In this review, we summarize the data outlining the evidence of ICIs in patients with poor Eastern Cooperative Oncology Group performance status (ECOG PS), underlying autoimmune disease (AID), older age, active brain metastases (BMs), and molecular aberrations such as EGFR mutations, ALK fusions, BRAF mutations and ROS1 fusions. The gene discussed is BRAF; the disease is autoimmune disease.