Empirical assessments show that genotype imputation using either MACH or IMPUTE provides an effective and accurate means of evaluating evidence for association at untyped markers [Li et al, Ann Rev Genom Hum Genet, in press; [35]–[37]. Furthermore, imputation is typically accurate even for strongly associated markers (see the Text S1 [16],[38]).