Interpretations on biological sex and association with CRP rely heavily on obesity indices including BMI, PBF, and WHR, which were also associated with CRP concentrations in this study and tend to vary in women and men [36, 40, 44, 45]. This evidence concerns the gene CRP and obesity due to melanocortin 4 receptor deficiency.