Antimicrobial susceptibility testing of clinical isolates of Gram-negative bacilli collected in Morocco by the ATLAS Global Surveillance Program from 2018 to 2020
Bibliographic record
Abstract
OBJECTIVES: To report reference method antimicrobial susceptibility testing results for recent clinical isolates of Gram-negative bacilli from Morocco. METHODS: CLSI (Clinical and Laboratory Standards Institute) broth microdilution antimicrobial susceptibility testing was performed by a central laboratory for isolates of Enterobacterales (n = 810), Pseudomonas aeruginosa (n = 321), and Acinetobacter baumannii (n = 191) collected in 2018-2020 by three hospital laboratories in Morocco. MICs were interpreted using both CLSI (2021) and EUCAST (European Committee on Antimicrobial Susceptibility Testing) (2021) breakpoints. Molecular testing for β-lactamase genes was performed on isolates meeting defined screening criteria. RESULTS: Most isolates of Enterobacterales were susceptible (CLSI/EUCAST breakpoints) to amikacin (98.0%/96.2%), ceftazidime-avibactam (94.8%/94.8%), and meropenem (92.5%/94.2%). Of Enterobacterales isolates eligible for β-lactamase gene screening (n = 210), 174 were ESBL-positive, 40 were metallo-β-lactamase-positive (all NDM), 39 were serine carbapenemase-positive (all OXA); and 7 isolates carried both OXA-48 and NDM-1. Amikacin (89.1%/89.1%) and ceftazidime-avibactam (88.2%/88.2%) were the most active agents tested against P. aeruginosa. Applying CLSI and EUCAST breakpoints, MDR rates were 21.9% and 29.3% for Enterobacterales and 18.4% and 21.8% for P. aeruginosa. Susceptible rates for amikacin, ceftazidime-avibactam, and meropenem were 93.2%/89.5%, 77.4%/82.3%, and 67.8%/80.2% for MDR Enterobacterales and 50.8%/57.1%, 40.7%/45.7%, and 27.1/32.9% for MDR P. aeruginosa. ≥70% of A. baumannii isolates were resistant to all agents tested (except colistin, EUCAST breakpoints only) including amikacin and meropenem. CONCLUSION: Newer β-lactam/β-lactamase inhibitor combinations such as ceftazidime-avibactam warrant testing and reporting for Enterobacterales and P. aeruginosa in Morocco given the presence of significant resistance to first-line β-lactams and fluoroquinolones, pervasive ESBLs and carbapenemases, and toxicity concerns associated with some second-line agents.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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 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".