Incorporating between-pedigree co-ancestry in variance-components linkage analysis James E. Hicks, Michael A. Province As rare variants become an increasing focus in genetic epidemiology, family-based study designs will return to the forefront. Tools, such as linkage analysis, used for family data will need to be updated to accommodate this hypothesis. In conventional linkage analysis pedigrees are assumed to be independent, and only identity-by-descent (IBD) states within each pedigree are used. However, cryptic relatedness is present in populations and haplotypes shared by cryptically related individuals can harbor rare variants that influence phenotypes. With the development of long range phasing-based methods for detection of shared genomic segments using dense genotypes, IBD states across the genome can be inferred, without use of pedigree information. This is done by identifying long runs of genotypes identical-by-state which are unlikely to be identical without being IBD. This method allows for cryptic relatedness to be incorporated into linkage analysis. In variance-components linkage analysis, IBD states are modeled in a covariance matrix. Conventionally, these states are computed within pedigrees by modeling recombination rates between genotypes in a sparse set of markers. Replacing that covariance matrix with one determined from shared segment methods can increase the accuracy and power of linkage analysis. Power is increased in the scenario when there is a haplotype shared IBD between members of different pedigrees. If there is no between-pedigree IBD, the analysis reduces to conventional variancecomponents analysis. By determining IBD states by long runs of dense IBS genotypes, linkage signals can be determined from their physical position, allowing more precise localization.