title: Effectiveness of mid-infrared spectroscopy for the prediction of detailed protein composition and contents of protein genetic variants of individual milk of Simmental cows.
abstract: Mid-infrared (MIR) spectroscopy was used to predict the detailed protein composition of 1,517 milk samples of Simmental cows. Contents of milk protein fractions and genetic variants were quantified by reversed-phase HPLC. The most accurate predictions were those obtained for total protein, casein (CN), α(S1)-CN, β-lactoglobulin (LG), glycosylated κ-CN, and whey protein content, which exhibited coefficients of determination between predicted and measured values in cross-validation (1-VR) ranging from 0.61 to 0.78. Less favorable were results for β-CN (1-VR=0.53), α(S2)-CN, and κ-CN (1-VR=0.49). Neither the content of α-LA nor that of γ-CN was accurately predicted by MIR. Predicting the content of the most common milk protein genetic variants (κ-CN A and B; β-CN A¹, A², and B; and β-LG A and B) was unfeasible (1-VR <0.15 for the content of κ-CN genetic variants and 1-VR <0.01 for the content of β-CN variants). The best predictions were obtained for β-LG A and β-LG B contents (1-VR of 0.60 and 0.44, respectively). Results indicated that MIR is not applicable for predicting individual milk protein composition with high accuracy. However, MIR spectroscopy predictions may play a role as indicator traits in selective breeding to enhance milk protein composition. The genetic correlation between MIR spectroscopy predictions and measures of milk protein composition needs to be investigated, as it affects the suitability of MIR spectroscopy predictions as indicator traits in selective breeding.
authors: Department of Animal Science, University of Padova, viale dell'Università 16, 35020 Legnaro, Padova, Italy. valentina.bonfatti@unipd.it
authors: V
authors: V
authors: Bonfatti
authors: G
authors: G
authors: Di Martino
authors: P
authors: P
authors: Carnier
mesh_terms: D000818:Animals; D002364:Caseins / Q000032:analysis / Q000235:genetics; D002417:Cattle / Q000235:genetics; D014644:Genetic Variation / Q000235:genetics; D007782:Lactoglobulins / Q000032:analysis / Q000235:genetics; D008892:Milk / Q000737:chemistry*; D008894:Milk Proteins / Q000032:analysis / Q000235:genetics*; D013055:Spectrophotometry, Infrared / Q000379:methods
chemical_list: D002364:Caseins; D007782:Lactoglobulins; D008894:Milk Proteins