Characterization of the Microbiota Dynamics in Cold-Smoked Salmon Under Cold Chain Disruption Using 16S rRNA Amplicon Sequencing

Background/Objectives: Cold-smoked salmon (CSS) is a ready-to-eat product with minimal preservation hurdles and a microbiota shaped by raw-material contamination and processing environments. Short breaks in refrigeration commonly occur during shopping and transport, yet their microbiological impact remains unclear. Here, we used ASV-resolved 16S rRNA gene metataxonomics to characterize storage-driven microbiota dynamics in CSS—quantifying ASV-level genetic diversity and phylogeny-aware (UniFrac) community structure—and to evaluate the effect of a brief, consumer-mimicking 2 h room-temperature cold-chain disruption. Methods: Three CSS types (organic, conventional Norwegian, and conventional Scottish) were stored at 5 °C for 35 days. On day 16, half of each batch was exposed to 2 h at room temperature (RT) before analysis; paired controls remained refrigerated. Culture-based counts (total mesophiles, lactic acid bacteria, Photobacterium spp.; indicator/pathogen screens) were performed per ISO methods. Community profiling used 16S rRNA (V3–V4) amplicon sequencing with QIIME 2/DADA2 and SILVA taxonomy. Linear mixed effects modelled alpha diversity; beta diversity by PERMANOVA on UniFrac distances; differential abundance by ANCOM-BC. Results: ASV-resolved 16S rRNA gene profiles of CSS were dominated by Pseudomonadota and Bacillota, with storage-driven shifts and taxon-specific trajectories (e.g., increasing Latilactobacillus). Both time and product type significantly explained phylogeny-aware community structure (unweighted and weighted UniFrac), consistent with storage-driven phylogenetic convergence across products. At day 16, ASV-level genetic diversity (Shannon/Observed features) and genus-level composition did not differ between RT-disrupted and continuously refrigerated samples. Culture-dependent counts increased from baseline to day 16 and largely plateaued by day 35, with lactic acid bacteria in Norwegian CSS continuing to rise; no systematic effect of the 2 h RT exposure was observed in culture-based comparisons. Indicator/pathogen screens detected no unexpected pathogenic species throughout the study period. Conclusions: Refrigerated storage drives pronounced, phylogeny-aware microbiota shifts and cross-product convergence in cold-smoked salmon, whereas a single 2 h RT interruption at mid-storage did not measurably alter ASV-level genetic diversity or community structure under the tested conditions. Integrating culture-based enumeration with ASV-resolved 16S rRNA gene metataxonomics provides complementary insights for shelf-life evaluation and risk assessment in ready-to-eat seafood.

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Processes
Published
2026-01-28
DOI
https://doi.org/10.3390/pr14030452
Primary Topic
Meat and Animal Product Quality
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article
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article

Characterization of the Microbiota Dynamics in Cold-Smoked Salmon Under Cold Chain Disruption Using 16S rRNA Amplicon Sequencing

Ewelina Kiełek, Dave Baker, Adrian Wojtczak, Paulina Średnicka et al.
Processes
Meat and Animal Product Quality
article

Characterization of the Microbiota Dynamics in Cold-Smoked Salmon Under Cold Chain Disruption Using 16S rRNA Amplicon Sequencing

Ewelina Kiełek, Dave Baker, Adrian Wojtczak, Paulina Średnicka, Dziyana Shymialevich, Agnieszka Zapaśnik, Barbara Sokołowska, Joanna Bucka-Kolendo
article en

Abstract

Background/Objectives: Cold-smoked salmon (CSS) is a ready-to-eat product with minimal preservation hurdles and a microbiota shaped by raw-material contamination and processing environments. Short breaks in refrigeration commonly occur during shopping and transport, yet their microbiological impact remains unclear. Here, we used ASV-resolved 16S rRNA gene metataxonomics to characterize storage-driven microbiota dynamics in CSS—quantifying ASV-level genetic diversity and phylogeny-aware (UniFrac) community structure—and to evaluate the effect of a brief, consumer-mimicking 2 h room-temperature cold-chain disruption. Methods: Three CSS types (organic, conventional Norwegian, and conventional Scottish) were stored at 5 °C for 35 days. On day 16, half of each batch was exposed to 2 h at room temperature (RT) before analysis; paired controls remained refrigerated. Culture-based counts (total mesophiles, lactic acid bacteria, Photobacterium spp.; indicator/pathogen screens) were performed per ISO methods. Community profiling used 16S rRNA (V3–V4) amplicon sequencing with QIIME 2/DADA2 and SILVA taxonomy. Linear mixed effects modelled alpha diversity; beta diversity by PERMANOVA on UniFrac distances; differential abundance by ANCOM-BC. Results: ASV-resolved 16S rRNA gene profiles of CSS were dominated by Pseudomonadota and Bacillota, with storage-driven shifts and taxon-specific trajectories (e.g., increasing Latilactobacillus). Both time and product type significantly explained phylogeny-aware community structure (unweighted and weighted UniFrac), consistent with storage-driven phylogenetic convergence across products. At day 16, ASV-level genetic diversity (Shannon/Observed features) and genus-level composition did not differ between RT-disrupted and continuously refrigerated samples. Culture-dependent counts increased from baseline to day 16 and largely plateaued by day 35, with lactic acid bacteria in Norwegian CSS continuing to rise; no systematic effect of the 2 h RT exposure was observed in culture-based comparisons. Indicator/pathogen screens detected no unexpected pathogenic species throughout the study period. Conclusions: Refrigerated storage drives pronounced, phylogeny-aware microbiota shifts and cross-product convergence in cold-smoked salmon, whereas a single 2 h RT interruption at mid-storage did not measurably alter ASV-level genetic diversity or community structure under the tested conditions. Integrating culture-based enumeration with ASV-resolved 16S rRNA gene metataxonomics provides complementary insights for shelf-life evaluation and risk assessment in ready-to-eat seafood.

ProcessesVol. 14(3)
Quadram Institute (GB), Institute of Agricultural and Food Biotechnology (PL)
Openalex Percentile: Top 71%
Meat and Animal Product Quality
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