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 |
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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. |
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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 |
Author_xml | – sequence: 1 givenname: Cecile surname: Levasseur-Garcia fullname: Levasseur-Garcia, Cecile – sequence: 2 givenname: Christel surname: Couderc fullname: Couderc, Christel – sequence: 3 givenname: Helene surname: Tormo fullname: Tormo, Helene |
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Cites_doi | 10.1016/0022-2860(88)80152-2 10.1016/j.csda.2006.12.030 10.1099/00221287-144-5-1157 10.1016/j.fm.2010.08.009 10.1016/j.mimet.2014.04.012 10.1016/S0924-2031(03)00097-3 10.1046/j.1365-2672.2001.01327.x 10.1201/9781420018318 10.1093/femsre/fuw006 10.1016/0168-1605(96)01165-8 10.1128/JCM.39.5.1763-1770.2001 10.1016/j.mimet.2014.05.011 10.1002/mas.21359 10.1255/jnirs.1018 10.1093/glycob/11.3.25R 10.1111/j.1471-0307.1996.tb02489.x 10.1111/j.1365-2672.2005.02575.x 10.1099/00221287-137-1-69 10.1051/lait:2000137 10.1007/s00253-013-5087-3 10.1016/S0958-6946(03)00054-2 10.1051/dst:2008003 10.1016/j.mimet.2003.08.009 10.1016/S0168-1605(02)00258-1 10.1366/0003702001948619 10.1016/j.idairyj.2006.02.013 |
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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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Title | Discrimination of lactic acid bacteria Enterococcus and Lactococcus by infrared spectroscopy and multivariate techniques |
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