Heavy metals such as lead and cadmium can accumulate in the body and lead to chronic cardiovascular issues. Lead exposure is associated with increased blood pressure and a higher risk of cardiovascular events. Cadmium exposure can lead to arterial stiffness and plaque formation, contributing to the development of atherosclerosis.