Genetic Manipulation of <i>Neisseria gonorrhoeae</i> and Commensal <i>Neisseria</i> Species
Bibliographic record
Abstract
The sexually transmitted pathogen, Neisseria gonorrhoeae, undergoes natural transformation at high frequency. This property has led to the rapid dissemination of antibiotic resistance markers and the panmictic structure of the gonococcal population. However, high-frequency transformation also makes N. gonorrhoeae one of the easiest bacterial species to manipulate genetically in the laboratory. Techniques have been developed that result in transformation frequencies >50%, allowing the identification of mutants by screening and without selection. Constructs have been created to take advantage of this high-frequency transformation, facilitating genetic mutation, complementation, and heterologous gene expression. Similar methods have been developed for N. meningitidis and nonpathogenic Neisseria including N. mucosa and N. musculi. Techniques are described for genetic manipulation of N. gonorrhoeae and commensal Neisseria species, as well as for growth of these fastidious organisms. © 2024 The Author(s). Current Protocols published by Wiley Periodicals LLC. Basic Protocol 1: Spot transformation of Neisseria gonorrhoeae on agar plates Basic Protocol 2: Spot transformation of commensal Neisseria on agar plates Basic Protocol 3: Transformation of Neisseria gonorrhoeae in liquid culture Basic Protocol 4: Electroporation of Neisseria gonorrhoeae Basic Protocol 5: Creation of unmarked mutations using a positive and negative selection cassette Basic Protocol 6: In vitro mutagenesis of Neisseria gonorrhoeae chromosomal DNA using EZ-Tn5 Basic Protocol 7: Chemical mutagenesis Basic Protocol 8: Complementation on the Neisseria gonorrhoeae chromosome Alternate Protocol 1: Complementation with replicating plasmids Alternate Protocol 2: Complementation on the Neisseria musculi or Neisseria mucosa chromosome Basic Protocol 9: Preparation of chromosomal DNA from Neisseria gonorrhoeae grown on solid medium Alternate Protocol 3: Preparation of chromosomal DNA from Neisseria gonorrhoeae grown in broth Support Protocol: Preparing PCR templates from Neisseria gonorrhoeae colonies.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.012 | 0.013 |
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 source (direct Gemma or distilled Codex), 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".