Molecular characterization of the development of the K65R and M184V drug resistance mutations in Subtype C HIV-1s
Bibliographic record
Abstract
Background: We have shown that the K65R mutation is selected more rapidly in subtype C than in subtype B HIV-1 isolates in both cell culture and clinical studies. Biochemical comparisons between subtype B and C-derived reverse transcriptase (RT) enzymes revealed similar molecular characteristics that do not explain the more rapid selection of K65R with subtype C viruses. This study attempts to establish the mechanistic basis for the difference. Methods: Recombinant subtype C and B HIV-1 RT enzymes were expressed and purified in E. coli. Gel-based nucleotide extension assays were used to study DNA synthesis from various natural and synthetic DNA and RNA templates that spanned regions of the pol gene responsible for the K65R and M184V mutations. Cell based experiments were performed using MT2 cells infected with mutated subtype B HIV-1 pNL4-3 viruses. Results: The propensity for the more rapid selection of K65R with subtype C enzymes is due to the mechanism of DNA synthesis from a subtype C template. The use of templates containing the 64, 65 and 66 codons of the pol gene led to different patterns of DNA synthesis. When subtype C RT was employed to synthesize DNA from subtype C templates, preferential pausing was seen at the nucleotide position responsible for the AAG to AGG mutation on codon 65 which gives rise to K65R. In contrast, the use of subtype B RT together with a subtype B template reveals a different pattern of DNA synthesis. When subtype B RT was employed with a subtype C template, DNA synthesis stopped at the exact nucleotide position responsible for K65R. This phenomenon was not observed when subtype C RT was used with a subtype B template. A similar method was employed to investigate if differences exist in the appearance of M184V between subtypes. The results suggest that M184V is not favoured due to its coding sequence and that the propensity for the development of M184V remains the same in subtype B and C HIV. In cell culture, K65R was detected faster in subtype B that has been mutated to include the 64/65 codons of subtype C, when compared to wild-type subtype B HIV. Conclusions: The more rapid emergence of K65R but not M184V in subtype C RT appears to be based on the pol gene coding sequence. These results urge for the analysis of resistance mechanisms to be studied in all HIV subtypes separately and have clinical relevance in regard to the management of subtype C infections.
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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 | 0.000 |
| 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".