“…Paradoxically, patients with exemplary dietary compliance in potassium restriction may be at greatest risk! The study by Chan et al 7 nicely illustrates the promise and the pitfalls of specialty-centric observational comparative effectiveness research, one component of a renewed federal commitment to patient-centered outcome studies. 8 For all of its strengths, the rich Fresenius database underlying the study necessarily is disease defined: The inception cohort begins with dialysis enrollment, and the variables are largely related to dialysis; although the study can compare patients according to digoxin levels, it cannot reliably measure digoxin indications or predialysis CHF management and cannot match patients who have CHF or atrial fibrillation and are treated with digoxin with those who are treated with other agents, such as ACEIs and  blockers; that is, there may be immortal time bias in the data set.…”