Dendrimer-Mediated Molecular Sieving on Avidin
Bibliographic record
Abstract
Decoration of proteins and enzymes with well-defined polymeric structures allows precise decoration of protein surfaces, enabling controlled modulation of activity. Here, the impact of dendronization on the interaction between avidin and biotin was investigated. A series of generation 3–7 bis(2,2-hydroxymethyl)propionic acid (bis-MPA) dendrons were coupled to either biotin or avidin to yield a library of dendronized avidin and biotin structures. The thermodynamics of binding each biotinylated generation to a library of avidin conjugates was probed with isothermal titration calorimetry (ITC). Dissociation constants of high-generation biotin-dendrons (G5 and G6) with higher-generation avidin-dendron conjugates (Av-G6) increased from ∼10 –15 M (for the native structures) to ∼10 –6 M, and binding was found to be weaker than that of the Avidin-HABA complex. Avidin-G5 and Avidin-G6 were highly size-selective for biotinylated ligands; both prevented the binding of aprotinin (6.9 kDa), bovine serum albumin (BSA), and PEG 3400 while forming fractional complexes with smaller biotinylated dendrons.
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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 | 0.000 | 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 | 0.001 |
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 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".