Role of ABC transporter MRPA, -glutamylcysteine synthetase and ornithine decarboxylase in natural antimony-resistant isolates of Leishmania donovani
Bibliographic record
Abstract
OBJECTIVES: The resistance of clinical isolates of Leishmania donovani to sodium antimony gluconate (SAG), the mainstay of treatment in Indian visceral leishmaniasis, has become a critical issue in India. The present work investigates the mechanism of resistance to SAG in parasites isolated from patients who are unresponsive to SAG. METHODS AND RESULTS: Susceptibility to SAG as determined in vitro with intracellular amastigotes correlated well with the clinical response. The ABC transporter gene MRPA was amplified in resistant field isolates as part of an extrachromosomal circle. Co-amplification of the pterin reductase gene (PTR1) and MRPA suggests amplification of the H locus in SAG-resistant isolates. Amplification of MRPA was correlated to increased RNA as determined by real-time PCR. MRPA is an ABC-thiol transporter, and cysteine and glutathione were increased in the resistant isolates. Ornithine decarboxylase (a rate limiting enzyme in polyamine biosynthesis), and gamma-glutamylcysteine synthetase (a rate limiting enzyme in glutathione biosynthesis), the two building blocks of the main cellular thiol trypanothione, were overexpressed in some of the resistant isolates. CONCLUSIONS: A variety of resistance mechanisms to SAG, most of them consistent with a model based on the study of resistance in vitro, were present in clinical isolates from the same geographical region.
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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".