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

dc.contributor.authorBiradar, Rahul
dc.contributor.authorKalim, Ubaid Ullah
dc.contributor.authorLönnberg, Tapio
dc.contributor.authorJunttila, Sini
dc.contributor.authorSuomi, Tomi
dc.contributor.authorNorman, Sebastián Zúñiga
dc.contributor.authorStarskaia, Inna
dc.contributor.authorPaulin, Niklas
dc.contributor.authorMikkola, Lea
dc.contributor.authorVaarala, Outi
dc.contributor.authorRasool, Omid
dc.contributor.authorKnip, Mikael
dc.contributor.authorElo, Laura L.
dc.contributor.authorLahesmaa, Riitta
dc.contributor.organizationfi=InFLAMES Lippulaiva|en=InFLAMES Flagship|
dc.contributor.organizationfi=Turun biotiedekeskus|en=Turku Bioscience Centre|
dc.contributor.organizationfi=biolääketieteen laitos|en=Institute of Biomedicine|
dc.contributor.organization-code1.2.246.10.2458963.20.18586209670
dc.contributor.organization-code1.2.246.10.2458963.20.68445910604
dc.converis.publication-id506507270
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/506507270
dc.date.accessioned2026-01-21T14:54:01Z
dc.date.available2026-01-21T14:54:01Z
dc.description.abstract<p><strong>Background</strong><br></p><p>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.<br></p><p><br><strong>Methods</strong><br></p><p>We performed single cell RNA sequencing analysis of 73 longitudinal CD4<sup>+</sup> T cell samples collected at an early age of 3–24 months from children who subsequently developed type 1 diabetes (<em>N</em> = 11) and their matched controls (<em>N</em> = 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).<br></p><p><br><strong>Results</strong><br></p><p>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.<br></p><p><br><strong>Conclusions</strong><br></p><p>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.<br></p>
dc.identifier.eissn1756-994X
dc.identifier.olddbid213850
dc.identifier.oldhandle10024/196868
dc.identifier.urihttps://www.utupub.fi/handle/11111/55988
dc.identifier.urlhttps://doi.org/10.1186/s13073-025-01574-x
dc.identifier.urnURN:NBN:fi-fe202601216094
dc.language.isoen
dc.okm.affiliatedauthorBiradar, Rahul
dc.okm.affiliatedauthorKalim, Ubaid Ullah
dc.okm.affiliatedauthorLönnberg, Tapio
dc.okm.affiliatedauthorJunttila, Sini
dc.okm.affiliatedauthorSuomi, Tomi
dc.okm.affiliatedauthorZuniga, Sebastian
dc.okm.affiliatedauthorStarskaia, Inna
dc.okm.affiliatedauthorMikkola, Lea
dc.okm.affiliatedauthorRasool, Omid
dc.okm.affiliatedauthorKnip, Mikael
dc.okm.affiliatedauthorElo, Laura
dc.okm.affiliatedauthorLahesmaa, Riitta
dc.okm.affiliatedauthorDataimport, Biolääketieteen laitoksen yhteiset
dc.okm.discipline3111 Biomedicineen_GB
dc.okm.discipline3111 Biolääketieteetfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherSpringer Science and Business Media LLC
dc.publisher.countryUnited Kingdomen_GB
dc.publisher.countryBritanniafi_FI
dc.publisher.country-codeGB
dc.relation.articlenumber154
dc.relation.doi10.1186/s13073-025-01574-x
dc.relation.ispartofjournalGenome Medicine
dc.relation.volume17
dc.source.identifierhttps://www.utupub.fi/handle/10024/196868
dc.titleSingle-cell RNA-seq analysis of longitudinal CD4+ T cell samples reveals cell-type-specific changes during early stages of type 1 diabetes
dc.year.issued2025

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