BEGIN:VCALENDAR VERSION:2.0 PRODID:-//132.216.98.100//NONSGML kigkonsult.se iCalcreator 2.20.4// BEGIN:VEVENT UID:20260111T042032EST-35226SZ618@132.216.98.100 DTSTAMP:20260111T092032Z DESCRIPTION:Title: Doubly-Robust Bayesian Estimation of Individualized Trea tment Rules Using Network Meta-Analysis.\n\nAbstract\n\n \n\nAn optimal In dividualized Treatment Rule (ITR) is a function that takes a patient's cha racteristics\, such as demographics\, biomarkers\, and treatment history\, and outputs a treatment that is expected to give the best outcome for tha t patient. When estimating ITRs from individual studies\, power to detect important treatment-covariate interactions is often low. Additionally\, al l treatments of interest may not be compared head-to-head in a single stud y. Network Meta-Analysis (NMA) is a method of synthesizing data from multi ple studies to estimate the relative effects of a set of treatments. Two-s tage ITR NMA is an emerging technique for the estimation of ITRs that can improve power and simultaneously consider all relevant treatment options w hile protecting sensitive data. In the first stage\, study-specific ITRs a re estimated\, and in the second stage\, the study-specific ITRs are poole d using an NMA model. In this talk\, we propose a doubly-robust and fully Bayesian approach to estimating study-level ITRs. We also show how missing -at-random outcomes can be accounted for in this approach. We then propose a Bayesian NMA model for pooling the study-level ITRs that leverages the full covariance matrix of the estimates. Finally\, we use the methods to e stimate an optimal ITR for major depressive disorder using data from three adaptive trials.\n\n \n\nSpeaker bio\n\n \n\nAugustine Wigle currently ho lds an NSERC Postdoctoral Fellowship at ɬÀï·¬ supervised by Pr of. Erica Moodie in the Department of Epidemiology\, Biostatistics and Occ upational Health. She is interested in Bayesian methods\, network meta-ana lysis\, and precision medicine. For more information\, please visit:\n\nht tps://sites.google.com/view/augustinewigle\n DTSTART:20260114T203000Z DTEND:20260114T213000Z LOCATION:Room 1140\, New ɬÀï·¬ Dental Clinic\, CA\, QC\, Montreal\, H3A 1G 1\, 2001\, avenue ɬÀï·¬ College SUMMARY:Augustine Wigle (ɬÀï·¬ ) URL:/science/channels/event/augustine-wigle-mcgill-370 232 END:VEVENT END:VCALENDAR