# Identification of immune-related biomarkers linked to systemic lupus erythematosus and dilated cardiomyopathy through integrated bioinformatics analysis and multiple machine learning algorithms

**Authors:** Gaijie Li, Liwen Lin, Shushu Wang, Kachun Lu, KaMan Szeto, Guiting Zhou, Xianwen Tang, Chuanjin Luo

PMC · DOI: 10.3389/fimmu.2025.1606920 · 2025-07-30

## TL;DR

This study identifies HERC6 and IFI44L as potential biomarkers for diagnosing heart issues in lupus patients and suggests a possible treatment using α-linolenic acid.

## Contribution

The study introduces HERC6 and IFI44L as novel diagnostic markers for SLE-related DCM and proposes α-linolenic acid as a potential therapy.

## Key findings

- HERC6 and IFI44L were identified as key diagnostic markers for SLE-related DCM with AUC values over 0.84.
- Enrichment analysis showed the genes are involved in inflammation, apoptosis, and immune regulation.
- α-linolenic acid was identified as a potential therapeutic agent for treating DCM.

## Abstract

Epidemiological evidence indicates that up to 50% of systemic lupus erythematosus (SLE) patients exhibit cardiac involvement, suggesting a potential strong association between SLE and dilated cardiomyopathy (DCM). This study aims to identify SLE-related genes that may contribute to DCM development and to discover potential biomarkers for early DCM diagnosis in SLE patients.

We obtained expression profile datasets for dilated cardiomyopathy DCM and SLE from the Gene Expression Omnibus (GEO) database. Through differential expression analysis and weighted gene co-expression network analysis (WGCNA), we screened for candidate biomarkers shared between DCM and SLE and constructed a diagnostic nomogram. The diagnostic performance and effectiveness of the nomogram were evaluated using external datasets and qPCR. Additionally, we performed single-gene set enrichment analysis (GSEA) on key genes to elucidate their potential roles in SLE-related DCM. Finally, we applied the CIBERSORT algorithm to assess immune cell infiltration in both DCM and SLE patients.

Through DEG and WGCNA in the DCM and SLE datasets, we identified a total of 141 key module genes and 24 commonly expressed differentially expressed genes. Enrichment analysis revealed that these 24 genes were primarily involved in inflammation, cell apoptosis, and immune regulation. Through machine learning algorithms and dataset validation, we further identified the HERC6 and IFI44L genes as important diagnostic markers for SLE-related DCM. Experimental validation supports the key role of HERC6, IFI44L, and RSAD2 in SLE-related cardiac dysfunction. Additionally, we developed a nomogram for DCM based on these two genes, and the results showed that both genes exhibited AUC values greater than 0.84. Simultaneously, single-GSEA and immune infiltration analysis indicated immune dysfunction in both DCM and SLE, with both HERC6 and IFI44L significantly associated with immune cell infiltration. Furthermore, connectivity map (cMAP) analysis identified α-linolenic acid as a potential therapeutic agent for treating DCM.

Our study identifies HERC6 and IFI44L as diagnostic markers for DCM in SLE and suggests α-linolenic acid as a potential therapeutic agent.

## Linked entities

- **Genes:** HERC6 (HECT and RLD domain containing E3 ubiquitin protein ligase family member 6) [NCBI Gene 55008], IFI44L (interferon induced protein 44 like) [NCBI Gene 10964], RSAD2 (radical S-adenosyl methionine domain containing 2) [NCBI Gene 91543]
- **Chemicals:** α-linolenic acid (PubChem CID 5280934)
- **Diseases:** systemic lupus erythematosus (MONDO:0007915), dilated cardiomyopathy (MONDO:0005021)

