PCDHGB7 expression in LUAD was associated with gene mutations such as LRP1B, STK11, and KEAP1. Of note, these genes mutations have been shown to have predictive effects on immune therapy for lung cancer in previous studies (Figure 2D) (4, 22). The gene discussed is KEAP1; the disease is lung carcinoma.