Modeling the growth and dynamics of uropathogenic Escherichia coli in sugarcane juice for shelf life predictions

IF 8 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Food Research International Pub Date : 2025-02-01 Epub Date: 2024-12-30 DOI:10.1016/j.foodres.2024.115603
Liu-Yean Goh , Ching-Wen Chang , Kuan-Hung Lu
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Abstract

In this study, we assessed the effects of temperature and dilution on uropathogenic Escherichia coli (UPEC) growth in sugarcane juice and modeled the kinetics for shelf life simulation. Diluted and undiluted sugarcane juice samples inoculated with a four-strain UPEC cocktail were stored at 4, 10, 15, 20, 30, and 40 °C to evaluate their growth during storage. Changes in UPEC growth were fitted using three primary models (Baranyi, Huang, and reparameterized Gompertz models), and two secondary models (Huang square-root and Ratkowsky square-root models) were selected to evaluate the effect of temperature on specific growth rates. The best-fitted models (reparameterized Gompertz and Huang square-root models) were validated by an additional experiment under isothermal storage (35 °C). Combining differential forms of the Baranyi model, the prediction performances of these models were further validated under storage at dynamic temperature profiles (15 to 37 °C in 4-h cycles). Results revealed that UPEC growth was observed in diluted and undiluted juice samples at storage temperatures of 15 to 40 °C. No growth of UPEC was found in either type of juice at storage temperatures below 10 °C. The estimated minimum growth temperatures (Tmin) of UPEC in sugarcane juice and diluted juice were 10.7 and 11.2 °C, respectively. Validation results showed that the model perfectly estimated UPEC growth under isothermal conditions in both types of sugarcane juice (proportion of prediction error (pPE) = 1.00). Predictions of dynamic conditions in sugarcane juice (pPE = 0.73) and diluted juice (pPE = 0.91) were acceptable, at pPE > 0.7. Using the model, shelf life charts were derived based on the time to reach a certain microbial concentration. In conclusion, these results together with shelf life charts provide valuable information for the food industry to enhance sugarcane juice safety.

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模拟尿路致病性大肠杆菌在甘蔗汁中的生长和动态,用于货架期预测。
在这项研究中,我们评估了温度和稀释对甘蔗汁中尿路致病性大肠杆菌(UPEC)生长的影响,并建立了货架期模拟的动力学模型。用四种菌株UPEC鸡尾酒接种的稀释和未稀释的甘蔗汁样品分别在4、10、15、20、30和40°C保存,以评估它们在储存期间的生长情况。采用三个主要模型(Baranyi、Huang和重新参数化的Gompertz模型)拟合UPEC生长的变化,并选择两个次要模型(Huang平方根和Ratkowsky平方根模型)来评估温度对比生长率的影响。最佳拟合模型(重新参数化的Gompertz和Huang平方根模型)在等温储存(35°C)下进行了额外的实验验证。结合不同形式的Baranyi模型,在动态温度(15 ~ 37℃,4 h循环)下进一步验证了这些模型的预测性能。结果表明,在15 ~ 40℃的储存温度下,稀释和未稀释的果汁样品中都观察到UPEC的生长。在低于10°C的储存温度下,两种果汁都没有发现UPEC的生长。UPEC在甘蔗汁和稀释汁中的最低生长温度(Tmin)分别为10.7℃和11.2℃。验证结果表明,该模型能较好地预测两种甘蔗汁在等温条件下的UPEC生长情况(预测误差比例(pPE) = 1.00)。甘蔗汁(pPE = 0.73)和稀释汁(pPE = 0.91)的动态条件预测是可以接受的,pPE为>.7。利用该模型,根据达到一定微生物浓度所需的时间,导出了保质期图。总之,这些结果和保质期图表为食品工业提高甘蔗汁的安全性提供了有价值的信息。
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来源期刊
Food Research International
Food Research International 工程技术-食品科技
CiteScore
12.50
自引率
7.40%
发文量
1183
审稿时长
79 days
期刊介绍: Food Research International serves as a rapid dissemination platform for significant and impactful research in food science, technology, engineering, and nutrition. The journal focuses on publishing novel, high-quality, and high-impact review papers, original research papers, and letters to the editors across various disciplines in the science and technology of food. Additionally, it follows a policy of publishing special issues on topical and emergent subjects in food research or related areas. Selected, peer-reviewed papers from scientific meetings, workshops, and conferences on the science, technology, and engineering of foods are also featured in special issues.
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