RT Journal Article SR Electronic T1 Pervasive additive and non-additive effects within the HLA region contribute to disease risk in the UK Biobank JF bioRxiv FD Cold Spring Harbor Laboratory SP 2020.05.28.119669 DO 10.1101/2020.05.28.119669 A1 Guhan Ram Venkataraman A1 Julia Eve Olivieri A1 Christopher DeBoever A1 Yosuke Tanigawa A1 Johanne Marie Justesen A1 Alexander Dilthey A1 Manuel A. Rivas YR 2020 UL http://biorxiv.org/content/early/2020/06/12/2020.05.28.119669.abstract AB The human leukocyte antigen (HLA) region is one of the most disease-associated regions of the human genome, yet even well-studied alleles in the HLA region have unknown impact on disease. Here, we study the effect of 156 HLA alleles on 677 binary phenotypes for 337,138 individuals in the UK Biobank. We assess HLA allele associations and subsequently use Bayesian Model Averaging for conditional analysis, a) replicating 88 known associations between HLA alleles and binary disease phenotypes such as cancer, and b) discovering 90 novel associations to phenotypes such as skin and reproductive tract cancers and to other phenotypes not previously associated with the HLA region (e.g. anemias and acne). We find several non-additive effects, suggesting a more complex landscape of disease-modifying effects throughout the region. Finally, we discover associations between homozygous HLA allele burden and several cancer and other phenotypes, suggesting that peptide presentation spectra as coded for by the HLA region are important in determining disease risk. Our results demonstrate the HLA region’s complexity and richness while underscoring its clinical relevance.Competing Interest StatementThe authors have declared no competing interest.