The interplay between oxidative stress and inflammatory factors in promoting CCA has been investigated by Yuan et al., who showed that KC-derived inflammatory signals play a crucial role in CCA initiation under elevated oxidative stress and mitochondrial dysfunction. Here, CALCA is linked to cholangiocarcinoma.