TNF and Cirrhosis: Patients with cirrhosis often present with chronic inflammation and high coagulability, and the association between the RDW and inflammation may be because the elevation of inflammation factors, such as TNF and IL, aggravates microcirculation hypoxia, resulting in hemodynamic changes.