Bacteriophage Isolation, Purification, and Characterization Techniques Against Ubiquitous Opportunistic Pathogens
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
Healthcare-associated infection with "ESKAPE" pathogens (Enterococcus faecium, Staphylococcus aureus, Klebsiella pneumoniae, Acinetobacter baumannii, Pseudomonas aeruginosa, and Enterobacter species) is a global health crisis due to their extensive intrinsic antibiotic resistance and the ability to quickly acquire resistance determinants. Alternative treatment options are required to combat this crisis, and one possibility is the use of bacteriophages, or viruses that strictly infect the pathogenic bacteria. Currently, there is a renaissance in research and development into the use of phages to target multi-, extensively, and pan-resistant bacterial infections in humans, known as phage therapy. Using A. baumannii as an example, this article describes the isolation and purification of bacteriophages from sewage and soil samples, as well as general methods used in phage research such as precipitation of phages using polyethylene glycol, host range analysis, single-cell burst size determination, DNA extraction, and restriction fragment length polymorphism analysis. © 2022 National Research Council Canada. Current Protocols © 2022 Wiley Periodicals LLC. Reproduced with the permission of the Minister of Innovation, Science, and Industry. Basic Protocol 1: Isolation of bacteriophages against A. baumannii from sewage samples Alternate Protocol 1: Isolation of bacteriophages against A. baumannii from soil samples Support Protocol 1: Titering a bacteriophage stock Basic Protocol 2: Purification of phage to an axenic working stock Support Protocol 2: Liquid propagation of bacteriophage Basic Protocol 3: Host range analysis using the spot plate method Basic Protocol 4: Single burst size analysis Alternate Protocol 2: One-step growth curve Basic Protocol 5: Precipitation of bacteriophage using PEG 6000 Basic Protocol 6: DNA extraction from dsDNA bacteriophages Basic Protocol 7: Restriction fragment length polymorphism analysis of novel phage genomes.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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