To further explore the mechanism of predict model, we investigated the immune characteristics of the tumor microenvironment and PD‐1, PD‐L1, and CTLA‐4 expression in patients with lung adenocarcinoma. Here, CTLA4 is linked to lung adenocarcinoma.