Our study has demonstrated that the granulocyte-to-lymphocyte (G/L) ratio, CRP, ferritin, procalcitonin, age, and obesity can collectively serve as economic, rapid, and reliable markers for predicting in-hospital mortality. Here, CRP is linked to obesity due to melanocortin 4 receptor deficiency.