These findings, whether using ionized calcium, albumin-corrected total serum calcium or uncorrected serum calcium, consistently demonstrate a non-linear, U-shaped relationship between calcium levels and mortality risk across various patient populations, including the general population, intensive care unit patients, and acute myocardial infarction populations. This evidence concerns the gene ALB and myocardial infarction.