
Strain-level characterization of foodborne pathogens without culture enrichment for outbreak investigation using shotgun metagenomics facilitated with nanopore adaptive sampling
- Author
- Florence Buytaers, Bavo Verhaegen (UGent) , Tom Van Nieuwenhuysen (UGent) , Nancy H. C. Roosens, Kevin Vanneste, Kathleen Marchal (UGent) and Sigrid C. J. De Keersmaecker
- Organization
- Abstract
- Introduction Shotgun metagenomics has previously proven effective in the investigation of foodborne outbreaks by providing rapid and comprehensive insights into the microbial contaminant. However, culture enrichment of the sample has remained a prerequisite, despite the potential impact on pathogen detection resulting from the growth competition. To circumvent the need for culture enrichment, we explored the use of adaptive sampling using various databases for a targeted nanopore sequencing, compared to shotgun metagenomics alone.Methods The adaptive sampling method was first tested on DNA of mashed potatoes mixed with DNA of a Staphylococcus aureus strain previously associated with a foodborne outbreak. The selective sequencing was used to either deplete the potato sequencing reads or enrich for the pathogen sequencing reads, and compared to a shotgun sequencing. Then, living S. aureus were spiked at 105 CFU into 25 g of mashed potatoes. Three DNA extraction kits were tested, in combination with enrichment using adaptive sampling, following whole genome amplification. After data analysis, the possibility to characterize the contaminant with the different sequencing and extraction methods, without culture enrichment, was assessed.Results Overall, the adaptive sampling outperformed the shotgun sequencing. While the use of a host removal DNA extraction kit and targeted sequencing using a database of foodborne pathogens allowed rapid detection of the pathogen, the most complete characterization was achieved when using solely a database of S. aureus combined with a conventional DNA extraction kit, enabling accurate placement of the strain on a phylogenetic tree alongside outbreak cases.Discussion This method shows great potential for strain-level analysis of foodborne outbreaks without the need for culture enrichment, thereby enabling faster investigations and facilitating precise pathogen characterization. The integration of adaptive sampling with metagenomics presents a valuable strategy for more efficient and targeted analysis of microbial communities in foodborne outbreaks, contributing to improved food safety and public health.
- Keywords
- metagenomics, nanopore, adaptive sampling, Staphylococcus aureus, food, STAPHYLOCOCCUS-AUREUS, ESCHERICHIA-COLI, FOOD
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Please use this url to cite or link to this publication: http://hdl.handle.net/1854/LU-01HSTK7SQ976GFM2VDWV5PN5BX
- MLA
- Buytaers, Florence, et al. “Strain-Level Characterization of Foodborne Pathogens without Culture Enrichment for Outbreak Investigation Using Shotgun Metagenomics Facilitated with Nanopore Adaptive Sampling.” FRONTIERS IN MICROBIOLOGY, vol. 15, 2024, doi:10.3389/fmicb.2024.1330814.
- APA
- Buytaers, F., Verhaegen, B., Van Nieuwenhuysen, T., Roosens, N. H. C., Vanneste, K., Marchal, K., & De Keersmaecker, S. C. J. (2024). Strain-level characterization of foodborne pathogens without culture enrichment for outbreak investigation using shotgun metagenomics facilitated with nanopore adaptive sampling. FRONTIERS IN MICROBIOLOGY, 15. https://doi.org/10.3389/fmicb.2024.1330814
- Chicago author-date
- Buytaers, Florence, Bavo Verhaegen, Tom Van Nieuwenhuysen, Nancy H. C. Roosens, Kevin Vanneste, Kathleen Marchal, and Sigrid C. J. De Keersmaecker. 2024. “Strain-Level Characterization of Foodborne Pathogens without Culture Enrichment for Outbreak Investigation Using Shotgun Metagenomics Facilitated with Nanopore Adaptive Sampling.” FRONTIERS IN MICROBIOLOGY 15. https://doi.org/10.3389/fmicb.2024.1330814.
