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Huang X, Meng L, Cao G, Prominski A, Hu Y, Yang C, Chen M, Shi J, Gallagher C, Cao T, Yue J, Huang J, Tian B. Multimodal probing of T-cell recognition with hexapod heterostructures. Nat Methods 2024; 21:857-867. [PMID: 38374262 DOI: 10.1038/s41592-023-02165-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Accepted: 12/26/2023] [Indexed: 02/21/2024]
Abstract
Studies using antigen-presenting systems at the single-cell and ensemble levels can provide complementary insights into T-cell signaling and activation. Although crucial for advancing basic immunology and immunotherapy, there is a notable absence of synthetic material toolkits that examine T cells at both levels, and especially those capable of single-molecule-level manipulation. Here we devise a biomimetic antigen-presenting system (bAPS) for single-cell stimulation and ensemble modulation of T-cell recognition. Our bAPS uses hexapod heterostructures composed of a submicrometer cubic hematite core (α-Fe2O3) and nanostructured silica branches with diverse surface modifications. At single-molecule resolution, we show T-cell activation by a single agonist peptide-loaded major histocompatibility complex; distinct T-cell receptor (TCR) responses to structurally similar peptides that differ by only one amino acid; and the superior antigen recognition sensitivity of TCRs compared with that of chimeric antigen receptors (CARs). We also demonstrate how the magnetic field-induced rotation of hexapods amplifies the immune responses in suspended T and CAR-T cells. In addition, we establish our bAPS as a precise and scalable method for identifying stimulatory antigen-specific TCRs at the single-cell level. Thus, our multimodal bAPS represents a unique biointerface tool for investigating T-cell recognition, signaling and function.
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Affiliation(s)
- Xiaodan Huang
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Lingyuan Meng
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Guoshuai Cao
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | | | - Yifei Hu
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
- Pritzker School of Medicine, University of Chicago, Chicago, IL, USA
| | - Chuanwang Yang
- The James Franck Institute, University of Chicago, Chicago, IL, USA
| | - Min Chen
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Jiuyun Shi
- Department of Chemistry, University of Chicago, Chicago, IL, USA
| | | | - Thao Cao
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Jiping Yue
- Department of Chemistry, University of Chicago, Chicago, IL, USA
| | - Jun Huang
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA.
| | - Bozhi Tian
- Department of Chemistry, University of Chicago, Chicago, IL, USA.
- The James Franck Institute, University of Chicago, Chicago, IL, USA.
- The Institute for Biophysical Dynamics, University of Chicago, Chicago, IL, USA.
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Goldner Kabeli R, Zevin S, Abargel A, Zilberberg A, Efroni S. Self-supervised learning of T cell receptor sequences exposes core properties for T cell membership. SCIENCE ADVANCES 2024; 10:eadk4670. [PMID: 38669334 DOI: 10.1126/sciadv.adk4670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Accepted: 03/26/2024] [Indexed: 04/28/2024]
Abstract
The T cell receptor (TCR) repertoire is an extraordinarily diverse collection of TCRs essential for maintaining the body's homeostasis and response to threats. In this study, we compiled an extensive dataset of more than 4200 bulk TCR repertoire samples, encompassing 221,176,713 sequences, alongside 6,159,652 single-cell TCR sequences from over 400 samples. From this dataset, we then selected a representative subset of 5 million bulk sequences and 4.2 million single-cell sequences to train two specialized Transformer-based language models for bulk (CVC) and single-cell (scCVC) TCR repertoires, respectively. We show that these models successfully capture TCR core qualities, such as sharing, gene composition, and single-cell properties. These qualities are emergent in the encoded TCR latent space and enable classification into TCR-based qualities such as public sequences. These models demonstrate the potential of Transformer-based language models in TCR downstream applications.
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Affiliation(s)
- Romi Goldner Kabeli
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Sarit Zevin
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Avital Abargel
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Alona Zilberberg
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Sol Efroni
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
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Gondré-Lewis TA, Jiang C, Ford ML, Koelle DM, Sette A, Shalek AK, Thomas PG. NIAID workshop on T cell technologies. Nat Immunol 2023; 24:14-18. [PMID: 36596894 PMCID: PMC10405620 DOI: 10.1038/s41590-022-01377-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
On 15–16 June 2022, the National Institute of Allergy and Infectious Diseases hosted a virtual workshop on the topic of T cell technologies to discuss assays, novel technology development, bench and clinical application of those technologies, and challenges and innovations in the field.
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Affiliation(s)
- Timothy A Gondré-Lewis
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Rockville, MD, USA.
| | - Chao Jiang
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Rockville, MD, USA.
| | - Mandy L Ford
- Division of Transplantation, Department of Surgery, Emory University, Atlanta, GA, USA
| | - David M Koelle
- Department of Global Health, University of Washington, Seattle, WA, USA
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Benaroya Research Institute, Seattle, WA, USA
| | - Alessandro Sette
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Alex K Shalek
- Institute for Medical Engineering and Science, Department of Chemistry, and Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Paul G Thomas
- Immunology Department, St. Jude Children's Research Hospital, Memphis, TN, USA
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