Integrated Mendelian Randomization and Single-Cell Transcriptomics Reveal T Cell Immune Mechanisms in Systemic Lupus Erythematosus–Bladder Cancer Comorbidity

Objective: Patients with systemic lupus erythematosus (SLE) exhibit elevated malignancy risk, with increased bladder cancer incidence. This study integrated Mendelian randomization (MR) with single-cell sequencing (scRNA-seq) to nominate exploratory prioritized candidate genes in SLE–bladder cancer comorbidity and their T cell regulatory roles. Methods: Single-cell datasets for SLE (GSE266852) and bladder cancer (GSE222315) were retrieved from GEO. Quality control, clustering, and annotation were performed using Seurat. T cell differentially expressed genes were intersected for bidirectional two-sample MR using IEU Open GWAS statistics. Heterogeneity, pleiotropy, and sensitivity analyses assessed robustness. GeneMANIA, miRNA databases, and CTD were used for network and functional analyses. Wilcoxon tests and Monocle 2 were used to characterize expression and T cell differentiation trajectories. Results: Cross-disease intersection nominated 1010 candidate genes. In an exploratory MR screen (uncorrected p < 0.05), four candidate genes were nominated (GBP3, LMAN1, SLC40A1, MIS18BP1); none survived FDR correction in both directions. At the uncorrected threshold, LMAN1 showed a shared risk direction (OR > 1) and MIS18BP1 a protective direction (OR < 1). Both showed significant T cell differential expression (p < 0.001) and elevated late differentiation expression. LMAN1 was involved in COPII vesicle transport; MIS18BP1 in CENP-A chromatin assembly. Twenty high-confidence miRNAs targeted each gene. CTD indicated liver injury associations and cisplatin/cyclosporine interactions. Conclusions: LMAN1 and MIS18BP1 are proposed as hypothesis-generating exploratory candidate genes in SLE–bladder cancer comorbidity, potentially involved in immune dysregulation through T cell terminal differentiation modulation. This study provides preliminary evidence suggestive of autoimmune–malignancy comorbidity mechanisms.

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Publication Details

Journal
Life
Published
2026-08-21
DOI
https://doi.org/10.3390/life16081381
Primary Topic
Single-cell and spatial transcriptomics
Type
article
Field-Weighted Citation Impact
0.00

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article

Integrated Mendelian Randomization and Single-Cell Transcriptomics Reveal T Cell Immune Mechanisms in Systemic Lupus Erythematosus–Bladder Cancer Comorbidity

Huan Ren, Ping Han, Desheng Zhang, Yunjin Bai
Life
Single-cell and spatial transcriptomics
article

Integrated Mendelian Randomization and Single-Cell Transcriptomics Reveal T Cell Immune Mechanisms in Systemic Lupus Erythematosus–Bladder Cancer Comorbidity

Huan Ren, Ping Han, Desheng Zhang, Yunjin Bai
article en

Abstract

Objective: Patients with systemic lupus erythematosus (SLE) exhibit elevated malignancy risk, with increased bladder cancer incidence. This study integrated Mendelian randomization (MR) with single-cell sequencing (scRNA-seq) to nominate exploratory prioritized candidate genes in SLE–bladder cancer comorbidity and their T cell regulatory roles. Methods: Single-cell datasets for SLE (GSE266852) and bladder cancer (GSE222315) were retrieved from GEO. Quality control, clustering, and annotation were performed using Seurat. T cell differentially expressed genes were intersected for bidirectional two-sample MR using IEU Open GWAS statistics. Heterogeneity, pleiotropy, and sensitivity analyses assessed robustness. GeneMANIA, miRNA databases, and CTD were used for network and functional analyses. Wilcoxon tests and Monocle 2 were used to characterize expression and T cell differentiation trajectories. Results: Cross-disease intersection nominated 1010 candidate genes. In an exploratory MR screen (uncorrected p < 0.05), four candidate genes were nominated (GBP3, LMAN1, SLC40A1, MIS18BP1); none survived FDR correction in both directions. At the uncorrected threshold, LMAN1 showed a shared risk direction (OR > 1) and MIS18BP1 a protective direction (OR < 1). Both showed significant T cell differential expression (p < 0.001) and elevated late differentiation expression. LMAN1 was involved in COPII vesicle transport; MIS18BP1 in CENP-A chromatin assembly. Twenty high-confidence miRNAs targeted each gene. CTD indicated liver injury associations and cisplatin/cyclosporine interactions. Conclusions: LMAN1 and MIS18BP1 are proposed as hypothesis-generating exploratory candidate genes in SLE–bladder cancer comorbidity, potentially involved in immune dysregulation through T cell terminal differentiation modulation. This study provides preliminary evidence suggestive of autoimmune–malignancy comorbidity mechanisms.

LifeVol. 16(8)
Sichuan University (CN), West China Hospital of Sichuan University (CN)
Chengdu Science and Technology Bureau
Good health and well-being
Openalex Percentile: Top 17%
Single-cell and spatial transcriptomics
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