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A Novel Approach to Predict the Growth of Staphylococcus aureus on Rice Cake
This study aimed to investigate the growth kinetics of Staphylococcus aureus on rice cake and to determine the shelf life based on the probability model of the increase in S. aureus contamination on rice cake. Secondary models were developed based on the growth parameters derived from the Baranyi mo...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5479919/ https://www.ncbi.nlm.nih.gov/pubmed/28690596 http://dx.doi.org/10.3389/fmicb.2017.01140 |
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author | Wang, Jun Koseki, Shige Chung, Mi-Ja Oh, Deog-Hwan |
author_facet | Wang, Jun Koseki, Shige Chung, Mi-Ja Oh, Deog-Hwan |
author_sort | Wang, Jun |
collection | PubMed |
description | This study aimed to investigate the growth kinetics of Staphylococcus aureus on rice cake and to determine the shelf life based on the probability model of the increase in S. aureus contamination on rice cake. Secondary models were developed based on the growth parameters derived from the Baranyi model at constant temperatures (15, 25, 35, and 45°C). External validation was then conducted using additional data under experimental conditions not used in development of the models to verify the performance and reliability of the developed model through different goodness-of-fit indices. Furthermore, the growth of S. aureus on rice cake under dynamic temperature was obtained with the root mean square error (RMSE) of 0.218 and the 90.9% acceptable prediction rate. In addition, probability models of the 1-, 2-, 3-, and 4-log increases of S. aureus on rice cake were also developed from the data, which could provide the probability and the time to a certain log increase. The results of validation demonstrated that the developed predictive model and the obtained growth parameters could be used for evaluating the growth behavior of S. aureus on rice cake under different conditions, and qualified to supply sufficient information for microbiological risk assessment studies of S. aureus on rice cake in Korea. |
format | Online Article Text |
id | pubmed-5479919 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-54799192017-07-07 A Novel Approach to Predict the Growth of Staphylococcus aureus on Rice Cake Wang, Jun Koseki, Shige Chung, Mi-Ja Oh, Deog-Hwan Front Microbiol Microbiology This study aimed to investigate the growth kinetics of Staphylococcus aureus on rice cake and to determine the shelf life based on the probability model of the increase in S. aureus contamination on rice cake. Secondary models were developed based on the growth parameters derived from the Baranyi model at constant temperatures (15, 25, 35, and 45°C). External validation was then conducted using additional data under experimental conditions not used in development of the models to verify the performance and reliability of the developed model through different goodness-of-fit indices. Furthermore, the growth of S. aureus on rice cake under dynamic temperature was obtained with the root mean square error (RMSE) of 0.218 and the 90.9% acceptable prediction rate. In addition, probability models of the 1-, 2-, 3-, and 4-log increases of S. aureus on rice cake were also developed from the data, which could provide the probability and the time to a certain log increase. The results of validation demonstrated that the developed predictive model and the obtained growth parameters could be used for evaluating the growth behavior of S. aureus on rice cake under different conditions, and qualified to supply sufficient information for microbiological risk assessment studies of S. aureus on rice cake in Korea. Frontiers Media S.A. 2017-06-22 /pmc/articles/PMC5479919/ /pubmed/28690596 http://dx.doi.org/10.3389/fmicb.2017.01140 Text en Copyright © 2017 Wang, Koseki, Chung and Oh. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Microbiology Wang, Jun Koseki, Shige Chung, Mi-Ja Oh, Deog-Hwan A Novel Approach to Predict the Growth of Staphylococcus aureus on Rice Cake |
title | A Novel Approach to Predict the Growth of Staphylococcus aureus on Rice Cake |
title_full | A Novel Approach to Predict the Growth of Staphylococcus aureus on Rice Cake |
title_fullStr | A Novel Approach to Predict the Growth of Staphylococcus aureus on Rice Cake |
title_full_unstemmed | A Novel Approach to Predict the Growth of Staphylococcus aureus on Rice Cake |
title_short | A Novel Approach to Predict the Growth of Staphylococcus aureus on Rice Cake |
title_sort | novel approach to predict the growth of staphylococcus aureus on rice cake |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5479919/ https://www.ncbi.nlm.nih.gov/pubmed/28690596 http://dx.doi.org/10.3389/fmicb.2017.01140 |
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