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Updated: Jun 28, 2026

Simultaneous Quantification of T-Cell Receptor Excision Circles (TRECs) and K-Deleting Recombination Excision Circles (KRECs) by Real-time PCR
Published on: December 6, 2014
Integrated bulk and single-cell transcriptomics identifies shared and specific immune signatures in Takayasu
Kexin Xu1, Taotao Li1, Na Gao1
1Department of Rheumatology and Immunology, Capital Medical University Affiliated Beijing Anzhen Hospital, Beijing, China.
Background:
Takayasu arteritis (TAK) is a rare, chronic large-vessel vasculitis. Although CD4⁺ and CD8⁺ T cells are acknowledged drivers of vascular injury in TAK, the gene networks that confer their pathogenicity remain incompletely mapped.
Objectives:
This study aimed to integrate bulk RNA-sequencing of peripheral-blood T-cell subsets with single-cell RNA-sequencing of aortic tissue to find mechanistic biomarkers and therapeutic targets for TAK.
Methods:
We performed bulk RNA-sequencing on peripheral-blood CD4⁺ and CD8⁺ T cells from eight treatment-naïve TAK patients and three age matched healthy controls. In parallel, single-cell RNA-sequencing was applied to aortic tissue from three additional TAK patients and three atherosclerotic controls. DEGs were defined at false-discovery rate < 0.05. Functional enrichment used Gene Ontology, KEGG and Reactome. STRING constructed protein-protein interaction networks, and Cell Chat inferred intercellular ligand-receptor communication.
Results:
Bulk profiling identified 851 DEGs in CD4⁺ and 1 645 DEGs in CD8⁺ T cells. CD4⁺ DEGs were enriched for inflammation, angiogenesis and platelet-activation pathways; CD8⁺ DEGs concentrated on cytokine synthesis, notably interleukin-1 signaling. Both subsets shared enrichment in complement cascade, focal adhesion and extracellular-matrix organization, indicating convergent pro-inflammatory programs. Single-cell analyses delineated dense CD4⁺- CD8⁺ crosstalk within TAK aorta and, relative to atherosclerotic controls, heat-shock protein binding and ubiquitin-ligase activity-hallmarks of heightened protein-homeostasis stress. Four transcriptional regulators-EGR1, KLF4, RHOB and ATF3-were consistently up-regulated in both blood and tissue; EGR1 showed the strongest fold-change and occupied a central hub in protein-interaction and ligand-receptor networks. In peripheral cells EGR1 co-clustered with cytokine-biosynthetic modules, while in tissue its profile mirrored the composite CD4⁺ and CD8⁺ signature, underscoring a unifying role in systemic and local inflammation.
Conclusions:
Integrated bulk and single-cell transcriptomics reveal both shared and subset-specific signaling landscapes for CD4⁺ and CD8⁺ T cells in TAK. The consistent prominence of EGR1 across compartments nominates this factor as a pivotal molecular switch and attractive therapeutic target. These data furnish a mechanistic framework for precision immune modulation in large-vessel vasculitis.

