Drug Resistance Profiles of Recombinant Reverse Transcriptases from Human Immunodeficiency Virus Type 1 Subtypes A/E, B, and C
Bibliographic record
Abstract
We have expressed purified recombinant reverse transcriptase (RT) from clinical isolates of human immunodeficiency virus subtypes B, C, and A/E in Escherichia coli. The drug sensitivities of these RTs were then determined for both nucleoside RT inhibitors (NRTIs) and nonnucleoside RT inhibitors (NNRTIs) in cell-free RT assays. Although A/E and C viruses contained numerous polymorphisms relative to subtype B (i.e., naturally occurring variations unrelated to drug resistance), the wild-type enzymes prepared from these or subtype A/E clinical isolates displayed <2-fold differences in drug sensitivities with regard to the active triphosphate active forms of NRTIs, as compared with RT expressed from BH-10 recombinant virus. Recombinant RTs from clinical isolates of subtypes B, C, and A/E that contained multiple resistance-associated mutations displayed expected variations in levels of resistance to the intracellular active forms of 3TC, ddI, ddC, and PMPA, that is, 3TCTP, ddATP, ddCTP, and PMPApp, respectively. Subtype A/E and C RT enzymes contained only minor NNRTI polymorphisms that distinguished them from wild-type subtype B enzymes and wild-type RTs from these various subtypes showed only 1- to 4-fold variability in IC(50) values for each of nevirapine (NVP), delavirdine (DLV), efavirenz (EFV), and calanolide A. In contrast, RT enzymes from subtype B and C viruses harboring specific NNRTI mutations were highly resistant to all four tested NNRTIs. Subtype C variants containing the novel V106M resistance codon showed cross-resistance to all approved NNRTIs in cell-free RT assays.
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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 | 0.001 | 0.001 |
| 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".