Evidence map›Paper›PMID 41436920›Full record

ArticleThe journal of headache and pain2025

From trigeminal ganglion to cortex: ATG7 emerges as a key integrator of migraine pathways via multi-omics profiling.

Chengcheng Zhang, Yine Song, Baicheng Cao, Yuancan Pan, Yuhan Liu, Jiangyan Wei, Libin Zheng, Lu Liu

Abstract read
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Article in The journal of headache and pain, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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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.

Chengcheng Zhang *Beijing Key Laboratory of Acupuncture Neuromodulation, Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, No. 23 Meishuguan Houjie, Beijing, 100010, China.ORCID http://orcid.org/0009-0000-2261-3359
Yine Song *Beijing Key Laboratory of Acupuncture Neuromodulation, Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, No. 23 Meishuguan Houjie, Beijing, 100010, China.
Baicheng CaoBeijing Key Laboratory of Acupuncture Neuromodulation, Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, No. 23 Meishuguan Houjie, Beijing, 100010, China.
Yuancan PanBeijing Key Laboratory of Acupuncture Neuromodulation, Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, No. 23 Meishuguan Houjie, Beijing, 100010, China.
Yuhan LiuBeijing Key Laboratory of Acupuncture Neuromodulation, Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, No. 23 Meishuguan Houjie, Beijing, 100010, China.
Jiangyan WeiBeijing Key Laboratory of Acupuncture Neuromodulation, Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, No. 23 Meishuguan Houjie, Beijing, 100010, China.
Libin ZhengBeijing Key Laboratory of Acupuncture Neuromodulation, Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, No. 23 Meishuguan Houjie, Beijing, 100010, China.
Lu LiuBeijing Key Laboratory of Acupuncture Neuromodulation, Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, No. 23 Meishuguan Houjie, Beijing, 100010, China. lululalavictor1985@126.com.ORCID http://orcid.org/0000-0002-7496-5564

Funding

Beijing Natural Science Foundation 7232270Capital's Funds for Health Improvement and Research CFH2024-2-2235China National Natural Science Foundation 82374575, 82074179Outstanding Young Talents Program of Capital Medial University B2207
6 · The paper itself

Abstract

backgroundMigraine is a complex neurological disorder with poorly understood molecular mechanisms. Despite advances in genetic and omics research, the shared mechanisms between central and peripheral nervous systems in migraine pathogenesis remain unclear.

methodsWe employed a multi-omics approach, integrating human trigeminal ganglion (TG) single-nucleus RNA sequencing (snRNA-seq) data and expression quantitative trait loci (eQTL) data from eight major cortical cell types. Mendelian randomization (MR) analysis was used to prioritize susceptibility genes, followed by functional enrichment, molecular network mapping, and computational drug screening. Key findings were experimentally validated in the primary sensory cortex hindlimb area brain region and TG, given their established roles in pain processing.

resultsWe identified 586 migraine-associated genes in TG and 1,108 in the cortex, with 109 overlapping genes. These overlapping genes converge on pathways including autophagy and neuroinflammation, suggesting shared mechanisms of central and peripheral nervous systems. Five hub genes - HSP90AB1, EGFR, ERBB3, MET and ATG7 - were implicated in both TG and cortical tissues. Experimental validation identified five hub genes strongly linked to migraine, with ATG7 emerging as a key candidate. Immunofluorescence co-localization revealed ATG7's prominent expression in both cortical astrocytes and neurons, suggesting its dual role in glial and neuronal pathways underlying migraine pathophysiology. Western blot analysis revealed that in the S1HL brain region of migraine model mice, the protein level of LC3-II showed an increasing trend, while the expressions of both LC3-I and p62 exhibited decreasing trends compared to the control group. Furthermore, both the LC3-II/LC3-I ratio and the LC3-II/p62 ratio were significantly elevated in the model group, suggesting that the upregulation of ATG7 promotes the activation of autophagic flux in the migraine model, with the autophagic flux remaining unobstructed.

conclusionsOur study provides novel insights into migraine's central and peripheral mechanisms, highlighting cell-type-specific genetic contributions and potential therapeutic targets. The integrative framework combining snRNA-seq, eQTL, GWAS, and MR enhances the understanding of migraine biology and accelerates drug discovery, offering a pathway toward more effective treatments.

Indexed as

Autophagy-Related Protein 7Cerebral CortexMigraine DisordersTrigeminal GanglionAnimalsAutophagyHumansMiceMultiomicsQuantitative Trait LociATG7 protein, humanAutophagy-Related Protein 7ATG7AutophagyMigraineMulti-omicsTherapeutic targets

Identifiers

PMID41436920
PMCPMC12729234

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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.