Molecular Characteristics of Travel-Related Extended-Spectrum-β-Lactamase-Producing <i>Escherichia coli</i> Isolates from the Calgary Health Region
Bibliographic record
Abstract
Extended-spectrum-beta-lactamase (ESBL)-producing Escherichia coli has recently emerged as a major risk factor for community-acquired, travel-related infections in the Calgary Health Region. Molecular characterization was done on isolates associated with infections in returning travelers using isoelectric focusing, PCR, and sequencing for bla(CTX-M)s, bla(TEM)s, bla(SHV)s, bla(OXA)s, and plasmid-mediated quinolone resistance determinants. Genetic relatedness was determined with pulsed-field gel electrophoresis using XbaI and multilocus sequence typing (MLST). A total of 105 residents were identified; 6/105 (6%) presented with hospital-acquired infections, 9/105 (9%) with health care-associated community-onset infections, and 90/105 (86%) with community-acquired infections. Seventy-seven of 105 (73%) of the ESBL-producing E. coli isolates were positive for bla(CTX-M) genes; 55 (58%) produced CTX-M-15, 13 (14%) CTX-M-14, six (6%) CTX-M-24, one (1%) CTX-M-2, one (1%) CTX-M-3, and one (1%) CTX-M-27, while 10 (10%) produced TEM-52, three (3%) TEM-26, 11 (11%) SHV-2, and four (4%) produced SHV-12. Thirty-one (30%) of the ESBL-producing E. coli isolates were positive for aac(6')-Ib-cr, and one (1%) was positive for qnrS. The majority of the ESBL-producing isolates (n = 95 [90%]) were recovered from urine samples, and 83 (87%) were resistant to ciprofloxacin. The isolation of CTX-M-15 producers belonging to clone ST131 was associated with travel to the Indian subcontinent (India, Pakistan), Africa, the Middle East, and Europe, while clonally unrelated strains of CTX-M-14 and -24 were associated with travel to Asia. Our study suggested that clone ST131 coproducing CTX-M-15, OXA-1, TEM-1, and AAC(6')-Ib-cr and clonally unrelated CTX-M-14 producers have emerged as important causes of community-acquired, travel-related infections.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".