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Research Articles, Neurobiology of Disease

Cellular Diversity in Human Subgenual Anterior Cingulate and Dorsolateral Prefrontal Cortex by Single-Nucleus RNA-Sequencing

Billy Kim, Dowon Kim, Anton Schulmann, Yash Patel, Carolina Caban-Rivera, Paul Kim, Ananya Jambhale, Kory R. Johnson, Ningping Feng, Qing Xu, Sun Jung Kang, Ajeet Mandal, Michael Kelly, Nirmala Akula, Francis J. McMahon, Barbara Lipska, Stefano Marenco and Pavan K. Auluck
Journal of Neuroscience 10 May 2023, 43 (19) 3582-3597; DOI: https://doi.org/10.1523/JNEUROSCI.0830-22.2023
Billy Kim
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Dowon Kim
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Anton Schulmann
2Human Genetics Branch, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Yash Patel
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Carolina Caban-Rivera
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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  • ORCID record for Carolina Caban-Rivera
Paul Kim
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Ananya Jambhale
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Kory R. Johnson
3Information Technology and Bioinformatics Program, National Institute of Neurological Disorders and Stroke-Intramural Research Program, Bethesda, Maryland 20892
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Ningping Feng
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Qing Xu
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Sun Jung Kang
4Genetic Epidemiology Research Branch, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Ajeet Mandal
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Michael Kelly
5CCR Single Analysis Facility, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Bethesda, Maryland 20892
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Nirmala Akula
2Human Genetics Branch, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Francis J. McMahon
2Human Genetics Branch, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Barbara Lipska
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Stefano Marenco
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Pavan K. Auluck
1Human Brain Collection Core, National Institute of Mental Health-Intramural Research Program, Bethesda, Maryland 20892
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Abstract

Regional cellular heterogeneity is a fundamental feature of the human neocortex; however, details of this heterogeneity are still undefined. We used single-nucleus RNA-sequencing to examine cell-specific transcriptional features in the dorsolateral PFC (DLPFC) and the subgenual anterior cingulate cortex (sgACC), regions implicated in major psychiatric disorders. Droplet-based nuclei-capture and library preparation were performed on replicate samples from 8 male donors without history of psychiatric or neurologic disorder. Unsupervised clustering identified major neural cell classes. Subsequent iterative clustering of neurons further revealed 20 excitatory and 22 inhibitory subclasses. Inhibitory cells were consistently more abundant in the sgACC and excitatory neuron subclusters exhibited considerable variability across brain regions. Excitatory cell subclasses also exhibited greater within-class transcriptional differences between the two regions. We used these molecular definitions to determine which cell classes might be enriched in loci carrying a genetic signal in genome-wide association studies or for differentially expressed genes in mental illness. We found that the heritable signals of psychiatric disorders were enriched in neurons and that, while the gene expression changes detected in bulk-RNA-sequencing studies were dominated by glial cells, some alterations could be identified in specific classes of excitatory and inhibitory neurons. Intriguingly, only two excitatory cell classes exhibited concomitant region-specific enrichment for both genome-wide association study loci and transcriptional dysregulation. In sum, by detailing the molecular and cellular diversity of the DLPFC and sgACC, we were able to generate hypotheses on regional and cell-specific dysfunctions that may contribute to the development of mental illness.

SIGNIFICANCE STATEMENT Dysfunction of the subgenual anterior cingulate cortex has been implicated in mood disorders, particularly major depressive disorder, and the dorsolateral PFC, a subsection of the PFC involved in executive functioning, has been implicated in schizophrenia. Understanding the cellular composition of these regions is critical to elucidating the neurobiology underlying psychiatric and neurologic disorders. We studied cell type diversity of the subgenual anterior cingulate cortex and dorsolateral PFC of humans with no neuropsychiatric illness using a clustering analysis of single-nuclei RNA-sequencing data. Defining the transcriptomic profile of cellular subpopulations in these cortical regions is a first step to demystifying the cellular and molecular pathways involved in psychiatric disorders.

  • cingulate
  • dorsolateral prefrontal cortex
  • RNA-seq
  • schizophrenia
  • single-nucleus

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The Journal of Neuroscience: 43 (19)
Journal of Neuroscience
Vol. 43, Issue 19
10 May 2023
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Cellular Diversity in Human Subgenual Anterior Cingulate and Dorsolateral Prefrontal Cortex by Single-Nucleus RNA-Sequencing
Billy Kim, Dowon Kim, Anton Schulmann, Yash Patel, Carolina Caban-Rivera, Paul Kim, Ananya Jambhale, Kory R. Johnson, Ningping Feng, Qing Xu, Sun Jung Kang, Ajeet Mandal, Michael Kelly, Nirmala Akula, Francis J. McMahon, Barbara Lipska, Stefano Marenco, Pavan K. Auluck
Journal of Neuroscience 10 May 2023, 43 (19) 3582-3597; DOI: 10.1523/JNEUROSCI.0830-22.2023

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Cellular Diversity in Human Subgenual Anterior Cingulate and Dorsolateral Prefrontal Cortex by Single-Nucleus RNA-Sequencing
Billy Kim, Dowon Kim, Anton Schulmann, Yash Patel, Carolina Caban-Rivera, Paul Kim, Ananya Jambhale, Kory R. Johnson, Ningping Feng, Qing Xu, Sun Jung Kang, Ajeet Mandal, Michael Kelly, Nirmala Akula, Francis J. McMahon, Barbara Lipska, Stefano Marenco, Pavan K. Auluck
Journal of Neuroscience 10 May 2023, 43 (19) 3582-3597; DOI: 10.1523/JNEUROSCI.0830-22.2023
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Keywords

  • cingulate
  • dorsolateral prefrontal cortex
  • RNA-seq
  • schizophrenia
  • single-nucleus

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