Single-nucleus transcriptome-wide association study of human brain disorders.
Common brain disorders impose a substantial health burden, but localizing their genetic risk in the brain remains challenging1. Although genome-wide association studies have identified numerous loci associated with neuropsychiatric and neurodegenerative disorders, many of these loci lie in non-coding regions that influence gene expression in specific cell types2-5. Traditional bulk brain transcriptomic analyses, which often focus on European ancestry cohorts, average over cellular diversity, obscuring genetic risk-related changes in gene expression. Here we use single-nucleus gene expression profiles from the dorsolateral prefrontal cortex in the multi-ancestry PsychAD cohort to develop transcriptomic imputation models of genetically regulated expression across major brain cell types. Applying these models to neuropsychiatric and neurodegenerative disorders reveals thousands of gene-trait associations that are undetectable in bulk tissue analyses and resolves many signals to discrete neuronal, glial and immune cell populations. Cross-ancestry analyses in the Million Veteran Program confirm these associations, reveal pleiotropic effects of cell-type-specific predicted expression and demonstrate that trait-related dysregulation is conserved across ancestries, enabling mapping of causal genes and pathways. Together, these findings provide a cell-type-resolved and ancestry-aware atlas of genetically regulated expression in the human prefrontal cortex and illustrate how single-nucleus transcriptomics can sharpen gene discovery and therapeutic target prioritization for complex brain disorders.
Authors
Venkatesh Venkatesh, Kosoy Kosoy, Wu Wu, Anyfantakis Anyfantakis, Dillard Dillard, N M N M, Burstein Burstein, Mathur Mathur, Chatzinakos Chatzinakos, Ajanaku Ajanaku, Tsetsos Tsetsos, Zeng Zeng, Gupta Gupta, Bercovitch Bercovitch, Hong Hong, Casey Casey, Alvia Alvia, Shao Shao, Argyriou Argyriou, Therrien Therrien, , Bigdeli Bigdeli, Auluck Auluck, Bennett Bennett, Marenco Marenco, Haroutunian Haroutunian, Girdhar Girdhar, Bendl Bendl, Lee Lee, Fullard Fullard, Hoffman Hoffman, Voloudakis Voloudakis, Roussos Roussos
View on Pubmed