Among the four ethnic groups (Chinese, Caucasian, African-Americans and Hispanic populations), we found that 35 SNPs in intron 1 of FTO gene were significantly associated with indicators of obesity in Caucasians. This evidence concerns the gene FTO and obesity due to melanocortin 4 receptor deficiency.