Temperature-sensitive recombinant subtilisin protease variants that efficiently degrade molecular biology enzymes
Bibliographic record
Abstract
We used error-prone PCR to generate mutations in a subtilisin protease-encoding gene, and screened for recombinants that expressed temperature-sensitive (TS) variants. From the dozens of mutations that we detected in the recombinant genes we found that those mutations that affected aspartate-75 had the most profound effect on temperature stability. We thus focused our analysis on two variants of subtilisin C, the more heat-sensitive variant 24 (V24), with amino acid changes D75G, L234M and Q274P; and variant 25 (V25), with a single amino acid change, D75A. For V24 a two log-fold reduction in activity occurs in under 10 min at 50°C. For V25, a two log-fold reduction occurs at 60°C, a temperature that reduces the activity of the wild type enzyme by about 30%. The V24 variant fully inactivates enzymes commonly used in molecular biology research and in molecular diagnostics, and is stabilized against autolysis with propylene glycol concentrations of 10% or greater. The subtilisin variants are produced by a strain of Bacillus subtilis that lacks expression of its native secreted proteases, and the variants can be isolated from the supernatants using nickel affinity chromatography.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
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".