This review systematically summarizes the molecular mechanisms of the DYRK family across major cardiovascular disease models, with particular emphasis on the functional specificity of distinct DYRK isoforms and their translational potential as therapeutic targets. The gene discussed is DYRK1A; the disease is cardiovascular disorder.