In conclusion, our findings reveal a novel molecular mechanism by which lncRNA‐NKILA stimulates the Warburg effect via the MTX1/TOMM40 pathway, innovatively linking lncRNA‐mediated glycometabolic reprogramming to autophagy‐dependent immune escape processes in ICC. The gene discussed is NKILA; the disease is intrahepatic cholangiocarcinoma.