For two of the three strains, DBA2 and C57B6, strain-specific classifiers reliably determined the epilepsy-genotype (<i>TSC1</i>gene knockout) with accuracies of 86% (95% CI 70-101) and 67% (95% 55-79), respectively. The gene discussed is TSC1; the disease is epilepsy.