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Psychology

2020

Dissertations & Theses (Open Access)

Bayesian Modeling

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Bayesian Modeling Of Censored Data With Application To Meta-Analysis Of Immunotherapy Trials, Xinyue Qi Jul 2020

Bayesian Modeling Of Censored Data With Application To Meta-Analysis Of Immunotherapy Trials, Xinyue Qi

Dissertations & Theses (Open Access)

My dissertation builds on a systematic review of 125 clinical trials reporting on treatment-related adverse events (AEs) associated with PD-1/PD-L1 inhibitors published from 2010 to 2018. The motivating dataset contained the following study-level components extracted from each publication: trial name, number of treated patients, selected immunotherapy drug, dosing schedule, cancer type, number of AEs within each category, and the pre-specified criteria for AE reporting. The number of AEs were reported based upon all-grade (Grade 1-5) and Grade 3 or higher (Grade 3-5) severity. My overall objective was to increase our understanding of the toxicity profiles of five most common cancer …