Bayesian Statistics in Clinical Trials
In this seminar, Dr. Thall provides an introduction to Bayesian statistics.
0:00 | Introduction |
2:20 | Elements of Bayesian Statistics |
4:35 | Beta Distributions |
5:40 | Simple Example |
10:17 | Estimating Probabilities of Rare Events |
11:19 | Simple Example, continued |
14:38 | Example: Kaplan Meier Estimates of PFS Time Distribution for Each Dose from a Phase I-II Trial of Targeted Agent in Advanced Renal Cancer |
18:15 | Quantifying Strength of Evidence |
28:28 | p-values |
31:50 | Looking at Efficacy and Toxicity- A Simple Example |
34:49 | Utility Based Clinical Trial Design |
37:47 | Example: A Radiation Dose-Finding Trial in Pediatric Brain Tumors |
42:42 | Example: Randomized Subgroup-Specific Comparison of NuPrehab vs Standard of Care Effects on Post-op Morbidity after Esophageal Resection |
47:47 | Example: PK-Guided vs. Fixed IV Busulfan Dose in Allogeneic Stem Cell Transplantation |
52:26 | Example: Randomized Pilot Study of T-reg Cell Therapy for ARDS in Intubated COVID-19 Patients |