Our findings shed light on the CCBE1 gene's nsSNPs, protein 3D structure, PTM potential sites, and gene-gene interaction, and all of which may help researchers better understand the gene's role in autoimmunity and related diseases in the future. Here, CCBE1 is linked to Autoimmunity.