Literature DB >> 31495665

Defining HLA-II Ligand Processing and Binding Rules with Mass Spectrometry Enhances Cancer Epitope Prediction.

Jennifer G Abelin1, Dewi Harjanto1, Matthew Malloy1, Prerna Suri1, Tyler Colson1, Scott P Goulding1, Amanda L Creech1, Lia R Serrano1, Gibran Nasir1, Yusuf Nasrullah1, Christopher D McGann1, Diana Velez1, Ying S Ting1, Asaf Poran1, Daniel A Rothenberg1, Sagar Chhangawala1, Alex Rubinsteyn2, Jeff Hammerbacher2, Richard B Gaynor1, Edward F Fritsch1, Joel Greshock1, Rob C Oslund1, Dominik Barthelme1, Terri A Addona1, Christina M Arieta1, Michael S Rooney3.   

Abstract

Increasing evidence indicates CD4+ T cells can recognize cancer-specific antigens and control tumor growth. However, it remains difficult to predict the antigens that will be presented by human leukocyte antigen class II molecules (HLA-II), hindering efforts to optimally target them therapeutically. Obstacles include inaccurate peptide-binding prediction and unsolved complexities of the HLA-II pathway. To address these challenges, we developed an improved technology for discovering HLA-II binding motifs and conducted a comprehensive analysis of tumor ligandomes to learn processing rules relevant in the tumor microenvironment. We profiled >40 HLA-II alleles and showed that binding motifs were highly sensitive to HLA-DM, a peptide-loading chaperone. We also revealed that intratumoral HLA-II presentation was dominated by professional antigen-presenting cells (APCs) rather than cancer cells. Integrating these observations, we developed algorithms that accurately predicted APC ligandomes, including peptides from phagocytosed cancer cells. These tools and biological insights will enable improved HLA-II-directed cancer therapies.
Copyright © 2019 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  HLA class II; HLA ligandomics; HLA-II; MHC; RNA-Seq; SILAC; antigen; autophagy; cancer; epitope prediction; isotope labeling; machine learning; mass spectrometry; neoantigen; peptide processing; phagocytosis; proteomics

Mesh:

Substances:

Year:  2019        PMID: 31495665     DOI: 10.1016/j.immuni.2019.08.012

Source DB:  PubMed          Journal:  Immunity        ISSN: 1074-7613            Impact factor:   31.745


  60 in total

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6.  HLA Class II Specificity Assessed by High-Density Peptide Microarray Interactions.

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