MRPA-independent mechanisms of antimony resistance in Leishmania infantum
Bibliographic record
Abstract
Control of both human and canine leishmaniasis is based on a very short list of chemotherapeutic agents, headed by antimonial derivatives (Sb). The utility of these molecules is severely threatened by high rates of drug resistance. The ABC transporter MRPA is one of the few key Sb resistance proteins described to date, whose role in detoxification has been thoroughly studied in Leishmania parasites. Nonetheless, its rapid amplification during drug selection complicates the discovery of other mechanisms potentially involved in Sb resistance. In this study, stepwise drug-resistance selection and next-generation sequencing were combined in the search for novel Sb-resistance mechanisms deployed by parasites when MRPA is abolished by targeted gene disruption. The gene mrpA is not essential in L. infantum, and its disruption leads to an Sb hypersensitive phenotype in both promastigotes and amastigotes. Five independent mrpA−/- mutants were selected for antimony resistance. These mutants displayed major changes in their ploidy, as well as extrachromosomal linear amplifications of the subtelomeric region of chromosome 23, which includes the genes coding for ABCC1 and ABCC2. Overexpression of ABCC2, but not of ABCC1, resulted in increased Sb tolerance in the mrpA−/- mutant. SNP analyses revealed three different heterozygous mutations in the gene coding for a serine acetyltransferase (SAT) involved in de novo cysteine synthesis in Leishmania. Overexpression of satQ390K, satG321R and satG325R variants led to a 2–3.2 -fold increase in Sb resistance in mrpA−/- parasites. Only satG321R and satG325R induced increased Sb resistance in wild-type parasites. These results reinforce and expand knowledge on the complex nature of Sb resistance in Leishmania parasites.
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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) | 0.001 | 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) | 0.000 | 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".