Comparative efficacy and safety of monoclonal antibodies and aspirin desensitization for chronic rhinosinusitis with nasal polyposis: A systematic review and network meta-analysis
Bibliographic record
Abstract
BACKGROUND: Chronic rhinosinusitis with nasal polyposis (CRSwNP) is an inflammatory condition of the upper airways. Optimal management is unclear. OBJECTIVE: We compared the effects of mAbs and aspirin desensitization (ASA-D) for treatment of CRSwNP. METHODS: We searched the Medline, Embase, Cochrane Central Register of Controlled Trials, International Clinical Trials Registry Platform, US Food and Drug Administration, and the European Medicines Agency databases from inception to August 4, 2021, for randomized controlled trials comparing the effects of mAbs and ASA-D for CRSwNP. We conducted network meta-analysis of sinusitis symptoms, heath-related quality of life, rescue oral corticosteroids and surgery, endoscopic and radiologic scores, and adverse events. We used the Grades of Recommendation Assessment, Development and Evaluation (GRADE) approach to assess certainty of evidence. PROSPERO CRD42020177334. RESULTS: Twenty-nine randomized controlled trials evaluating 8 treatments (n = 3461) were included in the network meta-analysis. Compared to placebo, moderate to high certainty evidence showed that health-related quality of life (SNOT-22) improved with dupilumab (mean difference [MD] -19.91 [95% confidence interval (CI) -22.50, -17.32]), omalizumab (MD -16.09 [95% CI -19.88, -12.30]), mepolizumab (MD -12.89 [95% CI -16.58, -9.19], ASA-D (MD -10.61 [95% CI -14.51, -6.71]), and benralizumab (MD -7.68 [95% CI -12.09, -3.27]). The risk of rescue nasal polyp surgery likely decreased with dupilumab (risk difference [RD] -16.35% [95% CI -18.13, -13.48]), omalizumab (RD -7.40% [95% CI -11.04, -2.43]), mepolizumab (RD -12.33% [95% CI -15.56, -7.22]), and ASA-D (RD -16.00% [95% CI -19.79, 0.21]; all moderate certainty). Comparisons among agents show with moderate to high certainty that dupilumab ranks among the most beneficial for 7 of 7 outcomes, omalizumab for 2 of 7, mepolizumab for 1 of 7, and ASA-D for 1 of 7. CONCLUSIONS: Multiple biologics and ASA-D credibly improve patient-important outcomes, with clinically important differences in effects among agents; dupilumab uniquely ranks among the most beneficial for all outcomes studied.
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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 | 0.006 | 0.013 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.015 | 0.026 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".