In the current study, although BMI does not significantly impact the immune microenvironment of PTC, HMGB1 is downregulated in underweight individuals and individuals with obesity, and ARG2 is upregulated in the obesity condition, suggesting their involvement in cancer-related processes. This evidence concerns the gene HMGB1 and obesity due to melanocortin 4 receptor deficiency.