Evidence map›Paper›PMID 40622473›Full record

ArticleCellular and molecular neurobiology2025

Molecular Mechanisms of Perivascular Macrophages in Alzheimer's Disease: Insights from Single-Cell Sequencing and Mendelian Randomization.

Min Zhang, Shufang Liu, Yanan Zhao, Ping Wu, Shouyuan Tian, Zhifang Wu, Sijin Li

Abstract read
In one paragraph

Article in Cellular and molecular neurobiology, 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. Article
  2. Review
  3. 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

7 authors.

Min ZhangDepartment of Nuclear Medicine, The First Hospital of Shanxi Medical University, No. 85 Jiefang South Road, Taiyuan, 030001, Shanxi, China.
Shufang LiuDepartment of Nuclear Medicine, The First Hospital of Shanxi Medical University, No. 85 Jiefang South Road, Taiyuan, 030001, Shanxi, China.
Yanan ZhaoShanxi Medical University, Taiyuan, Shanxi, China.
Ping WuDepartment of Nuclear Medicine, The First Hospital of Shanxi Medical University, No. 85 Jiefang South Road, Taiyuan, 030001, Shanxi, China.
Shouyuan TianShanxi Provincial Peoples Hospital, Taiyuan, Shanxi, China.
Zhifang WuDepartment of Nuclear Medicine, The First Hospital of Shanxi Medical University, No. 85 Jiefang South Road, Taiyuan, 030001, Shanxi, China.
Sijin LiDepartment of Nuclear Medicine, The First Hospital of Shanxi Medical University, No. 85 Jiefang South Road, Taiyuan, 030001, Shanxi, China. sijinl@sxmu.edu.cn.ORCID http://orcid.org/0000-0002-2010-3459

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Alzheimer's disease (AD) is a leading cause of dementia characterized by neuroinflammation and immune dysregulation. Perivascular macrophages (PVMs) play a crucial role in the onset and progression of AD, yet the specific molecular mechanisms remain understudied. This study explored the molecular mechanisms of PVMs in AD using single-cell sequencing combined with Mendelian randomization (MR) analysis. We analyzed data from GSE264648 and eQTLGen and identified four key genes that were significantly associated with AD risk: IFNGR1, KLHL5, NUMB, and WDFY4. Functional annotation revealed that PVMs were involved in immune regulation and metabolic pathways, particularly IL-6_JAK_STAT3 and Notch signaling. Immune infiltration analysis showed increased M2 macrophages in AD patients, suggesting their roles in neuroinflammation. Pseudo-time analysis highlighted developmental shifts in PVMs during disease progression. Our findings offer novel insights into the role of PVMs in AD and provide a foundation for future research on modulating neuroinflammation and slowing AD progression through PVM-targeted interventions.

Indexed as

Alzheimer DiseaseMacrophagesMendelian Randomization AnalysisSingle-Cell AnalysisHumansAlzheimer’s diseaseMendelian randomizationPerivascular macrophagesSingle-cell sequencing

Identifiers

PMID40622473
PMCPMC12234932

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.