Mechanism of Resistance to GS-9148 Conferred by the Q151L Mutation in HIV-1 Reverse Transcriptase
Bibliographic record
Abstract
GS-9148 is an investigational phosphonate nucleotide analogue inhibitor of reverse transcriptase (RT) (NtRTI) of human immunodeficiency virus type 1 (HIV-1). This compound is an adenosine derivative with a 2',3'-dihydrofuran ring structure that contains a 2'-fluoro group. The resistance profile of GS-9148 is unique in that the inhibitor can select for the very rare Q151L mutation in HIV-1 RT as a pathway to resistance. Q151L is not stably selected by any of the approved nucleoside or nucleotide analogues; however, it may be a transient intermediate that leads to the related Q151M mutation, which confers resistance to multiple compounds that belong to this class of RT inhibitors. Here, we employed pre-steady-state kinetics to study the impact of Q151L on substrate and inhibitor binding and the catalytic rate of incorporation. Most importantly, we found that the Q151L mutant is unable to incorporate GS-9148 under single-turnover conditions. Interference experiments showed that the presence of GS-9148-diphosphate, i.e., the active form of the inhibitor, does not reduce the efficiency of incorporation for the natural counterpart. We therefore conclude that Q151L severely compromises binding of GS-9148-diphosphate to RT. This effect is highly specific, since we also demonstrate that another NtRTI, tenofovir, is incorporated with selectivity similar to that seen with wild-type RT. Incorporation assays with other related compounds and models based on the RT/DNA/GS-9148-diphosphate crystal structure suggest that the 2'-fluoro group of GS-9148 may cause steric hindrance with the side chain of the Q151L mutant.
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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 | 0.001 | 0.000 |
| Research integrity | 0.001 | 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".