MIR and Vis/NIR spectroscopy cannot authenticate organic bulk milk. Issue 1 (1st January 2021)
- Record Type:
- Journal Article
- Title:
- MIR and Vis/NIR spectroscopy cannot authenticate organic bulk milk. Issue 1 (1st January 2021)
- Main Title:
- MIR and Vis/NIR spectroscopy cannot authenticate organic bulk milk
- Authors:
- Manuelian, Carmen L.
Vigolo, Vania
Righi, Federico
Simoni, Marica
Burbi, Sara
De Marchi, Massimo - Abstract:
- Abstract: This study aimed to evaluate the feasibility of mid-infrared (MIR; 5000–900 cm −1 ) and visible/near-infrared (Vis/NIR; 400–2500 nm) spectroscopy to discriminate organic (ORG) from conventional (CONV) bulk milk. Samples ( n = 225) from 24 farms (ORG, n = 12; CONV, n = 12) located in the same area, mainly rearing Holstein-Friesian cows, under similar management conditions, except for ORG livestock spending a period of time on pasture, were collected from September 2019 to August 2020. Chemical composition of the lactation ration was similar between groups. Mid-infrared and Vis/NIR spectrum of each sample were collected. Principal component analysis (PCA) and partial least squares-discriminant analysis (PLS-DA) were done using R software. For the PLS-DA, records were divided in a train set (8 farms/group) and a test set (4 farms/group), and only wavelengths with VIP >1 were retained. The PCA was not able to discriminate both groups. The PLS-DA revealed an accuracy of the model in the test set of 54.1% and 62.9%, for MIR and Vis/NIR, respectively. In conclusion, both infrared regions performed similarly, and the moderate accuracy of the PLS-DA could be related to the similarity of the selected farms between both categories. Highlights: Infrared spectra from bulk milk samples of organic and conventional farms were similar. Low accuracy using partial least squares-discriminant analysis. Both MIR and Vis/NIR infrared regions performed similarly.
- Is Part Of:
- Italian journal of animal science. Volume 20:Issue 1(2021)
- Journal:
- Italian journal of animal science
- Issue:
- Volume 20:Issue 1(2021)
- Issue Display:
- Volume 20, Issue 1 (2021)
- Year:
- 2021
- Volume:
- 20
- Issue:
- 1
- Issue Sort Value:
- 2021-0020-0001-0000
- Page Start:
- 1810
- Page End:
- 1816
- Publication Date:
- 2021-01-01
- Subjects:
- Infrared -- organic milk -- PCA -- PLS-DA
Animal culture -- Periodicals
Livestock -- Italy -- Periodicals
Veterinary medicine -- Italy -- Periodicals
Animal culture
Livestock
Veterinary medicine
Italy
Periodicals
Periodicals
636.005 - Journal URLs:
- http://bibpurl.oclc.org/web/23047 http://www.aspajournal.it/default.htm ↗
http://search.ebscohost.com/direct.asp?db=a9h&jid=783N&scope=site ↗
http://www.aspajournal.it/ ↗
http://www.aspajournal.it/index.php/ijas ↗
http://www.tandfonline.com/loi/tjas20 ↗
http://www.tandfonline.com/loi/tjas20/current ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/1828051X.2021.1954559 ↗
- Languages:
- English
- ISSNs:
- 1828-051X
- Deposit Type:
- Legaldeposit
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