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考虑不确定性的冷藏真空包装牛肉货架期预测。

Shelf life estimation of refrigerated vacuum packed beef accounting for uncertainty.

机构信息

Department of Food Science and Nutrition, Faculty of Food Engineering, University of Campinas, Campinas, SP, Brazil.

Food Microbiology, Wageningen University, PO Box 17, 6700 AA Wageningen, the Netherlands.

出版信息

Int J Food Microbiol. 2023 Nov 16;405:110345. doi: 10.1016/j.ijfoodmicro.2023.110345. Epub 2023 Aug 2.

DOI:10.1016/j.ijfoodmicro.2023.110345
PMID:37549599
Abstract

This study estimates the shelf life of vacuum packed beef meat (three muscles: striploin (longissimus thoracis et lumborum, LTL), tenderloin (psoas major, PM) and outside chuck (trapezius thoracis, TT)) at refrigeration temperatures (0 °C-10 °C) based on modelling the growth of two relevant groups of spoilage microorganisms: lactic acid bacteria (LAB) and Enterobacteriaceae. The growth models were developed combining a two-step and a one-step approach. The primary modelling was used to identify the parameters affecting the growth kinetics, guiding the definition of secondary growth models. For LAB, the secondary model included the effect of temperature and initial pH on the specific growth rate. On the other hand, the model for Enterobacteriaceae incorporated the effect of temperature on the specific growth rate and the lag phase; as well as the effect of the initial pH on the specific growth rate, the lag phase and the initial microbial count. We did not observe any significant effect of the type of muscle on the growth kinetics. Once the equations were defined, the models were fitted to the complete dataset using a one-step approach. Model validation was carried out by cross-validation, mitigating the impact of an arbitrary division between training and validation sets. The models were used to estimate the shelf life of the product, based on the maximum admissible microbial concentration (7 log CFU/g for LAB, 5 log CFU/g for Enterobacteriaceae). Although LAB was the dominant microbiota, in several cases, both LAB and Enterobacteriaceae reached the critical concentration practically at the same time. Furthermore, in some scenarios, the end of shelf life would be determined by Enterobacteriaceae, pointing at the potential importance of non-dominant microorganisms for product spoilage. These results can aid in the implementation of effective control measures in the meat processing industry.

摘要

本研究基于建模两种相关腐败微生物群(乳酸菌(LAB)和肠杆菌科)的生长,估算了真空包装牛肉(三块肌肉:里脊(胸最长肌和腰最长肌,LTL)、里脊(腰大肌,PM)和外肩肉(胸锁乳突肌,TT))在冷藏温度(0°C-10°C)下的保质期。生长模型是通过两步法和一步法相结合开发的。初步建模用于确定影响生长动力学的参数,指导二次生长模型的定义。对于 LAB,二次模型包括温度和初始 pH 值对比生长速率的影响。另一方面,肠杆菌科的模型纳入了温度对比生长速率和迟滞期的影响;以及初始 pH 值对比生长速率、迟滞期和初始微生物计数的影响。我们没有观察到肌肉类型对生长动力学有任何显著影响。一旦定义了方程,就使用一步法将模型拟合到完整数据集。通过交叉验证进行模型验证,减轻了训练集和验证集之间任意划分的影响。使用这些模型基于最大允许微生物浓度(LAB 为 7 log CFU/g,肠杆菌科为 5 log CFU/g)来估计产品的保质期。尽管 LAB 是主要的微生物群,但在几种情况下,LAB 和肠杆菌科实际上同时达到了临界浓度。此外,在某些情况下,保质期的结束将由肠杆菌科决定,这表明非优势微生物对产品变质的潜在重要性。这些结果可以帮助肉类加工行业实施有效的控制措施。

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