Analysis of Stage-Specific Expression of Basic Proteins in <i>Leishmania infantum</i>
Bibliographic record
Abstract
Prior analyses of the proteome of the protozoan parasite Leishmania have underrepresented basic proteins. Here, we applied protein fractionation by isoelectric point (pI) using free-flow electrophoresis (FFE) to study stage-specific expression of basic proteins in this pathogen. Overall, we resolved 2469 protein spots in both the flagellated promastigote and the nonmotile amastigote forms in the basic range by two-dimensional gel electrophoresis (2-DE). Highly basic proteins were enriched by FFE fractionation, allowing many to be identified and characterized for the first time by proteomics analysis. Among proteins upregulated in the promastigote stage, we found glycolytic enzymes and flagellar proteins. Proteins upregulated in the amastigote stage included enzymes involved in gluconeogenesis and fatty acid beta-oxidation. In both life stages, many proteins were found in multiple spots or as proteolytic fragments, suggesting that extensive post-translational modification and processing occur. Interestingly, evidence was obtained suggesting that some of these processes may be stage-specific.
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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 | 0.010 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.005 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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 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".