Longitudinal single-cell transcriptional dynamics throughout neurodegeneration in SCA1.

Purkinje cell SCA1 ataxin-1 machine learning neurodegeneration oligodendrocyte oligodendrocyte progenitor cell single-nucleus RNA sequencing spinocerebellar ataxia type 1 unipolar brush cells

Journal

Neuron
ISSN: 1097-4199
Titre abrégé: Neuron
Pays: United States
ID NLM: 8809320

Informations de publication

Date de publication:
16 Nov 2023
Historique:
received: 15 12 2022
revised: 10 09 2023
accepted: 27 10 2023
medline: 29 11 2023
pubmed: 29 11 2023
entrez: 28 11 2023
Statut: aheadofprint

Résumé

Neurodegeneration is a protracted process involving progressive changes in myriad cell types that ultimately results in the death of vulnerable neuronal populations. To dissect how individual cell types within a heterogeneous tissue contribute to the pathogenesis and progression of a neurodegenerative disorder, we performed longitudinal single-nucleus RNA sequencing of mouse and human spinocerebellar ataxia type 1 (SCA1) cerebellar tissue, establishing continuous dynamic trajectories of each cell population. Importantly, we defined the precise transcriptional changes that precede loss of Purkinje cells and, for the first time, identified robust early transcriptional dysregulation in unipolar brush cells and oligodendroglia. Finally, we applied a deep learning method to predict disease state accurately and identified specific features that enable accurate distinction of wild-type and SCA1 cells. Together, this work reveals new roles for diverse cerebellar cell types in SCA1 and provides a generalizable analysis framework for studying neurodegeneration.

Identifiants

pubmed: 38016472
pii: S0896-6273(23)00844-9
doi: 10.1016/j.neuron.2023.10.039
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Informations de copyright

Copyright © 2023 The Author(s). Published by Elsevier Inc. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of interests S.W. is an inventor on a patent applied for by Harvard University related to MERFISH and a consultant and shareholder of Translura, Inc.

Auteurs

Leon Tejwani (L)

Interdepartmental Neuroscience Program, Yale School of Medicine, New Haven, CT 06510, USA; Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA. Electronic address: leon.tejwani@yale.edu.

Neal G Ravindra (NG)

Cardiovascular Research Center, Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06510, USA; Department of Computer Science, Yale University, New Haven, CT 06510, USA.

Changwoo Lee (C)

Interdepartmental Neuroscience Program, Yale School of Medicine, New Haven, CT 06510, USA; Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA.

Yubao Cheng (Y)

Department of Genetics, Yale School of Medicine, New Haven, CT 06510, USA.

Billy Nguyen (B)

University of California, San Francisco School of Medicine, San Francisco, CA 94143, USA.

Kimberly Luttik (K)

Interdepartmental Neuroscience Program, Yale School of Medicine, New Haven, CT 06510, USA; Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA.

Luhan Ni (L)

Department of Genetics, Yale School of Medicine, New Haven, CT 06510, USA.

Shupei Zhang (S)

Department of Genetics, Yale School of Medicine, New Haven, CT 06510, USA.

Logan M Morrison (LM)

Department of Neurology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA; Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI 48109, USA.

John Gionco (J)

Department of Pathology and Cell Biology, Columbia University Irving Medical Center and the New York Presbyterian Hospital, New York, NY 10032, USA.

Yangfei Xiang (Y)

Department of Genetics, Yale School of Medicine, New Haven, CT 06510, USA; Yale Stem Cell Center, Yale School of Medicine, New Haven, CT 06510, USA.

Jennifer Yoon (J)

Yale College, New Haven, CT 06510, USA.

Hannah Ro (H)

Yale College, New Haven, CT 06510, USA.

Fatema Haidery (F)

Yale College, New Haven, CT 06510, USA.

Rosalie M Grijalva (RM)

Interdepartmental Neuroscience Program, Yale School of Medicine, New Haven, CT 06510, USA; Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA.

Eunwoo Bae (E)

Yale College, New Haven, CT 06510, USA.

Kristen Kim (K)

Interdepartmental Neuroscience Program, Yale School of Medicine, New Haven, CT 06510, USA; Department of Psychiatry, Yale School of Medicine, New Haven, CT 06510, USA.

Regina T Martuscello (RT)

Department of Pathology and Cell Biology, Columbia University Irving Medical Center and the New York Presbyterian Hospital, New York, NY 10032, USA.

Harry T Orr (HT)

Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN 55455, USA.

Huda Y Zoghbi (HY)

Jan and Dan Duncan Neurological Research Institute at Texas Children's Hospital, Houston, TX 77030, USA; Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA; Howard Hughes Medical Institute, Baylor College of Medicine, Houston, TX 77030, USA.

Hayley S McLoughlin (HS)

Department of Neurology, University of Michigan, Ann Arbor, MI 48109-2200, USA.

Laura P W Ranum (LPW)

Department of Molecular Genetics and Microbiology, Center for Neurogenetics, College of Medicine, Genetics Institute, McKnight Brain Institute, University of Florida, Gainesville, FL 32610, USA.

Vikram G Shakkottai (VG)

Department of Neurology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA.

Phyllis L Faust (PL)

Department of Pathology and Cell Biology, Columbia University Irving Medical Center and the New York Presbyterian Hospital, New York, NY 10032, USA.

Siyuan Wang (S)

Department of Genetics, Yale School of Medicine, New Haven, CT 06510, USA; Department of Cell Biology, Yale School of Medicine, New Haven, CT 06510, USA. Electronic address: siyuan.wang@yale.edu.

David van Dijk (D)

Cardiovascular Research Center, Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, CT 06510, USA; Department of Computer Science, Yale University, New Haven, CT 06510, USA. Electronic address: david.vandijk@yale.edu.

Janghoo Lim (J)

Interdepartmental Neuroscience Program, Yale School of Medicine, New Haven, CT 06510, USA; Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA; Department of Genetics, Yale School of Medicine, New Haven, CT 06510, USA; Yale Stem Cell Center, Yale School of Medicine, New Haven, CT 06510, USA; Program in Cellular Neuroscience, Neurodegeneration and Repair, Yale School of Medicine, New Haven, CT 06510, USA; Wu Tsai Institute, Yale School of Medicine, New Haven, CT 06510, USA. Electronic address: janghoo.lim@yale.edu.

Classifications MeSH