Detection and in-cell selectivity profiling of the full-length West Nile virus NS2B/NS3 serine protease using membrane-anchored fluorescent substrates
Bibliographic record
Abstract
Flaviviral NS2B/NS3 heterocomplex serine proteases are a primary target for anti-flavivirus drug discovery. To gain insights into the enzymatic properties and molecular determinants of flaviviral NS2B/NS3 protease substrate specificity in host cells, we developed and applied a novel series of membrane-anchored red-shifted fluorescent protein substrates to detect West Nile virus (WNV) NS2B/NS3 endoproteolytic activity in human cells. The substrate consists of a fluorescent reporter group (DsRed) tethered to the endoplasmic reticulum membrane by a membrane-anchoring domain. Between the two domains is a specific peptide linker that corresponds to the NS2A/NS2B, NS2B/NS3, NS3/NS4A, and NS4B/NS5 protein junctions within the WNV polyprotein precursor. When the protease cleaves the peptide linker, the DsRed reporter group is released, changing its localization in the cell from membrane-bound punctate perinuclear to diffuse cytoplasmic. This change in protein location can be monitored by fluorescent microscopy, and cleavage products can be quantified by Western blotting. Our data demonstrate the robustness of our trans-cleavage fluorescence assay to capture single-cell imaging of membrane-associated WNV NS2B/NS3 endoproteolytic activity and to perform in-cell selectivity profiling of the NS2B/NS3 protease. Our study is the first to provide cellular insights into the biological and enzymatic properties of a prime target for inhibitors of WNV replication.
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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) | 0.000 | 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".