Evidence mapPaperPMID 41684036Full record

ArticleInternational journal of molecular sciences2026

Unraveling the Cross-Tissue Neuroimmune-Vascular Genetic Architecture of Migraine Using Integrated Multi-Omics, Single-Cell, and Spatial Transcriptomics: Prioritizing T-Cell Regulatory Networks and Peripheral Targets.

Chung-Chih Liao, Ke-Ru Liao, Jung-Miao Li

Abstract read
In one paragraph

Article in International journal of molecular sciences, 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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0citing 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

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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.

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4 · The record

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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

3 authors.

Chung-Chih LiaoSchool of Medicine, Chung Shan Medical University, Taichung 40201, Taiwan.
Ke-Ru LiaoDepartment of Neurology, Yuanlin Christian Hospital, Yuanlin 51052, Taiwan.
Jung-Miao LiSchool of Chinese Medicine, College of Chinese Medicine, China Medical University, Taichung 40402, Taiwan.ORCID 0000-0001-7069-8510

Funding

China Medical University Hospital DMR-112-155China Medical University Hospital DMR-114-042China Medical University Hospital DMR-114-189China Medical University Hospital DMR-115-001National Science and Technology Council NSTC 114-2320-B-039-017
6 · The paper itself

Abstract

Migraine is a complex neurovascular disorder in which immune signaling intersects with vascular and neural circuits, yet the tissue and cell-type context of common genetic risk remains incompletely defined. We integrated large-scale migraine genome-wide association study (GWAS) summary statistics with Genotype-Tissue Expression (GTEx) v8 expression and splicing quantitative trait loci (eQTLs and sQTLs), Bayesian co-localization, single-cell RNA sequencing of peripheral blood mononuclear cells (PBMCs) from migraine cases and controls, a healthy single-cell multi-omics atlas (assay for transposase-accessible chromatin (ATAC) plus RNA), high-dimensional weighted gene co-expression network analysis (hdWGCNA), and embryo-level spatial transcriptomics. Genetic signals were enriched in peripheral arteries, heart, and blood, and gene-level enrichment highlighted mucosal-smooth muscle organs including the bladder and the cervix endocervix. Cell-type prioritization consistently implicated endothelial and vascular smooth muscle lineages, with additional support for inhibitory interneurons and bladder epithelium. In PBMC T cells, co-expression modules capturing cytotoxic/activation and T-cell receptor signaling programs contained migraine-prioritized genes, including PTK2B, nominating immune activation circuitry as a component of genetic susceptibility. Spatial projection further localized risk concordance to craniofacial/meningeal interfaces and visceral smooth muscle-mucosal structures. Together, these analyses delineate a systemic neuroimmune-vascular architecture for migraine and provide genetically anchored candidate pathways and targets for mechanistic and therapeutic follow-up.

Indexed as

Migraine DisordersNeuroimmunomodulationT-Lymphocytes, RegulatoryGene Regulatory NetworksGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMultiomicsQuantitative Trait LociSingle-Cell AnalysisSpatial TranscriptomicsTranscriptomefunctional genomicsmigraineneuroimmune–vascular axisPTK2Bsingle-cell RNA sequencingspatial transcriptomics

Identifiers

PMID41684036
PMCPMC12897894

What Socratic holds

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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.