Thirdly, our study demonstrated that malnutrition risk is associated with profound metabolic disturbances, as evidenced by elevated NLR, increased INR, and decreased levels of albumin, total protein, and cholesterol at admission. This evidence concerns the gene ALB and malnutrition.