Here, we have made no attempt to model the correlation of genotypes among SNPs during analysis. To detect interactions among genotypes at nearby SNPs, it may be beneficial to model this dependence during imputation and analysis. The imputation procedures mentioned above may obtain correlated genotypes by sampling entire chromosomes of untyped SNPs, instead of the data at each SNP, marginally.