Mathematical Modeling of Lactobacillus Viridescens Growth in Vacuum Packed Sliced Ham under non Isothermal Conditions

Nathália Buss da Silva , Daniel Angelo Longhi , Wiaslan Figueiredo Martins , Gláucia Maria Falcão de Aragão , Bruno Augusto Mattar Carciofi
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引用次数: 4

Abstract

Lactic acid bacteria (LAB) are responsible for the spoilage of vacuum packed meat products, as ham. Temperature is the main factor affecting the microbial dynamics and its variation during the production, distribution and storage of foods is considerable. Thus, the use of mathematical models to describe the microbial behavior under variable temperatures can be very useful in predicting the food shelf life. This study evaluated the growth of Lactobacillus viridescens in sliced ham under non isothermal conditions, and assessed the predictive ability of the Baranyi and Roberts model using parameters obtained isothermally in culture medium (MRS). To obtain the BAL growth, the fresh ham piece was sterilized, sliced, inoculated with bacteria and stored in a temperature-controlled incubator. For the establishment of the secondary models, the primary model parameters were obtained isothermally in the culture medium at 4, 8, 12, 16, 20 and 30° C, in which there was no lag phase observed; the square root model was selected to describe the dependence of the μmax parameter (maximum specific growth rate) with the temperature, and the ymax parameter (maximum population) was represented by an average because there was no significant influence of the temperature. The mathematical models were validated with L. viridescens growth data in ham under five variable temperature conditions (NI-1 (4-8-12-16°C), NI-2 (12-16-20-25°C), NI-3 (25-20-16-12-8-4°C), NI-4 (16-12-8-4°C) and NI-5 (12-8-4-8-12°C)), and its predictive ability were assessed through statistical indexes (bias factor, accuracy factor and RMSE), with good results (bias factor between 0.9450 and 1.0326; accuracy factor between 1.0382 and 1.0682, and RMSE between 0.7641 and 1.3317), especially in increasing temperature, where the prediction was safe. The validated model can be used to estimate the shelf life of a commercial ham under different temperature conditions.

非等温条件下真空包装切片火腿中下降病毒乳杆菌生长的数学模型
乳酸菌(LAB)是导致真空包装肉类产品(如火腿)变质的罪魁祸首。温度是影响食品微生物动态的主要因素,其在食品生产、流通和储存过程中的变化是相当大的。因此,利用数学模型来描述微生物在变温度下的行为,对于预测食品的保质期是非常有用的。本研究在非等温条件下评估了降病毒乳杆菌在切片火腿中的生长情况,并利用在培养基(MRS)中等温获得的参数评估了Baranyi和Roberts模型的预测能力。为了获得BAL生长,将新鲜的火腿片消毒、切片、接种细菌并保存在温控培养箱中。二级模型的建立,一级模型参数在4、8、12、16、20和30℃的培养基中等温获得,其中没有观察到滞后期;最大比生长率μmax参数随温度的变化关系采用平方根模型,最大种群数ymax参数受温度影响不显著,取平均值。用5种不同温度条件下(NI-1(4-8-12-16°C)、NI-2(12-16-20-25°C)、NI-3(25-20-16-12-8-4°C)、NI-4(16-12-8-4°C)和NI-5(12-8-4-8-12°C)对数学模型进行了验证,并通过统计指标(偏差因子、精度因子和RMSE)对数学模型的预测能力进行了评价,偏差因子在0.9450 ~ 1.0326之间;精度因子在1.0382 ~ 1.0682之间,RMSE在0.7641 ~ 1.3317之间),特别是在温度升高时,预测是安全的。该模型可用于估算不同温度条件下商品火腿的保质期。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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