# Assessing sequencing-based pathogen surveillance of a recreational swimming area in Oslo, Norway

**Authors:** Vegard Eldholm, Daniel Straume, Ola B. Brynildsrud

PMC · DOI: 10.1099/acmi.0.001062.v3 · Access Microbiology · 2026-02-27

## TL;DR

This study evaluates the use of DNA sequencing to detect harmful microbes in a popular Oslo swimming area, finding it effective for identifying certain pathogens and signs of sewage contamination.

## Contribution

The study introduces the combined use of long- and short-read sequencing for environmental pathogen surveillance in recreational waters.

## Key findings

- Metagenomic and full-length 16S sequencing effectively detected seasonal Vibrio pathogens.
- Rhodoferax abundance was identified as a potential indicator of sewage contamination.
- Metagenomic sequencing detected β-lactamases not captured by culturing methods.

## Abstract

Sequencing-based surveillance can enable rapid and sensitive detection of environmental pathogens. The Oslofjord inlet is relatively narrow and is exposed to substantial human activity, including occasional wastewater contamination. Restricted water exchange also allows for occasional summer heat spells with elevated water temperatures. Thus, infections stemming from wastewater contamination and seasonal opportunistic pathogens are potential health threats to recreational users of the fjord. In this pilot study, we assess the suitability of sequencing-based surveillance for the detection of pathogens at a popular urban location for recreational water activities, employing both long- and short-read sequencing platforms, paired with selective culturing. We find both metagenomic and full-length 16S sequencing to be promising tools for surveillance of seasonal opportunistic Vibrio pathogens. Furthermore, we identified Rhodoferax abundance to be a potentially attractive indicator of sewage contamination using low to medium-depth full-length 16S sequencing. Selective plating revealed minimal abundance of culturable extended-spectrum β-lactam-resistant bacteria, of which none were detected by metagenomic sequencing. Metagenomic analyses did, however, pick up several other β-lactamases in various bacterial taxa, including some that were closely related to those identified by selective plating and sequencing.

## Linked entities

- **Species:** Vibrio (taxon 662), Rhodoferax (taxon 28065)

## Full-text entities

- **Diseases:** AMR (MESH:D060467), ESBL (MESH:C579922), Vibrio infections (MESH:D014735), infections (MESH:D007239), GTDB (MESH:D042822)
- **Chemicals:** carbapenem (MESH:D015780), Water (MESH:D014867), metal (MESH:D008670), Agar (MESH:D000362), sucrose (MESH:D013395), CO2 (MESH:D002245), beta-lactam (MESH:D047090), bile salts (MESH:D001647), ChromoCult coliform (-)
- **Species:** Leptothrix (genus) [taxon 1907117], Mytilus edulis (blue mussel, species) [taxon 6550], Vibrio navarrensis (species) [taxon 29495], Citrobacter (genus) [taxon 544], Aeromonas (genus) [taxon 642], Klebsiella (genus) [taxon 570], activated sludge metagenome (species) [taxon 942017], Acinetobacter venetianus (species) [taxon 52133], Enterobacter (genus) [taxon 547], Vibrio anguillarum (species) [taxon 55601], Escherichia coli (E. coli, species) [taxon 562], Vibrio (genus) [taxon 662], Sediminicola (genus) [taxon 389486], Hydrogenophaga (genus) [taxon 47420], Pseudomonas tohonis (species) [taxon 2725477], Flavobacterium (genus) [taxon 237], Malikia (genus) [taxon 263066], Pseudomonas (RNA similarity group I, genus) [taxon 286], Flectobacillus (genus) [taxon 101], Marivivens (genus) [taxon 1759396], Pseudorhodobacter (genus) [taxon 238783], Shewanella (genus) [taxon 22], Synechococcus (genus) [taxon 1129], Rhodoferax (genus) [taxon 28065], Vibrio diazotrophicus (species) [taxon 685], Candidatus Pelagibacter (genus) [taxon 198251], Vibrio sp. (species) [taxon 678], Lentibacter (genus) [taxon 1434014], Homo sapiens (human, species) [taxon 9606], Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Limnohabitans (genus) [taxon 665874], Vibrio cholerae (species) [taxon 666]
- **Mutations:** M0287S, 31,603 bp. A

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12958363/full.md

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12958363/full.md

## References

27 references — full list in the complete paper: https://tomesphere.com/paper/PMC12958363/full.md

---
Source: https://tomesphere.com/paper/PMC12958363