A Fluorescent Protein-Based Biological Screen of Proteinase Activity
Why this work is in the frame
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Bibliographic record
Abstract
A cell-based fluorescent protein reporter assay for proteinase activity amenable to high-throughput applications was developed. This assay is based on Förster resonance energy transfer (FRET) between 2 variants of the green fluorescent protein connected by a short cleavable linker and expressed in Escherichia coli as tagged proteins. A library to assay proteinase specificity was generated by randomizing a portion of the linker using PCR. The library could be grown in microplates, allowing cells to be lysed in situ and substrate cleavage to be monitored through loss of FRET signal using a plate reader. Progress curves were generated to estimate cleavage efficiency, facilitating the identification of well-cleaved substrates. The polyhistidine-tagged fluorescent substrates could then be purified and used for further characterization. To establish the general utility of the screen, it was used to demonstrate that the cysteine proteinase of the hepatitis A virus, 3Cpro, prefers Ile, Val, or Leu at the P4 position of the cleavage sequence and Gly, Ser, or Ala at the P′1 position. The assay can also be used to screen small-molecule libraries for inhibitors. A cell-based fluorescent protein reporter assay for proteinase activity amenable to high-throughput applications was developed. This assay is based on Förster resonance energy transfer (FRET) between 2 variants of the green fluorescent protein connected by a short cleavable linker and expressed in Escherichia coli as tagged proteins. A library to assay proteinase specificity was generated by randomizing a portion of the linker using PCR. The library could be grown in microplates, allowing cells to be lysed in situ and substrate cleavage to be monitored through loss of FRET signal using a plate reader. Progress curves were generated to estimate cleavage efficiency, facilitating the identification of well-cleaved substrates. The polyhistidine-tagged fluorescent substrates could then be purified and used for further characterization. To establish the general utility of the screen, it was used to demonstrate that the cysteine proteinase of the hepatitis A virus, 3Cpro, prefers Ile, Val, or Leu at the P4 position of the cleavage sequence and Gly, Ser, or Ala at the P′1 position. The assay can also be used to screen small-molecule libraries for inhibitors.
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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 | 0.001 |
| 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 it