The study builds upon a two-stage genome scan for BMI performed in the NHLBI Family Heart Study (FHS). In the first, 101 pedigrees were examined with 1027 persons genotyped and a LOD of 2.2 was found on chromosome 7. In stage 2, 135 sibships of 380 persons were examined , and a LOD of 3.2 was found for the same locus. Compelling linkage was found in the combined study (LOD = 4.9, chr 7q31.3, 137cM). The LOD or logarithm of odds is a statistical estimate of whether two loci (the sites of genes) are likely to lie near each other on a chromosome and are therefore likely to be inherited together as a package.