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Single-cell RNA-seq analysis of longitudinal CD4+ T cell samples reveals cell-type-specific changes during early stages of type 1 diabetes

Biradar, Rahul; Kalim, Ubaid Ullah; Lönnberg, Tapio; Junttila, Sini; Suomi, Tomi; Norman, Sebastián Zúñiga; Starskaia, Inna; Paulin, Niklas; Mikkola, Lea; Vaarala, Outi; Rasool, Omid; Knip, Mikael; Elo, Laura L.; Lahesmaa, Riitta

Single-cell RNA-seq analysis of longitudinal CD4+ T cell samples reveals cell-type-specific changes during early stages of type 1 diabetes

Biradar, Rahul
Kalim, Ubaid Ullah
Lönnberg, Tapio
Junttila, Sini
Suomi, Tomi
Norman, Sebastián Zúñiga
Starskaia, Inna
Paulin, Niklas
Mikkola, Lea
Vaarala, Outi
Rasool, Omid
Knip, Mikael
Elo, Laura L.
Lahesmaa, Riitta
Katso/Avaa
s13073-025-01574-x.pdf (7.616Mb)
Lataukset: 

Springer Science and Business Media LLC
doi:10.1186/s13073-025-01574-x
URI
https://doi.org/10.1186/s13073-025-01574-x
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Julkaisun pysyvä osoite on:
https://urn.fi/URN:NBN:fi-fe202601216094
Tiivistelmä

Background

T cells play a pivotal role in the autoimmune destruction of beta cells in type 1 diabetes. However, our understanding of the disease has been limited by lack of a comprehensive single-cell transcriptome analysis of T cells during its early stages.


Methods

We performed single cell RNA sequencing analysis of 73 longitudinal CD4+ T cell samples collected at an early age of 3–24 months from children who subsequently developed type 1 diabetes (N = 11) and their matched controls (N = 11). The samples analysed here were at or before the age of seroconversion, i.e., appearance of beta cell specific autoantibodies. These samples were obtained from the Trial to Reduce Insulin Dependent Diabetes Mellitus (IDDM) in Genetically at Risk (TRIGR) study (ClincalTrials.gov ID: NCT00179777).


Results

By phenotypically characterizing over 99,000 cells, we identified cell-type-specific gene expression patterns associated with disease progression. While the cell-type compositions were similar, several genes were differentially regulated in cases in different cell types. Besides pathways altered in cases in specific cell types, interferon related pathways and pathways related to viral response were altered in multiple cell types in cases. We also identified gene regulatory networks (regulon) that drives the transcriptional state of the cell types. Notably, we observed increased PRDM1 regulon activity in Th17 cells and diminished GATA3 regulon activity in naïve T cells, among other changes in the activity of different regulons in children progressing to disease.


Conclusions

Our findings reveal early, cell-type-specific changes in transcription and gene regulatory networks in CD4⁺ T cells associated with type 1 diabetes progression, highlighting key pathways and transcriptional regulators. These insights provide a foundation for understanding early immune dysregulation in type 1 diabetes and basis for strategies to develop early diagnosis and intervention.

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