sensitivity of 100% and a high specificity of 98.1% were achieved, indicating that it is possible to detect substitution adulteration of Anxi Tieguanyin using ASAP-MS combined with one-class modelling. Overall, findings from this study exemplify the potential of ASAP-MS to be used for rapid, inexpensive, and high throughput classification of Chinese oolong tea varieties and screening for substitution adulteration of Anxi Tieguanyin oolong tea.
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