# The shared biomarkers and molecular mechanisms of systemic lupus erythematosus and type 2 diabetes

**Authors:** Dawei Yang, Youqi Zhang, Liu Ji, Jianjun Wu, Fan Yang

PMC · DOI: 10.1371/journal.pone.0340312 · PLOS One · 2026-01-22

## TL;DR

This study identifies shared genes and pathways between systemic lupus erythematosus and type 2 diabetes, suggesting common inflammatory and metabolic mechanisms.

## Contribution

The study discovers a 10-gene panel that discriminates both diseases and highlights shared molecular pathways.

## Key findings

- 551 shared differentially expressed genes were identified, enriched in interferon signaling and inflammatory pathways.
- A 10-gene model showed strong discriminative performance for both SLE and T2DM.
- A three-gene model demonstrated potential clinical utility with high AUC values in discovery and validation cohorts.

## Abstract

Systemic lupus erythematosus (SLE) and type 2 diabetes mellitus (T2DM) share inflammatory and metabolic disturbances, yet the molecular mechanism of their overlap remains unclear. This study used integrated bioinformatics to identify transcriptomic signatures and potential biomarkers common to both conditions. Gene expression profiles from publicly available datasets (SLE: 38 patients/32 controls; T2DM: 6 patients/6 controls; validation cohorts: 79/30 and 41/15, respectively) were analyzed to detect shared differentially expressed genes and co-expression modules. Functional enrichment, protein-protein interaction networks, and immune-cell composition analyses were performed. Diagnostic gene panels were constructed using random forest feature selection and logistic regression and evaluated through receiver operating characteristic analysis with external validation. A total of 551 shared differentially expressed genes were identified, enriched predominantly in type I interferon signaling, Toll-like/NOD receptor pathways, TNF signaling, necroptosis, and neutrophil extracellular trap formation. Across analytical methods, a 10-gene interferon-related hub (STAT1, IRF7, OAS1, OAS2, ISG15, MX2, IFI35, RSAD2, SAMD9, SAMD9L) genes demonstrated strong discriminative performance in both SLE and T2DM. A three-gene model further showed potential clinical utility (AUC 0.872–1.00 in discovery; 0.665–0.928 in validation).These signatures align with therapeutic axes in SLE (IFN/JAK-STAT) and intersect inflammatory-metabolic pathways in T2DM, supporting assayable biomarkers and compact diagnostic models that warrant validation in larger, medication-annotated cohorts.

## Linked entities

- **Genes:** STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772], IRF7 (interferon regulatory factor 7) [NCBI Gene 3665], OAS1 (2'-5'-oligoadenylate synthetase 1) [NCBI Gene 4938], OAS2 (2'-5'-oligoadenylate synthetase 2) [NCBI Gene 4939], ISG15 (ISG15 ubiquitin like modifier) [NCBI Gene 9636], MX2 (MX dynamin like GTPase 2) [NCBI Gene 4600], IFI35 (interferon induced protein 35) [NCBI Gene 3430], RSAD2 (radical S-adenosyl methionine domain containing 2) [NCBI Gene 91543], SAMD9 (sterile alpha motif domain containing 9) [NCBI Gene 54809], SAMD9L (sterile alpha motif domain containing 9 like) [NCBI Gene 219285]
- **Diseases:** systemic lupus erythematosus (MONDO:0007915), type 2 diabetes mellitus (MONDO:0005148)

## Full-text entities

- **Genes:** ATN1 (atrophin 1) [NCBI Gene 1822] {aka B37, CHEDDA, D12S755E, DRPLA, HRS, NOD}, IFI35 (interferon induced protein 35) [NCBI Gene 3430] {aka IFP35}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, IRF7 (interferon regulatory factor 7) [NCBI Gene 3665] {aka IMD39, IRF-7, IRF-7H, IRF7A, IRF7B, IRF7C}, ELAVL2 (ELAV like RNA binding protein 2) [NCBI Gene 1993] {aka HEL-N1, HELN1, HUB}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, INSR (insulin receptor) [NCBI Gene 3643] {aka CD220, HHF5}, RSAD2 (radical S-adenosyl methionine domain containing 2) [NCBI Gene 91543] {aka SAND, cig33, cig5, vig1}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, SAMD9L (sterile alpha motif domain containing 9 like) [NCBI Gene 219285] {aka ATXPC, C7DELq, C7orf6, DEL7q, DRIF2, M7MLS1}, ADIPOQ (adiponectin, C1Q and collagen domain containing) [NCBI Gene 9370] {aka ACDC, ACRP30, ADIPQTL1, ADPN, APM-1, APM1}, SAMD9 (sterile alpha motif domain containing 9) [NCBI Gene 54809] {aka C7orf5, DRIF1, M7MLS2, MIRAGE, NFTC, OEF1}, OAS3 (2'-5'-oligoadenylate synthetase 3) [NCBI Gene 4940] {aka p100, p100OAS}, OAS1 (2'-5'-oligoadenylate synthetase 1) [NCBI Gene 4938] {aka E18/E16, IFI-4, IMD100, OIAS, OIASI}, SMOC1 (SPARC related modular calcium binding 1) [NCBI Gene 64093] {aka OAS}, STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772] {aka CANDF7, IMD31A, IMD31B, IMD31C, ISGF-3, STAT91}, ISG15 (ISG15 ubiquitin like modifier) [NCBI Gene 9636] {aka G1P2, IFI15, IMD38, IP17, UCRP, hUCRP}, ABCB6 (ATP binding cassette subfamily B member 6 (LAN blood group)) [NCBI Gene 10058] {aka ABC, LAN, MTABC3, PRP, umat}, IFNA1 (interferon alpha 1) [NCBI Gene 3439] {aka IFL, IFN, IFN-ALPHA, IFN-alphaD, IFNA13, IFNA@}, MX2 (MX dynamin like GTPase 2) [NCBI Gene 4600] {aka MXB}, OAS2 (2'-5'-oligoadenylate synthetase 2) [NCBI Gene 4939] {aka AIAISD2}
- **Diseases:** Metabolic diseases (MESH:D008659), autoimmune inflammation (MESH:D007249), atherogenic dyslipidemia (MESH:D050171), -cell dysfunction (MESH:D002292), disordered glucose metabolism (MESH:D044882), metabolic dysregulation (MESH:D021081), immune dysfunction (MESH:D007154), lupus nephritis (MESH:D008181), neuropsychiatric complications (MESH:D008107), cardiovascular disease (MESH:D002318), atherosclerosis (MESH:D050197), metabolic disturbances (MESH:D024821), autoimmune diabetes (MESH:D003922), insulin resistance (MESH:D007333), DM (MESH:D003920), DPN (MESH:D010523), SLE (MESH:D008180), neuropathy (MESH:D009422), T2DM (MESH:D003924), infection (MESH:D007239), Autoimmune diseases (MESH:D001327), beta-cell dysfunction (MESH:D007340)
- **Chemicals:** belimumab (MESH:C511911), cyclosporine A (MESH:D016572), steroid (MESH:D013256), metformin (MESH:D008687), tacrolimus (MESH:D016559), glucose (MESH:D005947), hydroxychloroquine (MESH:D006886), Lipid (MESH:D008055), mycophenolate mofetil (MESH:D009173), cyclophosphamide (MESH:D003520)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12826525/full.md

## References

41 references — full list in the complete paper: https://tomesphere.com/paper/PMC12826525/full.md

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Source: https://tomesphere.com/paper/PMC12826525