For three types of cancer (LUSC, BLCA, and LUAD), history of smoking and expression levels of three obesity-related genes (SH2B1, POMC, and KCTD15) influenced the survival probability of patients with LUSC (Figure 5(d)). Here, KCTD15 is linked to obesity due to melanocortin 4 receptor deficiency.