Interpreting Subgroup Analysis with Biological Plausibility

The challenge lies in the varying effectiveness of agents across different heart failure subgroups based on ejection fractions. Without a confirmatory study, interpreting subgroup analysis requires a biologically plausible explanation. It is crucial to move beyond binary terms like 'positive' or 'negative study' and consider the nuances in p-values for a comprehensive interpretation.