Miyauchi Shunsuke, Yuki Takayuki, Fuji Hiroshi, Kojima Kunio, Yonetani Tsutomu, Tomio Ayako, Bamba Takeshi, Fukusaki Eiichiro
Corporate Research and Development Division, Sharp Corporation, 2613-1 Ichinomoto-cho, Tenri, Nara 632-8567, Japan.
Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan.
J Biosci Bioeng. 2014 Dec;118(6):710-5. doi: 10.1016/j.jbiosc.2014.05.008. Epub 2014 Jun 7.
The current study focused on the tea plant (Camellia sinensis) as a target for artificial cultivation because of the variation in its components in response to light conditions. We analyzed its sensory quality by multi-marker profiling using multicomponent data based on metabolomics to optimize the conditions of light and the environment during cultivation. From the analysis of high-quality tea samples ranked in a tea contest, the ranking predictive model was created by the partial least squares (PLS) regression analysis to examine the correlation between the amino-acid content (X variables) and the ranking in the tea contest (Y variables). The predictive model revealed that glutamine, arginine, and theanine were the predominant amino acids present in high-ranking teas. Based on this result, we established a cover-culture condition (i.e., a low-light intensity condition) during the later stage of the culture process and obtained artificially cultured tea samples, which were predicted to be high-quality teas. The aim of the current study was to optimize the light conditions for the cultivation of tea plants by performing data analysis of their sensory qualities through multi-marker profiling in order to facilitate the development of high-quality teas by plant factories.
由于茶树(Camellia sinensis)的成分会因光照条件而发生变化,本研究将其作为人工栽培的目标。我们基于代谢组学的多组分数据,通过多标记分析来分析其感官品质,以优化栽培过程中的光照和环境条件。通过对在茶叶竞赛中排名靠前的优质茶样进行分析,利用偏最小二乘(PLS)回归分析建立了排名预测模型,以检验氨基酸含量(X变量)与茶叶竞赛排名(Y变量)之间的相关性。预测模型表明,谷氨酰胺、精氨酸和茶氨酸是高排名茶叶中的主要氨基酸。基于这一结果,我们在培养过程的后期建立了覆盖培养条件(即低光照强度条件),并获得了预计为优质茶的人工培养茶样。本研究的目的是通过多标记分析对茶树感官品质进行数据分析,以优化茶树栽培的光照条件,从而促进植物工厂生产高品质茶叶。