All of these may contribute to increased ROS generation through H2O2 production and Fenton’s reaction, both of which result in high oxidative stress that can be detected by the increase in carbonylated proteins in the IRS1 knockdown CCA cell lines. Here, IRS1 is linked to cholangiocarcinoma.