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Establishment and Application of a Predictive Growth Kinetic Model of Salmonella with the Appearance of Two Other Dominant Background Bacteria in Fresh Pork
To better guide microbial risk management and control, growth kinetic models of Salmonella with the coexistence of two other dominant background bacteria in pork were constructed. Sterilized pork cutlets were inoculated with a cocktail of Salmonella Derby (S. Derby), Pseudomonas aeruginosa (P. aerug...
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/PMC9696609/ https://www.ncbi.nlm.nih.gov/pubmed/36431773 http://dx.doi.org/10.3390/molecules27227673 |
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author | Zhao, Ge Yang, Tengteng Cheng, Huimin Wang, Lin Liu, Yunzhe Gao, Yubin Zhao, Jianmei Liu, Na Huang, Xiumei Liu, Junhui Zhang, Xiyue Xu, Ying Wang, Jun Wang, Junwei |
author_facet | Zhao, Ge Yang, Tengteng Cheng, Huimin Wang, Lin Liu, Yunzhe Gao, Yubin Zhao, Jianmei Liu, Na Huang, Xiumei Liu, Junhui Zhang, Xiyue Xu, Ying Wang, Jun Wang, Junwei |
author_sort | Zhao, Ge |
collection | PubMed |
description | To better guide microbial risk management and control, growth kinetic models of Salmonella with the coexistence of two other dominant background bacteria in pork were constructed. Sterilized pork cutlets were inoculated with a cocktail of Salmonella Derby (S. Derby), Pseudomonas aeruginosa (P. aeruginosa), and Escherichia coli (E. coli), and incubated at various temperatures (4–37 °C). The predictive growth models were developed based on the observed growth data. By comparing R(2) of primary models, Baranyi models were preferred to fit the growth curves of S. Derby and P. aeruginosa, while the Huang model was preferred for E. coli (all R(2) ≥ 0.997). The secondary Ratkowsky square root model can well describe the relationship between temperature and μ(max) (all R(2) ≥ 0.97) or Lag (all R(2) ≥ 0.98). Growth models were validated by the actual test values, with B(f) and A(f) close to 1, and MSE around 0.001. The time for S. Derby to reach a pathogenic dose (10(5) CFU/g) at each temperature in pork was predicted accordingly and found to be earlier than the time when the pork began to be judged nearly fresh according to the sensory indicators. Therefore, the predictive microbiology model can be applied to more accurately predict the shelf life of pork to secure its quality and safety. |
format | Online Article Text |
id | pubmed-9696609 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96966092022-11-26 Establishment and Application of a Predictive Growth Kinetic Model of Salmonella with the Appearance of Two Other Dominant Background Bacteria in Fresh Pork Zhao, Ge Yang, Tengteng Cheng, Huimin Wang, Lin Liu, Yunzhe Gao, Yubin Zhao, Jianmei Liu, Na Huang, Xiumei Liu, Junhui Zhang, Xiyue Xu, Ying Wang, Jun Wang, Junwei Molecules Article To better guide microbial risk management and control, growth kinetic models of Salmonella with the coexistence of two other dominant background bacteria in pork were constructed. Sterilized pork cutlets were inoculated with a cocktail of Salmonella Derby (S. Derby), Pseudomonas aeruginosa (P. aeruginosa), and Escherichia coli (E. coli), and incubated at various temperatures (4–37 °C). The predictive growth models were developed based on the observed growth data. By comparing R(2) of primary models, Baranyi models were preferred to fit the growth curves of S. Derby and P. aeruginosa, while the Huang model was preferred for E. coli (all R(2) ≥ 0.997). The secondary Ratkowsky square root model can well describe the relationship between temperature and μ(max) (all R(2) ≥ 0.97) or Lag (all R(2) ≥ 0.98). Growth models were validated by the actual test values, with B(f) and A(f) close to 1, and MSE around 0.001. The time for S. Derby to reach a pathogenic dose (10(5) CFU/g) at each temperature in pork was predicted accordingly and found to be earlier than the time when the pork began to be judged nearly fresh according to the sensory indicators. Therefore, the predictive microbiology model can be applied to more accurately predict the shelf life of pork to secure its quality and safety. MDPI 2022-11-08 /pmc/articles/PMC9696609/ /pubmed/36431773 http://dx.doi.org/10.3390/molecules27227673 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 Zhao, Ge Yang, Tengteng Cheng, Huimin Wang, Lin Liu, Yunzhe Gao, Yubin Zhao, Jianmei Liu, Na Huang, Xiumei Liu, Junhui Zhang, Xiyue Xu, Ying Wang, Jun Wang, Junwei Establishment and Application of a Predictive Growth Kinetic Model of Salmonella with the Appearance of Two Other Dominant Background Bacteria in Fresh Pork |
title | Establishment and Application of a Predictive Growth Kinetic Model of Salmonella with the Appearance of Two Other Dominant Background Bacteria in Fresh Pork |
title_full | Establishment and Application of a Predictive Growth Kinetic Model of Salmonella with the Appearance of Two Other Dominant Background Bacteria in Fresh Pork |
title_fullStr | Establishment and Application of a Predictive Growth Kinetic Model of Salmonella with the Appearance of Two Other Dominant Background Bacteria in Fresh Pork |
title_full_unstemmed | Establishment and Application of a Predictive Growth Kinetic Model of Salmonella with the Appearance of Two Other Dominant Background Bacteria in Fresh Pork |
title_short | Establishment and Application of a Predictive Growth Kinetic Model of Salmonella with the Appearance of Two Other Dominant Background Bacteria in Fresh Pork |
title_sort | establishment and application of a predictive growth kinetic model of salmonella with the appearance of two other dominant background bacteria in fresh pork |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9696609/ https://www.ncbi.nlm.nih.gov/pubmed/36431773 http://dx.doi.org/10.3390/molecules27227673 |
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