ALB and Hypoalbuminemia: For example, NLR has been associated with increased cardiovascular risk and insulin resistance (32, 33), while NPAR, which combines neutrophil counts with albumin levels, may indicate long-term inflammatory states and metabolic dysregulation, such as hypoalbuminemia often observed in chronic diseases (34).