Surprisingly, P4HA2 which was included in this prognostic risk model, could promote the LDs accumulation in CC cells and exhibited a close relationship with the abundance of different cell types in the TME and immune checkpoint blockade. The gene discussed is P4HA2; the disease is cholangiocarcinoma.