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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 |
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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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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.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0295069</identifier><identifier>PMID: 38295031</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>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</subject><ispartof>PloS one, 2024-01, Vol.19 (1), p.e0295069</ispartof><rights>Copyright: © 2024 Sokołowski et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</rights><rights>COPYRIGHT 2024 Public Library of Science</rights><rights>2024 Sokołowski et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2024 Sokołowski et al 2024 Sokołowski et al</rights><rights>2024 Sokołowski et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c642t-251ddf8a53c7050b0690c6347e46a5795a9a90e935e64d9b668f4f9d265426bd3</cites><orcidid>0000-0002-0220-2365 ; 0000-0002-2547-4005 ; 0000-0002-3432-6899</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/3069265384/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/3069265384?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,724,777,781,882,25734,27905,27906,36993,36994,44571,53772,53774,74875</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38295031$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Bergsland, Niels</contributor><creatorcontrib>Sokołowski, Andrzej</creatorcontrib><creatorcontrib>Bhagwat, Nikhil</creatorcontrib><creatorcontrib>Chatelain, Yohan</creatorcontrib><creatorcontrib>Dugré, Mathieu</creatorcontrib><creatorcontrib>Hanganu, Alexandru</creatorcontrib><creatorcontrib>Monchi, Oury</creatorcontrib><creatorcontrib>McPherson, Brent</creatorcontrib><creatorcontrib>Wang, Michelle</creatorcontrib><creatorcontrib>Poline, Jean-Baptiste</creatorcontrib><creatorcontrib>Sharp, Madeleine</creatorcontrib><creatorcontrib>Glatard, Tristan</creatorcontrib><title>Longitudinal brain structure changes in Parkinson's disease: A replication study</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>An existing major challenge in Parkinson's disease (PD) research is the identification of biomarkers of disease progression. 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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.</description><subject>Analysis</subject><subject>Atrophy</subject><subject>Biology and Life Sciences</subject><subject>Biomarkers</subject><subject>Brain</subject><subject>Brain - diagnostic imaging</subject><subject>Brain - pathology</subject><subject>Brain research</subject><subject>Care and treatment</subject><subject>Cerebral Cortex - pathology</subject><subject>Cerebral Cortical Thinning - pathology</subject><subject>Cognitive ability</subject><subject>Cognitive Dysfunction - pathology</subject><subject>Computer and Information Sciences</subject><subject>Cortex (parietal)</subject><subject>Datasets</subject><subject>Diagnosis</subject><subject>Engineering and Technology</subject><subject>Health aspects</subject><subject>Humans</subject><subject>Hypotheses</subject><subject>Magnetic resonance</subject><subject>Magnetic Resonance Imaging</subject><subject>Medical imaging</subject><subject>Medical research</subject><subject>Medicine and Health Sciences</subject><subject>Medicine, Experimental</subject><subject>Movement disorders</subject><subject>Neurodegenerative diseases</subject><subject>Neuroimaging</subject><subject>Neurology</subject><subject>Neurophysiology</subject><subject>Parkinson Disease - 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Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PloS one</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Sokołowski, Andrzej</au><au>Bhagwat, Nikhil</au><au>Chatelain, Yohan</au><au>Dugré, Mathieu</au><au>Hanganu, Alexandru</au><au>Monchi, Oury</au><au>McPherson, Brent</au><au>Wang, Michelle</au><au>Poline, Jean-Baptiste</au><au>Sharp, Madeleine</au><au>Glatard, Tristan</au><au>Bergsland, Niels</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Longitudinal brain structure changes in Parkinson's disease: A replication study</atitle><jtitle>PloS one</jtitle><addtitle>PLoS One</addtitle><date>2024-01-31</date><risdate>2024</risdate><volume>19</volume><issue>1</issue><spage>e0295069</spage><pages>e0295069-</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>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.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>38295031</pmid><doi>10.1371/journal.pone.0295069</doi><tpages>e0295069</tpages><orcidid>https://orcid.org/0000-0002-0220-2365</orcidid><orcidid>https://orcid.org/0000-0002-2547-4005</orcidid><orcidid>https://orcid.org/0000-0002-3432-6899</orcidid><oa>free_for_read</oa></addata></record> |
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recordid | cdi_plos_journals_3069265384 |
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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