than between unrelated individuals from other populations. To resolve the resulting ascertainment bias, each SNP may be differently weighted when the IBS similarity matrix is computed. A general framework has been presented19 for computing the similarity matrix with a different weight for each marker. Different weighting schemes can also be used to account for heterogeneous distribution of effect size from each marker or each genomic region.