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Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of Microorganisms

Modeling of microbial inactivation by high hydrostatic pressure (HHP) requires a plot of the log microbial count or survival ratio versus time data under a constant pressure and temperature. However, at low pressure and temperature values, very long holding times are needed to obtain measurable inac...

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Autor principal: Buzrul, Sencer
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5615291/
https://www.ncbi.nlm.nih.gov/pubmed/28880255
http://dx.doi.org/10.3390/foods6090079
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author Buzrul, Sencer
author_facet Buzrul, Sencer
author_sort Buzrul, Sencer
collection PubMed
description Modeling of microbial inactivation by high hydrostatic pressure (HHP) requires a plot of the log microbial count or survival ratio versus time data under a constant pressure and temperature. However, at low pressure and temperature values, very long holding times are needed to obtain measurable inactivation. Since the time has a significant effect on the cost of HHP processing it may be reasonable to fix the time at an appropriate value and quantify the inactivation with respect to pressure. Such a plot is called dose-response curve and it may be more beneficial than the traditional inactivation modeling since short holding times with different pressure values can be selected and used for the modeling of HHP inactivation. For this purpose, 49 dose-response curves (with at least 4 log(10) reduction and ≥5 data points including the atmospheric pressure value (P = 0.1 MPa), and with holding time ≤10 min) for HHP inactivation of microorganisms obtained from published studies were fitted with four different models, namely the Discrete model, Shoulder model, Fermi equation, and Weibull model, and the pressure value needed for 5 log(10) (P(5)) inactivation was calculated for all the models above. The Shoulder model and Fermi equation produced exactly the same parameter and P(5) values, while the Discrete model produced similar or sometimes the exact same parameter values as the Fermi equation. The Weibull model produced the worst fit (had the lowest adjusted determination coefficient (R(2)(adj)) and highest mean square error (MSE) values), while the Fermi equation had the best fit (the highest R(2)(adj) and lowest MSE values). Parameters of the models and also P(5) values of each model can be useful for the further experimental design of HHP processing and also for the comparison of the pressure resistance of different microorganisms. Further experiments can be done to verify the P(5) values at given conditions. The procedure given in this study can also be extended for enzyme inactivation by HHP.
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spelling pubmed-56152912017-09-28 Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of Microorganisms Buzrul, Sencer Foods Review Modeling of microbial inactivation by high hydrostatic pressure (HHP) requires a plot of the log microbial count or survival ratio versus time data under a constant pressure and temperature. However, at low pressure and temperature values, very long holding times are needed to obtain measurable inactivation. Since the time has a significant effect on the cost of HHP processing it may be reasonable to fix the time at an appropriate value and quantify the inactivation with respect to pressure. Such a plot is called dose-response curve and it may be more beneficial than the traditional inactivation modeling since short holding times with different pressure values can be selected and used for the modeling of HHP inactivation. For this purpose, 49 dose-response curves (with at least 4 log(10) reduction and ≥5 data points including the atmospheric pressure value (P = 0.1 MPa), and with holding time ≤10 min) for HHP inactivation of microorganisms obtained from published studies were fitted with four different models, namely the Discrete model, Shoulder model, Fermi equation, and Weibull model, and the pressure value needed for 5 log(10) (P(5)) inactivation was calculated for all the models above. The Shoulder model and Fermi equation produced exactly the same parameter and P(5) values, while the Discrete model produced similar or sometimes the exact same parameter values as the Fermi equation. The Weibull model produced the worst fit (had the lowest adjusted determination coefficient (R(2)(adj)) and highest mean square error (MSE) values), while the Fermi equation had the best fit (the highest R(2)(adj) and lowest MSE values). Parameters of the models and also P(5) values of each model can be useful for the further experimental design of HHP processing and also for the comparison of the pressure resistance of different microorganisms. Further experiments can be done to verify the P(5) values at given conditions. The procedure given in this study can also be extended for enzyme inactivation by HHP. MDPI 2017-09-07 /pmc/articles/PMC5615291/ /pubmed/28880255 http://dx.doi.org/10.3390/foods6090079 Text en © 2017 by the author. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Buzrul, Sencer
Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of Microorganisms
title Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of Microorganisms
title_full Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of Microorganisms
title_fullStr Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of Microorganisms
title_full_unstemmed Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of Microorganisms
title_short Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of Microorganisms
title_sort evaluation of different dose-response models for high hydrostatic pressure inactivation of microorganisms
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5615291/
https://www.ncbi.nlm.nih.gov/pubmed/28880255
http://dx.doi.org/10.3390/foods6090079
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