Brain expression quantitative trait locus and network analyses reveal downstream effects and putative drivers for brain-related diseases

Publication date

2023-03

Authors

de Klein, Niek
Tsai, Ellen A.
Vochteloo, Martijn
Baird, Denis
Huang, Yunfeng
Chen, Chia Yen
van Dam, Sipko
Oelen, Roy
Deelen, Patrick
Bakker, Olivier B.

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Advisors

Supervisors

Document Type

Article

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License

cc_by

Abstract

Identification of therapeutic targets from genome-wide association studies (GWAS) requires insights into downstream functional consequences. We harmonized 8,613 RNA-sequencing samples from 14 brain datasets to create the MetaBrain resource and performed cis- and trans-expression quantitative trait locus (eQTL) meta-analyses in multiple brain region- and ancestry-specific datasets (n ≤ 2,759). Many of the 16,169 cortex cis-eQTLs were tissue-dependent when compared with blood cis-eQTLs. We inferred brain cell types for 3,549 cis-eQTLs by interaction analysis. We prioritized 186 cis-eQTLs for 31 brain-related traits using Mendelian randomization and co-localization including 40 cis-eQTLs with an inferred cell type, such as a neuron-specific cis-eQTL (CYP24A1) for multiple sclerosis. We further describe 737 trans-eQTLs for 526 unique variants and 108 unique genes. We used brain-specific gene-co-regulation networks to link GWAS loci and prioritize additional genes for five central nervous system diseases. This study represents a valuable resource for post-GWAS research on central nervous system diseases.

Keywords

Genetics

Citation

de Klein, N, Tsai, E A, Vochteloo, M, Baird, D, Huang, Y, Chen, C Y, van Dam, S, Oelen, R, Deelen, P, Bakker, O B, El Garwany, O, Ouyang, Z, Marshall, E E, Zavodszky, M I, van Rheenen, W, Bakker, M K, Veldink, J, Gaunt, T R, Runz, H, Franke, L & Westra, H J 2023, 'Brain expression quantitative trait locus and network analyses reveal downstream effects and putative drivers for brain-related diseases', Nature genetics, vol. 55, no. 3, pp. 377-388. https://doi.org/10.1038/s41588-023-01300-6