Coriander borne <i>Salmonella</i> superbug: genomic assessments of chromosomal and plasmid-associated resistance, virulence and MGEs of XDR <i>Salmonella</i> enterica Typhi NH1
Bibliographic record
Abstract
The drug-resistant strains of Salmonella enterica serovar Typhi (S. Typhi) are serious threats to health sectors worldwide. This study focuses on genomic characterization of environmentally derived an extensively drug resistant (XDR) strain of Salmonella Typhi, highlighting its potential to cause significant outbreak. The XDR strain (labeled as NH1) was isolated from fresh coriander, and characterized through whole-genome sequencing to investigate its lineage diversity, niche adaptation, sources and resistant mechanism. The NH1 strain exhibits phylogenomic association with clinical lineages S. Typhi NCTC8385 and ASM3025476. Its genome, assembled in 67 contigs, exhibited expected coverage and GC content, harboring a mega-plasmid, virulence factors, and intrinsic and extrinsic antimicrobial resistance genes. Plasmid annotation revealed IncQ1 and IncY plasmids responsible for the acquired resistance. SPIFinder identified SPI1–10 pathogenicity islands, and the CRISPR-Cas locus, associated with bacterial defense, bile salt resistance and biofilm formation, was present. NH1 strain also possesses numerous mobile elements (proteins and transposases), 12 prophages, and secretion systems (types I-IV, VI), aiding its survival in environment like vegetables. The genomic characterization of S. Typhi NH1 highlights the emergence of coriander-borne XDR strain, underscoring the need for targeted prevention to mitigate its public health impact.
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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) | 0.001 | 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".