Prediction of protein composition of individual cow milk using mid-infrared spectroscopy

被引:40
作者
De Marchi, Massimo [1 ]
Bonfatti, Valentina [1 ]
Cecchinato, Alessio [1 ]
Di Martino, Guido [1 ]
Carnier, Paolo [1 ]
机构
[1] Univ Padua, Dipartimento Sci Anim, I-35020 Legnaro, PD, Italy
关键词
Milk; Protein composition; Mid-infrared spectroscopy; Chemometrics; ITALIAN HOLSTEIN COWS; COAGULATION PROPERTIES; QUALITY; TRAITS; CASEIN; YIELD;
D O I
10.4081/ijas.2009.s2.399
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
This study investigated the application of mid-infrared spectroscopy for the prediction of protein composition in individual milk samples (n=1,336) of Simmental cows. Protein fractions were quantified by RP-HPLC and MIR data were recorded over the spectral range from 4,000 to 900 cm(-1). Models were developed by partial least squares regression using untreated spectra. The most successful predictions were for protein, casein, alpha(S1)-casein, whey protein, and beta-lactoglobulin contents. The models could discriminate between high and low values of protein composition (R(2)=0.50 to 0.58). The root mean square errors of cross-validation were 3.11g/l for protein (range 39.91g/l), 2.76g/l for casein (range 35.16g/l), 1.07 g/l for alpha(S1)-casein (range 12.82g/l), 0.51 g/l for whey protein (range 4.97g/l), and 0.43 for beta-lactoglobulin (range 4.37). Application of MIR spectroscopy is possible for the routinely assessment of protein, casein, alpha(S1)-casein, whey protein, and beta-lactoglobulin and its implementation might be in future a tool for improving protein composition of bovine milk through breeding programs.
引用
收藏
页码:399 / 401
页数:3
相关论文
共 11 条
[1]   Validation of a new reversed-phase high-performance liquid chromatography method for separation and quantification of bovine milk protein genetic variants [J].
Bonfatti, Valentina ;
Grigoletto, Luca ;
Cecchinato, Alessio ;
Gallo, Luigi ;
Carnier, Paolo .
JOURNAL OF CHROMATOGRAPHY A, 2008, 1195 (1-2) :101-106
[2]   Genetic parameters of milk coagulation properties and their relationships with milk yield and quality traits in Italian Holstein cows [J].
Cassandro, M. ;
Comin, A. ;
Ojala, M. ;
Dal Zotto, R. ;
De Marchi, M. ;
Gallo, L. ;
Carnier, P. ;
Bittante, G. .
JOURNAL OF DAIRY SCIENCE, 2008, 91 (01) :371-376
[3]   Effects of composite β- and K-casein genotypes on milk coagulation, quality, and yield traits in Italian Holstein cows [J].
Comin, A. ;
Cassandro, M. ;
Chessa, S. ;
Ojala, M. ;
Dal Zotto, R. ;
De Marchi, M. ;
Carnier, P. ;
Gallo, L. ;
Pagnacco, G. ;
Bittante, G. .
JOURNAL OF DAIRY SCIENCE, 2008, 91 (10) :4022-4027
[4]   Reproducibility and repeatability of measures of milk coagulation properties and predictive ability of mid-infrared reflectance spectroscopy [J].
Dal Zotto, R. ;
De Marchi, M. ;
Cecchinato, A. ;
Penasa, M. ;
Cassandro, M. ;
Carnier, P. ;
Gallo, L. ;
Bittante, G. .
JOURNAL OF DAIRY SCIENCE, 2008, 91 (10) :4103-4112
[5]   Prediction of coagulation properties, titratable acidity, and pH of bovine milk using mid-infrared spectroscopy [J].
De Marchi, M. ;
Fagan, C. C. ;
O'Donnell, C. P. ;
Cecchinato, A. ;
Dal Zotto, R. ;
Cassandro, M. ;
Penasa, M. ;
Bittante, G. .
JOURNAL OF DAIRY SCIENCE, 2009, 92 (01) :423-432
[6]   Effect of Holstein Friesian and Brown Swiss breeds on quality of milk and cheese [J].
De Marchi, M. ;
Bittante, G. ;
Dal Zotto, R. ;
Dalvit, C. ;
Cassandro, M. .
JOURNAL OF DAIRY SCIENCE, 2008, 91 (10) :4092-4102
[7]  
Diaz-Carrillo E., 1993, Journal of Near Infrared Spectroscopy, V1, P141
[8]   Fourier transform infrared spectrometric method for the rapid determination of casein in raw milk [J].
Hewavitharana, AK ;
vanBrakel, B .
ANALYST, 1997, 122 (07) :701-704
[9]   Robust methods for partial least squares regression [J].
Hubert, M ;
Vanden Branden, K .
JOURNAL OF CHEMOMETRICS, 2003, 17 (10) :537-549
[10]   Precalibration evaluation procedures for mid-infrared milk analyzers [J].
Lynch, J. M. ;
Barbano, D. M. ;
Schweisthal, M. ;
Fleming, J. R. .
JOURNAL OF DAIRY SCIENCE, 2006, 89 (07) :2761-2774