While this study focused on the association between macrophage polarization and lupus nephritis indices, integrating data on serum biomarkers, such as anti-double-strand DNA (anti-dsDNA) antibodies and complement (C3 and C4) levels, could provide a more comprehensive understanding of the disease activity and its correlation with macrophage subpopulations. Here, C3 is linked to lupus nephritis.