Pearson’s correlation analysis revealed that protein and mRNA expression levels of GPX4 in CCA tissues were positively correlated with linc00976 expression and inversely correlated with miR-3202 expression, exhibiting statistical significance (Fig. 6h, Additional file 2: Fig. S3c and d). This evidence concerns the gene GPX4 and cholangiocarcinoma.