Gas chromatography/mass spectrometry based component profiling and quality prediction for Japanese sake

被引:64
作者
Mimura, Natsuki [1 ]
Isogai, Atsuko [2 ]
Iwashita, Kazuhiro [2 ]
Bamba, Takeshi [1 ]
Fukusaki, Eiichiro [1 ]
机构
[1] Osaka Univ, Dept Biotechnol, Grad Sch Engn, Suita, Osaka 5650871, Japan
[2] Natl Res Inst Brewing, Higashihiroshima 7390046, Japan
关键词
Japanese sake; Metabolomics; Gas chromatography/mass spectrometry; Orthogonal projections to latent structures; Variable importance on projection; FLIGHT-MASS-SPECTROMETRY; METABOLOMICS; IDENTIFICATION; SELECTION; 3-HYDROXY-4,5-DIMETHYL-2(5H)-FURANONE; YEAST; TOOL;
D O I
10.1016/j.jbiosc.2014.04.006
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Sake is a Japanese traditional alcoholic beverage, which is produced by simultaneous saccharification and alcohol fermentation of polished and steamed rice by Aspergillus oryzae and Saccharomyces cerevisiae. About 300 compounds have been identified in sake, and the contribution of individual components to the sake flavor has been examined at the same time. However, only a few compounds could explain the characteristics alone and most of the attributes still remain unclear. The purpose of this study was to examine the relationship between the component profile and the attributes of sake. Gas chromatography coupled with mass spectrometry (GC/MS)-based non-targeted analysis was employed to obtain the low molecular weight component profile of Japanese sake including both nonvolatile and volatile compounds. Sake attributes and overall quality were assessed by analytical descriptive sensory test and the prediction model of the sensory score from the component profile was constructed by means of orthogonal projections to latent structures (OPLS) regression analysis. Our results showed that 12 sake attributes [ginjo-ka (aroma of premium ginjo sake), grassy/aldehydic odor, sweet aroma/caramel/burnt odor, sulfury odor, sour taste, umami, bitter taste, body, amakara (dryness), aftertaste, pungent/smoothness and appearance] and overall quality were accurately explained by component profiles. In addition, we were able to select statistically significant components according to variable importance on projection (VIP). Our methodology clarified the correlation between sake attribute and 200 low molecular components and presented the importance of each component thus, providing new insights to the flavor study of sake. (c) 2014, The Society for Biotechnology, Japan. All rights reserved.
引用
收藏
页码:406 / 414
页数:9
相关论文
共 30 条
[1]   Use of the bootstrap and permutation methods for a more robust variable importance in the projection metric for partial least squares regression [J].
Afanador, N. L. ;
Tran, T. N. ;
Buydens, L. M. C. .
ANALYTICA CHIMICA ACTA, 2013, 768 :49-56
[2]  
ASHIDA S, 1987, AGR BIOL CHEM TOKYO, V51, P2061
[3]   Formation of 3-hydroxy-4,5-dimethyl-2(5H)-furanone (sotolone) from 4-hydroxy-L-isoleucine and 3-amino-4,5-dimethyl-3,4-dihydro-2(5H)-furanone [J].
Blank, I ;
Lin, JM ;
Fumeaux, R ;
Welti, DH ;
Fay, LB .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 1996, 44 (07) :1851-1856
[4]   Performance of some variable selection methods when multicollinearity is present [J].
Chong, IG ;
Jun, CH .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2005, 78 (1-2) :103-112
[5]  
Eriksson L, 2006, MULTI MEGAVARIATE 1, P97
[6]   A Bootstrap-VIP approach for selecting wavelength intervals in spectral imaging applications [J].
Gosselin, Ryan ;
Rodrigue, Denis ;
Duchesne, Carl .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2010, 100 (01) :12-21
[7]   Breeding of a Low Pyruvate-Producing Sake Yeast by Isolation of a Mutant Resistant to Ethyl α-Transcyanocinnamate, an Inhibitor of Mitochondrial Pyruvate Transport [J].
Horie, Kenta ;
Oba, Takahiro ;
Motomura, Saori ;
Isogai, Atsuko ;
Yoshimura, Takashi ;
Tsuge, Keisuke ;
Koganemaru, Kazuyoshi ;
Kobayashi, Genta ;
Kitagaki, Hiroshi .
BIOSCIENCE BIOTECHNOLOGY AND BIOCHEMISTRY, 2010, 74 (04) :843-847
[8]   BREEDING OF A SAKE YEAST WITH IMPROVED ETHYL CAPROATE PRODUCTIVITY [J].
ICHIKAWA, E ;
HOSOKAWA, N ;
HATA, Y ;
ABE, Y ;
SUGINAMI, K ;
IMAYASU, S .
AGRICULTURAL AND BIOLOGICAL CHEMISTRY, 1991, 55 (08) :2153-2154
[9]   Changes in the aroma compounds of sake during aging [J].
Isogai, A ;
Utsunomiya, H ;
Kanda, R ;
Iwata, H .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2005, 53 (10) :4118-4123
[10]  
Isogai A., 2006, J Brew Soc JapanG Soc JAPAN, V101, P125, DOI [10.6013/jbrewsocjapan1988.101.125, DOI 10.6013/JBREWSOCJAPAN1988.101.125]