# The novel diagnostic markers for systemic lupus erythematosus and periodontal disease

**Authors:** Xuedi Cheng, Jinfeng Zhang, Jiali Hou, Xiaocui Han, Bin Han, Jun Zhou, Zhongjun Wang, Junzheng Wang

PMC · DOI: 10.3389/fimmu.2025.1614044 · Frontiers in Immunology · 2025-07-22

## TL;DR

This study identifies LY96 and TMEM140 as potential diagnostic and therapeutic markers for systemic lupus erythematosus and periodontal disease by analyzing shared genetic patterns.

## Contribution

The study discovers novel shared diagnostic markers (LY96 and TMEM140) for SLE and PD through integrated multi-omics analysis.

## Key findings

- LY96 and TMEM140 were identified as hub genes associated with both SLE and PD.
- The hub genes showed significant diagnostic performance across multiple datasets and experimental validations.
- Shared hub genes were linked to immune and metabolic processes in peripheral blood.

## Abstract

Systemic lupus erythematosus (SLE) is one of the most prevalent systemic autoimmune diseases, characterized by aberrant activation of the immune system that leads to diverse clinical symptoms; periodontal disease (PD) is an inflammatory oral disorder caused by immune-mediated damage against subgingival microflora. Although clinical evidence suggests a potential association between SLE and PD, their shared pathogenic mechanisms remain unclear. This study aims to explore common genetic markers in SLE and PD that hold diagnostic and therapeutic implications.

Microarray datasets for systemic lupus erythematosus (SLE) and periodontal disease (PD) were obtained from the Gene Expression Omnibus (GEO) database. Module genes between the two diseases were screened using Weighted Gene Co-expression Network Analysis (WGCNA), and module genes overlapping between the significant correlation modules of GSE61635 and GSE16134 were identified. Functional enrichment analyses of genes within overlapping modules and their significantly correlated associated modules were performed using Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis. Overlapping module genes underwent differential expression analysis in GSE16134. A diagnostic model was constructed using the Random Forest (RF) machine learning technique under Receiver Operating Characteristic (ROC) curve assessment, which top 10 key genes were screened and analyzed for differential expression across three datasets (GSE61635, GSE10334, and GSE50772) to identify hub genes. Protein-protein interaction (PPI) network analysis was conducted to explore relationships between hub genes. CIBERSORT and Gene Set Variation Analysis (GSVA) were used to evaluate the correlation between shared hub genes and immune infiltration patterns as well as metabolic pathways. Finally, hub genes were validated using additional datasets, single-cell RNA sequencing (scRNA-seq) data, and immunohistochemistry (IHC) experiments.

Using WGCNA, we identified significant correlation modules and overlapping module genes, which were subjected to differential expression analysis in different datasets. Further, 4 hub genes were screened and successfully used to build a prognostic model. Those shared hub genes were associated with immunological and metabolic processes in peripheral blood. The additional datasets, scRNA-seq and IHC results verified that LY96 and TMEM140, possessing the promising diagnostic and therapeutic performance.

LY96 andTMEM140 can be used as new diagnostic and therapeutic markers for SLE and PD.

## Linked entities

- **Genes:** LY96 (lymphocyte antigen 96) [NCBI Gene 23643], TMEM140 (transmembrane protein 140) [NCBI Gene 55281]
- **Diseases:** systemic lupus erythematosus (MONDO:0007915), periodontal disease (MONDO:0002635)

## Full-text entities

- **Genes:** CD14 (CD14 molecule) [NCBI Gene 929], CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, GZMB (granzyme B) [NCBI Gene 3002] {aka C11, CCPI, CGL-1, CGL1, CSP-B, CSPB}, GZMA (granzyme A) [NCBI Gene 3001] {aka CTLA3, HFSP}, ISG15 (ISG15 ubiquitin like modifier) [NCBI Gene 9636] {aka G1P2, IFI15, IMD38, IP17, UCRP, hUCRP}, GEM (GTP binding protein overexpressed in skeletal muscle) [NCBI Gene 2669] {aka KIR}, LY96 (lymphocyte antigen 96) [NCBI Gene 23643] {aka ESOP-1, MD-2, MD2, ly-96}, IL18 (interleukin 18) [NCBI Gene 3606] {aka IGIF, IL-18, IL-1g, IL1F4}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, RIMS3 (regulating synaptic membrane exocytosis 3) [NCBI Gene 9783] {aka NIM3, RIM 3, RIM3}, EXPH5 (exophilin 5) [NCBI Gene 23086] {aka EBS4, SLAC2-B, SLAC2B}, CD79A (CD79a molecule) [NCBI Gene 973] {aka IGA, IGAlpha, MB-1, MB1}, TMEM140 (transmembrane protein 140) [NCBI Gene 55281]
- **Diseases:** rheumatoid arthritis (MESH:D001172), LN (MESH:D008181), autoimmune conditions (MESH:D001327), dermatitis (MESH:D003872), systemic autoimmune diseases (MESH:D020274), malaria (MESH:D008288), lupus skin diseases (MESH:D012871), immune- (MESH:D007154), bleeding (MESH:D006470), oral diseases (MESH:D009059), oral disorder (MESH:D009056), Inflammation (MESH:D007249), chronic nephritis (MESH:D009393), bone loss (MESH:D001847), erythematous macules (MESH:C537836), SLE (MESH:D008180), oral infection (MESH:D007239), PD (MESH:D010510), Periodontitis (MESH:D010518)
- **Chemicals:** xylene (MESH:D014992), eosin (MESH:D004801), cortisol (MESH:D006854), ethanol (MESH:D000431), chromium (MESH:D002857), paraffin (MESH:D010232), peroxides (MESH:D010545), acetaminophen (MESH:D000082), trypan blue (MESH:D014343), hematoxylin (MESH:D006416), water (MESH:D014867), EDTA (MESH:D004492), tert-Butylhydroperoxide (MESH:D020122), HE (-), cyclosporine (MESH:D016572), DAB (MESH:C000469), citrate (MESH:D019343), formalin (MESH:D005557), H2O2 (MESH:D006861)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** GSE174609 — Konosirus punctatus (Dotted gizzard shad), Spontaneously immortalized cell line (CVCL_6F81)

## Full text

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## Figures

17 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12321837/full.md

## References

42 references — full list in the complete paper: https://tomesphere.com/paper/PMC12321837/full.md

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Source: https://tomesphere.com/paper/PMC12321837