Metagenomic Insights into the Taxonomic and Functional Features of Traditional Fermented Milk Products from Russia

IF 4.2 2区 生物学 Q2 MICROBIOLOGY Microorganisms Pub Date : 2023-12-21 DOI:10.3390/microorganisms12010016
A. G. Elcheninov, K. Zayulina, A. Klyukina, Mariia K. Kremneva, I. Kublanov, T. Kochetkova
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Abstract

Fermented milk products (FMPs) contain probiotics that are live bacteria considered to be beneficial to human health due to the production of various bioactive molecules. In this study, nine artisanal FMPs (kefir, ayran, khurunga, shubat, two cottage cheeses, bryndza, khuruud and suluguni-like cheese) from different regions of Russia were characterized using metagenomics. A metagenomic sequencing of ayran, khurunga, shubat, khuruud and suluguni-like cheese was performed for the first time. The taxonomic profiling of metagenomic reads revealed that Lactococcus species, such as Lc. lactis and Lc. cremoris prevailed in khuruud, bryndza, one sample of cottage cheese and khurunga. The latter one together with suluguni-like cheese microbiome was dominated by bacteria, affiliated to Lactobacillus helveticus (32–35%). In addition, a high proportion of sequences belonging to the genera Lactobacillus, Lactococcus and Streptococcus but not classified at the species level were found in the suluguni-like cheese. Lactobacillus delbrueckii, as well as Streptococcus thermophilus constituted the majority in another cottage cheese, kefir and ayran metagenomes. The microbiome of shubat, produced from camel’s milk, was significantly distinctive, and Lentilactobacillus kefiri, Lactobacillus kefiranofaciens and Bifidobacterium mongoliense represented the dominant components (42, 7.4 and 5.6%, respectively). In total, 78 metagenome-assembled genomes with a completeness ≥ 50.2% and a contamination ≤ 8.5% were recovered: 61 genomes were assigned to the Enterococcaceae, Lactobacillaceae and Streptococcaceae families (the Lactobacillales order within Firmicutes), 4 to Bifidobacteriaceae (the Actinobacteriota phylum) and 2 to Acetobacteraceae (the Proteobacteria phylum). A metagenomic analysis revealed numerous genes, from 161 to 1301 in different products, encoding glycoside hydrolases and glycosyltransferases predicted to participate in lactose, alpha-glucans and peptidoglycan hydrolysis as well as exopolysaccharides synthesis. A large number of secondary metabolite biosynthetic gene clusters, such as lanthipeptides, unclassified bacteriocins, nonribosomal peptides and polyketide synthases were also detected. Finally, the genes involved in the synthesis of bioactive compounds like β-lactones, terpenes and furans, nontypical for fermented milk products, were also found. The metagenomes of kefir, ayran and shubat was shown to contain either no or a very low count of antibiotic resistance genes. Altogether, our results show that traditional indigenous fermented products are a promising source of novel probiotic bacteria with beneficial properties for medical and food industries.
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俄罗斯传统发酵乳产品分类和功能特征的元基因组学启示
发酵乳制品(FMPs)中含有益生菌,这些活菌因产生各种生物活性分子而被认为有益于人类健康。在这项研究中,利用元基因组学对来自俄罗斯不同地区的九种手工发酵乳制品(kefir、ayran、khurunga、shubat、两种家庭奶酪、bryndza、khuruud 和 suluguni-like 奶酪)进行了表征。首次对艾兰干酪、胡润干酪、舒巴特干酪、胡鲁德干酪和类苏鲁古干酪进行了元基因组测序。元基因组读数的分类剖析显示,乳酸球菌(如 Lc. lactis 和 Lc. cremoris)在 khuruud、bryndza、一个松软干酪样本和 khurunga 中占主导地位。后一种奶酪和类似苏鲁古尼奶酪的微生物组主要由 helveticus 乳杆菌(32-35%)的附属细菌组成。此外,在类苏鲁古干酪中还发现了大量属于乳酸杆菌属、乳球菌属和链球菌属的序列,但未进行物种分类。在另一种松软干酪、克菲尔干酪和艾兰干酪元基因组中,德尔布鲁贝克乳杆菌和嗜热链球菌占大多数。用骆驼奶生产的舒巴特奶酪的微生物组具有明显的独特性,其中主要的成分是 Lentilactobacillus kefiri、Lactobacillus kefiranofaciens 和 Bifidobacterium mongoliense(分别占 42%、7.4% 和 5.6%)。经元基因组组装的基因组共有 78 个,完整度≥ 50.2%,污染度≤ 8.5%:61 个基因组归属于肠球菌科、乳杆菌科和链球菌科(固着菌中的乳杆菌目),4 个归属于双歧杆菌科(放线菌门),2 个归属于醋杆菌科(变形菌门)。元基因组分析发现了许多编码糖苷水解酶和糖基转移酶的基因,不同产物的基因数量从 161 个到 1301 个不等,这些基因被认为参与了乳糖、α-葡聚糖和肽聚糖的水解以及外多糖的合成。此外,还发现了大量次级代谢物生物合成基因簇,如兰肽、未分类的细菌素、非核糖体肽和多酮合成酶。最后,还发现了参与合成生物活性化合物的基因,如β-内酯、萜烯和呋喃,这些都是发酵乳产品中不常见的。克菲尔、艾兰和舒巴特的元基因组不含抗生素抗性基因或抗生素抗性基因数量极少。总之,我们的研究结果表明,传统的本土发酵产品是新型益生菌的一个很有前景的来源,具有对医疗和食品行业有益的特性。
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来源期刊
Microorganisms
Microorganisms Medicine-Microbiology (medical)
CiteScore
7.40
自引率
6.70%
发文量
2168
审稿时长
20.03 days
期刊介绍: Microorganisms (ISSN 2076-2607) is an international, peer-reviewed open access journal which provides an advanced forum for studies related to prokaryotic and eukaryotic microorganisms, viruses and prions. It publishes reviews, research papers and communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Electronic files and software regarding the full details of the calculation or experimental procedure, if unable to be published in a normal way, can be deposited as supplementary electronic material.
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