Carol M Moinpour1, Gary W Donaldson, Yoshio Nakamura. 1. Southwest Oncology Group Statistical Center, Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA. cmoinpou@fhcrc.org
Abstract
PURPOSE: This paper applies the Dynamically Modified Outcomes (DYNAMO) model to a clinical trial of two chemotherapeutic regimens on global health-related quality of life (GHRQL) in hormone-refractory prostate cancer. METHODS: DYNAMO identifies the causal influences operating in a clinical trial and their mediation, moderation, and modulation by uncontrolled variables. The Southwest Oncology Group trial S9916 randomized assignment to mitoxantrone plus prednisone (M + P) versus docetaxel plus estramustine (D + E) treatments. In this application, we examine baseline-adjusted impacts of worst pain (McGill Pain Questionnaire) on GHRQL (EORTC Quality of Life Questionnaire-C30) at 10 weeks. RESULTS: The average treatment levels of pain did not differ, hence, the average mediated effect of treatment on GHRQL was zero. Nonetheless, M + P reduced the impact (the relational outcome) of pain on GHRQL by 54% relative to D + E. Individual variation in the relational outcome (modulation) was of the same magnitude as the average difference between the groups. Performance status moderated the direct effects of treatment, with D + E being more effective in good, but not poor, performance strata. CONCLUSIONS: The DYNAMO approach comprehensively accounted for treatment effects. Rather than a single average effect, there were three distinct treatment effects: one direct effect for each performance status level and a direct effect on the relationship between pain and GHRQL.
RCT Entities:
PURPOSE: This paper applies the Dynamically Modified Outcomes (DYNAMO) model to a clinical trial of two chemotherapeutic regimens on global health-related quality of life (GHRQL) in hormone-refractory prostate cancer. METHODS: DYNAMO identifies the causal influences operating in a clinical trial and their mediation, moderation, and modulation by uncontrolled variables. The Southwest Oncology Group trial S9916 randomized assignment to mitoxantrone plus prednisone (M + P) versus docetaxel plus estramustine (D + E) treatments. In this application, we examine baseline-adjusted impacts of worst pain (McGill Pain Questionnaire) on GHRQL (EORTC Quality of Life Questionnaire-C30) at 10 weeks. RESULTS: The average treatment levels of pain did not differ, hence, the average mediated effect of treatment on GHRQL was zero. Nonetheless, M + P reduced the impact (the relational outcome) of pain on GHRQL by 54% relative to D + E. Individual variation in the relational outcome (modulation) was of the same magnitude as the average difference between the groups. Performance status moderated the direct effects of treatment, with D + E being more effective in good, but not poor, performance strata. CONCLUSIONS: The DYNAMO approach comprehensively accounted for treatment effects. Rather than a single average effect, there were three distinct treatment effects: one direct effect for each performance status level and a direct effect on the relationship between pain and GHRQL.
Authors: Donna L Berry; Carol M Moinpour; Caroline S Jiang; Donna Pauler Ankerst; Daniel P Petrylak; Lynne V Vinson; Primo N Lara; Sharon Jones; Mary E Taplin; Patrick A Burch; Maha H A Hussain; E David Crawford Journal: J Clin Oncol Date: 2006-06-20 Impact factor: 44.544
Authors: Victoria J Sinibaldi; Michael A Carducci; Sandra Moore-Cooper; Menachem Laufer; Marianna Zahurak; Mario A Eisenberger Journal: Cancer Date: 2002-03-01 Impact factor: 6.860