Development of Platforms to Phenotype Variants of Uncertain Significance in VWF
Bibliographic record
Abstract
Abstract Platelet sequestration at sites of vascular injuries and factor VIII (FVIII) stabilization critically relies on von Willebrand factor (VWF). Specific domains within VWF coordinate these functions and may harbor mutations that result in von Willebrand disease (VWD). To survey all possible mutations that may lead to type 2 VWD, we developed prokaryotic and eukaryotic systems to display VWF fragments that are screened for a specific function and identified by DNA sequencing. We constructed an M13 filamentous phage display library consisting of ~2.8x106 independent clones that express random VWF fragments. Following a single round of selection for platelet binding, bound phage were eluted and analyzed by next generation DNA sequencing, revealing an optimal fragment spanning the A1 domain and a second region of weaker enrichment over the D4 domain. All A1 fragments encompassed C1272-C1458, indicating that intramolecular disulfide bridging of these cysteines optimizes platelet binding. Competitive binding assays between phage displaying a fragment of the D4 domain vs. a control phage resulted in enrichment of the former, suggesting a potential, novel role for the VWF D4 domain. Analogous to our previously reported method for analyzing VWF proteolysis (Kretz CA et al. Proc Natl Acad Sci USA. 2015), we mutagenized and displayed the VWF A1 domain to determine the spectrum of mutations that may alter the interaction between VWF and its platelet receptor, GPIbα. The mutant A1 library comprised ~5x106 independent clones, sufficient to represent all 3,933 single substitutions. Screening this library against platelets in the presence of excess control phage resulted in an enrichment of phage displaying an A1 fragment. DNA sequencing identified mutations located outside the VWF A1/platelet GPIbα interface, indicating allosteric control of this interaction. Screening phage displayed VWF fragments for FVIII binding, however, failed to identify critical residues; thus, we adapted our approach for eukaryotes. When displayed on mammalian cells, the VWF D'D3 domains retained their capacity to bind FVIII. Introduction of the VWD subtype 2N mutation, R816W, into the displayed VWF D'D3 domains abolished FVIII binding, demonstrating feasibility for mutational analyses. Together, these results demonstrate the utility of phage and mammalian display for structure-function analyses and that these platforms provide an efficient method for phenotyping variants of uncertain significance. Disclosures No relevant conflicts of interest to declare.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.004 |
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 source (direct Gemma or distilled Codex), 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".