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Modelling the Adhesion and Biofilm Formation Boundary of Listeria monocytogenes ST9
Listeria monocytogenes is a major foodborne pathogen that can adhere to or form a biofilm on food contact surfaces, depending on the environmental conditions. The purpose of this work is to determine the adhesion and biofilm formation boundaries for L. monocytogenes ST9 under the combination environ...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9266252/ https://www.ncbi.nlm.nih.gov/pubmed/35804756 http://dx.doi.org/10.3390/foods11131940 |
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author | Hu, Lili Dong, Qingli Li, Zhuosi Ma, Yue Aslam, Muhammad Zohaib Liu, Yangtai |
author_facet | Hu, Lili Dong, Qingli Li, Zhuosi Ma, Yue Aslam, Muhammad Zohaib Liu, Yangtai |
author_sort | Hu, Lili |
collection | PubMed |
description | Listeria monocytogenes is a major foodborne pathogen that can adhere to or form a biofilm on food contact surfaces, depending on the environmental conditions. The purpose of this work is to determine the adhesion and biofilm formation boundaries for L. monocytogenes ST9 under the combination environments of temperature (5, 15, and 25 °C), NaCl concentration (0%, 3%, 6%, and 9% (w/v)) and pH (5.0, 6.0, 7.0, and 8.0). The probability models of adhesion and biofilm formation were built using the logistic regression. For adhesion, only the terms of linear T and NaCl are significant for L. monocytogenes ST9 (p < 0.05), whereas the terms of linear T, NaCl, and pH, and the interaction between T and pH were significant for biofilm formation (p < 0.05). By analyzing contour maps and their surface plots for two different states, we discovered that high temperature promoted adhesion and biofilm formation, whereas excessive NaCl concentration inhibited both of them. With a stringent threshold of 0.1667, the accuracy rate for identifying both adhesion/no-adhesion and biofilm formation/no-biofilm formation events were 0.929, indicating that the probability models are reasonably accurate in predicting the adhesion and biofilm formation boundary of L. monocytogenes ST9. The boundary model may provide a useful way for determining and further controlling L. monocytogenes adhesion and biofilm formation in various food processing environments. |
format | Online Article Text |
id | pubmed-9266252 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-92662522022-07-09 Modelling the Adhesion and Biofilm Formation Boundary of Listeria monocytogenes ST9 Hu, Lili Dong, Qingli Li, Zhuosi Ma, Yue Aslam, Muhammad Zohaib Liu, Yangtai Foods Article Listeria monocytogenes is a major foodborne pathogen that can adhere to or form a biofilm on food contact surfaces, depending on the environmental conditions. The purpose of this work is to determine the adhesion and biofilm formation boundaries for L. monocytogenes ST9 under the combination environments of temperature (5, 15, and 25 °C), NaCl concentration (0%, 3%, 6%, and 9% (w/v)) and pH (5.0, 6.0, 7.0, and 8.0). The probability models of adhesion and biofilm formation were built using the logistic regression. For adhesion, only the terms of linear T and NaCl are significant for L. monocytogenes ST9 (p < 0.05), whereas the terms of linear T, NaCl, and pH, and the interaction between T and pH were significant for biofilm formation (p < 0.05). By analyzing contour maps and their surface plots for two different states, we discovered that high temperature promoted adhesion and biofilm formation, whereas excessive NaCl concentration inhibited both of them. With a stringent threshold of 0.1667, the accuracy rate for identifying both adhesion/no-adhesion and biofilm formation/no-biofilm formation events were 0.929, indicating that the probability models are reasonably accurate in predicting the adhesion and biofilm formation boundary of L. monocytogenes ST9. The boundary model may provide a useful way for determining and further controlling L. monocytogenes adhesion and biofilm formation in various food processing environments. MDPI 2022-06-29 /pmc/articles/PMC9266252/ /pubmed/35804756 http://dx.doi.org/10.3390/foods11131940 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Hu, Lili Dong, Qingli Li, Zhuosi Ma, Yue Aslam, Muhammad Zohaib Liu, Yangtai Modelling the Adhesion and Biofilm Formation Boundary of Listeria monocytogenes ST9 |
title | Modelling the Adhesion and Biofilm Formation Boundary of Listeria monocytogenes ST9 |
title_full | Modelling the Adhesion and Biofilm Formation Boundary of Listeria monocytogenes ST9 |
title_fullStr | Modelling the Adhesion and Biofilm Formation Boundary of Listeria monocytogenes ST9 |
title_full_unstemmed | Modelling the Adhesion and Biofilm Formation Boundary of Listeria monocytogenes ST9 |
title_short | Modelling the Adhesion and Biofilm Formation Boundary of Listeria monocytogenes ST9 |
title_sort | modelling the adhesion and biofilm formation boundary of listeria monocytogenes st9 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9266252/ https://www.ncbi.nlm.nih.gov/pubmed/35804756 http://dx.doi.org/10.3390/foods11131940 |
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