Compound Ice-Binding Site of an Antifreeze Protein Revealed by Mutagenesis and Fluorescent Tagging
Why this work is in the frame
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Bibliographic record
Abstract
By binding to the surface of ice crystals, type III antifreeze protein (AFP) can depress the freezing point of fish blood to below that of freezing seawater. This 7-kDa globular protein is encoded by a multigene family that produces two major isoforms, SP and QAE, which are 55% identical. Disruptive mutations on the ice-binding site of type III AFP lower antifreeze activity but can also change ice crystal morphology. By attaching green fluorescent protein to different mutants and isoforms and by examining the binding of these fusion proteins to single-crystal ice hemispheres, we show that type III AFP has a compound ice-binding site. There are two adjacent, flat, ice-binding surfaces at 150° to each other. One binds the primary prism plane of ice; the other, a pyramidal plane. Steric mutations on the latter surface cause elongation of the ice crystal as primary prism plane binding becomes dominant. SP isoforms naturally have a greatly reduced ability to bind the prism planes of ice. Mutations that make the SP isoforms more QAE-like slow down the rate of ice growth. On the basis of these observations we postulate that other types of AFP also have compound ice-binding sites that enable them to bind to multiple planes of ice.
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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) | 0.000 | 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) | 0.000 | 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