In this work, we design a machine learning algorithm, Deletion of Allele-Specific HLAs (DASH), to more accurately profile HLA allele-specific LOH by capturing the unique features of the HLA region and demonstrate the limit of detection for subclonal events and low tumor purity using sequencing data mixtures from cell lines. This evidence concerns the gene HLA-S and neoplasm.