# Precision Target Discovery for Migraine: An Integrated GWAS-eQTL-PheWAS Pipeline

**Authors:** Xianting Liu, Qingming Liu, Haoning Zhu, Xiao Zhou, Xinyao Li, Ming Hu, Fu Peng, Jianguang Ji, Shu Yang

PMC · DOI: 10.3390/molecules30193921 · 2025-09-29

## TL;DR

This study identifies potential drug targets for migraine by combining genetic and gene expression data, offering new avenues for precision medicine.

## Contribution

A novel multi-omics pipeline integrating GWAS, eQTL, and PheWAS data to discover and prioritize migraine drug targets.

## Key findings

- 31 migraine-associated genes were identified in whole blood and 20 in brain tissue.
- Eight genes showed interactions with known drug targets, enabling prediction of 41 potential repurposable drugs.
- NR1D1, THRA, NCOR2, and CHD4 are prioritized for drug development based on druggability and safety profiles.

## Abstract

Migraine is a complex neurological disorder that severely compromises quality of life. Current therapies remain inadequate, creating an urgent need for precision medicine approaches. To bridge this gap, we integrated genome-wide association studies (GWASs) and multi-tissue expression quantitative trait loci (eQTL) data. Using Mendelian randomization (SMR/HEIDI) to identify putatively causal genes, followed by colocalization analysis, protein–protein interaction networks, and gene enrichment, we prioritized druggable targets. Phenome-wide association studies (PheWASs) further assessed their potential safety profiles. We identified 31 migraine-associated genes in whole blood, 20 in brain tissue, and 9 genes shared by both whole blood and brain regions. Among 13 druggable genes identified from the DGIdb and supporting literature, 10 passed colocalization validation. Eight genes (TGFB3, CHRNB1, BACE2, THRA, NCOR2, NR1D1, CHD4, REV3L) showed interactions with known drug targets, enabling the computational prediction of 41 potential repurposable drugs. Based on target druggability, PPI (protein–protein interaction) and favorable PheWAS profiles, NR1D1, THRA, NCOR2, and CHD4 are prioritized for drug development. Additionally, MICU1, UFL1, LY6G5C, and PPP1CC emerged as novel pathophysiological factors. This study establishes a multi-omics framework for precision migraine therapy, translating genetic insights into clinically actionable targets.

## Linked entities

- **Genes:** TGFB3 (transforming growth factor beta 3) [NCBI Gene 7043], CHRNB1 (cholinergic receptor nicotinic beta 1 subunit) [NCBI Gene 1140], BACE2 (beta-secretase 2) [NCBI Gene 25825], THRA (thyroid hormone receptor alpha) [NCBI Gene 7067], NCOR2 (nuclear receptor corepressor 2) [NCBI Gene 9612], NR1D1 (nuclear receptor subfamily 1 group D member 1) [NCBI Gene 9572], CHD4 (chromodomain helicase DNA binding protein 4) [NCBI Gene 1108], REV3L (REV3 like, DNA directed polymerase zeta catalytic subunit) [NCBI Gene 5980], MICU1 (mitochondrial calcium uptake 1) [NCBI Gene 10367], UFL1 (UFM1 specific ligase 1) [NCBI Gene 23376], LY6G5C (lymphocyte antigen 6 family member G5C) [NCBI Gene 80741], PPP1CC (protein phosphatase 1 catalytic subunit gamma) [NCBI Gene 5501]
- **Diseases:** migraine (MONDO:0005277)

## Full-text entities

- **Genes:** NR1D1 (nuclear receptor subfamily 1 group D member 1) [NCBI Gene 9572] {aka EAR1, REVERBA, REVERBalpha, THRA1, THRAL, ear-1}, REV3L (REV3 like, DNA directed polymerase zeta catalytic subunit) [NCBI Gene 5980] {aka POLZ, REV3}, CHRNB1 (cholinergic receptor nicotinic beta 1 subunit) [NCBI Gene 1140] {aka ACHRB, CHRNB, CMS1D, CMS2A, CMS2C, SCCMS}, TGFB3 (transforming growth factor beta 3) [NCBI Gene 7043] {aka ARVD, ARVD1, LDS5, RNHF, TGF-beta3}, UFL1 (UFM1 specific ligase 1) [NCBI Gene 23376] {aka KIAA0776, Maxer, NLBP, RCAD}, PPP1CC (protein phosphatase 1 catalytic subunit gamma) [NCBI Gene 5501] {aka PP-1G, PP1C, PPP1G}, THRA (thyroid hormone receptor alpha) [NCBI Gene 7067] {aka AR7, CHNG6, EAR7, ERB-T-1, ERBA, ERBA1}, BACE2 (beta-secretase 2) [NCBI Gene 25825] {aka AEPLC, ALP56, ASP1, ASP21, BAE2, CDA13}, MICU1 (mitochondrial calcium uptake 1) [NCBI Gene 10367] {aka CALC, CBARA1, EFHA3, MPXPS, ara CALC}, CHD4 (chromodomain helicase DNA binding protein 4) [NCBI Gene 1108] {aka CHD-4, Mi-2b, Mi2-BETA, SIHIWES}, NCOR2 (nuclear receptor corepressor 2) [NCBI Gene 9612] {aka CTG26, N-CoR2, SMAP270, SMRT, SMRTE, SMRTE-tau}, LY6G5C (lymphocyte antigen 6 family member G5C) [NCBI Gene 80741] {aka C6orf20, G5C, LY6G5CA, LY6G5CB, NG33}
- **Diseases:** Migraine (MESH:D008881), neurological disorder (MESH:D009461)

## Figures

13 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12526371/full.md

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Source: https://tomesphere.com/paper/PMC12526371