A subset of the rare variants recovered by direct genotype calling was associated with diseases (that is, pLoF variant in UMPS for orotic aciduria and missense variant in ACADS for deficiency of butyryl-CoA dehydrogenase39), suggesting that the rare-variant information reconstructed from the gut metagenome data could reveal the disease risk of an individual. This evidence concerns the gene ACADS and orotic aciduria.