Single-Chain Variable Fragment Antibodies Selected by Phage Display Against the Sporozoite Surface Antigen P23 of Cryptosporidium parvum
Bibliographic record
Abstract
Cryptosporidium parvum, an apicomplexan parasite transmitted via animal fecal wastes, is the causative agent of cryptosporidiosis. Clones were selected from 2 synthetic naïve human single-chain variable fragment (scFv) phagemid libraries that bound to the recombinant P23 protein of C. parvum. Panning the Tomlinson I and J phagemid libraries resulted in 6 distinct clones. Two clones had full-length scFv sequences, while the remaining clones were either truncated or missing a section of the heavy chain. Despite these differences, all clones were able to detect both native C. parvum proteins and recombinant P23. None of the selected clones cross-reacted with Escherichia coli, Streptococcus pyogenes, Listeria monocytogenes, Bacillus cereus, Giardia lamblia (cysts or trophozoites), or with S16, another dominant surface antigen on C. parvum sporozoites. Clones expressed as the scFv-gIIIp fusion construct in soluble form detected C. parvum. Panning from naïve libraries is a useful method for isolation and identification of recombinant antibodies that have the potential for use in pathogen detection and immunotherapy.
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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 | 0.001 |
| 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".