It is of interest that recent machine learning models of prognostic factors, in patients with non-small cell lung cancer receiving immunotherapy in the context of a randomized trial, have identified albumin, CRP, LDH and neutrophils as independent prognostic factors [41]. The gene discussed is ALB; the disease is non-small cell lung carcinoma.