Secretion of human superoxide dismutase in <i>Escherichia coli</i> using the condensed single‐protein‐production system
Bibliographic record
Abstract
A secretion vector, pColdV for the Single-Protein-Production (SPP) system was constructed using the E. coli OmpA signal peptide. Using this vector, human superoxide dismutase (hSOD) was co-expressed with MazF, an ACA-specific mRNA interferase, allowing E. coli cells to produce only hSOD, which was secreted into the periplasmic space with a yield of ∼20% of total cellular proteins. The signal peptide was properly cleaved. Using cells overproducing DsbA protein, two S-S bridges were also properly formed to yield enzymatically active SOD. A well resolved heteronuclear single quantum coherence (HSQC) spectrum of hSOD isotope-labeled in the condensed SPP (cSPP) system was obtained by simply isolating the periplasmic fraction. These results indicate that human secretory proteins can be expressed well in the cSPP system using pColdV.
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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 | 0.001 | 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 | 0.001 |
| 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".