Enhancing functional expression of heterologous lipase B in Escherichia coli by extracellular secretion
Bibliographic record
Abstract
Functional expression of recombinant Pseudozyma antarctica lipase B (PalB) in Escherichia coli has been technically problematic due to protein misfolding, ineffective disulfide bond formation, and protein instability associated with intracellular proteolysis. To overcome these problems, an alternative approach was explored in this study by extracellular secretion of PalB via two Sec-independent secretion systems, i.e., the alpha-hemolysin (type I) and the modified flagellar (type III) secretion systems, which can export proteins of interest from the cytoplasm directly to the exterior of the cell. Both shaker flask and bioreactor cultivations were performed to characterize the developed PalB expression/secretion systems. Bioactive PalB was expressed and secreted extracellularly either as a HlyA fusion (i.e., PalB-HlyA via type I system) or an intact protein (via type III system). However, the secretion intermediates in the intracellular fraction of culture samples were non-bioactive even though they were soluble, suggesting that the extracellular secretion did mediate the development of PalB activity. Also importantly, the secretion strategy appeared to have a minimum impact on cell physiology. PalB secretion via the type I system was fast with higher specific PalB activities but poor cell growth. On the other hand, the secretion via the type III system was slow with lower specific PalB activities but effective cell growth.
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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 | 0.001 | 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 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".