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Explorative Multivariate Analyses of 16S rRNA Gene Data from Microbial Communities in Modified-Atmosphere-Packed Salmon and Coalfish

机译:改良包装鲑鱼和Coal鱼中微生物群落的16S rRNA基因数据的探索性多元分析

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摘要

Modified-atmosphere packaging (MAP) of foods in combination with low-temperature storage extends product shelf life by limiting microbial growth. We investigated the microbial biodiversity of MAP salmon and coalfish by using an explorative approach and analyzing both the total amounts of bacteria and the microbial group composition (both aerobic and anaerobic bacteria). Real-time PCR analyses revealed a surprisingly large difference in the microbial loads for the different fish samples. The microbial composition was determined by examining partial 16S rRNA gene sequences from 180 bacterial isolates, as well as by performing terminal restriction fragment length polymorphism analysis and cloning 92 sequences from PCR products of DNA directly retrieved from the fish matrix. Twenty different bacterial groups were identified. Partial least-squares (PLS) regression was used to relate the major groups of bacteria identified to the fish matrix and storage time. A strong association of coalfish with Photobacterium phosphoreum was observed. Brochothrix spp. and Carnobacterium spp., on the other hand, were associated with salmon. These bacteria dominated the fish matrixes after a storage period. Twelve Carnobacterium isolates were identified as either Carnobacterium piscicola (five isolates) or Carnobacterium divergens (seven isolates), while the eight Brochothrix isolates were identified as Brochothrix thermosphacta by full-length 16S rRNA gene sequencing. Principal-component analyses and PLS analysis of the growth characteristics (with 49 different substrates) showed that C. piscicola had distinct substrate requirements, while the requirements of B. thermosphacta and C. piscicola were quite divergent. In conclusion, our explorative multivariate approach gave a picture of the total microbial biodiversity in MAP fish that was more comprehensive than the picture that could be obtained previously. Such information is crucial in controlled food production when, for example, the hazard analysis of critical control points principle is used.
机译:食品的气调包装(MAP)与低温存储相结合,可通过限制微生物的生长来延长产品的保质期。我们使用探索性方法并分析了细菌总数和微生物组组成(需氧和厌氧细菌),调查了MAP鲑鱼和煤鱼的微生物多样性。实时PCR分析显示,不同鱼类样品的微生物负荷差异出乎意料的大。通过检查来自180个细菌分离株的部分16S rRNA基因序列,以及通过进行末端限制性片段长度多态性分析和从直接从鱼类基质中检索的DNA的PCR产物克隆92个序列,确定微生物的组成。鉴定了二十个不同的细菌组。使用偏最小二乘(PLS)回归将识别出的主要细菌群与鱼类基质和储存时间相关联。观察到了coal鱼与发光细菌磷的强烈关联。拟杆菌属另一方面,Carnobacterium spp。和鲑鱼有关。在储存一段时间后,这些细菌主导了鱼的基质。通过全长16S rRNA基因测序,十二种食肉杆菌分离株被鉴定为Piscicola食肉杆菌(五个分离株)或分枝食杆菌(七个分离株),而八种Brochothrix分离菌被鉴定为嗜热芽孢杆菌。主成分分析和PLS分析生长特征(使用49种不同的底物)表明,C。piscicola具有不同的底物要求,而B. thermosphacta和C. piscicola的要求差异很大。总之,我们的探索性多元方法给出了MAP鱼中总微生物生物多样性的图,比以前获得的图更全面。例如,当使用关键控制点原理的危害分析时,此类信息对于受控食品的生产至关重要。

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