Single-nucleus transcriptome-wide association study of human brain disorders
Abstract
Abstract Common brain disorders impose a substantial health burden, but localizing their genetic risk in the brain remains challenging 1 . 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 types 2–5 . 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.
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Authors: Roman Kosoy, Christian Dillard, N. M. Prashant, David Burstein, Deepika Mathur, Chris Chatzinakos, Bukola Ajanaku, Fotis Tsetsos, Biao Zeng, Sonali Gupta, Rachel Bercovitch, Aram Hong, Clara Casey, Marcela Alvia, Zhiping Shao, Stathis Argyriou, Karen Therrien, Athan Z. Li, Chenfeng He, Chirag Gupta, Christian Porras, Colleen A. McClung, Collin Spencer, Daifeng Wang, Fotios Tsetsos, Gennadi Ryan, Hui Yang, Jaroslav Bendl, Jennifer Monteiro Fortes, Jerome J. Choi, Kalpana H. Arachchilage, Lars J. Jensen, Lisa L. Barnes, Logan C. Dumitrescu, Lyra Sheu, Madeline R. Scott, Marios Anyfantakis, Maxim Signaevsky, Mikaela Koutrouli, Milos Pjanic, Monika Ahirwar, Nicolas Y. Masse, Noah Cohen Kalafut, Pavan K. Auluck, Pavel Katsel, Pengfei Dong, Pramod B. Chandrashekar, Sanan Venkatesh, Saniya Khullar, Sarah Murphy, Sayali A. Alatkar, Seon Kinrot, Steven Finkbeiner, Steven P. Kleopoulos, Tereza Clarence, Timothy J. Hohman, Ting Jin, Vahram Haroutunian, Vivek G. Ramaswamy, Xiang Huang, Xinyi Wang, Zhenyi Wu, Tim B. Bigdeli, Pavan Kumar Auluck, David A. Bennett, Stefano Marenco, Vahram H. Haroutunian, Kiran Kumar Girdhar, Jaroslav M. Bendl, Donghoon Lee, John F. Fullard, Gabriel E. Hoffman, Georgios Voloudakis, Panos Roussos
Institutions: University of Pittsburgh, Icahn School of Medicine at Mount Sinai, University of California, San Francisco, University of Copenhagen, University of Wisconsin–Madison, Allen Institute for Brain Science, Novo Nordisk Foundation, Vanderbilt University Medical Center, Rush University Medical Center, James J. Peters VA Medical Center, SUNY Downstate Health Sciences University, Gladstone Institutes, Translational Therapeutics (United States), VA NY Harbor Healthcare System, National Institute of Mental Health, Taube Koret Center