Back to Search Start Over

Expert prior elicitation and Bayesian analysis of the Mycotic Ulcer Treatment Trial I.

Authors :
Sun CQ
Prajna NV
Krishnan T
Mascarenhas J
Rajaraman R
Srinivasan M
Raghavan A
O'Brien KS
Ray KJ
McLeod SD
Porco TC
Acharya NR
Lietman TM
Source :
Investigative ophthalmology & visual science [Invest Ophthalmol Vis Sci] 2013 Jun 14; Vol. 54 (6), pp. 4167-73. Date of Electronic Publication: 2013 Jun 14.
Publication Year :
2013

Abstract

Purpose: To perform a Bayesian analysis of the Mycotic Ulcer Treatment Trial I (MUTT I) using expert opinion as a prior belief.<br />Methods: MUTT I was a randomized clinical trial comparing topical natamycin or voriconazole for treating filamentous fungal keratitis. A questionnaire elicited expert opinion on the best treatment of fungal keratitis before MUTT I results were available. A Bayesian analysis was performed using the questionnaire data as a prior belief and the MUTT I primary outcome (3-month visual acuity) by frequentist analysis as a likelihood.<br />Results: Corneal experts had a 41.1% prior belief that natamycin improved 3-month visual acuity compared with voriconazole. The Bayesian analysis found a 98.4% belief for natamycin treatment compared with voriconazole treatment for filamentous cases as a group (mean improvement 1.1 Snellen lines, 95% credible interval 0.1-2.1). The Bayesian analysis estimated a smaller treatment effect than the MUTT I frequentist analysis result of 1.8-line improvement with natamycin versus voriconazole (95% confidence interval 0.5-3.0, P = 0.006). For Fusarium cases, the posterior demonstrated a 99.7% belief for natamycin treatment, whereas non-Fusarium cases had a 57.3% belief.<br />Conclusions: The Bayesian analysis suggests that natamycin is superior to voriconazole when filamentous cases are analyzed as a group. Subgroup analysis of Fusarium cases found improvement with natamycin compared with voriconazole, whereas there was almost no difference between treatments for non-Fusarium cases. These results were consistent with, though smaller in effect size than, the MUTT I primary outcome by frequentist analysis. The accordance between analyses further validates the trial results. (ClinicalTrials.gov number, NCT00996736.).

Details

Language :
English
ISSN :
1552-5783
Volume :
54
Issue :
6
Database :
MEDLINE
Journal :
Investigative ophthalmology & visual science
Publication Type :
Academic Journal
Accession number :
23702779
Full Text :
https://doi.org/10.1167/iovs.13-11716