Prediction of Japanese green tea ranking by gas chromatography/mass spectrometry-based hydrophilic metabolite fingerprinting

被引:142
作者
Pongsuwan, Wipawee
Fukusaki, Eiichiro [1 ]
Bamba, Takeshi
Yonetani, Tsutomu
Yamahara, Toshiyaki
Kobayashi, Akio
机构
[1] Osaka Univ, Grad Sch Engn, Dept Biotechnol, Osaka, Japan
[2] Nara Prefecture Agr Expt Stn, Tea Branch, Nara, Japan
关键词
metabolomics; metabolic fingerprinting; GC-TOF/MS; quality evaluation; PLS;
D O I
10.1021/jf062330u
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
An innovative technique for green tea's quality determination was developed by means of metabolomics. Gas-chromatography coupled with time-of-flight mass spectrometry and multivariate data analysis was employed to evaluate the quality of green tea. Alteration of green tea varieties and manufacturing processes effects a variation in green tea metabolites, which leads to a classification of the green tea's grade. Therefore, metabolic fingerprinting of green tea samples of different qualities was studied. A set of ranked green tea samples from a Japanese commercial tea contest was analyzed with the aim of creating a reliable quality-prediction model. Several multivariate algorithms were performed. Among those, the partial least-squares projections to latent structures (PLS) analysis with the spectral filtering technique, orthogonal signal correction (OCS), was found to be the most practical approach. In addition, metabolites that play an important role in green tea's grade classification were identified.
引用
收藏
页码:231 / 236
页数:6
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