# Cross-disease transcriptomic meta-analysis and network pharmacology reveal key therapeutic targets in rheumatoid arthritis, systemic lupus erythematosus and multiple sclerosis

**Authors:** K. Lakshmi, Sundararajan Vino

PMC · DOI: 10.3389/fbinf.2025.1744094 · Frontiers in Bioinformatics · 2026-01-21

## TL;DR

This study identifies key genes and potential drug targets for three autoimmune diseases using transcriptomic data and network analysis.

## Contribution

The study combines cross-disease transcriptomic meta-analysis and network pharmacology to discover shared therapeutic targets in RA, SLE, and MS.

## Key findings

- 341 differentially expressed genes were identified, including 8 hub genes linked to autoimmune diseases.
- Molecular docking and simulations suggest natural compounds and immunomodulatory drugs as potential therapies.
- Hub genes were found to interact with 198 transcription factors and 993 microRNAs, highlighting regulatory networks.

## Abstract

Autoimmune disease has a complex etiology that remains not fully understood. We aimed to identify highly perturbed DEGs and hub genes associated with autoimmune disease Rheumatoid Arthritis (RA), Systemic Lupus Erythematosus (SLE) and Multiple Sclerosis (MS). To find potentially lead to more effective therapies that target the root causes of these diseases.

Datasets for autoimmune diseases (RA, SLE, and MS) were collected from the GEO database. Differentially expressed genes were identified and subjected to meta-analysis to obtain common DEGs, which were then used for functional enrichment analysis GO and pathway analysis. A PPI network was constructed, and topology-based ranking identified hub genes. These hub genes were further analyzed through regulatory network analysis (TF and miRNA), gene-disease association studies, and drug-gene interaction analysis. Finally, molecular docking and molecular dynamics (MD) simulations were performed on the hub genes.

A total of 341 differentially expressed genes were identified, with 172 upregulated and 169 downregulated genes. Among these, eight hub genes STAT1, PTPRC, IRF8, JAK2, IL10RA, OAS2, CCR1, and IFI44L were found to be closely associated with the disease. Functional enrichment analysis revealed significant involvement in 143 biological processes, 53 cellular components, and 67 molecular functions, as well as 60 KEGG pathways. Further regulatory network analysis highlighted the interactions of the suggested hub genes with 198 transcription factors (TFs) and 993 microRNAs (miRNAs). Additionally, these genes were associated to 2,769 diseases, and 132 drugs were identified to interact with them. Molecular docking studies, along with Molecular Dynamics Simulation (MDS) stability analysis, demonstrated the potential of natural compounds and known immunomodulatory drugs as promising therapeutic targets for clinical application.

These findings explored identifying the DEGs among shade of the autoimmune disease RA, SLE, MS, and this hub gene are associated with transcription factors are most crucial role play in the disease potentially clinical therapeutic targets of the autoimmune disease.

## Linked entities

- **Genes:** STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772], PTPRC (protein tyrosine phosphatase receptor type C) [NCBI Gene 5788], IRF8 (interferon regulatory factor 8) [NCBI Gene 3394], JAK2 (Janus kinase 2) [NCBI Gene 3717], IL10RA (interleukin 10 receptor subunit alpha) [NCBI Gene 3587], OAS2 (2'-5'-oligoadenylate synthetase 2) [NCBI Gene 4939], CCR1 (C-C motif chemokine receptor 1) [NCBI Gene 1230], IFI44L (interferon induced protein 44 like) [NCBI Gene 10964]
- **Diseases:** Rheumatoid Arthritis (MONDO:0008383), Systemic Lupus Erythematosus (MONDO:0007915), Multiple Sclerosis (MONDO:0005301)

## Full-text entities

- **Genes:** IFI44L (interferon induced protein 44 like) [NCBI Gene 10964] {aka C1orf29, GS3686, TLDC5B}, F3 (coagulation factor III, tissue factor) [NCBI Gene 2152] {aka CD142, TF, TFA}, JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, IL10RA (interleukin 10 receptor subunit alpha) [NCBI Gene 3587] {aka CD210, CD210a, CDW210A, HIL-10R, IL-10R1, IL10R}, CCR1 (C-C motif chemokine receptor 1) [NCBI Gene 1230] {aka CD191, CKR-1, CKR1, CMKBR1, HM145, MIP1aR}, IRF8 (interferon regulatory factor 8) [NCBI Gene 3394] {aka H-ICSBP, ICSBP, ICSBP1, IMD32A, IMD32B, IRF-8}, STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772] {aka CANDF7, IMD31A, IMD31B, IMD31C, ISGF-3, STAT91}, PTPRC (protein tyrosine phosphatase receptor type C) [NCBI Gene 5788] {aka B220, CD45, CD45R, GP180, IMD105, L-CA}, OAS2 (2'-5'-oligoadenylate synthetase 2) [NCBI Gene 4939] {aka AIAISD2}
- **Diseases:** MS (MESH:D009103), RA (MESH:D001172), SLE (MESH:D008180), Autoimmune disease (MESH:D001327)

## Full text

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## Figures

17 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12868135/full.md

## References

42 references — full list in the complete paper: https://tomesphere.com/paper/PMC12868135/full.md

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Source: https://tomesphere.com/paper/PMC12868135