In conclusion, evaluating the oral microbiome of patients with Alström and Bardet-Biedl syndromes and heterozygous carriers of causative variants in the ALMS1 and BBS genes compared to patients with simple obesity and healthy subjects revealed a distinctive oral bacterial profile in ALMS/BBS patients. The gene discussed is ALMS1; the disease is Bardet-Biedl syndrome.