Evidence map›Paper›PMID 40539001›Full record

ArticleInternational journal of general medicine2025

Single Cell and Transcriptomic Analysis of Regulatory Mechanisms of Key Genes in Systemic Lupus Erythematosus.

Yali Zhou, Yongzhuo Wu, Binbin Yang, Qinghuan Zhu, Haojun Long, Limei Yuan, Wenting Cao, Danqi Deng

Abstract read
In one paragraph

Article in International journal of general medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Trial
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Yali Zhou *Department of Dermatology, The Second Affiliated Hospital of Kunming Medical University, Kunming, People's Republic of China.ORCID 0000-0003-4923-6893
Yongzhuo Wu *Department of Dermatology, The Second Affiliated Hospital of Kunming Medical University, Kunming, People's Republic of China.
Binbin Yang *Department of Dermatology, The Second Affiliated Hospital of Kunming Medical University, Kunming, People's Republic of China.
Qinghuan ZhuDepartment of Dermatology, The Second Affiliated Hospital of Kunming Medical University, Kunming, People's Republic of China.
Haojun LongDepartment of Dermatology, The Second Affiliated Hospital of Kunming Medical University, Kunming, People's Republic of China.
Limei YuanDepartment of Dermatology, The Second Affiliated Hospital of Kunming Medical University, Kunming, People's Republic of China.
Wenting CaoDepartment of Dermatology, The Second Affiliated Hospital of Kunming Medical University, Kunming, People's Republic of China.
Danqi DengDepartment of Dermatology, The Second Affiliated Hospital of Kunming Medical University, Kunming, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Abnormal cell-mediated immunoregulation plays a central role in the pathogenesis of systemic lupus erythematosus (SLE). Identifying distinct cellular subtypes and key genes is critical for understanding disease mechanisms. Methods: Peripheral blood scRNA-seq was performed on six SLE patients and six controls. The GSE82221 transcriptomic dataset was integrated with scRNA-seq data for a comprehensive analysis. Differentially expressed genes (bulk DEGs) and different immune cells (DICs) were identified from bulk RNA-seq analysis using differential expression and single-sample gene set enrichment analysis (ssGSEA). Key cell populations that showed similar differential patterns to DICs were identified from scRNA-seq data, and a second set of DEGs (single-cell DEGs) was obtained. Key genes were defined as the intersection of bulk and single-cell DEGs with an area under the ROC curve (AUC) > 0.7. Functional enrichment, single-cell expression analysis, methylation analysis, and protein-protein interaction (PPI) network construction were performed on the key genes. Results: From GSE82221, 2041 bulk DEGs and 14 DICs were identified. Memory B cells exhibited consistent differences between SLE and controls in both datasets. Nineteen single-cell DEGs were identified in memory B cells, with six key genes (MX1, IFI44L, ISG15, OAS1, IFI6, IFI27) showing AUC > 0.7. PPI analysis revealed their involvement in antiviral responses. Functional enrichment highlighted pathways such as Epstein-Barr virus infection and NK cell-mediated cytotoxicity. Methylation analysis showed distinct gene regulation patterns, and pseudotime analysis demonstrated dynamic expression of IFI44L and MX1 during B cell differentiation. Conclusion: This study integrated single-cell and bulk transcriptomic data to identify six key genes (MX1, IFI44L, ISG15, OAS1, IFI6, and IFI27) involved in SLE pathogenesis and highlighted the central role of memory B cells. Our findings offer new insights into SLE mechanisms and provide a theoretical basis for developing targeted therapeutic strategies.

Indexed as

immune cellkey genesingle-cell analysissystemic lupus erythematosus

Identifiers

PMID40539001
PMCPMC12178307

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