To accomplish this, we utilized the PPI database and bioinformatics tools (BioGRID, STRING, and Cytoscape) and discovered a cellular interaction between YOD1 and USP21 through co-IP, GST pull-down, and ICC assays (Fig. 1A–D). The gene discussed is USP21; the disease is intrahepatic cholangiocarcinoma.