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Single-cell Gene Expression Using Multiplex RT-qPCR to Characterize Heterogeneity of Rare Lymphoid Populations
Published on: January 19, 2017
Repertoire-based mapping and time-tracking of T helper cell subsets in scRNA-Seq
Daniil K Lukyanov1,2, Valeriia V Kriukova3, Kristin Ladell4
1Center for Molecular and Cellular Biology, Moscow, Russia.
This study introduces TCR-Track, a novel method for mapping T helper cell subsets to single-cell RNA sequencing data. It clarifies T helper cell identities and reveals clonal independence, except for cytotoxic CD4+ T cells originating from Th1 clones.
Area of Science:
- Immunology
- Genomics
- Computational Biology
Background:
- CD4+ T helper (Th) cell subsets are crucial for adaptive immunity.
- Single-cell RNA sequencing (scRNA-Seq) reveals Th cell diversity, but mapping to traditional subsets is challenging.
- Distinguishing between Th17 and Th22 subsets, and understanding cytotoxic CD4+ T cell origins, remain areas of ambiguity.
Purpose of the Study:
- To develop and validate a method (TCR-Track) for precisely mapping phenotypically sorted Th subsets onto scRNA-Seq profiles.
- To resolve ambiguities in Th subset identification and explore clonal relationships within CD4+ T cells.
- To investigate the role of Th cells in SARS-CoV-2 infection.
Main Methods:
- Development of TCR-Track, a method utilizing immune repertoire data to map Th subsets to scRNA-Seq data.
- Comparison of TCR-Track mapping accuracy against CITE-Seq.
- Analysis of repertoire overlap at the scRNA-Seq level.
- Integration of scRNA-Seq, TCR-Track, and CITE-Seq data from 122 donors.
Main Results:
- TCR-Track accurately maps Th1, Th1-17, Th17, Th22, Th2a, Th2, T follicular helper (Tfh), and regulatory T-cell (Treg) subsets.
- Mapping reveals clonal independence among Th1, Th2, Th2a, Th17, Th22, and Treg subsets, but suggests cytotoxic CD4+ T cells arise from Th1 clones.
- Distinguishes bona fide Th17 cells from a mixed population previously classified as Th17, and identifies CCR10+ Th cells with a Th22 cluster.
- Severe SARS-CoV-2 infection is associated with systemic type 1 interferon activation in naive Th cells, with effector IFN-induced Th cells correlating with moderate disease.
Conclusions:
- TCR-Track provides a robust method for defining Th subsets within scRNA-Seq data, highlighting intrinsic program stability of circulating Th clones.
- The study clarifies the distinct identities of Th17 and Th22 subsets, with implications for vaccine and T-cell therapy development.
- Provides a comprehensive Th scRNA-Seq reference map for future immunological and clinical research.
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