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Evaluation of cerebrospinal fluid proteins as potential biomarkers for early stage Parkinson’s disease diagnosis
Cerebrospinal fluid (CSF) has often been used as the source of choice for biomarker discovery with the goal to support the diagnosis of neurodegenerative diseases. For this study, we selected 15 CSF protein markers which were identified in previously published clinical investigations and proposed as...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6211693/ https://www.ncbi.nlm.nih.gov/pubmed/30383831 http://dx.doi.org/10.1371/journal.pone.0206536 |
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author | T. dos Santos, Marcia Cristina Scheller, Dieter Schulte, Claudia Mesa, Irene R. Colman, Peter Bujac, Sarah R. Bell, Rosie Berteau, Caroline Perez, Luis Tosar Lachmann, Ingolf Berg, Daniela Maetzler, Walter Nogueira da Costa, Andre |
author_facet | T. dos Santos, Marcia Cristina Scheller, Dieter Schulte, Claudia Mesa, Irene R. Colman, Peter Bujac, Sarah R. Bell, Rosie Berteau, Caroline Perez, Luis Tosar Lachmann, Ingolf Berg, Daniela Maetzler, Walter Nogueira da Costa, Andre |
author_sort | T. dos Santos, Marcia Cristina |
collection | PubMed |
description | Cerebrospinal fluid (CSF) has often been used as the source of choice for biomarker discovery with the goal to support the diagnosis of neurodegenerative diseases. For this study, we selected 15 CSF protein markers which were identified in previously published clinical investigations and proposed as potential biomarkers for PD diagnosis. We aimed at investigating and confirming their suitability for early stage diagnosis of the disease. The current study was performed in a two-fold confirmatory approach. Firstly, the CSF protein markers were analysed in confirmatory cohort I comprising 80 controls and 80 early clinical PD patients. Through univariate analysis we found significant changes of six potential biomarkers (α-syn, DJ-1, Aβ42, S100β, p-Tau and t-Tau). In order to increase robustness of the observations for potential patient differentiation, we developed–based on a machine learning approach—an algorithm which enabled identifying a panel of markers which would improve clinical diagnosis. Based on that model, a panel comprised of α-syn, S100β and UCHL1 were suggested as promising candidates. Secondly, we aimed at replicating our observations in an independent cohort (confirmatory cohort II) comprising 30 controls and 30 PD patients. The univariate analysis demonstrated Aβ42 as the only reproducible potential biomarker. Taking into account both technical and clinical aspects, these observations suggest that the large majority of the investigated CSF proteins currently proposed as potential biomarkers lack robustness and reproducibility in supporting diagnosis in the early clinical stages of PD. |
format | Online Article Text |
id | pubmed-6211693 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-62116932018-11-19 Evaluation of cerebrospinal fluid proteins as potential biomarkers for early stage Parkinson’s disease diagnosis T. dos Santos, Marcia Cristina Scheller, Dieter Schulte, Claudia Mesa, Irene R. Colman, Peter Bujac, Sarah R. Bell, Rosie Berteau, Caroline Perez, Luis Tosar Lachmann, Ingolf Berg, Daniela Maetzler, Walter Nogueira da Costa, Andre PLoS One Research Article Cerebrospinal fluid (CSF) has often been used as the source of choice for biomarker discovery with the goal to support the diagnosis of neurodegenerative diseases. For this study, we selected 15 CSF protein markers which were identified in previously published clinical investigations and proposed as potential biomarkers for PD diagnosis. We aimed at investigating and confirming their suitability for early stage diagnosis of the disease. The current study was performed in a two-fold confirmatory approach. Firstly, the CSF protein markers were analysed in confirmatory cohort I comprising 80 controls and 80 early clinical PD patients. Through univariate analysis we found significant changes of six potential biomarkers (α-syn, DJ-1, Aβ42, S100β, p-Tau and t-Tau). In order to increase robustness of the observations for potential patient differentiation, we developed–based on a machine learning approach—an algorithm which enabled identifying a panel of markers which would improve clinical diagnosis. Based on that model, a panel comprised of α-syn, S100β and UCHL1 were suggested as promising candidates. Secondly, we aimed at replicating our observations in an independent cohort (confirmatory cohort II) comprising 30 controls and 30 PD patients. The univariate analysis demonstrated Aβ42 as the only reproducible potential biomarker. Taking into account both technical and clinical aspects, these observations suggest that the large majority of the investigated CSF proteins currently proposed as potential biomarkers lack robustness and reproducibility in supporting diagnosis in the early clinical stages of PD. Public Library of Science 2018-11-01 /pmc/articles/PMC6211693/ /pubmed/30383831 http://dx.doi.org/10.1371/journal.pone.0206536 Text en © 2018 T. dos Santos et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article T. dos Santos, Marcia Cristina Scheller, Dieter Schulte, Claudia Mesa, Irene R. Colman, Peter Bujac, Sarah R. Bell, Rosie Berteau, Caroline Perez, Luis Tosar Lachmann, Ingolf Berg, Daniela Maetzler, Walter Nogueira da Costa, Andre Evaluation of cerebrospinal fluid proteins as potential biomarkers for early stage Parkinson’s disease diagnosis |
title | Evaluation of cerebrospinal fluid proteins as potential biomarkers for early stage Parkinson’s disease diagnosis |
title_full | Evaluation of cerebrospinal fluid proteins as potential biomarkers for early stage Parkinson’s disease diagnosis |
title_fullStr | Evaluation of cerebrospinal fluid proteins as potential biomarkers for early stage Parkinson’s disease diagnosis |
title_full_unstemmed | Evaluation of cerebrospinal fluid proteins as potential biomarkers for early stage Parkinson’s disease diagnosis |
title_short | Evaluation of cerebrospinal fluid proteins as potential biomarkers for early stage Parkinson’s disease diagnosis |
title_sort | evaluation of cerebrospinal fluid proteins as potential biomarkers for early stage parkinson’s disease diagnosis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6211693/ https://www.ncbi.nlm.nih.gov/pubmed/30383831 http://dx.doi.org/10.1371/journal.pone.0206536 |
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