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
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.