Immunotherapy of HPV infection-caused genital warts using low dose cyclophosphamide
Bibliographic record
Abstract
Condylomata acuminata (CA), caused by human papillomavirus (HPV), is a common sexually transmitted disease with half a million new cases diagnosed in the United States per year and an annual increase in incidence in China. Conventional treatments, including topical cytotoxic agents, surgical excision and physical therapies, are traumatic, cause local side-effects and are invalid for subclinical or latent infection. Exploring immune approaches to eradicate HPV in CA therapeutics are highly desirable. Recent evidence shows that FOXP3(+) regulatory T (Treg) cells are accumulated in genital warts where they mediate immunosuppression. Intriguingly, a low dose of cyclophosphamide (CY), a conventional chemotherapy drug, can selectively target Treg cells, thereby enhancing the function of HPV-specific T cells and NK cells leading to efficient clearance of HPV infection. These findings have important clinical significance, and could potentially lead to a therapeutic breakthrough for the treatment of CA.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.008 | 0.004 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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; both teacher heads agree on what is shown here.
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".