Impaired Rescue of Chain-Terminated DNA Synthesis Associated with the L74V Mutation in Human Immunodeficiency Virus Type 1 Reverse Transcriptase
Bibliographic record
Abstract
The L74V and M184V mutations in the reverse transcriptase (RT) gene of human immunodeficiency virus type 1 (HIV-1) are frequently associated with resistance to the nucleoside reverse transcriptase inhibitors abacavir, didanosine, and lamivudine. Yet viruses containing any of these mutations often display hypersusceptibility to zidovudine (ZDV). Two distinct mechanisms have been described to explain HIV-1 drug resistance. One of these involves diminished rates of incorporation of the nucleotide analogue by mutated RT, while the other mechanism involves increased rates of phosphorolytic excision of the drug-terminated primer. To understand the biochemical mechanisms responsible for the hypersensitization of L74V-containing viruses to ZDV, we studied the efficiency of excision of ZDV-monophosphate (ZDV-MP)-terminated primers by recombinant wild-type and mutated HIV-1 RTs in cell-free assays. We observed that the L74V mutation in RT caused reductions in ATP-dependent removal of ZDV-MP from newly synthesized viral DNA. In addition, we determined that the L74V and M184V mutations did not affect the ratio between the populations of RT-DNA/DNA complexes found at pre- and posttranslocational stages; however, they might have affected proper alignment between incorporated chain terminator and pyrophosphate donor, substrate orientation, affinity for ATP, and/or primer-template substrate. Finally, we confirmed previous findings that L74V-containing viruses display diminished replication capacity and that this is associated with reduced levels of synthesis of early reverse-transcribed viral DNA molecules.
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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 | 0.000 | 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 | 0.001 |
| 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".