CD48 and liver dysplastic nodule: C1QA and ITGB2 are involved in the complement cascade response, CD48 and CD53 may be involved in humoral immunity and macrophage activation, and integrated polygenic regulation promotes the inflammatory response cascade effect and accelerates DN progression (Klessens et al., 2017; Xu et al., 2021).