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Resting State Functional Connectivity Among Cortical and Subcortical Grey Matter Structures Can Distinguish Fallers in Parkinson's Disease.

Overview

  1. School of Sport, Exercise and Rehabilitation, Faculty of Health and Wellbeing, Northumbria University, Newcastle upon Tyne, UK
  2. Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
Institutions: Northumbria University (United Kingdom); University of Colorado Anschutz (United States)
Journal: The European journal of neuroscience, volume 64, issue 5, article e70666
Dates: received 22 March 2026; accepted 20 August 2026; published online 27 August 2026; in print September 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1111/ejn.70666 · PMID 42661466 · PMCID PMC13522872 · OpenAlex W7204499419
Open access: hybrid, a free copy (OpenAlex)
Status: code on request
Categories: fMRI (modality), human (organism), Parkinson's (population), systems (subfield)
Methods: Statistics, Smoothing, state filtering, decompositions, Machine learning, fMRI & imaging, Preprocessing
Keywords: balance, falls, gait, magnetic resonance imaging
MeSH: Accidental Falls*, Gray Matter*, Parkinson Disease*, Aged, Female, Humans, Magnetic Resonance Imaging, Male, Middle Aged, Neural Pathways, Rest (* major topic)
Topic: Neurological disorders and treatments (Neurology, Medicine), according to OpenAlex
Citations: cited by 1 paper (Europe PMC); 55 references in the paper

Abstract

The underlying neural mechanisms associated with falls in Parkinson's disease (PD) are not fully understood. We aimed to identify measures of resting‐state functional connectivity (rs‐FC) among cortical and subcortical regions that best discriminate fallers from nonfallers in people with PD. People with mild‐to‐moderate PD were classified as fallers (n = 23) or nonfallers (n = 35) based on falls in the previous 12 months. Following resting‐state functional magnetic resonance imaging, measures of rs‐FC were obtained for multiple subcortical and cortical regions of interest (ROIs) associated with the control of gait and balance. To investigate the combinations of (up to three) measures that best discriminate fallers from nonfallers, we applied logistic regression employing a ‘best subsets selection strategy’ with a five‐fold cross validation and calculated the area under the curve (AUC). The most consistently selected measures in the top 10 ranked models were the rs‐FC between the following ROIs: left dorsolateral prefrontal cortex (DLPFC)–hypothalamus, and somatosensory cortex–globus pallidus internus. Relative to nonfallers, fallers had reduced rs‐FC between these two ROIs pairs (Cohen's d = 0.918 and 0.765, respectively). The model combining these pairs with the rs‐FC between the right DLPFC and the thalamus achieved an AUC of 0.87 (95% CI: 0.77–0.97). The rs‐FC between the left DLPFC and the hypothalamus, and between the somatosensory cortex and the globus pallidus internus, discriminate fallers from nonfallers in PD, representing potential targets for interventions. Connectivity deficits may limit the ability of fallers in processing information in a timely and accurate manner.

Reproduced under the paper's license (CC BY), from the paper cited above.

Code

The paper says that its authors' code is available on request: it was not published with the paper, so there is nothing to verify.

The paper's code and data availability statement is in the Data section.

Tracing map

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Data

Datasets cited

Data Availability Statement

The structural and resting‐state functional MRI data analysed in this study are publicly available on OpenNeuro (https://openneuro.org/datasets/ds004392/versions/1.0.0). The clinical variables reported here (UPDRS‐III, Hoehn & Yahr stage, MoCA, LEDD and history of falls) are not included in the public release and were provided by K.P.W., an author of the original dataset. Derived connectivity measures and analysis code are available from the corresponding author on reasonable request.

Reproduced under the paper's license (CC BY), from the paper cited above.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 3, 28 September 2026

  • Publisher: n/a → Wiley

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 3 authors, 4 keywords, 11 MeSH terms, 53 references.

Cite

This paper

Vitorio, R., Wylie, K. P., & Andrushko, J. W. (2026). Resting State Functional Connectivity Among Cortical and Subcortical Grey Matter Structures Can Distinguish Fallers in Parkinson's Disease. The European journal of neuroscience, 64(5), e70666. https://doi.org/10.1111/ejn.70666

BibTeX

@article{vitorio2026resting,
author = {Vitorio, Rodrigo and Wylie, Korey P and Andrushko, Justin W},
title = {{Resting State Functional Connectivity Among Cortical and Subcortical Grey Matter Structures Can Distinguish Fallers in Parkinson's Disease}},
journal = {The European journal of neuroscience},
year = {2026},
month = sep,
volume = {64},
number = {5},
pages = {e70666},
publisher = {Wiley},
issn = {0953-816X},
doi = {10.1111/ejn.70666},
url = {https://doi.org/10.1111/ejn.70666},
pmid = {42661466},
pmcid = {PMC13522872}
}

RIS

TY - JOUR
AU - Vitorio, Rodrigo
AU - Wylie, Korey P
AU - Andrushko, Justin W
TI - Resting State Functional Connectivity Among Cortical and Subcortical Grey Matter Structures Can Distinguish Fallers in Parkinson's Disease
T2 - The European journal of neuroscience
J2 - Eur J Neurosci
PY - 2026
DA - 2026/09/01
VL - 64
IS - 5
SP - e70666
SN - 0953-816X
PB - Wiley
DO - 10.1111/ejn.70666
UR - https://doi.org/10.1111/ejn.70666
LA - en
ER -

CSL-JSON

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