Evidence for a model of conformational change by the <i>Plasmodium falciparum</i> circumsporozoite protein during sporozoite development in the mosquito host through the use of camelid single-domain antibodies
Bibliographic record
Abstract
ABSTRACT Plasmodium sporozoites (SPZs) are formed in the Anopheles mosquito midgut from where they travel to the salivary glands and subsequently to the mammalian liver after deposition into the skin. The SPZ’s main surface antigen, the circumsporozoite protein (CSP), plays a pivotal role in SPZ biology and constitutes the immunodominant target for host antibodies. In this study, we raised single-domain antibodies (sdAbs) against CSP from P. falciparum (PfCSP) by immunizing two alpacas with recombinant versions of the antigen. We found that all identified sdAbs specifically target PfCSP’s globular α TSR domain without cross-reacting with P. berghei CSP. Further characterization revealed that most sdAbs recognize native PfCSP on the SPZ surface, although they do not have any inhibitory effect on hepatocyte binding and invasion. Structural studies showed that all binders target the previously identified α -epitope, confirming the non-protective nature of this epitope. Comparison of sdAb binding to midgut and salivary gland SPZs revealed a shift in the exposure and accessibility of the α -epitope. Hence, our findings provide further evidence that CSP undergoes structural changes during SPZ development in the mosquito host.
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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) | 0.003 | 0.001 |
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".