Molecular Characterization of Major Allergens Associated with Baker's Asthma in Wheat Flour
Why this work is in the frame
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Bibliographic record
Abstract
Many allergens belong to the defense response proteins, which are produced when the plant is under various stresses. The amino acid sequences of the main wheat flour allergens associated with baker's asthma were analyzed in this study. The gene sequences of monomeric (WMAI), dimeric (WDAI), tetrameric (WTAI, which contains 1 WTAI-CM2 unit, 2 CM3 units and 1 CM16 unit) α-amylase inhibitor and fructose bisphosphate aldolase from wheat, barley and rye were obtained and characterized. Compared with other main allergens, it was shown that the fifteen proteins have a common conserved cysteine skeleton and the presence of CC and CX1-4C motifs, which are not usually found in other non-allergenic proteins. Most of these allergens have putative N-glycosylation sites. Protein structure either mediated through di-sulfide bonds or through higher order protein-protein interactions, plays a critical role in the allergenicity of allergens. It was also found that the same protein family allergens did not share similar 3D structures. With regard to the characterized sequences as well as protein structures of allergens, it is obvious that the flour proteins that have been implicated as important wheat seed allergens causing baker's asthma are complex but have some specific related behavioral traits.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.006 |
| Science and technology studies | 0.000 | 0.002 |
| 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 it