Identification of Antigen-Specific T Cell Receptors with Combinatorial Peptide Pooling
Preprint
Abstract
T cell receptor (TCR) repertoire diversity enables the antigen-specific immune responses against the vast space of possible pathogens. Identifying TCR-antigen binding pairs from the large TCR repertoire and antigen space is crucial for biomedical research. Here, we introduce copepodTCR , an open-access tool to design and interpret high-throughput experimental TCR specificity assays. copepodTCR implements a combinatorial peptide pooling scheme for efficient experimental testing of T cell responses against large overlapping peptide libraries, that can be used to identify the specificity of (or “deorphanize”) TCRs. The scheme detects experimental errors and, coupled with a hierarchical Bayesian model for unbiased interpretation, identifies the response-eliciting peptide sequence for a TCR of interest out of hundreds of peptides tested using a simple experimental set-up. Using in silico simulations, we demonstrate the varied experimental settings in which copepodTCR yields efficient and interpretable TCR specificity results. We validated our approach on a library of 253 overlapping peptides covering the SARS-CoV-2 spike protein, split across 12 pools. A single stimulation with combinatorial pools identified the correct epitope of two TCRs with known specificity and then deorphanized two SARS-CoV-2 associated TCRs shared among a large cohort of COVID-19 patients. We provide experimental guides to efficiently design larger screens covering thousands of peptides which will be crucial to identify antigen-specific T cells and their targets from limited clinical material.Keywords
This publication has 37 references indexed in Scilit:
- A guide to cancer immunotherapy: from T cell basic science to clinical practiceNature Reviews Immunology, 2020
- Systematically benchmarking peptide-MHC binding predictors: From synthetic to naturally processed epitopesPLOS Computational Biology, 2018
- Understanding the drivers of MHC restriction of T cell receptorsNature Reviews Immunology, 2018
- Pooled-Peptide Epitope Mapping Strategies Are Efficient and Highly Sensitive: An Evaluation of Methods for Identifying Human T Cell Epitope Specificities in Large-Scale HIV Vaccine Efficacy TrialsPLOS ONE, 2016
- Multiplex Identification of Antigen-Specific T Cell Receptors Using a Combination of Immune Assays and Immune Receptor SequencingPLOS ONE, 2015
- The Utility and Limitations of Current Web-Available Algorithms To Predict Peptides Recognized by CD4 T Cells in Response to Pathogen InfectionThe Journal of Immunology, 2012
- Data Structures for Statistical Computing in PythonProceedings of the Python in Science Conference, 2010
- Matplotlib: A 2D Graphics EnvironmentComputing in Science & Engineering, 2007
- Use of T Cell Epitopes for Vaccine DevelopmentCurrent Drug Targets - Infectious Disorders, 2001
- T-cell antigen receptor genes and T-cell recognitionNature, 1988