A <i>Borrelia burgdorferi</i> mini‐<i>vls</i> system that undergoes antigenic switching in mice: investigation of the role of plasmid topology and the long inverted repeat
Bibliographic record
Abstract
Borrelia burgdorferi evades the host immune system by switching the surface antigen. VlsE, in a process known as antigenic variation. The DNA mechanisms and genetic elements present on the vls locus that participate in the switching process remain to be elucidated. Manipulating the vls locus has been difficult due to its instability on Escherichia coli plasmids. In this study, we generated for the first time a mini-vls system composed of a single silent vlsE variable region (silent cassette 2) through the vlsE gene by performing some cloning steps directly in a highly transformable B. burgdorferi strain. Variants of the mini system were constructed with or without the long inverted repeat (IR) located upstream of vlsE and on both circular and linear plasmids to investigate the importance of the IR and plasmid topology on recombinational switching at vlsE. Amplicon sequencing using PacBio long read technology and analysis of the data with our recently reported pipeline and VAST software showed that the system undergoes switching in mice in both linear and circular versions and that the presence of the hairpin does not seem to be crucial in the linear version, however it is required when the topology is circular.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".