ArticlePloS one2023
Identification of Sjögren's syndrome patient subgroups by clustering of labial salivary gland DNA methylation profiles.
Article in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 10 citations in OpenAlex.
- Sjögren's patient subgroups identified through whole genome DNA methylation profiling.Arthritis research & therapy · 2026Article
- The 'target tissues' as orchestrators of autoimmune responses: the paradigm of Sjögren's syndrome.Clinical and experimental immunology · 2026Review
- Deciphering the interferon gene signature spectrum: association with the clinical heterogeneity of Sjögren's disease.Frontiers in immunology · 2026Article
- Integrated study of DNA methylation and transcriptome: a new perspective for exploring the pathogenesis of Sjögren's syndrome.Epigenetics & chromatin · 2025Article
- Genetic, Transcriptomic, and Epigenomic Insights into Sjögren's Disease: An Integrative Network Investigation and Immune Diseases Comparison.International journal of molecular sciences · 2025Article
- Updating on the Dual Role of Salivary Gland Epithelial Cell (SGEC) in Sjögren's Disease.Journal of inflammation research · 2025Review
- Identification of Epigenetic Alteration of the IFI44L Gene in B Cells of Sjogren's Syndrome as a Clinical Biomarker and Molecular Significance.Journal of inflammation research · 2025Article
- Functional significance of DNA methylation: epigenetic insights into Sjögren's syndrome.Frontiers in immunology · 2024Review
- Integrated DNA Methylation and Transcriptomics Analyses of Lacrimal Glands Identify the Potential Genes Implicated in the Development of Sjögren's Syndrome-Related Dry Eye.Journal of inflammation research · 2023Article
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Authors and funding
8 authors at 3 institutions in 1 country.
Funding
Abstract
Heterogeneity in Sjögren's syndrome (SS), increasingly called Sjögren's disease, suggests the presence of disease subtypes, which poses a major challenge for the diagnosis, management, and treatment of this autoimmune disorder. Previous work distinguished patient subgroups based on clinical symptoms, but it is not clear to what extent symptoms reflect underlying pathobiology. The purpose of this study was to discover clinical meaningful subtypes of SS based on genome-wide DNA methylation data. We performed a cluster analysis of genome-wide DNA methylation data from labial salivary gland (LSG) tissue collected from 64 SS cases and 67 non-cases. Specifically, hierarchical clustering was performed on low dimensional embeddings of DNA methylation data extracted from a variational autoencoder to uncover unknown heterogeneity. Clustering revealed clinically severe and mild subgroups of SS. Differential methylation analysis revealed that hypomethylation at the MHC and hypermethylation at other genome regions characterize the epigenetic differences between these SS subgroups. Epigenetic profiling of LSGs in SS yields new insights into mechanisms underlying disease heterogeneity. The methylation patterns at differentially methylated CpGs are different in SS subgroups and support the role of epigenetic contributions to the heterogeneity in SS. Biomarker data derived from epigenetic profiling could be explored in future iterations of the classification criteria for defining SS subgroups.
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