An Investigation of Heterogeneity in Cerebellar Cortical Pathology Across Essential Tremor Cases: A Cluster Analysis

Recent years have witnessed an evolution of our understanding of the underlying neuropathological features of essential tremor (ET). Studies have revealed a cascade of neurodegenerative changes in the cerebellar cortex, centered on the Purkinje cell (PC) population and its surrounding neuronal populations and connections. A fundamental question is whether there is heterogeneity across ET cases with respect to the expression of this cerebellar pathology. We examined postmortem tissue from 155 ET brains using a set of 15 quantitative metrics of cerebellar cortical pathology determined by histologic and immunohistochemical methods. These metrics reflect changes across the PC body (PC counts, empty baskets, heterotopias), PC dendrites (swellings), PC axon (torpedoes), basket cell axonal hypertrophy and climbing fiber-PC dendrite synaptic changes. Principal component analysis (PCA) was used to identify the major data dimensions. Outlier cases were then identified, followed by k-means clustering to identify subgroups of ET cases. The first 5 principal components explained 78.6% of the variance. Twenty-two (14.2%) cases were outliers. k-means clustering indicated that these 22 cases were distributed in 4 clusters. In each cluster, specific quantitative metrics of cerebellar pathology showed greater severity of change than observed in the main group of 133 ET cases. A small number of clinical features distinguished clusters from one another, although these analyses were limited by sample size. Cerebellar cortical pathology in ET was not homogeneously expressed across every case. It was possible to identify clusters of cases that differed with respect to the expression of postmortem features.

Authors

Institutions

Publication Details

Journal
The Cerebellum
Published
2026-04-16
DOI
https://doi.org/10.1007/s12311-026-01997-1
Primary Topic
Neurological disorders and treatments
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

An Investigation of Heterogeneity in Cerebellar Cortical Pathology Across Essential Tremor Cases: A Cluster Analysis

Aoife S. Weiss, Phyllis L. Faust, Elan D. Louis, Roberto S. Hernandez
The Cerebellum
Neurological disorders and treatments
article

An Investigation of Heterogeneity in Cerebellar Cortical Pathology Across Essential Tremor Cases: A Cluster Analysis

Aoife S. Weiss, Phyllis L. Faust, Elan D. Louis, Roberto S. Hernandez
article en

Abstract

Recent years have witnessed an evolution of our understanding of the underlying neuropathological features of essential tremor (ET). Studies have revealed a cascade of neurodegenerative changes in the cerebellar cortex, centered on the Purkinje cell (PC) population and its surrounding neuronal populations and connections. A fundamental question is whether there is heterogeneity across ET cases with respect to the expression of this cerebellar pathology. We examined postmortem tissue from 155 ET brains using a set of 15 quantitative metrics of cerebellar cortical pathology determined by histologic and immunohistochemical methods. These metrics reflect changes across the PC body (PC counts, empty baskets, heterotopias), PC dendrites (swellings), PC axon (torpedoes), basket cell axonal hypertrophy and climbing fiber-PC dendrite synaptic changes. Principal component analysis (PCA) was used to identify the major data dimensions. Outlier cases were then identified, followed by k-means clustering to identify subgroups of ET cases. The first 5 principal components explained 78.6% of the variance. Twenty-two (14.2%) cases were outliers. k-means clustering indicated that these 22 cases were distributed in 4 clusters. In each cluster, specific quantitative metrics of cerebellar pathology showed greater severity of change than observed in the main group of 133 ET cases. A small number of clinical features distinguished clusters from one another, although these analyses were limited by sample size. Cerebellar cortical pathology in ET was not homogeneously expressed across every case. It was possible to identify clusters of cases that differed with respect to the expression of postmortem features.

The CerebellumVol. 25(3)
Columbia University Irving Medical Center (US), Southwestern Medical Center (US), The University of Texas Southwestern Medical Center (US)
National Institutes of Health
Openalex Percentile: Top 6%
Neurological disorders and treatments
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.