Genome Analysis and Multiplex PCR Method for the Molecular Detection of Coresistance to Cephalosporins and Fosfomycin in Salmonella enterica Serovar Heidelberg
Bibliographic record
Abstract
Heidelberg is among the top three Salmonella enterica serovars associated with human foodborne illness in Canada. Traditional culture and antimicrobial susceptibility testing techniques can be time-consuming to identify Salmonella Heidelberg resistant to cephalosporins and fosfomycin. Rapid and accurate detection of such antibiotic-resistant Salmonella Heidelberg isolates is essential to adopt appropriate control measures. In this study, 15 Salmonella Heidelberg strains isolated from feces of Canadian broiler chickens were characterized by whole genome sequencing. Salmonella Heidelberg genomes had an average coverage of greater than 80-fold, an average of 4,761 protein-coding genes, and all belonged to multilocus sequence type ST15. Genome sequences were compared with genomes in the National Center for Biotechnology Information Pathogen Detection database (www.ncbi.nlm.nih.gov/pathogens/), including human outbreak isolates. The Canadian broiler isolates clustered with chicken isolates from the United States and an equine clinical isolate from Ontario, Canada. In agreement with their antimicrobial resistance phenotypes, several chromosomally encoded specific antimicrobial resistance genes including fosA7 and multidrug resistance efflux pump determinants were detected. An AmpC-like β-lactamase gene, blaCMY-2, linked with a quaternary ammonium compound resistance gene, sugE, on a replicon type IncI1 plasmid was detected in all 15 broiler Salmonella Heidelberg isolates. Of the 205,031 published Salmonella genomes screened in silico, 4,954 (2.4%) contained blaCMY-2, 8,143 (4.0%) contained fosA7, and 919 (0.4%) contained both resistance genes. The combination of both resistance genes (fosA7 and blaCMY-2) was detected in 64% of the Heidelberg genomes and in a small proportion of various other serovars. A PCR method was developed to detect Salmonella Heidelberg in pure culture and chicken feces based on specific primers targeting genes conferring fosfomycin (fosA7) and third-generation cephalosporin (blaCMY-2) resistance as well as the Salmonella-specific invA gene and the universal 16S rRNA genes. The PCR assay was specific and sensitive for blaCMY-2 and fosA7 harboring Salmonella Heidelberg. However, some other Salmonella serovars containing these two resistance genes could also be detected by the developed PCR method. Cephalosporin- and fosfomycin-resistant Salmonella Heidelberg from broilers have been characterized. Human Salmonella Heidelberg strains have been compared with those isolated from broilers. A multiplex PCR method was developed to detect blaCMY-2– and fosA7-positive Salmonella Heidelberg. The PCR method could be useful in surveillance, food safety, and environmental monitoring problems.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".