More recent research using bioinformatics analysis and microarray data of differentially expressed genes (DEGs), identified transcription factor AP-2 alpha (TFAP2A) as a mediator of ferroptosis via Nrf2 pathways in gallbladder carcinoma [49]. This evidence concerns the gene TFAP2A and gallbladder carcinoma.