In multivariable models, categorical BMI was not associated with CD8+ or CD163+ score in either cohort, but obesity, compared to normal BMI, was positively associated with CD4+ score (p = 0.02) among the expression only cohort. Here, CD163 is linked to obesity due to melanocortin 4 receptor deficiency.