Mechanisms of resistance against NITD-916, a direct inhibitor of Mycobacterium tuberculosis InhA
Bibliographic record
Abstract
Isoniazid inhibits Mycobacterium tuberculosis InhA and is a key component of drug regimens that treat tuberculosis. However, the high rate of resistance against isoniazid is a contributing factor to the emergence of multi-drug resistance strains of M. tuberculosis. The 4-hydroxy-2-pyridine NITD-916 is a direct inhibitor of M. tuberculosis InhA that has comparable efficacy to isoniazid in mouse models of TB infection but a lower frequency of resistance. To characterize resistance mechanisms against NITD-916 we isolated resistant mutants in H37Rv (Euro-American lineage) and HN878 (East-Asian lineage) strains of M. tuberculosis. The resistance frequency was similar in both strains. Mutations were identified in residues within or near to the active of InhA or in the fabG1inhA promoter region. All mutants were resistant to NITD-916 but were not cross resistant to isoniazid, despite homology to SNPs identified in isoniazid resistant clinical isolates.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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".