Rapid and Easy Detection of Carbapenemases in Enterobacterales in the Routine Laboratory Using the New GenePOC Carba/Revogene Carba C Assay
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The novel, real-time PCR-based GenePOC Carba assay on the microfluidic revogene platform (GenePOC, Quebec, Canada; now Meridian Bioscience, Cincinnati, OH, USA) was recently designed for the detection of bla(KPC), bla(NDM), bla(VIM), bla(OXA-48-like), and bla(IMP). The goals of this study were to evaluate the performance of this assay, to assess its suitability for the routine microbiology laboratory, and to compare it to the Xpert Carba-R assay for the detection of carbapenemase-producing Enterobacterales (CPE) strains. The Xpert Carba-R assay (Cepheid) and the GenePOC Carba assay were challenged with a collection of 176 clinical Enterobacte-roles isolates. The collection included 133 CPE strains producing a total of 139 carbapenemases, including VIM (n = 48), OXA-48-like (n = 40), NDM (n = 29), KPC (n = 13), and IMP (n = 9). Six isolates produced two different carbapenemases, and 43 carbapenemase-negative isolates were included as negative controls. The overall sensitivity for carbapenemase detection was 96.4% (95% confidence interval [CI], 91.9% to 98.5%) for the Xpert Carba-R assay and 100% (95% CI, 97.3% to 100%) for the GenePOC assay. The four most common carbapenemases (NDM, KPC, OXA-48-like, and VIM) were detected with a sensitivity of 100% (95% CI, 97.1% to 100%) by the two tests, with all double carbapenemase producers being correctly detected by both assays. The sensitivity of the Xpert Carba-R assay for IMP was 44.4% (95% CI, 18.9% to 73.3%), while that of the GenePOC assay was 100% (95% CI, 70.1% to 100%). The specificity of both assays was 100% (95% CI, 91.8% to 100%). The GenePOC Carba assay showed excellent sensitivity and specificity for the five most common carbapenemases, including IMP variants. Its simplicity and short turnaround time make it suitable for use in the routine microbiology laboratory for CPE detection.
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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 | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 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 it