Total antioxidant activity of bovine milk: Phenotypic variation and predictive ability of mid-infrared spectroscopy

2019 ◽  
Vol 89 ◽  
pp. 105-110 ◽  
Author(s):  
Giovanni Niero ◽  
Mauro Penasa ◽  
Angela Costa ◽  
Sarah Currò ◽  
Giulio Visentin ◽  
...  
2020 ◽  
Vol 102 ◽  
pp. 104602 ◽  
Author(s):  
Giovanni Niero ◽  
Marco Franzoi ◽  
Vania Vigolo ◽  
Massimo Peruzzo ◽  
Martino Cassandro ◽  
...  

2018 ◽  
Vol 85 (1) ◽  
pp. 83-86 ◽  
Author(s):  
Massimo Malacarne ◽  
Giulio Visentin ◽  
Andrea Summer ◽  
Martino Cassandro ◽  
Mauro Penasa ◽  
...  

This Research Communication investigated the potential of mid-infrared spectroscopy to predict detailed mineral composition of bovine milk. A total of 153 bulk milk samples were analysed for contents of Ca, Cl, Cu, Fe, K, Mg, Na, P and Zn. Also, soluble and colloidal fractions of Ca, Mg and P were quantified. For each milk sample the mid-infrared spectrum was captured and stored. Prediction models were developed using partial least squares regression and the accuracy of prediction was evaluated using both cross- and external validation. The proportion of variance explained by the prediction models in cross-validation ranged from 34% (Na) to 77% (total P), and it ranged from 13% (soluble Mg) to 54% (Cl−) in external validation. The ratio of the standard deviation of each trait to the standard error of prediction in external validation, which is an indicator of the practical utility of the prediction model, was low and never greater than 2. Results from the current study supported the limited usefulness of mid-infrared spectroscopy to predict minerals present in low concentration in bulk milk. For major mineral components, results from the present research did not match previous findings demonstrating the need for further studies using larger reference datasets.


animal ◽  
2011 ◽  
Vol 5 (10) ◽  
pp. 1653-1658 ◽  
Author(s):  
M. De Marchi ◽  
M. Penasa ◽  
A. Cecchinato ◽  
M. Mele ◽  
P. Secchiari ◽  
...  

Animals ◽  
2020 ◽  
Vol 10 (12) ◽  
pp. 2372
Author(s):  
Giovanni Niero ◽  
Angela Costa ◽  
Marco Franzoi ◽  
Giulio Visentin ◽  
Martino Cassandro ◽  
...  

Food antioxidants enhance products shelf life and stability during technological treatments through the maintenance of their physical and chemical properties. Moreover, they are endowed with several positive effects on human health, including cell membranes preservation, enzyme functionality, and DNA integrity. Milk has been described in relation to a wide array of fat soluble and water-soluble antioxidant compounds, in particular vitamin A, C, and E, lactoferrin and peptides derived from casein and whey proteins. The total antioxidant activity (TAA) of milk is a novel and scarcely explored trait, defined as the sum of antioxidant contributions of the aforementioned compounds. On this background, the aims of the present study were to investigate the variability of milk TAA on a large scale exploiting predictions obtained through mid-infrared (MIR) spectroscopy and to estimate genetic parameters of this trait in Holstein cows. Individual milk samples were collected between January 2011 and December 2018 during the routine milk recording procedure. Samples were analysed for gross composition through MIR spectroscopy and MIR spectra were stored. Milk TAA was then predicted (pTAA) from the stored milk MIR spectra (111,653 test-day records of 9519 cows in 344 herds) using the previously developed prediction model; considering the prediction accuracy, pTAA might be considered a proxy of the TAA determined through the reference method. Overall, pTAA averaged 7.16 mmoL/L of Trolox equivalents, showed a nadir around 40 days after calving and increased thereafter, following a linear trend up to the end of lactation. The lowest pTAA was observed in milk sampled from June to September. Milk pTAA was heritable (0.401 ± 0.015) and genetically associated to fat yield (0.366 ± 0.049), crude protein (CP) yield (0.238 ± 0.052), fat percentage (0.616 ± 0.022) and CP percentage (0.754 ± 0.015). The official selection index of Italian Holstein put the 49% of the emphasis on fat and protein yield and percentage; therefore, it derives that an indirect favourable selection for milk pTAA should be already in progress in Italian Holstein population.


2017 ◽  
Vol 100 (3) ◽  
pp. 1640-1649 ◽  
Author(s):  
A. Fleming ◽  
F.S. Schenkel ◽  
J. Chen ◽  
F. Malchiodi ◽  
R.A. Ali ◽  
...  

2009 ◽  
Vol 92 (1) ◽  
pp. 423-432 ◽  
Author(s):  
M. De Marchi ◽  
C.C. Fagan ◽  
C.P. O’Donnell ◽  
A. Cecchinato ◽  
R. Dal Zotto ◽  
...  

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