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Updated: Aug 14, 2026

Single-cell Analysis of Immunophenotype and Cytokine Production in Peripheral Whole Blood via Mass Cytometry
Published on: June 26, 2018
Identity and Diversity of Human Peripheral Th and T Regulatory Cells Defined by Single-Cell Mass Cytometry
Matthew A Kunicki1, Laura C Amaya Hernandez1,2, Kara L Davis3
1Division of Stem Cell Transplantation and Regenerative Medicine, Department of Pediatrics, Stanford University, Stanford, CA 94305.
Insights
Human CD3+CD4+ T cells, including T regulatory (Treg) and T regulatory type 1 (Tr1) cells, show greater diversity than previously known. Single-cell mass cytometry revealed new subsets and overlapping markers, highlighting complex interrelations within these crucial immune cells.
Area of Science:
- Immunology
- Cell Biology
- Systems Biology
Background:
- Human CD3+CD4+ T cells, T regulatory (Treg) cells, and T regulatory type 1 (Tr1) cells are vital for immune response and tolerance.
- Existing markers for T helper (Th), Treg, and Tr1 cell subsets may not fully capture the complexity of the CD3+CD4+ T cell compartment.
- Previous characterization focused on individual subsets, limiting a comprehensive understanding of their diversity and relationships.
Purpose of the Study:
- To comprehensively characterize the diversity of human CD3+CD4+ T cell populations, including Th, Treg, and Tr1 cells.
- To identify novel subsets and overlapping markers within these T cell populations.
- To establish a systems-level reference for CD3+CD4+ T cells in healthy individuals.
Main Methods:
- Utilized single-cell mass cytometry to analyze CD3+CD4+ T cell populations.
- Examined 23 memory T cell-associated surface and intracellular molecules simultaneously.
- Employed high-dimensional analysis and unsupervised clustering for phenotypic organization.
Main Results:
- Identified numerous new subsets, expanding the known diversity to 11 Th, 4 Treg, and 1 Tr1 cell subsets.
- Discovered shared markers between subsets previously thought to be distinct (e.g., Treg and Th17 cells).
- Unsupervised clustering revealed interrelations, including similarities between Th1/Th2/Tfh and Th17 cells, and between Th2 and Treg cells.
Conclusions:
- Single-cell mass cytometry provides a detailed, systems-level characterization of human CD3+CD4+ T cells.
- The findings reveal significant complexity and interrelations among T cell subsets, challenging existing classifications.
- This comprehensive dataset serves as a critical baseline for studying immune-mediated diseases.
Abstract:
Human CD3+CD4+ Th cells, FOXP3+ T regulatory (Treg) cells, and T regulatory type 1 (Tr1) cells are essential for ensuring peripheral immune response and tolerance, but the diversity of Th, Treg, and Tr1 cell subsets has not been fully characterized. Independent functional characterization of human Th1, Th2, Th17, T follicular helper (Tfh), Treg, and Tr1 cells has helped to define unique surface molecules, transcription factors, and signaling profiles for each subset. However, the adequacy of these markers to recapitulate the whole CD3+CD4+ T cell compartment remains questionable. In this study, we examined CD3+CD4+ T cell populations by single-cell mass cytometry. We characterize the CD3+CD4+ Th, Treg, and Tr1 cell populations simultaneously across 23 memory T cell-associated surface and intracellular molecules. High-dimensional analysis identified several new subsets, in addition to the already defined CD3+CD4+ Th, Treg, and Tr1 cell populations, for a total of 11 Th cell, 4 Treg, and 1 Tr1 cell subsets. Some of these subsets share markers previously thought to be selective for Treg, Th1, Th2, Th17, and Tfh cells, including CD194 (CCR4)+FOXP3+ Treg and CD183 (CXCR3)+T-bet+ Th17 cell subsets. Unsupervised clustering displayed a phenotypic organization of CD3+CD4+ T cells that confirmed their diversity but showed interrelation between the different subsets, including similarity between Th1-Th2-Tfh cell populations and Th17 cells, as well as similarity of Th2 cells with Treg cells. In conclusion, the use of single-cell mass cytometry provides a systems-level characterization of CD3+CD4+ T cells in healthy human blood, which represents an important baseline reference to investigate abnormalities of different subsets in immune-mediated pathologies.

