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Longitudinal brain structure changes in Parkinson's disease: A replication study

An existing major challenge in Parkinson's disease (PD) research is the identification of biomarkers of disease progression. While magnetic resonance imaging is a potential source of PD biomarkers, none of the magnetic resonance imaging measures of PD are robust enough to warrant their adoption...

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Published in:PloS one 2024-01, Vol.19 (1), p.e0295069
Main Authors: Sokołowski, Andrzej, Bhagwat, Nikhil, Chatelain, Yohan, Dugré, Mathieu, Hanganu, Alexandru, Monchi, Oury, McPherson, Brent, Wang, Michelle, Poline, Jean-Baptiste, Sharp, Madeleine, Glatard, Tristan
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creator Sokołowski, Andrzej
Bhagwat, Nikhil
Chatelain, Yohan
Dugré, Mathieu
Hanganu, Alexandru
Monchi, Oury
McPherson, Brent
Wang, Michelle
Poline, Jean-Baptiste
Sharp, Madeleine
Glatard, Tristan
description An existing major challenge in Parkinson's disease (PD) research is the identification of biomarkers of disease progression. While magnetic resonance imaging is a potential source of PD biomarkers, none of the magnetic resonance imaging measures of PD are robust enough to warrant their adoption in clinical research. This study is part of a project that aims to replicate 11 PD studies reviewed in a recent survey (JAMA neurology, 78(10) 2021) to investigate the robustness of PD neuroimaging findings to data and analytical variations. This study attempts to replicate the results in Hanganu et al. (Brain, 137(4) 2014) using data from the Parkinson's Progression Markers Initiative (PPMI). Using 25 PD subjects and 18 healthy controls, we analyzed the rate of change of cortical thickness and of the volume of subcortical structures, and we measured the relationship between structural changes and cognitive decline. We compared our findings to the results in the original study. (1) Similarly to the original study, PD patients with mild cognitive impairment (MCI) exhibited increased cortical thinning over time compared to patients without MCI in the right middle temporal gyrus, insula, and precuneus. (2) The rate of cortical thinning in the left inferior temporal and precentral gyri in PD patients correlated with the change in cognitive performance. (3) There were no group differences in the change of subcortical volumes. (4) We did not find a relationship between the change in subcortical volumes and the change in cognitive performance. Despite important differences in the dataset used in this replication study, and despite differences in sample size, we were able to partially replicate the original results. We produced a publicly available reproducible notebook allowing researchers to further investigate the reproducibility of the results in Hanganu et al. (2014) when more data is added to PPMI.
doi_str_mv 10.1371/journal.pone.0295069
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language eng
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source Publicly Available Content Database; PubMed Central
subjects Analysis
Atrophy
Biology and Life Sciences
Biomarkers
Brain
Brain - diagnostic imaging
Brain - pathology
Brain research
Care and treatment
Cerebral Cortex - pathology
Cerebral Cortical Thinning - pathology
Cognitive ability
Cognitive Dysfunction - pathology
Computer and Information Sciences
Cortex (parietal)
Datasets
Diagnosis
Engineering and Technology
Health aspects
Humans
Hypotheses
Magnetic resonance
Magnetic Resonance Imaging
Medical imaging
Medical research
Medicine and Health Sciences
Medicine, Experimental
Movement disorders
Neurodegenerative diseases
Neuroimaging
Neurology
Neurophysiology
Parkinson Disease - pathology
Parkinson's disease
Patients
Quality of life
Replication
Reproducibility
Reproducibility of Results
Research and Analysis Methods
Surveys
Temporal gyrus
Thinning
title Longitudinal brain structure changes in Parkinson's disease: A replication study
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