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模拟ST9的黏附与生物膜形成边界

Modelling the Adhesion and Biofilm Formation Boundary of ST9.

作者信息

Hu Lili, Dong Qingli, Li Zhuosi, Ma Yue, Aslam Muhammad Zohaib, Liu Yangtai

机构信息

School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China.

出版信息

Foods. 2022 Jun 29;11(13):1940. doi: 10.3390/foods11131940.

Abstract

Listeria monocytogenes is a major foodborne pathogen that can adhere to or form a biofilm on food contact surfaces, depending on the environmental conditions. The purpose of this work is to determine the adhesion and biofilm formation boundaries for L. monocytogenes ST9 under the combination environments of temperature (5, 15, and 25 °C), NaCl concentration (0%, 3%, 6%, and 9% (w/v)) and pH (5.0, 6.0, 7.0, and 8.0). The probability models of adhesion and biofilm formation were built using the logistic regression. For adhesion, only the terms of linear T and NaCl are significant for L. monocytogenes ST9 (p < 0.05), whereas the terms of linear T, NaCl, and pH, and the interaction between T and pH were significant for biofilm formation (p < 0.05). By analyzing contour maps and their surface plots for two different states, we discovered that high temperature promoted adhesion and biofilm formation, whereas excessive NaCl concentration inhibited both of them. With a stringent threshold of 0.1667, the accuracy rate for identifying both adhesion/no-adhesion and biofilm formation/no-biofilm formation events were 0.929, indicating that the probability models are reasonably accurate in predicting the adhesion and biofilm formation boundary of L. monocytogenes ST9. The boundary model may provide a useful way for determining and further controlling L. monocytogenes adhesion and biofilm formation in various food processing environments.

摘要

单核细胞增生李斯特菌是一种主要的食源性病原体,它能够根据环境条件附着于食品接触表面或在其上形成生物膜。本研究的目的是确定在温度(5、15和25℃)、NaCl浓度(0%、3%、6%和9%(w/v))以及pH值(5.0、6.0、7.0和8.0)的组合环境下,单核细胞增生李斯特菌ST9的黏附及生物膜形成界限。使用逻辑回归建立了黏附及生物膜形成的概率模型。对于黏附,仅线性温度(T)和NaCl项对单核细胞增生李斯特菌ST9有显著影响(p < 0.05),而对于生物膜形成,线性温度(T)、NaCl和pH项以及温度(T)与pH之间的相互作用均有显著影响(p < 0.05)。通过分析两种不同状态的等高线图及其表面图,我们发现高温促进黏附和生物膜形成,而过高的NaCl浓度则对二者均有抑制作用。设定严格阈值为0.1667时,识别黏附/无黏附以及生物膜形成/无生物膜形成事件的准确率为0.929,这表明概率模型在预测单核细胞增生李斯特菌ST9的黏附和生物膜形成界限方面具有较高的准确性。该界限模型可为确定并进一步控制各种食品加工环境中单核细胞增生李斯特菌的黏附和生物膜形成提供一种有用的方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/22a7/9266252/3dee569276dc/foods-11-01940-g001.jpg

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