Notably, the precise mechanisms and functional role of the β3AR in HF induced by different cardiovascular diseases, including diabetes mellitus, acute myocardial infarction, chronic kidney disease, or other chemotherapy-induced heart failure forms, are not fully discovered. The gene discussed is ADRB3; the disease is diabetes mellitus.