Survey of <i>Pseudomonas aeruginosa</i> and its phages: <i>de novo</i> peptide sequencing as a novel tool to assess the diversity of worldwide collected viruses
Bibliographic record
Abstract
A collection of 15 newly isolated (bacterio)phages infecting the opportunistic pathogen Pseudomonas aeruginosa was established to investigate their global diversity and potential in phage therapy. These phages were sampled in 14 different countries traversing four continents, from both natural environments and hospital sewage. They all display unique DNA and protein profiles and cluster morphologically into six groups within the three major families of the Caudovirales. Extensive host range studies on a library of 122 AFLP-genotyped clinical P. aeruginosa strains (of which 49 were newly isolated at the University Hospital of Leuven, Belgium) showed that the phages lysed 87% of the strains. Infection analysis of outer membrane mutants identified 10 phages as type IV pili-dependent. More detailed information about the evolutionary relatedness of the phages was gathered by de novo peptide sequencing of major virion proteins using tandem Matrix-Assisted Laser Desorption/Ionization Time of Flight technology. Applying this technique for the first time to viruses, seven groups of closely related phages were identified without the need of prior knowledge of genome content and/or electron microscopic imaging. This study demonstrates both the epidemic population structure of P. aeruginosa and the global spread of P. aeruginosa phage species, and points at the resistance of two clinically predominant, widespread P. aeruginosa strains against phage attack.
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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 | 0.000 | 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 | 0.001 |
| 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 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".