Leishmania donovani lipophosphoglycan disrupts phagosome microdomains in J774 macrophages
Why this work is in the frame
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Bibliographic record
Abstract
Clearance of pathogens by phagocytosis and their killing in phagolysosomes is a key aspect of our innate ability to fight infectious agents. Leishmania parasites have evolved ways to survive and replicate in macrophages by inhibiting phagosome maturation and avoiding the harsh environment of phagolysosomes. We describe here that during this process Leishmania donovani uses a novel strategy involving its surface lipophosphoglycan (LPG), a virulence factor impeding many host functions, to prevent the formation or disrupt lipid microdomains on the phagosome membrane. LPG acts locally on the membrane and requires its repetitive carbohydrate moieties to alter the organization of microdomains. Targeting and disruption of functional foci, where proteins involved in key aspects of phagolysosome biogenesis assemble, is likely to confer a survival advantage to the parasite.
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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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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 it