PTH and vitamin D deficiency: In contrast, those with severe vitamin D deficiency exhibit an increased CAD risk, possibly due to elevated parathyroid hormone (PTH) levels, which is a highly sensitive indicator of vitamin D deficiency and has established cardiovascular implications [13, 14].