# Deciphering the interferon gene signature spectrum: association with the clinical heterogeneity of Sjögren’s disease

**Authors:** Ziyue Luo, Ai Chen, Yue Huang, Kaiyuan Zhang, Muzhi Chen, Xinchang Wang

PMC · DOI: 10.3389/fimmu.2026.1762625 · Frontiers in Immunology · 2026-03-18

## TL;DR

This study identifies five interferon-related genes linked to specific clinical features in Sjögren’s disease, offering new insights into its varied symptoms and potential treatment targets.

## Contribution

The study identifies five IFN-related genes specifically associated with distinct clinical and laboratory features in Sjögren’s disease, rather than general disease activity.

## Key findings

- Five IFN-related hub genes (CXCL10, DDX60L, IFIH1, JAK2, and NMI) are upregulated in Sjögren’s disease patients compared to healthy controls.
- These genes are differentially expressed in specific clinical manifestations like interstitial lung disease and rheumatoid arthritis comorbidity.
- CXCL10, JAK2, and IFIH1 are highlighted as potential biomarkers for specific disease complications and therapeutic targets.

## Abstract

This study aimed to identify interferon (IFN)-related key genes in patients with Sjögren’s Disease (SjD) and to elucidate their specific associations with the heterogeneous clinical phenotypes and laboratory parameters of the disease.

Bioinformatics analyses, including differentially expressed gene (DEG) screening, weighted gene co-expression network analysis (WGCNA), and machine learning, were conducted on dataset GSE84844 to identify IFN-related key genes. Based on the EULAR Sjögren’s syndrome disease activity index (ESSDAI), SjD patients with low, moderate, and high disease activity were enrolled, with 20 in each subgroup. Quantitative real-time polymerase chain reaction (qRT-PCR) was performed on peripheral blood mononuclear cells (PBMCs) from the 60 SjD patients and 15 healthy controls (HCs). Expression levels were compared between SjD patients and HCs, across disease activity subgroups, and correlated with clinical phenotypes and laboratory indicators.

DEGs in SjD were significantly enriched in IFN-related signaling pathways. Five IFN-related hub genes were identified: CXCL10, DDX60L, IFIH1, JAK2, and NMI. qRT-PCR validation confirmed that all five genes were significantly upregulated in SjD patients compared to HCs (P < 0.05). However, their expression did not significantly differ among SjD subgroups with varying levels of overall disease activity (P > 0.05). Importantly, these genes were differentially expressed in distinct clinical manifestations. For instance, elevated CXCL10 expression was observed in patients with interstitial lung disease (ILD), leukopenia, and anemia; JAK2 expression differed in rheumatoid arthritis comorbidity; IFIH1 expression also showed differences in those with Raynaud’s phenomenon and ILD. Furthermore, certain genes were highly expressed in specific laboratory abnormalities: elevated erythrocyte sedimentation rate with CXCL10 and JAK2; hyperglobulinemia with CXCL10, DDX60L, IFIH1, and JAK2; and elevated immunoglobulin G with CXCL10, DDX60L, and IFIH1 (all P < 0.05).

This study identifies five IFN-related key genes (CXCL10, DDX60L, IFIH1, JAK2, and NMI) that are upregulated in SjD. Their expression patterns are not generalized markers of disease activity but are specifically linked to distinct clinical phenotypes and serological abnormalities. These findings provide novel mechanistic insights into the clinical heterogeneity of SjD and highlight CXCL10, JAK2, and IFIH1 as potential biomarkers for specific disease complications and promising candidates for targeted therapeutic strategies.

## Linked entities

- **Genes:** CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627], DDX60L (DExD/H-box 60 like) [NCBI Gene 91351], IFIH1 (interferon induced with helicase C domain 1) [NCBI Gene 64135], JAK2 (Janus kinase 2) [NCBI Gene 3717], NMI (N-myc and STAT interactor) [NCBI Gene 9111]
- **Diseases:** interstitial lung disease (MONDO:0015925), rheumatoid arthritis (MONDO:0008383), leukopenia (MONDO:0003785), anemia (MONDO:0002280)

## Full-text entities

- **Genes:** JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, NMI (N-myc and STAT interactor) [NCBI Gene 9111], CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627] {aka C7, IFI10, INP10, IP-10, SCYB10, crg-2}, IFIH1 (interferon induced with helicase C domain 1) [NCBI Gene 64135] {aka AGS7, Hlcd, IDDM19, IMD95, MDA-5, MDA5}
- **Diseases:** rheumatoid arthritis (MESH:D001172), SjD (MESH:D012859), leukopenia (MESH:D007970), anemia (MESH:D000740), ILD (MESH:D017563), Raynaud's phenomenon (MESH:D011928)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13038951/full.md

## References

50 references — full list in the complete paper: https://tomesphere.com/paper/PMC13038951/full.md

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Source: https://tomesphere.com/paper/PMC13038951