The resulting overall score, DyAM risk, was used as input to a multivariable Cox proportional hazards model with derived neutrophil-to lymphocyte ratio (dNLR), pack-years smoking history, age, albumin, tumor burden, presence of brain and liver metastases, tumor histology and scanner parameters. This evidence concerns the gene ALB and neoplasm.