Can we predict T cell specificity with digital biology and machine learning?

D Hudson, RA Fernandes, M Basham, G Ogg… - Nature Reviews …, 2023 - nature.com
Recent advances in machine learning and experimental biology have offered breakthrough
solutions to problems such as protein structure prediction that were long thought to be …

T cell antigen discovery

AV Joglekar, G Li - Nature methods, 2021 - nature.com
T cells respond to threats in an antigen-specific manner using T cell receptors (TCRs) that
recognize short peptide antigens presented on major histocompatibility complex (MHC) …

Structure-based prediction of T cell receptor: peptide-MHC interactions

P Bradley - Elife, 2023 - elifesciences.org
The regulatory and effector functions of T cells are initiated by the binding of their cell-
surface T cell receptor (TCR) to peptides presented by major histocompatibility complex …

Prediction of neo-epitope immunogenicity reveals TCR recognition determinants and provides insight into immunoediting

J Schmidt, AR Smith, M Magnin, J Racle, JR Devlin… - Cell Reports …, 2021 - cell.com
CD8+ T cell recognition of peptide epitopes plays a central role in immune responses
against pathogens and tumors. However, the rules that govern which peptides are truly …

Structural and physical features that distinguish tumor-controlling from inactive cancer neoepitopes

JM Custodio, CM Ayres, TJ Rosales… - Proceedings of the …, 2023 - National Acad Sciences
Neoepitopes arising from amino acid substitutions due to single nucleotide polymorphisms
are targets of T cell immune responses to cancer and are of significant interest in the …

Structure-based prediction of T cell receptor recognition of unseen epitopes using TCRen

VK Karnaukhov, DS Shcherbinin… - Nature Computational …, 2024 - nature.com
T cell receptor (TCR) recognition of foreign peptides presented by major histocompatibility
complex protein is a major event in triggering the adaptive immune response to pathogens …

Using T cell receptor repertoires to understand the principles of adaptive immune recognition

P Bradley, PG Thomas - Annual review of immunology, 2019 - annualreviews.org
Adaptive immune recognition is mediated by antigen receptors on B and T cells generated
by somatic recombination during lineage development. The high level of diversity resulting …

Predicting antigen specificity of single T cells based on TCR CDR 3 regions

DS Fischer, Y Wu, B Schubert, FJ Theis - Molecular systems biology, 2020 - embopress.org
It has recently become possible to simultaneously assay T‐cell specificity with respect to
large sets of antigens and the T‐cell receptor sequence in high‐throughput single‐cell …

TCR-BERT: learning the grammar of T-cell receptors for flexible antigen-binding analyses

KE Wu, K Yost, B Daniel, J Belk, Y Xia… - Machine Learning …, 2024 - proceedings.mlr.press
The T-cell receptor (TCR) allows T-cells to recognize and respond to antigens presented by
infected and diseased cells. However, due to TCRs' staggering diversity and the complex …

Structure based prediction of neoantigen immunogenicity

TP Riley, GLJ Keller, AR Smith, LM Davancaze… - Frontiers in …, 2019 - frontiersin.org
The development of immunological therapies that incorporate peptide antigens presented to
T cells by MHC proteins is a long sought-after goal, particularly for cancer, where mutated …