Atmospheric solids analysis probe-mass spectrometry (ASAP-MS) as a rapid fingerprinting technique to differentiate the harvest seasons of Tieguanyin oolong teas
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;Ong, Adabelle;Xu, Yong-Quan;Zhang, Xue-Bo;Zhou, Weibiao
作者机构:
关键词: Ambient mass spectrometry; Atmospheric solids analysis probe-mass spec-trometry; Tieguanyin tea; Chemometrics; Harvest season
期刊名称:FOOD CHEMISTRY ( 影响因子:8.8; 五年影响因子:8.6 )
ISSN: 0308-8146
年卷期: 2023 年 408 卷
页码:
收录情况: SCI
摘要: Atmospheric solids analysis probe-mass spectrometry (ASAP-MS), an ambient mass spectrometry technique, was used to differentiate spring and autumn Tieguanyin teas. Two configurations were used to obtain their chemical fingerprints - ASAP attached to a high-resolution quadrupole time-of-flight mass spectrometer (i.e., ASAP-QTOF) and to a single-quadrupole mass spectrometer (i.e., RadianTM ASAPTM mass spectrometer). Then, orthogonal projections to latent structures-discriminant analysis was conducted to identify features that held promise in differentiating harvest seasons. Four machine learning models - decision tree, linear discriminant analysis, support vector machine, and k-nearest neighbour - were built using these features, and high classification ac-curacy of up to 100% was achieved. The markers were putatively identified using their accurate masses and MS/ MS fragmentation patterns from ASAP-QTOF. This approach was successfully transferred to the Radian ASAP MS, which is more deployable in the field. Overall, this study demonstrated the potential of ASAP-MS as a rapid fingerprinting tool for differentiating spring and autumn Tieguanyin.
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