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猪肉糜样本中、 spp.和之间的生长及相互作用建模。

Modeling the Growth and Interaction Between , spp., and in Minced Pork Samples.

作者信息

Cauchie Emilie, Delhalle Laurent, Baré Ghislain, Tahiri Assia, Taminiau Bernard, Korsak Nicolas, Burteau Sophie, Fall Papa Abdoulaye, Farnir Frédéric, Daube Georges

机构信息

Department of Food Sciences, Fundamental and Applied Research for Animal and Health, Faculty of Veterinary Medicine, University of Liège, Liège, Belgium.

Quality Partner sa, Liège, Belgium.

出版信息

Front Microbiol. 2020 Apr 9;11:639. doi: 10.3389/fmicb.2020.00639. eCollection 2020.

Abstract

The aim of this study was to obtain the growth parameters of specific spoilage micro-organisms previously isolated in minced pork (MP) samples and to develop a three-spoilage species interaction model under different storage conditions. Naturally contaminated samples were used to validate this approach by considering the effect of the food microbiota. Three groups of bacteria were inoculated on irradiated samples, in mono- and in co-culture experiments ( = 1152): , , and spp. ( and ). Samples were stored in two food packaging [food wrap and modified atmosphere packaging (CO 30%/O 70%)] at three isothermal conditions (4, 8, and 12°C). Analysis was carried out by using both 16S rRNA gene amplicon sequencing and classical microbiology in order to estimate bacterial counts during the storage period. Growth parameters were obtained by fitting primary (Baranyi) and secondary (square root) models. The food packaging shows the highest impact on bacterial growth rates, which in turn have the strongest influence on the shelf life of food products. Based on these results, a three-spoilage species interaction model was developed by using the modified Jameson-effect model and the Lotka Volterra (prey-predator) model. The modified Jameson-effect model showed slightly better performances, with 40-86% out of the observed counts falling into the Acceptable Simulation Zone (ASZ). It only concerns 14-48% for the prey-predator approach. These results can be explained by the fact that the dynamics of experimental and validation datasets seems to follow a Jameson behavior. On the other hand, the Lotka Volterra model is based on complex interaction factors, which are included in highly variable intervals. More datasets are probably needed to obtained reliable factors, and so better model fittings, especially for three- or more-spoilage species interaction models. Further studies are also needed to better understand the interaction of spoilage bacteria between them and in the presence of natural microbiota.

摘要

本研究的目的是获取先前在碎猪肉(MP)样本中分离出的特定腐败微生物的生长参数,并建立不同储存条件下的三种腐败菌相互作用模型。通过考虑食品微生物群的影响,使用天然污染的样本对该方法进行验证。在辐照样本上接种三组细菌,进行单培养和共培养实验(n = 1152):单核细胞增生李斯特菌、假单胞菌属和热杀索丝菌(嗜冷索丝菌和无害索丝菌)。样本分别储存在两种食品包装[保鲜膜和气调包装(CO₂ 30%/O₂ 70%)]中,在三个等温条件(4℃、8℃和12℃)下保存。通过使用16S rRNA基因扩增子测序和经典微生物学方法进行分析,以估计储存期间的细菌数量。通过拟合一级(Baranyi)和二级(平方根)模型获得生长参数。食品包装对细菌生长速率的影响最大,而细菌生长速率又对食品保质期有最强的影响。基于这些结果,使用修正的詹姆森效应模型和洛特卡 - 沃尔泰拉(捕食 - 猎物)模型建立了三种腐败菌相互作用模型。修正的詹姆森效应模型表现稍好,40 - 86%的观测计数落入可接受模拟区(ASZ)。捕食 - 猎物方法的这一比例仅为14 - 48%。这些结果可以通过以下事实来解释:实验数据集和验证数据集的动态似乎遵循詹姆森行为。另一方面,洛特卡 - 沃尔泰拉模型基于复杂的相互作用因素,这些因素包含在高度可变的区间内。可能需要更多的数据集来获得可靠的因素,从而得到更好的模型拟合,特别是对于三种或更多腐败菌相互作用模型。还需要进一步研究以更好地理解腐败菌之间以及在天然微生物群存在下的相互作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0445/7160237/60f9766718d5/fmicb-11-00639-g001.jpg

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