Variables in the multivariate and longitudinal MV-JM model take into account the patient’s general condition (ECOG-PS, diabetes type I), tumor progression (CNS metastasis), the immune response triggered (pneumonitis, colitis and dermatitis), and the systemic inflammatory state of cancer (LDH, LT and PLR). This evidence concerns the gene LTA and colitis.