Shelf-life prediction of processed milk by solid-phase microextraction, mass spectrometry, and multivariate analysis

被引:89
作者
Marsili, RT [1 ]
机构
[1] Dean Foods Tech Ctr, Rockford, IL 61125 USA
关键词
SPME-MS-MVA; electronic nose; solid-phase microextraction; off-flavors; multivariate analysis; milk; shelf-life prediction;
D O I
10.1021/jf000177c
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
A technique based on solid-phase microextraction, mass spectrometry, and multivariate analysis (SPME-MS-MVA) was used to predict the shelf life of pasteurized and homogenized reduced-fat milk and whole-fat chocolate milk sampled over a 7 month period. Using SPME-MS-MVA, which is essentially a mass spectrometry-based electronic-nose instrument, volatile bacterial metabolites were extracted from milk with SPME (Carboxen-PDMS) and injected into a GC capillary column at elevated temperature. Mass fragmentation profiles from the unresolved milk volatile components were normalized to the intensity of a chlorobenzene internal standard mass peak (m/z 112) and subjected to MVA. Prediction models based on partial least-squares regression of mass intensity lists were able to predict the shelf Life of samples to approximately +/-1 day, with correlation coefficients greater than 0.98 for the two types of milk samples. Using principal component analysis techniques, the procedure was also useful for classifying samples that were rendered unpalatable by nonmicrobial sources (contamination by copper and sanitizer) as well as by bacteria.
引用
收藏
页码:3470 / 3475
页数:6
相关论文
共 12 条
[1]   RAPID IMPEDIMETRIC METHOD FOR DETERMINING THE POTENTIAL SHELF-LIFE OF PASTEURIZED WHOLE MILK [J].
BISHOP, JR ;
WHITE, CH ;
FIRSTENBERGEDEN, R .
JOURNAL OF FOOD PROTECTION, 1984, 47 (06) :471-475
[2]   ASSESSMENT OF DAIRY PRODUCT QUALITY AND POTENTIAL SHELF-LIFE - A REVIEW [J].
BISHOP, JR ;
WHITE, CH .
JOURNAL OF FOOD PROTECTION, 1986, 49 (09) :739-753
[3]  
BISHOP JR, 1989, DAIRY FOOD ENV SANIT, V12, P698
[4]  
BOSSUYT R, 1982, NETH MILK DAIRY J, V36, P355
[5]   SPME-MS-MVA as an electronic nose for the study of off-flavors in milk [J].
Marsili, RT .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 1999, 47 (02) :648-654
[6]   Comparison of solid-phase microextraction and dynamic headspace methods for the gas chromatographic mass spectrometric analysis of light-induced lipid oxidation products in milk [J].
Marsili, RT .
JOURNAL OF CHROMATOGRAPHIC SCIENCE, 1999, 37 (01) :17-23
[7]  
Marsili RT, 1998, DEV FOOD SCI, V40, P159
[8]   BACTERIAL COUNTS OF RAW MILK AND FLAVOR OF MILK AFTER PASTEURIZATION AND STORAGE [J].
PATEL, GB ;
BLANKENAGEL, G .
JOURNAL OF MILK AND FOOD TECHNOLOGY, 1972, 35 (04) :203-+
[9]  
PHILLIPS J D, 1985, Food Microbiology (London), V2, P39, DOI 10.1016/0740-0020(85)90022-X
[10]  
URBACH G, 1988, AUST J DAIRY TECHNOL, V43, P53