## Full-text entities

- **Genes:** MUL1 (mitochondrial E3 ubiquitin protein ligase 1) [NCBI Gene 79594] {aka C1orf166, GIDE, MAPL, MULAN, RNF218}, HERC6 (HECT and RLD domain containing E3 ubiquitin protein ligase family member 6) [NCBI Gene 55008], Actb (actin, beta) [NCBI Gene 81822] {aka Actx}, IFI44L (interferon induced protein 44 like) [NCBI Gene 10964] {aka C1orf29, GS3686, TLDC5B}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, PRKCB (protein kinase C beta) [NCBI Gene 5579] {aka PKC-beta, PKCB, PKCI(2), PKCbeta, PRKCB1, PRKCB2}, MID1IP1 (MID1 interacting protein 1) [NCBI Gene 58526] {aka G12-like, MIG12, S14R, STRAIT11499, THRSPL}, PIK3IP1 (phosphoinositide-3-kinase interacting protein 1) [NCBI Gene 113791] {aka HGFL, TrIP, hHGFL(S)}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, Herc6 (HECT and RLD domain containing E3 ubiquitin protein ligase family member 6) [NCBI Gene 362376], REN (renin) [NCBI Gene 5972] {aka ADTKD4, HNFJ2, RTD}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, Ifi44l (interferon-induced protein 44-like) [NCBI Gene 310968] {aka H28}, CST7 (cystatin F) [NCBI Gene 8530] {aka CMAP}, Pik3ip1 (phosphoinositide-3-kinase interacting protein 1) [NCBI Gene 305472] {aka RGD1311203, zgc:66482}, ELAVL2 (ELAV like RNA binding protein 2) [NCBI Gene 1993] {aka HEL-N1, HELN1, HUB}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, CR1 (complement C3b/C4b receptor 1 (Knops blood group)) [NCBI Gene 1378] {aka C3BR, C4BR, CD35, KN}, RSAD2 (radical S-adenosyl methionine domain containing 2) [NCBI Gene 91543] {aka SAND, cig33, cig5, vig1}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, Rsad2 (radical S-adenosyl methionine domain containing 2) [NCBI Gene 65190] {aka Best5, SAND, Vig1}, C1QA (complement C1q A chain) [NCBI Gene 712] {aka C1QD1}
- **Diseases:** cardiovascular diseases (MESH:D002318), myocardial lesions (MESH:D009059), Cardiac involvement (MESH:D006331), necrosis (MESH:D009336), cardiac inflammation (MESH:D007249), atherosclerosis (MESH:D050197), Natural Killer (MESH:D000077428), myocardial disease (MESH:D004194), lupus myocarditis (MESH:D009205), fibrosis (MESH:D005355), viral myocarditis (MESH:D014777), Pericarditis (MESH:D010493), Cytotoxicity (MESH:D064420), cardiomyopathy (MESH:D009202), SLE (MESH:D008180), Thyroid Disease Parkinsons Disease (MESH:D010300), DCM (MESH:D002311), myocardial cell necrosis (MESH:D002292), autoimmune disease (MESH:D001327), immune dysregulation (OMIM:614878), heart failure (MESH:D006333), immune (MESH:D007154)
- **Chemicals:** Doxorubicin (MESH:D004317), Alpha-linolenic acid (MESH:D017962), Threonine (MESH:D013912), equilin (MESH:D004857), diethylstilbestrol (MESH:D004054), omega-3 fatty acids (MESH:D015525), clofibrate (MESH:D002994), SJ-172550 (MESH:C549331), alpha-estradiol (-), TRIzol (MESH:C411644), latrepirdine (MESH:C010119), tadalafil (MESH:D000068581), PUFA (MESH:D005231), Glycine (MESH:D005998), chloroquine (MESH:D002738)
- **Species:** Homo sapiens (human, species) [taxon 9606], Rattus norvegicus (brown rat, species) [taxon 10116], Mus musculus (house mouse, species) [taxon 10090]
- **Cell lines:** H9C2 — Rattus norvegicus (Rat), Spontaneously immortalized cell line (CVCL_0286)

## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12343684/full.md

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Source: https://tomesphere.com/paper/PMC12343684