bioRxivImmunology
Single-cell transcriptome landscape of circulating CD4+ T cell populations in human autoimmune diseases
Y. Yasumizu, D. Takeuchi, R. Morimoto, Y. Takeshima, T. Okuno, M. Kinoshita, T. Morita, Y. Kato, M. Wang, D. Motooka, D. Okuzaki, Y. Nakamura, N. Mikami, M. Arai, X. Zhang, A. Kumanogoh, H. Mochizuki, N. Ohkura, S. Sakaguchi
Abstract
CD4+ T cells are a key mediator of various autoimmune diseases; however, how they contribute to disease development remains obscure primarily because of their cellular heterogeneity. Here, we evaluated CD4+ T cell subpopulations by decomposition-based transcriptome characterization together with canonical clustering strategies. This approach identified 12 independent transcriptional gene programs governing whole CD4+ T cell heterogeneity, which can explain the ambiguity of canonical clustering. In addition, we performed a meta-analysis using public single-cell data sets of over 1.8M peripheral CD4+ T cells from 953 individuals by projecting cells onto the reference and cataloged cell frequency and qualitative alterations of the populations in 20 diseases. The analyses revealed that the 12 transcriptional programs were useful in characterizing each autoimmune disease and predicting its clinical status. Moreover, genetic variants associated with autoimmune diseases showed disease-specific enrichment within the 12 gene programs. The results collectively provide a landscape of single-cell transcriptomes of CD4+ T cell subpopulations involved in autoimmune disease.
- organism: human
- assay: scRNA-seq
- research focus: cell type annotation
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: statistical model
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