Despite its utility as a diagnostic tool in patients with specific risk factors for genetic disease, genetic testing still has significant limitations for predicting disease in a healthy patient. Authors from Colombia University used a hypothetical case to illustrate differences between diagnostic testing and predictive genetic screening for prevention purposes, focusing on available clinical tests. Their case report is published in Annals of Internal Medicine.