Finally, according to previous studies, blood-based TMb (65), tumor infiltrating lymphocytes (66) and specific gene mutations such as STK11, KEAP1 and TP53 (67) have been reported as biomarkers predictive of the benefits of ICI treatment. Here, KEAP1 is linked to neoplasm.