Expansions, diversification, and interindividual copy number variations of AID/APOBEC family cytidine deaminase genes in lampreys
Bibliographic record
Abstract
Significance Cytidine deaminases of the AID/APOBEC family mutate the genetic material of pathogens or contribute to the generation and diversification of antibody repertoires in jawed vertebrates. In the extant jawless vertebrate, the lamprey, two members of the AID/APOBEC family are implicated in the somatic diversification of variable lymphocyte receptor (VLR) repertoires. We discovered an unexpected diversity of cytidine deaminase genes within and among lamprey species. The cytidine deaminases with features comparable to jawed vertebrate AID are always present, suggesting that they are involved in essential processes, such as VLR assembly. In contrast, other genes show a remarkable copy number variation, like the APOBEC3 genes in mammals. This suggests an unexpected similarity in functional deployment of AID/APOBEC cytidine deaminases across all vertebrates.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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 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".