An interesting finding in our study was the strong sex interaction (P = 0.004) observed with the development from normal to abdominal obesity where the G-allele in the rs964184 (ZNF259/APOA5) revealed a risk effect in males while the opposite was the case in females. This evidence concerns the gene ZPR1 and Abdominal obesity.