Discrimination of lactic acid bacteria Enterococcus and Lactococcus by infrared spectroscopy and multivariate techniques

Raw milk is often described as a major source of lactic acid bacteria for indigenous lactic starter. These indigenous starters contribute to the sensorial quality of cheese. Raw milk, rich in Lactoccocus lactis may therefore be very interesting for the cheese making. Currently, the most commonly use...

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Published in:Journal of near infrared spectroscopy (United Kingdom) Vol. 25; no. 4; pp. 231 - 241
Main Authors: Levasseur-Garcia, Cecile, Couderc, Christel, Tormo, Helene
Format: Journal Article
Language:English
Published: London, England SAGE Publications 01-08-2017
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Abstract Raw milk is often described as a major source of lactic acid bacteria for indigenous lactic starter. These indigenous starters contribute to the sensorial quality of cheese. Raw milk, rich in Lactoccocus lactis may therefore be very interesting for the cheese making. Currently, the most commonly used methods to differentiate lactic acid bacteria, and particularly the closely related phenotypes Lactococcus and Enterococcus, are based on DNA sequencing, but the cost and time required for these analytical methods hinder their use for rapid screening of raw material. The present study therefore proposes a simple alternative method to identify and discriminate against Lactococcus and Enterococcus, at the genus, but also at the species level, that is based on collecting near infrared spectra directly from bacterial colonies in Petri dishes. The infrared spectra of 280 strains of Lactococcus and Enterococcus cultured on solid media were collected by using a spectrometer with a wavelength range of 908 to 1684 nm and a remote probe. The best Classification And Regression Trees models for genus and species discrimination gave an excellent classification rate of 87% on an external validation set (30 strains). Loading line plots, with prominent bands at 900–960 and 1270–1390 nm, confirmed that the source of variation was due to changes in the polysaccharides.
AbstractList Raw milk is often described as a major source of lactic acid bacteria for indigenous lactic starter. These indigenous starters contribute to the sensorial quality of cheese. Raw milk, rich in Lactoccocus lactis may therefore be very interesting for the cheese making. Currently, the most commonly used methods to differentiate lactic acid bacteria, and particularly the closely related phenotypes Lactococcus and Enterococcus, are based on DNA sequencing, but the cost and time required for these analytical methods hinder their use for rapid screening of raw material. The present study therefore proposes a simple alternative method to identify and discriminate against Lactococcus and Enterococcus, at the genus, but also at the species level, that is based on collecting near infrared spectra directly from bacterial colonies in Petri dishes. The infrared spectra of 280 strains of Lactococcus and Enterococcus cultured on solid media were collected by using a spectrometer with a wavelength range of 908 to 1684 nm and a remote probe. The best Classification And Regression Trees models for genus and species discrimination gave an excellent classification rate of 87% on an external validation set (30 strains). Loading line plots, with prominent bands at 900–960 and 1270–1390 nm, confirmed that the source of variation was due to changes in the polysaccharides.
Author Couderc, Christel
Tormo, Helene
Levasseur-Garcia, Cecile
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  givenname: Helene
  surname: Tormo
  fullname: Tormo, Helene
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CitedBy_id crossref_primary_10_1134_S0030400X21010057
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crossref_primary_10_1177_09670335211035992
crossref_primary_10_1177_09670335211006532
crossref_primary_10_1038_s41598_020_75478_8
Cites_doi 10.1016/0022-2860(88)80152-2
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Issue 4
Keywords Enterococcus
genera
Lactococcus
species
discrimination
lactic acid bacteria
infrared spectroscopy
Infrared spectroscopy
Lactic acid bacteria
Discrimination
spectroscopie de réflectance dans le proche infrarouge (NIRS)
méthode de détermination
lactobacillus
Species
Genera
Language English
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NIR Publications
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Snippet Raw milk is often described as a major source of lactic acid bacteria for indigenous lactic starter. These indigenous starters contribute to the sensorial...
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SubjectTerms Food engineering
Life Sciences
Title Discrimination of lactic acid bacteria Enterococcus and Lactococcus by infrared spectroscopy and multivariate techniques
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