Department of Neurology, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Child Neurodevelopment and Cognitive Disorders, Children's Hospital of Chongqing Medical University, No. 136, Zhongshan Er Road, Yuzhong District, Chongqing, 400014, China.
J Headache Pain. 2024 Jun 5;25(1):94. doi: 10.1186/s10194-024-01802-6.
Migraine is a common neurological disorder with a strong genetic component. Despite the identification of over 100 loci associated with migraine susceptibility through genome-wide association studies (GWAS), the underlying causative genes and biological mechanisms remain predominantly elusive.
The FinnGen R10 dataset, consisting of 333,711 subjects (20,908 cases and 312,803 controls), was utilized in conjunction with the Genotype-Tissue Expression Project (GTEx) v8 EQTls files to conduct cross-tissue transcriptome association studies (TWAS). Functional Summary-based Imputation (FUSION) was employed to validate these findings in single tissues. Additionally, candidate susceptibility genes were screened using Gene Analysis combined with Multi-marker Analysis of Genomic Annotation (MAGMA). Subsequent Mendelian randomization (MR) and colocalization analyses were conducted. Furthermore, GeneMANIA analysis was employed to enhance our understanding of the functional implications of these susceptibility genes.
We identified a total of 19 susceptibility genes associated with migraine in the cross-tissue TWAS analysis. Two novel susceptibility genes, REV1 and SREBF2, were validated through both single tissue TWAS and MAGMA analysis. Mendelian randomization and colocalization analyses further confirmed these findings. REV1 may reduce the migraine risk by regulating DNA damage repair, while SREBF2 may increase the risk of migraine by regulating cholesterol metabolism.
Our study identified two novel genes whose predicted expression was associated with the risk of migraine, providing new insights into the genetic framework of migraine.
偏头痛是一种常见的神经系统疾病,具有很强的遗传成分。尽管通过全基因组关联研究(GWAS)已经确定了 100 多个与偏头痛易感性相关的基因座,但潜在的致病基因和生物学机制仍然主要难以捉摸。
使用 FinnGen R10 数据集(包含 333711 名受试者[20908 例病例和 312803 例对照])结合 Genotype-Tissue Expression Project(GTEx)v8 EQTls 文件进行跨组织转录组关联研究(TWAS)。采用基于功能摘要的推断(FUSION)在单一组织中验证这些发现。此外,还使用 Gene Analysis 结合多标记分析基因组注释(MAGMA)筛选候选易感性基因。随后进行了孟德尔随机化(MR)和共定位分析。此外,还进行了 GeneMANIA 分析以增强我们对这些易感性基因功能意义的理解。
我们在跨组织 TWAS 分析中总共确定了 19 个与偏头痛相关的易感性基因。通过单一组织 TWAS 和 MAGMA 分析验证了两个新的易感性基因 REV1 和 SREBF2。孟德尔随机化和共定位分析进一步证实了这些发现。REV1 可能通过调节 DNA 损伤修复来降低偏头痛的风险,而 SREBF2 可能通过调节胆固醇代谢来增加偏头痛的风险。
我们的研究确定了两个新的基因,其预测表达与偏头痛的风险相关,为偏头痛的遗传框架提供了新的见解。