Towards high affinity carbohydrate-binding proteins: Directed evolution of murine galectin-3
Bibliographic record
Abstract
Towards a better understanding of the molecular basis of affinity, a directed evolution of murine galectin-3 (G3) was initiated to produce mutants with improved affinity for lactose and N-acetyllactosamine relative to the wild-type protein. A series of N-terminal truncations were developed to facilitate incorporation of the 35 kDa protein into a phage-display construct. Analysis of the various assemblies revealed that all such deletions produced protein unsuitable for use in directed evolution studies. Following fusion of the full-length galectin to p3 of filamentous phage, three libraries were constructed and biopanned for increased affinity for lactose. The first two libraries, of 1 × 10 5 and 1 × 10 6 members, respectively, were assembled through a combination of error-prone PCR and DNA shuffling. A third library was constructed using a modified staggered extension protocol (StEP), but contained only 10 members. Mutants were also engineered site-specifically to test the role of key residues in or near the binding pocket. Analysis of the mutants by ITC identified one mutation (R158G) that produces a twofold increase in affinity for lactose and another that results in a sixfold increase in affinity for N-acetyllactosamine. Solid-phase binding analysis of phage for nonexpressing proteins indicated that two other mutants demonstrated increased binding to beta-methyllactose relative to the wild-type protein. Together these studies validate the evolutionary approach and set the stage for the development of novel carbohydrate-binding proteins.Key words: phage display, directed evolution, galectin, thermodynamics, carbohydrates.
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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) | 0.003 | 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".