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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Main Author: Sencer Buzrul
Format: Article
Language:English
Published: MDPI AG 2017-09-01
Series:Foods
Subjects:
Online Access:https://www.mdpi.com/2304-8158/6/9/79
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spelling doaj-6317ff6565534271aa134de5da49c1542020-11-24T21:47:53ZengMDPI AGFoods2304-81582017-09-01697910.3390/foods6090079foods6090079Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of MicroorganismsSencer Buzrul0Auditing Department, Tütün ve Alkol Piyasası Düzenleme Kurumu (TAPDK), 06520 Ankara, TurkeyModeling 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 log10 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 log10 (P5) inactivation was calculated for all the models above. The Shoulder model and Fermi equation produced exactly the same parameter and P5 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 (R2adj) and highest mean square error (MSE) values), while the Fermi equation had the best fit (the highest R2adj and lowest MSE values). Parameters of the models and also P5 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 P5 values at given conditions. The procedure given in this study can also be extended for enzyme inactivation by HHP.https://www.mdpi.com/2304-8158/6/9/79high pressureinactivation kineticspredictive microbiologydose-response curves
collection DOAJ
language English
format Article
sources DOAJ
author Sencer Buzrul
spellingShingle Sencer Buzrul
Evaluation of Different Dose-Response Models for High Hydrostatic Pressure Inactivation of Microorganisms
Foods
high pressure
inactivation kinetics
predictive microbiology
dose-response curves
author_facet Sencer Buzrul
author_sort Sencer Buzrul
title 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_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_sort evaluation of different dose-response models for high hydrostatic pressure inactivation of microorganisms
publisher MDPI AG
series Foods
issn 2304-8158
publishDate 2017-09-01
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 log10 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 log10 (P5) inactivation was calculated for all the models above. The Shoulder model and Fermi equation produced exactly the same parameter and P5 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 (R2adj) and highest mean square error (MSE) values), while the Fermi equation had the best fit (the highest R2adj and lowest MSE values). Parameters of the models and also P5 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 P5 values at given conditions. The procedure given in this study can also be extended for enzyme inactivation by HHP.
topic high pressure
inactivation kinetics
predictive microbiology
dose-response curves
url https://www.mdpi.com/2304-8158/6/9/79
work_keys_str_mv AT sencerbuzrul evaluationofdifferentdoseresponsemodelsforhighhydrostaticpressureinactivationofmicroorganisms
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