Evidence map›Paper›PMID 41535852›Full record

ArticleBMC psychiatry2026

Neuroimmune dysregulation and comorbidity mechanisms of major depressive disorder and migraine.

Guining Liang, Qi Huang, Wenyi Song, Mika Pan, Qingyan Wei, Jingyi Zeng, Youfeng Xie, Yating Lan, Chun Zou, Xiuying Liu and 2 more

Abstract read
In one paragraph

Article in BMC psychiatry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

12 authors.

Guining Liang *Department of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China.
Qi Huang *Department of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China.
Wenyi Song *Department of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China.
Mika PanDepartment of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China.
Qingyan WeiDepartment of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China.
Jingyi ZengDepartment of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China.
Youfeng XieDepartment of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China.
Yating LanDepartment of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China.
Chun ZouDepartment of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China.
Xiuying LiuDepartment of Neurology, The First People's Hospital of Qinzhou, No. 8 Mingyang Road, Qinzhou, Guangxi, 535000, China. liuxiuying116@163.com.
Xiaohua HuangDepartment of Neurology, Affiliated Hospital of Youjiang Medical University for Nationalities, No. 98 Chengxiang Road, Baise, Guangxi, 533000, China. newxiaohua66@163.com.
Donghua ZouDepartment of Neurology, The Second Affiliated Hospital of Guangxi Medical University, No. 166 Daxuedong Road, Nanning, Guangxi, 530007, China. zoudonghua@gxmu.edu.cn.ORCID 0000-0002-3891-9472

Funding

the Joint Project on Regional High-Incidence Diseases Research of Guangxi Natural Science Foundation 2024GXNSFDA010001
6 · The paper itself

Abstract

backgroundAlthough major depressive disorder (MDD) and migraine often present together, their comorbidity mechanisms are complex. This study aims to identify potential biomarkers and common mechanisms of MDD-migraine through neuroimmune microenvironment and transcriptome data, which is crucial for understanding its pathogenesis and developing diagnostic and treatment strategies.

methodsWe constructed a dynamic atlas of neural-peripheral immune cells in patients experiencing a MDD-migraine comorbidity. Differentially expressed genes (DEGs) were identified and performed functional enrichment and metabolic analyses of cell types involved in MDD and migraine. Multiple classification models were built by combining single-nucleus RNA sequencing and transcriptome data from patients with MDD to screen hub genes. In addition, cluster, cell communication, and trajectory analyses of major cell types in migraine were performed. Finally, common pathways in MDD-migraine comorbidity were identified.

resultsWe identified 60,982 and 22, 523 cells in patients with MDD and migraine, respectively. The proportions of oligodendrocytes and excitatory neurons were increased in the MDD group, while that of T cells was significantly increased in the migraine group. DEGs in the MDD and migraine cell types were associated with Rap1 signaling. Metabolic reprogramming was found to involve in the pathological processes of MDD and migraine. Six hub genes were screened using the optimal model: AHI1, NRCAM, PTMA, RABGAP1L, RPL15, and RPL41. T cells were the major cell subpopulation in migraine, and Naive T cells were the starting point of differentiation. Finally, eight common pathways were identified between MDD and migraine.

conclusionThis study provides new insights into the pathogenesis of MDD-migraine comorbidity suggesting that the identified key genes and signaling pathways may provide potential targets for the early diagnosis and treatment of the disease.

Indexed as

Major Depressive DisorderMigraine DisordersNeuroimmunomodulationBiomarkersComorbidityGene Expression ProfilingHumansTranscriptomeBiomarkersBiomarkersComorbidity mechanismInflammationMajor depressive disorderMetabolic reprogrammingMigraine

Identifiers

PMID41535852
PMCPMC12805732

What OpenQuestion 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 OpenQuestion graph.