Early detection of Zygosaccharomyces rouxii-spawned spoilage in apple juice by electronic nose combined with chemometrics

被引:36
作者
Wang, Huxuan [1 ]
Hu, Zhongqiu [1 ]
Long, Fangyu [1 ]
Guo, Chunfeng [1 ]
Yuan, Yahong [1 ]
Yue, Tianli [1 ]
机构
[1] Northwest A&F Univ, Coll Food Sci & Engn, Yangling 712100, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Apple juice; Electronic nose; Zygosaccharomyces rouxii; Detection; Chemometrics; ALICYCLOBACILLUS SPP; SHELF-LIFE; YEAST; MICROORGANISMS; IDENTIFICATION; METHODOLOGY; STABILITY; STRAINS; FOODS; MOLDS;
D O I
10.1016/j.ijfoodmicro.2015.10.010
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Spoilage spawned by Zygosaccharomyces rouxii can cause sensory defect in apple juice, which could hardly be perceived in the early stage and therefore would lead to the serious economic loss. Thus, it is essential to detect the contamination in early stage to avoid costly waste of products or recalls. In this work the performance of an electronic nose (e-nose) coupled with chemometric analysis was evaluated for diagnosis of the contamination in apple juice, using test panel evaluation as reference. The feasibility of using e-nose responses to predict the spoilage level of apple juice was also evaluated. Coupled with linear discriminant analysis (LDA), detection of the contamination was achieved after 12 h, corresponding to the cell concentration of less than 2.0 log(10)CFU/mL, the level at which the test panelists could not yet identify the contamination, indicating that the signals of e-nose could be utilized as early indicators for the onset of contamination. Loading analysis indicated that sensors 2, 6, 7 and 8 were the most important in the detection of Z. rouxii-contaminated apple juice. Moreover, rouxii counts in unknown samples could be well predicted by the established models using partial least squares (PIS) algorithm with high correlation coefficient (R) of 0.98 (Z. rouxii strain ATCC 2623 and ATCC 8383) and 0.97 (Z. rouxii strain B-WHX-12-53). Based on these results, e-nose appears to be promising for rapid analysis of the odor in apple juice during processing or on the shelf to realize the early detection of potential contamination caused by Z rouxii strains. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:68 / 78
页数:11
相关论文
共 37 条
[1]   Simple and efficient methodology to determine mycotoxins in cereal syrups [J].
Arroyo-Manzanares, Natalia ;
Huertas-Perez, Jose F. ;
Gamiz-Gracia, Laura ;
Garcia-Campana, Ana M. .
FOOD CHEMISTRY, 2015, 177 :274-279
[2]   A Yeast Isolated from Cashew Apple Juice and Its Ability to Produce First- and Second-Generation Ethanol [J].
Barros, E. M. ;
Rodrigues, T. H. S. ;
Pinheiro, A. D. T. ;
Angelim, A. L. ;
Melo, V. M. M. ;
Rocha, M. V. P. ;
Goncalves, Luciana R. B. .
APPLIED BIOCHEMISTRY AND BIOTECHNOLOGY, 2014, 174 (08) :2762-2776
[3]   Metal Oxide Sensors for Electronic Noses and Their Application to Food Analysis [J].
Berna, Amalia .
SENSORS, 2010, 10 (04) :3882-3910
[4]   Alicyclobacillus spp. in the fruit juice industry:: History, characteristics, and current isolation/detection procedures [J].
Chang, SS ;
Kang, DH .
CRITICAL REVIEWS IN MICROBIOLOGY, 2004, 30 (02) :55-74
[5]   Development of methodology for assessment of shelf-life of fried potato wedges using electronic noses: Sensor screening by fuzzy logic analysis [J].
Chatterjee, Dipan ;
Bhattacharjee, Paramita ;
Bhattacharyya, Nabarun .
JOURNAL OF FOOD ENGINEERING, 2014, 133 :23-29
[6]   Early detection of microbial contamination in processed tomatoes by electronic nose [J].
Concina, I. ;
Falasconi, M. ;
Gobbi, E. ;
Bianchi, F. ;
Musci, M. ;
Mattarozzi, M. ;
Pardo, M. ;
Mangia, A. ;
Careri, M. ;
Sberveglieri, G. .
FOOD CONTROL, 2009, 20 (10) :873-880
[7]   Classification of Tempranillo wines according to geographic origin: Combination of mass spectrometry based electronic nose and chemometrics [J].
Cynkar, Wies ;
Dambergs, Robert ;
Smith, Paul ;
Cozzolino, Daniel .
ANALYTICA CHIMICA ACTA, 2010, 660 (1-2) :227-231
[8]  
Espley R, 2013, BIOACTIVES IN FRUIT: HEALTH BENEFITS AND FUNCTIONAL FOODS, P81
[9]   Study of the inactivation of spoilage microorganisms in apple juice by pulsed light and ultrasound [J].
Ferrario, Mariana ;
Maris Alzamora, Stella ;
Guerrero, Sandra .
FOOD MICROBIOLOGY, 2015, 46 :635-642
[10]   Detection of Aeromonas hydrophila in Liquid Media by Volatile Production Similarity Patterns, Using a FF-2A Electronic Nose [J].
Fujioka, Kouki ;
Arakawa, Eiji ;
Kita, Jun-ichi ;
Aoyama, Yoshihiro ;
Manome, Yoshinobu ;
Ikeda, Keiichi ;
Yamamoto, Kenji .
SENSORS, 2013, 13 (01) :736-745