Acquired aplastic anemia (AA) is caused by autoreactive T-cell-mediated destruction of early hematopoietic cells. Somatic loss of human leukocyte antigen (HLA) Class I alleles was identified as a mechanism of immune escape in surviving hematopoietic cells of some AA patients. However, pathogenicity, structural characteristics and clinical impact of specific HLA alleles in AA remain poorly understood. Here, we evaluated somatic HLA loss in 505 AA patients from two multi-institutional cohorts.Using a combination of HLA mutation frequencies, peptide-binding structures, and association with AA in an independent cohort of 6,323 patients from the National Marrow Donor Program, we identified 19 AA risk alleles and 12 non-risk alleles and established a novel AA HLA pathogenicity stratification.Our results define pathogenicity for the majority of common HLA-A/B alleles across diverse populations. Our study demonstrates that HLA alleles confer different risks of developing AA, but once AA develops, specific alleles are not associated with response to immunosuppression or transplant outcomes. However, higher pathogenicity alleles, particularly HLA-B*14:02, are associated with higher rates of clonal evolution in adult AA patients. Our study provides novel insights into the immune pathogenesis of AA, opening the door to future autoantigen identification and improved understanding of clonal evolution in AA.