The present disclosed subject matter relates to methods of using molecular networks in whole genome genetic linkage analysis of complex inherited disorders, including determining gene-specific linkage probability values for one or more genes represented in a predetermined molecular interaction network. The present disclosed subject matter further relates to methods of identifying one or more gene that is associated with one or more heritable diseases, and methods of diagnosing the heritable diseases.