Characterisation of Burkholderia prophages and discovery of a novel inducible phage from B. vietnamiensis G4 that is widely distributed across the species
Why this work is in the frame
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Bibliographic record
Abstract
Burkholderia species have environmental, industrial and medical significance, and are important opportunistic pathogens in individuals with cystic fibrosis (CF). Approximately 10% of Burkholderia genomes (6-9 Mb) are horizontally acquired material, representing a rich source of mobile genetic elements including prophages. There is limited research on Burkholderia bacteriophages, their contributions to genome evolution, virulence and antimicrobial resistance, or biotechnological and therapeutic applications. We investigated prophage carriage in Burkholderia and aimed to isolate and characterise inducible bacteriophages from B. vietnamiensis . Burkholderia genomes were screened for prophages using PHASTER. Prophage genomes were compared using MASH and visualised with ProgressiveMauve. Phylogenomics was used to assess the distribution of prophages across B. vietnamiensis strains. Spontaneously induced phages were characterised to determine linkage between prophage regions and isolated phages, bacteriophage morphology and host range. Prophage carriage across 456 Burkholderia strains (spanning 43 species) was high; 716 intact prophages were discovered and polylysogeny was common. In B. vietnamiensis alone, 115 prophages were identified from 81 strains, with evidence of shared prophage carriage between related and diverse strains. Three novel inducible phages were isolated from B. vietnamiensis strain G4 and their genomic origins localised putatively. One phage (vB_BvM-G4P1; family Myoviridae) had inhibitory activity against multiple strains of 5 B. cepacia complex species, including species prevalent in CF infections. Prophages are numerous in Burkholderia genomes and contribute to strain diversity. There is huge potential for further investigation into the functional implications of prophage carriage and its impact on genome evolution, in addition to the isolation of novel bacteriophages.
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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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it