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Longitudinal, Multi-Platform Metagenomics Yields a High-Quality Genomic Catalog and Guides an Model for Cheese Communities

Overview
Journal mSystems
Specialty Microbiology
Date 2023 Jan 9
PMID 36622155
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Abstract

Microbiomes are intricately intertwined with human health, geochemical cycles, and food production. While many microbiomes of interest are highly complex and experimentally intractable, cheese rind microbiomes have proven to be powerful model systems for the study of microbial interactions. To provide a more comprehensive view of the genomic potential and temporal dynamics of cheese rind communities, we combined longitudinal, multi-platform metagenomics of three ripening washed-rind cheeses with whole-genome sequencing of community isolates. Sequencing-based approaches revealed a highly reproducible microbial succession in each cheese and the coexistence of closely related species and enabled the prediction of plasmid and phage diversity and their host associations. In combination with culture-based approaches, we established a genomic catalog and a paired 16-member washed-rind cheese system. The combination of multi-platform metagenomic time-series data and an model provides a rich resource for further investigation of cheese rind microbiomes both computationally and experimentally. Metagenome sequencing can provide great insights into microbiome composition and function and help researchers develop testable hypotheses. Model microbiomes, such as those composed of cheese rind bacteria and fungi, allow the testing of these hypotheses in a controlled manner. Here, we first generated an extensive longitudinal metagenomic data set. This data set reveals successional dynamics, yields a phyla-spanning bacterial genomic catalog, associates mobile genetic elements with their hosts, and provides insights into functional enrichment of in the cheese environment. Next, we show that members of the washed-rind cheese microbiome lend themselves to community reconstruction. This paired metagenomic data and system can thus be used as a platform for generating and testing hypotheses related to the dynamics within, and the functions associated with, cheese rind microbiomes.

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References
1.
Zhang Y, Kastman E, Guasto J, Wolfe B . Fungal networks shape dynamics of bacterial dispersal and community assembly in cheese rind microbiomes. Nat Commun. 2018; 9(1):336. PMC: 5780524. DOI: 10.1038/s41467-017-02522-z. View

2.
McMurdie P, Holmes S . phyloseq: an R package for reproducible interactive analysis and graphics of microbiome census data. PLoS One. 2013; 8(4):e61217. PMC: 3632530. DOI: 10.1371/journal.pone.0061217. View

3.
Danecek P, Bonfield J, Liddle J, Marshall J, Ohan V, Pollard M . Twelve years of SAMtools and BCFtools. Gigascience. 2021; 10(2). PMC: 7931819. DOI: 10.1093/gigascience/giab008. View

4.
Bonham K, Wolfe B, Dutton R . Extensive horizontal gene transfer in cheese-associated bacteria. Elife. 2017; 6. PMC: 5526665. DOI: 10.7554/eLife.22144. View

5.
Eren A, Kiefl E, Shaiber A, Veseli I, Miller S, Schechter M . Community-led, integrated, reproducible multi-omics with anvi'o. Nat Microbiol. 2020; 6(1):3-6. PMC: 8116326. DOI: 10.1038/s41564-020-00834-3. View