- Chicago author-date (all authors)
- Buytaers, Florence, Bavo Verhaegen, Tom Van Nieuwenhuysen, Nancy H. C. Roosens, Kevin Vanneste, Kathleen Marchal, and Sigrid C. J. De Keersmaecker. 2024. “Strain-Level Characterization of Foodborne Pathogens without Culture Enrichment for Outbreak Investigation Using Shotgun Metagenomics Facilitated with Nanopore Adaptive Sampling.” FRONTIERS IN MICROBIOLOGY 15. doi:10.3389/fmicb.2024.1330814.
- Vancouver
- 1.Buytaers F, Verhaegen B, Van Nieuwenhuysen T, Roosens NHC, Vanneste K, Marchal K, et al. Strain-level characterization of foodborne pathogens without culture enrichment for outbreak investigation using shotgun metagenomics facilitated with nanopore adaptive sampling. FRONTIERS IN MICROBIOLOGY. 2024;15.
- IEEE
- [1]F. Buytaers et al., “Strain-level characterization of foodborne pathogens without culture enrichment for outbreak investigation using shotgun metagenomics facilitated with nanopore adaptive sampling,” FRONTIERS IN MICROBIOLOGY, vol. 15, 2024.
@article{01HSTK7SQ976GFM2VDWV5PN5BX, abstract = {{Introduction Shotgun metagenomics has previously proven effective in the investigation of foodborne outbreaks by providing rapid and comprehensive insights into the microbial contaminant. However, culture enrichment of the sample has remained a prerequisite, despite the potential impact on pathogen detection resulting from the growth competition. To circumvent the need for culture enrichment, we explored the use of adaptive sampling using various databases for a targeted nanopore sequencing, compared to shotgun metagenomics alone.Methods The adaptive sampling method was first tested on DNA of mashed potatoes mixed with DNA of a Staphylococcus aureus strain previously associated with a foodborne outbreak. The selective sequencing was used to either deplete the potato sequencing reads or enrich for the pathogen sequencing reads, and compared to a shotgun sequencing. Then, living S. aureus were spiked at 105 CFU into 25 g of mashed potatoes. Three DNA extraction kits were tested, in combination with enrichment using adaptive sampling, following whole genome amplification. After data analysis, the possibility to characterize the contaminant with the different sequencing and extraction methods, without culture enrichment, was assessed.Results Overall, the adaptive sampling outperformed the shotgun sequencing. While the use of a host removal DNA extraction kit and targeted sequencing using a database of foodborne pathogens allowed rapid detection of the pathogen, the most complete characterization was achieved when using solely a database of S. aureus combined with a conventional DNA extraction kit, enabling accurate placement of the strain on a phylogenetic tree alongside outbreak cases.Discussion This method shows great potential for strain-level analysis of foodborne outbreaks without the need for culture enrichment, thereby enabling faster investigations and facilitating precise pathogen characterization. The integration of adaptive sampling with metagenomics presents a valuable strategy for more efficient and targeted analysis of microbial communities in foodborne outbreaks, contributing to improved food safety and public health.}}, articleno = {{1330814}}, author = {{Buytaers, Florence and Verhaegen, Bavo and Van Nieuwenhuysen, Tom and Roosens, Nancy H. C. and Vanneste, Kevin and Marchal, Kathleen and De Keersmaecker, Sigrid C. J.}}, issn = {{1664-302X}}, journal = {{FRONTIERS IN MICROBIOLOGY}}, keywords = {{metagenomics,nanopore,adaptive sampling,Staphylococcus aureus,food,STAPHYLOCOCCUS-AUREUS,ESCHERICHIA-COLI,FOOD}}, language = {{eng}}, pages = {{12}}, title = {{Strain-level characterization of foodborne pathogens without culture enrichment for outbreak investigation using shotgun metagenomics facilitated with nanopore adaptive sampling}}, url = {{http://doi.org/10.3389/fmicb.2024.1330814}}, volume = {{15}}, year = {{2024}}, }
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