Pure MHC, LLC., Oklahoma City, OK, United States.
Department of Microbiology and Immunology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, United States.
Front Immunol. 2022 Jan 26;13:835454. doi: 10.3389/fimmu.2022.835454. eCollection 2022.
Mass spectrometry (MS) based immunopeptidomics is used in several biomedical applications including neo-epitope discovery in oncology, next-generation vaccine development and protein-drug immunogenicity assessment. Immunopeptidome data are highly complex given the expression of multiple HLA alleles on the cell membrane and presence of co-immunoprecipitated contaminants. The absence of tools that deal with these challenges effectively and guide the analysis and interpretation of this complex type of data is currently a major bottleneck for the large-scale application of this technique. To resolve this, we here present the MHCMotifDecon that benefits from state-of-the-art HLA class-I and class-II predictions to accurately deconvolute immunopeptidome datasets and assign individual ligands to the most likely HLA molecule, allowing to identify and characterize HLA binding motifs while discarding co-purified contaminants. We have benchmarked the tool against other state-of-the-art methods and illustrated its application on experimental datasets for HLA-DR demonstrating a previously underappreciated role for HLA-DRB3/4/5 molecules in defining HLA class II immune repertoires. With its ease of use, MHCMotifDecon can efficiently guide interpretation of immunopeptidome datasets, serving the discovery of novel T cell targets. MHCMotifDecon is available at https://services.healthtech.dtu.dk/service.php?MHCMotifDecon-1.0.
基于质谱(MS)的免疫肽组学在多个生物医学应用中得到了应用,包括肿瘤中的新表位发现、下一代疫苗开发和蛋白质药物免疫原性评估。鉴于细胞膜上多个 HLA 等位基因的表达和共免疫沉淀污染物的存在,免疫肽组数据非常复杂。目前,缺乏有效处理这些挑战的工具,并指导这种复杂类型数据的分析和解释,这是该技术大规模应用的主要瓶颈。为了解决这个问题,我们在这里提出了 MHCMotifDecon,它受益于最先进的 HLA 类 I 和类 II 预测,能够准确地反卷积免疫肽组数据集,并将单个配体分配给最可能的 HLA 分子,从而能够识别和表征 HLA 结合基序,同时排除共纯化的污染物。我们已经将该工具与其他最先进的方法进行了基准测试,并在 HLA-DR 的实验数据集上说明了其应用,证明了 HLA-DRB3/4/5 分子在定义 HLA 类 II 免疫组库方面的作用以前被低估了。MHCMotifDecon 易于使用,可以有效地指导免疫肽组数据集的解释,为发现新的 T 细胞靶标服务。MHCMotifDecon 可在 https://services.healthtech.dtu.dk/service.php?MHCMotifDecon-1.0 上获得。