Evidence mapPaperPMID 42404895Full record

ArticleFrontiers in immunology2026

Integrative genetic and expression profiling prioritizes

Zhuyuan Yu, Shuhua Mao, Ying Song, Xiangyuan Meng, Jianing Yu, Ziyu Zong, Tianlin Gao, Hao Chen

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Zhuyuan Yu *Department of Neurovascular Surgery, First Hospital of Jilin University, Changchun, China.
Shuhua Mao *School of Public Health, Jilin University, Changchun, China.
Ying SongDepartment of Neurovascular Surgery, First Hospital of Jilin University, Changchun, China.
Xiangyuan MengSchool of Public Health, Jilin University, Changchun, China.
Jianing YuSchool of Public Health, Jilin University, Changchun, China.
Ziyu ZongSchool of Public Health, Jilin University, Changchun, China.
Tianlin GaoSchool of Public Health, Qingdao University, Qingdao, China.
Hao ChenDepartment of Neurovascular Surgery, First Hospital of Jilin University, Changchun, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Atherosclerosis shows vascular bed specificity, yet research has focused on coronary arteries, leaving the causal genetics and immune cell-specific mechanisms of carotid plaque (CP) unexplored. This study aims to unbiasedly identify CP candidate genes and evaluate their therapeutic potential. Methods: Two-sample MR analysis was performed using data from 14 peripheral blood immune cell types and two GWAS datasets for carotid plaque, followed by colocalization analysis to prioritize causal genes. A human carotid plaque single-cell RNA-seq dataset was then integrated to examine cellular expression patterns, cell-cell communication, and functional enrichment. Results: 22 candidate genes for CP were identified. Conclusion: Our integrative genetic and transcriptomic approach prioritizes

Indexed as

Carotid Artery DiseasesPhagocytesPlaque, AtheroscleroticGene Expression ProfilingGenome-Wide Association StudyHumansJurkat CellsMacrophagescarotid plaqueGWASLIPAmendelian randomizationmononuclear phagocytes

Identifiers

PMID42404895
PMCPMC13327901

What Socratic holds

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Registered trials

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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 Socratic graph.