In addition, with population-scale MHC and KIR haplotyping, our method can help to elucidate a refined set of minimal alleles that confer the highest risk for GVHD, thereby informing follow-up cost-effective selective typing of these most informative alleles. Here, HLA-C is linked to graft versus host disease.