T cell receptor–centric perspective to multimodal single-cell data analysis
The T cell receptor (TCR), despite its importance, is underutilized in single-cell analysis, with gene expression features solely driving current strategies. Here, we argue for a TCR-first approach, more suited toward T cell repertoires. To this end, we curated a large T cell atlas from 12 prominent human studies, containing in total 500,000 T cells spanning multiple diseases, including melanoma, head and neck cancer, blood cancer, and lung transplantation. Here, we identified severe limitations in cell-type annotation using unsupervised approaches and propose a more robust standard using a semi-supervised method or the TCR arrangement. We showcase the utility of a TCR-first approach through application of the STEGO.R tool for the identification of treatment-related dynamics and previously unknown public T cell clusters with potential antigen-specific properties. Thus, the paradigm shift to a TCR-first can highlight overlooked key T cell features that have the potential for improvements in immunotherapy and diagnostics.
Authors
- Sebastiaan Valkiers (ORCID: https://orcid.org/0000-0002-4940-1310)
- Kerry A. Mullan (ORCID: https://orcid.org/0000-0003-4400-1198)
- Benson Ogunjimi (ORCID: https://orcid.org/0000-0002-0831-2063)
- Pieter Meysman (ORCID: https://orcid.org/0000-0001-5903-633X)
- Kris Laukens (ORCID: https://orcid.org/0000-0002-8217-2564)
- Nicky de Vrij (ORCID: https://orcid.org/0000-0002-7962-745X)
- My Kieu Ha (ORCID: https://orcid.org/0000-0002-6262-341X)
Institutions
- University of Antwerp (BE)
- Antwerp University Hospital (BE)
- Biomedical Informatics Research Center Antwerp (BE)
- Instituut voor Tropische Geneeskunde (BE)
Publication Details
- Journal
- Science Advances
- Published
- 2024-11-29
- DOI
- https://doi.org/10.1126/sciadv.adr3196
- Citations
- 5
- Primary Topic
- Single-cell and spatial transcriptomics
- Type
- article
- Field-Weighted Citation Impact
- 1.17
Funders
- Silicon Valley Community Foundation
- Fonds Wetenschappelijk Onderzoek
- Vlaamse regering