APOBEC3 proteins and genomic stability
Bibliographic record
Abstract
The human APOBEC3 family of cytidine deaminases constitutes a cellular intrinsic defense mechanism that is effective against a range of viruses and retro-elements. While it is well established that these enzymes are powerful mutators of viral DNA, the possibility that their activity could threaten the integrity of the host genome has only recently begun to be investigated. Here, we discuss the implications of new evidence suggesting that APOBEC3 proteins can mediate the deamination of cellular DNA. The maintenance of genomic integrity in the face of this potential off-target activity must require high fidelity DNA repair and strict regulation of APOBEC3 gene expression and enzyme activity. Conversely, the ability of specific members of the APOBEC3 family to activate DNA damage signaling pathways might also reflect another way that these proteins contribute to the host immune response.
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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) | 0.000 | 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) | 0.002 | 0.002 |
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; both teacher heads agree on what is shown here.
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".