Antigenic variation in the Lyme spirochete: detailed functional assessment of recombinational switching at <i>vlsE</i> in the JD1 strain of <i>Borrelia burgdorferi</i>
Bibliographic record
Abstract
Borrelia burgdorferi is a causative agent of Lyme disease and establishes long-term infection in mammalian hosts. Persistence is promoted by the VlsE antigenic variation system, which generates combinatorial diversity of VlsE through unidirectional, segmental gene conversion from an array of silent cassettes. Here we explore the variants generated by the vls system of strain JD1, which has divergent sequence and structural elements from the type strain B31, the only B. burgdorferi strain in which recombinational switching at vlsE has been studied in detail. We first completed the sequencing of the vls region in JD1, uncovering a previously unreported 114 bp inverted repeat sequence upstream of vlsE. A five-week infection of WT and SCID mice was used for PacBio long read sequencing along with our recently developed VAST pipeline to analyze recombinational switching at vlsE from 40,000 sequences comprising 226,000 inferred recombination events. We show that antigenic variation in B31 and JD1 is highly similar, despite the lack of 17 bp direct repeats in JD1, a somewhat different arrangement of the silent cassettes, divergent inverted repeat sequences and general divergence in the vls sequences. We also present data that strongly suggest that dimerization is required for in vivo functionality of VlsE.
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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 | 0.001 | 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) | 0.000 | 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".