Differential regulation of activation and differentiation processes in CD4+ T cell populations and their single-cell level heterogeneity
In T cells, T cell receptor (TCR) signalling initiates downstream transcriptional mechanisms for T cell activation and differentiation. Foxp3-expressing regulatory T cells (Treg) require TCR signals for their suppressive function and maintenance in the periphery. It is, however, unclear how TCR signalling controls the transcriptional programme of Treg. Since most of studies identified the transcriptional features of Treg in comparison to naive T cells, the relationship between Treg and non-naive T cells including memory-phenotype T cells (Tmem) and effector T cells (Teff) is not well understood. Here we dissect the transcriptomes of various T cell subsets from independent datasets using the multidimensional analysis method Canonical Correspondence Analysis (CCA). We show that resting Treg share gene modules for activation with Tmem and Teff. Importantly, Tmem activate the distinct transcriptional modules for T cell activation, which are uniquely repressed in Treg. The activation signature of Treg is dependent on TCR signals, and is more actively operating in activated Treg. Furthermore, by analysing single cell RNA-seq data from tumour-infiltrating T cells, we revealed that FOXP3 expression occurs predominantly in activated T cells. Moreover, we identified FOXP3-driven and T follicular helper (Tfh)-like differentiation pathways in tumour microenvironments, and their bifurcation point, which is enriched with recently activated T cells. Collectively, our study reveals the activation mechanisms downstream of TCR signals for the bifurcation of Treg and Teff differentiation and their maturation processes.