Unique degeneration signatures in the cerebellar cortex for spinocerebellar ataxias 2, 3, and 7

Spinocerebellar ataxias (SCAs) are a heterogeneous group of neurodegenerative diseases that selectively affect vulnerable neuronal populations in the cerebellum and other subcortical regions. While previous studies have reported subtype differences in the absolute amount of degeneration in specific...

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Main Authors: Carlos R. Hernandez-Castillo, Maedbh King, Jörn Diedrichsen, Juan Fernandez-Ruiz
Format: Article
Language:English
Published: Elsevier 2018-01-01
Series:NeuroImage: Clinical
Online Access:http://www.sciencedirect.com/science/article/pii/S2213158218303012
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spelling doaj-83e3c6c2d1d848b7a2675d656cd596782020-11-24T22:03:08ZengElsevierNeuroImage: Clinical2213-15822018-01-0120931938Unique degeneration signatures in the cerebellar cortex for spinocerebellar ataxias 2, 3, and 7Carlos R. Hernandez-Castillo0Maedbh King1Jörn Diedrichsen2Juan Fernandez-Ruiz3CONACYT - Instituto de Neuroetologia, Universidad Veracruzana, Xalapa, Mexico; Brain and Mind Institute, Western University, London, ON, Canada; Corresponding author at: Brain and Mind Institute, Western University, London, ON, CanadaDepartment of Psychology, University of California, Berkeley, CA, USABrain and Mind Institute, Western University, London, ON, Canada; Department of Computer Science and Department of Statistical and Actuarial Sciences, Western University, London, ON, CanadaDepartamento de Fisiologia, Facultad de Medicina, Universidad Nacional Autonoma de Mexico. MexicoSpinocerebellar ataxias (SCAs) are a heterogeneous group of neurodegenerative diseases that selectively affect vulnerable neuronal populations in the cerebellum and other subcortical regions. While previous studies have reported subtype differences in the absolute amount of degeneration in specific regions of interest, they failed to account for two important factors. First, they did not control for overall differences in the severity of the degeneration pattern, and second, they did not fully characterize the spatial pattern of degeneration for each SCA subtype. Here, we provide a systematic characterization of the spatial degeneration patterns for three polyQ SCAs (55 patients, either SCA2, SCA3, or SCA7) while controlling for the severity of the degeneration pattern. After this correction, the cerebellar degeneration pattern can successfully classify between the three different SCA subtypes with high cross-validated accuracy. Specifically, degeneration in SCA3 disproportionally affects motor regions of the cerebellar cortex, which explains the relatively severe motor symptoms observed in this subtype. Our results demonstrate that each of the three studied SCA subtypes has a unique cerebellar degeneration signature, hinting at differences in the disease process. Clinically, these differentiable patterns of cerebellar degeneration can be used to reliably discern subtypes, even at relatively early stages of the disease. Keywords: Spinocerebellar ataxia, Degeneration, VBM, Atrophy, Classificationhttp://www.sciencedirect.com/science/article/pii/S2213158218303012
collection DOAJ
language English
format Article
sources DOAJ
author Carlos R. Hernandez-Castillo
Maedbh King
Jörn Diedrichsen
Juan Fernandez-Ruiz
spellingShingle Carlos R. Hernandez-Castillo
Maedbh King
Jörn Diedrichsen
Juan Fernandez-Ruiz
Unique degeneration signatures in the cerebellar cortex for spinocerebellar ataxias 2, 3, and 7
NeuroImage: Clinical
author_facet Carlos R. Hernandez-Castillo
Maedbh King
Jörn Diedrichsen
Juan Fernandez-Ruiz
author_sort Carlos R. Hernandez-Castillo
title Unique degeneration signatures in the cerebellar cortex for spinocerebellar ataxias 2, 3, and 7
title_short Unique degeneration signatures in the cerebellar cortex for spinocerebellar ataxias 2, 3, and 7
title_full Unique degeneration signatures in the cerebellar cortex for spinocerebellar ataxias 2, 3, and 7
title_fullStr Unique degeneration signatures in the cerebellar cortex for spinocerebellar ataxias 2, 3, and 7
title_full_unstemmed Unique degeneration signatures in the cerebellar cortex for spinocerebellar ataxias 2, 3, and 7
title_sort unique degeneration signatures in the cerebellar cortex for spinocerebellar ataxias 2, 3, and 7
publisher Elsevier
series NeuroImage: Clinical
issn 2213-1582
publishDate 2018-01-01
description Spinocerebellar ataxias (SCAs) are a heterogeneous group of neurodegenerative diseases that selectively affect vulnerable neuronal populations in the cerebellum and other subcortical regions. While previous studies have reported subtype differences in the absolute amount of degeneration in specific regions of interest, they failed to account for two important factors. First, they did not control for overall differences in the severity of the degeneration pattern, and second, they did not fully characterize the spatial pattern of degeneration for each SCA subtype. Here, we provide a systematic characterization of the spatial degeneration patterns for three polyQ SCAs (55 patients, either SCA2, SCA3, or SCA7) while controlling for the severity of the degeneration pattern. After this correction, the cerebellar degeneration pattern can successfully classify between the three different SCA subtypes with high cross-validated accuracy. Specifically, degeneration in SCA3 disproportionally affects motor regions of the cerebellar cortex, which explains the relatively severe motor symptoms observed in this subtype. Our results demonstrate that each of the three studied SCA subtypes has a unique cerebellar degeneration signature, hinting at differences in the disease process. Clinically, these differentiable patterns of cerebellar degeneration can be used to reliably discern subtypes, even at relatively early stages of the disease. Keywords: Spinocerebellar ataxia, Degeneration, VBM, Atrophy, Classification
url http://www.sciencedirect.com/science/article/pii/S2213158218303012
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