The ability to achieve statistical significance in independent case/control replication data was limited by power and was only achieved for variants in the well-established Crohn’s disease gene, NOD2. This work demonstrates the challenges of identifying disease-associated rare damaging variants from exome data, even amongst a favorable cohort of familial cases from a genetic isolate. The gene discussed is NOD2; the disease is Crohn disease.