Evidence map›Paper›PMID 41645291›Full record

ArticleOrphanet journal of rare diseases2026

Single-cell transcriptomic profiling of peripheral blood mononuclear cells reveals monocyte heterogeneity in patients with Moyamoya disease.

Jinlin Xiao, Liwen Wei, Xingpeng Qiu, Jian Yan, Youping Li, Jinjing Wu, Haizhou Miu, Shuhua Zhang, Daya Luo, Erming Zeng

Abstract read
In one paragraph

Article in Orphanet journal of rare diseases, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
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

10 authors.

Jinlin Xiao *Department of Neurosurgery, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, China.
Liwen Wei *School of Basic Medical Sciences, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, China.
Xingpeng Qiu *School of Basic Medical Sciences, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, China.
Jian YanDepartment of Neurosurgery, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, China.
Youping LiDepartment of Neurosurgery, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, China.
Jinjing WuSchool of Basic Medical Sciences, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, China.
Haizhou MiuNanchang University Affiliated Rehabilitation Hospital, Nanchang, 330006, China.
Shuhua ZhangJiangxi Cardiovascular Research Institute, Jiangxi Provincial People's Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, 330006, China.
Daya LuoSchool of Basic Medical Sciences, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, China. luodaya@ncu.edu.cn.
Erming ZengDepartment of Neurosurgery, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, China. ndyfy02081@ncu.edu.cn.

Funding

Jiangxi Provincial and Ministerial level Fund 20212BAB216025Key Research and Development Program of Jiangxi Province 20202BBG73030National Natural Science Foundation of China 82460250Natural Science Foundation of Jiangxi Province 20202BABL206078
6 · The paper itself

Abstract

objectiveMoyamoya disease (MMD) is a rare cerebrovascular disorder characterized by progressive stenosis or occlusion of the internal carotid artery, with an abnormal vascular network forming as compensation. The etiology of MMD remains largely unknown, though genetic and immune factors have been implicated. This study aimed to investigate the landscape of peripheral immune cells in MMD patients using single-cell RNA sequencing (scRNA-seq) to identify potential biomarkers and mechanisms involved in the disease.

methodsPeripheral blood mononuclear cells (PBMCs) were collected from six MMD patients and three controls. scRNA-seq was performed to analyze the transcriptomic profiles of various immune cell populations. Differential gene expression, functional enrichment, and cell interaction analyses were conducted to identify significant alterations in immune cell subpopulations. Additionally, trajectory analysis was used to explore the differentiation pathways of monocytes in MMD.

resultsThe study identified significant transcriptional alterations in peripheral immune cells, particularly in monocytes and natural killer (NK) cells. Notably, intermediate monocytes (Mono_CD14_CD16) were increased in MMD patients compared to controls. Functional enrichment analysis revealed upregulation of genes related to immune cell activation and signal transduction in MMD. Two previously uncharacterized genes, RETN and TGFBR2, were identified as potential biomarkers. Trajectory analysis suggested that classical monocytes may differentiate into intermediate monocytes in MMD. Cell interaction analysis highlighted the role of Mono_CD14_CD16 cells in mediating immune responses through interactions involving RETN and TGF-β signaling pathways.

conclusionsThis study provides a comprehensive analysis of peripheral immune cell alterations in MMD, highlighting the involvement of monocyte subpopulations and specific signaling pathways in disease pathogenesis. The findings offer new insights into the immune dysregulation in MMD and suggest potential targets for diagnosis and treatment.

Indexed as

Leukocytes, MononuclearMonocytesMoyamoya DiseaseAdultFemaleGene Expression ProfilingHumansKiller Cells, NaturalMaleMiddle AgedSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisTranscriptomeMonocytesMoyamoya diseasePeripheral blood mononuclear cellsSingle-cell sequencing

Identifiers

PMID41645291
PMCPMC12973665

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.