Neural network models were utilized to predict skin irAEs caused by PD-L1 therapy considering variables such as tumor type, treatment drug, age, autoimmune history, derived NLR, lactate dehydrogenase, albumin, body mass index, Eastern Cooperative Oncology Group performance status (ECOG PS) and tumor M-stage features. This evidence concerns the gene ALB and neoplasm.