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The SjD Map: an interactive pathway tour into Sjögren’s disease signalling mechanisms

Lookup NU author(s): Professor Michael Barnes, Professor Fai Ng

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This work is licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0).


Abstract

© The Author(s) 2026. Sjögren’s disease (SjD) remains a major unmet medical challenge, characterised by biological complexity, patient heterogeneity, and the absence of curative treatments. To advance mechanistic understanding and support therapeutic discovery, we developed a comprehensive Molecular Interaction Map (MIM). Differential expression analyses were conducted on peripheral blood samples from SjD patients and healthy controls across three datasets (GSE51092, UKPSSR, PRECISESADS), identifying 1,625 differentially expressed genes (DEGs), of which 25 were shared across all datasets. Nine common DEGs were linked to interferon signalling, reinforcing its pivotal role in SjD pathogenesis. Pathway enrichment analysis revealed 137 pathways, 43 of which were integrated into the MIM alongside literature-derived knowledge. The resulting SjD Map, freely available at https://sjdmap.elixir-luxembourg.org/, encompasses 829 molecular entities connected by 598 interactions by transcriptomic data and by curated evidence. This first comprehensive SjD Map provides an integrative framework for visualising pathways, overlaying omics data, and exploring therapeutic opportunities.


Publication metadata

Author(s): Silva-Saffar SE, Mariette X, Gottenberg J-E, Bombardieri M, Cornec D, Alarcon-Riquelme ME, Barnes MR, Ng S, Ng W-F, Nocturne G, Niarakis A

Publication type: Article

Publication status: Published

Journal: npj Systems Biology and Applications

Year: 2026

Volume: 12

Online publication date: 28/03/2026

Acceptance date: 10/02/2026

Date deposited: 23/06/2026

ISSN (electronic): 2056-7189

Publisher: Springer Nature

URL: https://doi.org/10.1038/s41540-026-00670-x

DOI: 10.1038/s41540-026-00670-x

Data Access Statement: The SjD Map is freely accessible at https://sjdmap.elixir-luxembourg.org/. All PMIDs of the scientific articles used for map construction are available in the map’s annotation section. All data and code used to generate results, including XML files of the maps, confidence score calculations, overlays, and gene expression analysis, are available on the Zenodo: https://doi.org/10.5281/zenodo.15373342 and GitLab repository: https://gitlab.com/genhotel/TheSjDMap.

PubMed id: 41904187


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