SubID expands upon patient dichotomization for survival analysis with a generalizable non-median dichotomization approach to identify clinically relevant genes. Subgroup Identifier (SubID) examines the relationship between continuous variables such as gene expression and a test parameter including p-values from the Cox proportional-hazards model.