Evidence map›Paper›PMID 42821046›Full record

ArticleClinical rheumatology2026

Mendelian randomization and single-cell transcriptomics prioritize CD7 and LAPTM5 in primary Sjögren's disease: an integrative multi-omics analysis.

Xiaodan Liu, Yousheng Jiang, Jing Zang, Hung Hsiang Hao, Xiao Wang, Zhihui Zhang

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Article in Clinical rheumatology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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6 authors.

Xiaodan LiuDepartment of Stomatology, Peking University Third Hospital, Beijing, People's Republic of China.ORCID http://orcid.org/0000-0002-3387-2177
Yousheng JiangDepartment of Stomatology, Peking University Third Hospital, Beijing, People's Republic of China.
Jing ZangDepartment of Stomatology, Peking University Third Hospital, Beijing, People's Republic of China.
Hung Hsiang HaoDepartment of Ocular Diseases, Beijing Aier Eye Hospital, Beijing, People's Republic of China.
Xiao WangDepartment of Stomatology, Peking University Third Hospital, Beijing, People's Republic of China. wangxiao@bjmu.edu.cn.
Zhihui ZhangDepartment of Stomatology, Peking University Third Hospital, Beijing, People's Republic of China. wisdomzhangzhihui@163.com.ORCID http://orcid.org/0000-0002-5668-0768

Funding

Beijing Natural Science Foundation 7164310Innovation& Transfer Fund of Peking University Third Hospital BYSYCY2024036International Science and Technology Cooperation Programme BYSYZD2019035International Science and Technology Cooperation Programme BYSYZD2024017National Natural Science Foundation of China 81800983Peking University Medicine Seed Fund for Interdisciplinary Research BMU2020MX022
6 · The paper itself

Abstract

backgroundPrimary Sjögren's disease (pSD) is a chronic autoimmune condition marked by exocrine gland dysfunction. Emerging evidence indicates that lactylation modification may contribute to the pathogenesis of autoimmune diseases; however, its role in pSD has yet to be investigated.

methodsWe conducted an integrated analysis combining single-cell RNA sequencing data (GSE157278), bulk transcriptome data (GSE51092), and whole-blood eQTL data with Mendelian randomization (MR) and colocalization analysis. Expanded single-cell quality-control analyses were performed, and lactylation-related gene-set scores (332 literature entries representing 330 unique genes) were quantified using five algorithms as an exploratory analysis, together with method-sensitivity and library-complexity-corrected analyses. RT-qPCR in peripheral blood mononuclear cells (PBMCs) was performed as an explohhratory analysis.

resultsMR identified ten nominal associations between gene expression and an electronic health record-based sicca syndrome phenotype (PheCode 709.2), including CD7 (OR = 0.50, P = 0.0033) and LAPTM5 (OR = 1.29, P = 0.0088); colocalization analysis supported shared underlying variants at both loci, prioritizing CD7 and LAPTM5 as candidate genes; reverse MR was negative. In an additional disease-state expression analysis of the whole-blood GSE51092 cohort (190 patients, 32 controls), CD7 expression was significantly lower in patients (fold-change 0.74, q = 2.8 × 10

conclusionsCD7 and LAPTM5 emerged as candidates at the intersection of pSD transcriptomic findings and genetic associations with a broader sicca/Sjögren spectrum phenotype, with distinct immunological pathway profiles, and whole-blood disease-state data corroborate the direction of the CD7 association. Megakaryocyte/platelet-lineage cells warrant further investigation in pSD. Lactylation-related transcriptomic scores are surrogates that require direct experimental validation, and studies in disease-relevant tissues are needed. Key Points • Characterization of a megakaryocyte/platelet-like population in peripheral blood: We characterized this population in pSD and control PBMCs using expanded quality control, marker panels, and differential-expression analysis, in line with prior flow-cytometric evidence of circulating megakaryocyte expansion in systemic autoimmune diseases. • Genetically prioritized candidate genes: By integrating Mendelian randomization with colocalization analysis and single-cell transcriptomics, we identified LAPTM5 and CD7 as candidate genes supported by convergent pSD transcriptomic findings and nominal genetic associations with a broader sicca phenotype. • Elucidation of functional pathways: We delineated the distinct immunological pathways linked to these genes, with LAPTM5 linked to Notch signaling and complement cascades, while CD7 is involved in antigen presentation and NK cell cytotoxicity.

Indexed as

CD7Lactylation-related genesLAPTM5MegakaryocyteMendelian randomizationPrimary Sjögren's diseaseSingle-cell sequencing

Identifiers

PMID42821046

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