Assessment and Validation of Predictive Growth Models for Locally Isolated Salmonella enterica and Listeria monocytogenes in Alfalfa Sprouts at Various Temperatures

IF 1.9 4区 农林科学 Q4 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Nodali Ndraha, Chia Hsuan Lin, Goh Ai Ping, Gia Dieu Tran, Li-Ming Su, Chien Li Huang, Cheng-Quan Chen, Shwu-Jene Tsai, Hsin-I Hsiao
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引用次数: 0

Abstract

Sprouts are popular due to their high nutritional content, including vitamins, minerals, antioxidants, and enzymes. However, the conditions favorable for sprouting, such as warm and humid environments, are also ideal for the growth of bacteria, including food-borne pathogens. Here, we analyzed the growth and developed predictive models of locally isolated and commercial strains of Salmonella enterica and Listeria monocytogenes in alfalfa sprouts under various constant temperatures, ranging from 5°C to 25°C. Our findings indicated that these pathogens could grow at 5°C in sprouts, albeit with a low growth rate. A rapid increase in concentration occurred at temperatures of 10°C and above. The fitted models demonstrated high performance, with R2 values ranging from 0.964 to 0.997 and RMSE values ranging from 0.15 to 0.51, respectively. Based on the fitted values, bias factor (Af) values varied between 1.01 and 1.06, with all accuracy factor (Bf) values at 1.00. Acceptable prediction zone (APZ) values ranged from 81.8% to 100%. Validation of the models under dynamic temperature conditions for specific strains showed acceptable performance. This study enhances our understanding of S. enterica and L. monocytogenes growth in alfalfa sprouts. The findings of this study could be used to improve the risk assessment of these pathogens in alfalfa sprouts.

不同温度下苜蓿芽中局部分离的肠炎沙门氏菌和单核细胞增多性李斯特菌生长预测模型的评估和验证
芽苗菜营养成分高,包括维生素、矿物质、抗氧化剂和酶,因此很受欢迎。然而,发芽的有利条件,如温暖潮湿的环境,也是细菌(包括食源性致病菌)生长的理想环境。在此,我们分析了当地分离的肠炎沙门氏菌和单核细胞增生李斯特菌商业菌株在 5°C 至 25°C 不同恒温条件下在苜蓿芽中的生长情况,并建立了预测模型。我们的研究结果表明,这些病原体可以在 5°C 的温度下在芽菜中生长,尽管生长速度较低。当温度达到或超过 10°C 时,病菌浓度会迅速增加。拟合模型表现出很高的性能,R2 值从 0.964 到 0.997 不等,RMSE 值从 0.15 到 0.51 不等。根据拟合值,偏差因子 (Af) 值介于 1.01 和 1.06 之间,所有精度因子 (Bf) 值均为 1.00。可接受预测区(APZ)值在 81.8% 到 100% 之间。在特定菌株的动态温度条件下对模型进行的验证表明其性能是可以接受的。这项研究加深了我们对 S. enterica 和 L. monocytogenes 在苜蓿芽中生长的了解。这项研究的结果可用于改进对苜蓿芽中这些病原体的风险评估。
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来源期刊
Journal of Food Safety
Journal of Food Safety 工程技术-生物工程与应用微生物
CiteScore
5.30
自引率
0.00%
发文量
69
审稿时长
1 months
期刊介绍: The Journal of Food Safety emphasizes mechanistic studies involving inhibition, injury, and metabolism of food poisoning microorganisms, as well as the regulation of growth and toxin production in both model systems and complex food substrates. It also focuses on pathogens which cause food-borne illness, helping readers understand the factors affecting the initial detection of parasites, their development, transmission, and methods of control and destruction.
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