Especially, DDX27, RCL1, and TFB2M were significantly linked to most immune cell populations and immune checkpoints, indicating that above characteristic RBPs might participate in modulating immune cell infiltrations during IgA nephropathy progression. Here, RCL1 is linked to IgA glomerulonephritis.