MAPDP - A Cloud-Based Computational Platform for Immunopeptidomics Analyses

Résumé

The immunopeptidome corresponds to the repertoire of peptides presented at the cell surface by the major histocompatibility complex (MHC) molecules. Cytotoxic T cells scan this repertoire to identify nonself antigens that can arise from tumors or infected cells. The identification of actionable antigenic targets is key to the development of therapeutic cancer vaccines, T-cell therapy, and other T-cell receptor-based biologics. The growing clinical interest for immunopeptidomics has accelerated the development of high throughput proteogenomic platforms that provide a system-level analysis of MHC-associated peptides. Improvement in sensitivity and throughput of mass spectrometers now allows the detection of a few thousands of peptides from less than 100 million cells. To manage the amount of data generated by these instruments, we have developed the MHC-associated peptide discovery platform (MAPDP), a novel open-source cloud-based computational platform for immunopeptidomic analyses. It provides convenient access from a web portal to immunopeptidomes stored in the database, filtering tools, various visualizations, annotations (e.g., IEDB, dbSNP, gnomAD), peptide-binding affinity prediction (mhcflurry, NetMHC), HLA genotyping, and the generation of personalized proteome databases. MAPDP functionalities are demonstrated here by the discovery of MHC peptides featuring new genetic variants identified in two previously published ovarian carcinoma data sets.,

Publication
Journal of Proteome Research
Mathieu Courcelles
Mathieu Courcelles
Étudiant au doctorat en bio-informatique (2008-2012 avec Pierre Thibault, IRIC)
Tariq Daouda
Tariq Daouda
Étudiant au doctorat en bio-informatique (2011-2018 avec Claude Perrault, IRIC)
Sébastien Lemieux
Sébastien Lemieux
Chercheur principal

Chercheur principal, Unité de recherche en bio-informatique fonctionnelle et structurale, IRIC | Direction scientifique de la plateforme de Bio-informatique | Professeur agrégé, Département de biochimie et médecine moléculaire, Université de Montréal