Lastly, our study did not include detailed analyses of specific causes of death, which could provide insights into whether certain conditions, such as sepsis or hypovolemia, disproportionately influence the prognostic utility of the WBC/Hb ratio. Here, GSTM1 is linked to Hypovolemia.