1. Identification of potential biomarkers for systemic lupus erythematosus by integrated analysis of gene expression and methylation data.
- Author
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Zhang, Wenjing, Liang, Guixin, Zhou, Huifeng, Zeng, Xuedan, Zhang, Zhiwen, Xu, Xia, and Lai, Kuan
- Subjects
SYSTEMIC lupus erythematosus ,GENE expression ,TYPE I interferons ,BIOMARKERS ,DNA methylation - Abstract
Introduction: Systemic lupus erythematosus (SLE) is a heterogeneous and chronic autoimmune disease. Aberrant DNA methylation occurs during various processes of SLE development regulating the mRNA expression of interrelated genes. This study aims to screen potential DNA methylation markers for SLE. Methods: Gene expression and methylation datasets were downloaded from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) between SLE patients and healthy controls were screened using the limma R package, and differentially methylated positions (DMPs) and regions (DMRs) were identified using dmpfinder and bumphunter (minfi). Additionally, the DNA methylation markers to distinguish SLE patients from healthy controls were explored through receiver operating characteristic (ROC) curves and logistic regression analyses. Finally, we validated the results of the bioinformatic analysis by pyrosequencing. Results: In total, 91 DEGs, 90,092 DMPs, 15 DMRs, and 13 DMR-associated genes were identified. Through the integrative analysis of DEG- and DMR-associated genes, we identified five type I interferon (IFN)-related genes as key epigenetic-driven genes in SLE. GO enrichment analysis showed that the five SLE-associated epigenetic-driven genes were mainly enriched in the type I IFN signaling pathway involved in immune response and defense response to virus. Moreover, we identified two SLE-specific DNA methylation markers, three SLE without lupus nephritis (SLE-LN
− )-specific DNA methylation markers, and two SLE with lupus nephritis (SLE-LN+ )-specific DNA methylation markers by stepwise logistic regression. Conclusions: Overall, our study demonstrates potential DNA methylation markers of SLE, SLE-LN− , and SLE-LN+ , which may help the diagnosis, boost the development of new epigenetic therapy, and contribute to individualized treatment. Key Points • This study identified five type I IFN-related genes as key epigenetic-driven genes in SLE, which support the importance of the type I IFN pathway in the pathogenesis of SLE • We identified novel DNA methylation biomarkers in SLE, SLE-LN−, and SLE-LN+ by a comprehensive analysis of bioinformatics methods and executed experimental validation, and binary logistic regression analysis showed that they have excellent potential • These results may provide new insights into the biological mechanisms of SLE, and identify reliable biomarkers for SLE, SLE-LN−, and SLE-LN+, which may contribute to diagnosis and individualized treatment [ABSTRACT FROM AUTHOR]- Published
- 2023
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