Molecular insights into gender-specific differences in rheumatoid arthritis: A study using high-throughput sequencing and Mendelian randomization

Rheumatoid arthritis (RA) is a multifaceted autoimmune disorder with notable gender differences. The impact of gender-specific genetic variations on RA's pathogenesis remains unclear. This research investigates gender-specific genes in RA using Mendelian randomization (MR) and transcriptome sequencing to understand RA mechanisms, focusing on gender-specific immune responses. We used the limma package to analyze gender-differential genes in RA patients, followed by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes analyses. Key genes were identified through least absolute shrinkage and selection operator and support vector machine recursive feature elimination, and a diagnostic nomogram was constructed and validated using the gene expression omnibus database. Immune cell and function analyses were performed using single-sample gene set enrichment analysis, and a competing endogenous ribonucleic acid (RNA) network was constructed. MR analysis was used to investigate the causal relationship between gender-differential genes and RA. Thirty differentially expressed genes were identified, with Gene Ontology analysis indicating their involvement in neutrophil-mediated killing. Six key genes (MAP7D2, AR, DNAH6, CXorf36, ORM1, and IQGAP3) were identified, and a diagnostic nomogram was developed (area under the curve: 0.956 in the training set, 0.859 in the validation set GSE68689). Furthermore, single-sample gene set enrichment analysis analysis indicated higher immune cell infiltration in female RA patients, highlighting gender's influence on immune response. The competing endogenous RNA network revealed potential RNA regulatory pathways. MR analysis found that the RETN gene has a specific role in seronegative RA patients, particularly in females. This study enhances the understanding of RA's gender-specific pathogenesis and offers a foundation for future personalized treatment and prevention strategies, aiding in developing more effective individualized treatment plans for RA patients.

Authors

Institutions

Publication Details

Journal
Medicine
Published
2025-06-20
DOI
https://doi.org/10.1097/md.0000000000042960
Citations
1
Primary Topic
Systemic Lupus Erythematosus Research
Type
article
Field-Weighted Citation Impact
1.67
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Molecular insights into gender-specific differences in rheumatoid arthritis: A study using high-throughput sequencing and Mendelian randomization

Yuanli Wei, Siying Xiong, Weihua Zhang, Xue Li et al.
1 citations
Medicine
Systemic Lupus Erythematosus Research
1.67
article

Molecular insights into gender-specific differences in rheumatoid arthritis: A study using high-throughput sequencing and Mendelian randomization

Yuanli Wei, Siying Xiong, Weihua Zhang, Xue Li, Dongmei Wang, Tingting Wang, Shilin Li, Fanxin Zeng, Caizhen Liu, Jianhong Wu
article en
1 citations

Abstract

Rheumatoid arthritis (RA) is a multifaceted autoimmune disorder with notable gender differences. The impact of gender-specific genetic variations on RA's pathogenesis remains unclear. This research investigates gender-specific genes in RA using Mendelian randomization (MR) and transcriptome sequencing to understand RA mechanisms, focusing on gender-specific immune responses. We used the limma package to analyze gender-differential genes in RA patients, followed by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes analyses. Key genes were identified through least absolute shrinkage and selection operator and support vector machine recursive feature elimination, and a diagnostic nomogram was constructed and validated using the gene expression omnibus database. Immune cell and function analyses were performed using single-sample gene set enrichment analysis, and a competing endogenous ribonucleic acid (RNA) network was constructed. MR analysis was used to investigate the causal relationship between gender-differential genes and RA. Thirty differentially expressed genes were identified, with Gene Ontology analysis indicating their involvement in neutrophil-mediated killing. Six key genes (MAP7D2, AR, DNAH6, CXorf36, ORM1, and IQGAP3) were identified, and a diagnostic nomogram was developed (area under the curve: 0.956 in the training set, 0.859 in the validation set GSE68689). Furthermore, single-sample gene set enrichment analysis analysis indicated higher immune cell infiltration in female RA patients, highlighting gender's influence on immune response. The competing endogenous RNA network revealed potential RNA regulatory pathways. MR analysis found that the RETN gene has a specific role in seronegative RA patients, particularly in females. This study enhances the understanding of RA's gender-specific pathogenesis and offers a foundation for future personalized treatment and prevention strategies, aiding in developing more effective individualized treatment plans for RA patients.

MedicineVol. 104(25)
Dazhou Central Hospital (CN)
Openalex Percentile: Top 16%
Systemic Lupus Erythematosus Research
1.67
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.