These findings suggest that an elevated BMI may be a risk factor for irAEs, possibly due to the increased PD-1/PD-L1 expression in obesity-related immune cells (Ilavská et al., 2012). Here, CD274 is linked to obesity due to melanocortin 4 receptor deficiency.