In this episode, Dr. Madeline O'Sullivan discusses her retrospective study of U.S. veterans in the Veterans Health Administration, examining outcomes among patients with rheumatoid arthritis treated with immune checkpoint inhibitors for cancer. She explains how the cohorts were defined, how use and timing of immunosuppressive therapies were analyzed, and how mortality and cause of death were determined. Dr. O'Sullivan summarizes the patient population, cancer types represented, and key findings on survival differences between RA and non-RA groups, as well as insights from secondary analyses and important study limitations. She also reflects on balancing research with clinical training, the mentorship that supported her work, lessons learned, and practical advice for trainees aiming to complete and publish research projects.