Sample Pooling and Inflammation Linked to the False Selection of Biomarkers for Neurodegenerative Diseases in Top–Down Proteomics: A Pilot Study
Proteomic technologies have been recently adapted to the new field of clinical proteomics. The origin of errors and biases has been well-identified in the pre-analytical steps, leading to the measurement of clinical analytes. One possible source of inadequacy in clinical proteomics is linked to samp...
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doaj-1067cc51b7d142e0a3517d4de0a72a402020-11-24T20:49:10ZengFrontiers Media S.A.Frontiers in Molecular Neuroscience1662-50992018-12-011110.3389/fnmol.2018.00477416449Sample Pooling and Inflammation Linked to the False Selection of Biomarkers for Neurodegenerative Diseases in Top–Down Proteomics: A Pilot StudyNicolas Molinari0Stéphane Roche1Katell Peoc’h2Laurent Tiers3Martial Séveno4Christophe Hirtz5Christophe Hirtz6Sylvain Lehmann7Sylvain Lehmann8Department of Statistics, CHU de Montpellier, University of Montpellier, Montpellier, FranceINSERM, UMR 1251, Aix-Marseille Université, Marseille, FranceAPHP, HUPNVS, Hôpital Beaujon, UFR de Médecine Xavier Bichat, Clichy and Université Paris Diderot, Paris, FranceLaboratoire et Plateforme de Biochimie Protéomique Clinique, CHU de Montpellier, Montpellier, FranceCNRS, INSERM, BioCampus Montpellier, University of Montpellier, Montpellier, FranceLaboratoire et Plateforme de Biochimie Protéomique Clinique, CHU de Montpellier, Montpellier, FranceIRMB, INSERM U1183, University of Montpellier, Montpellier, FranceLaboratoire et Plateforme de Biochimie Protéomique Clinique, CHU de Montpellier, Montpellier, FranceIRMB, INSERM U1183, University of Montpellier, Montpellier, FranceProteomic technologies have been recently adapted to the new field of clinical proteomics. The origin of errors and biases has been well-identified in the pre-analytical steps, leading to the measurement of clinical analytes. One possible source of inadequacy in clinical proteomics is linked to sample pooling. This practice is usually related to low sample availability, variability, experiment time/cost. In this study, we first asked whether sample pooling in top–down proteomics is suitable to obtain a relevant biological average. Our second objective was to identify inflammatory biomarkers of outlier samples in our population of Creutzfeldt-Jakob disease patients. Our results demonstrated that, in a proteomics study, sample pooling as well as the inflammation status was an important source of errors: missed detection of biomarkers and false identification of others. Pooled samples were not equivalent to the average of biological values. In addition, this procedure reduced the statistical value of the identified biomarkers due to a stabilization of their standard deviation and rendered outlier samples difficult to detect. We identified serum amyloid A as a candidate biomarker of outlier samples. The presence of this protein, which could be explained by inflammatory processes, induced major modifications in the sample profiles.https://www.frontiersin.org/article/10.3389/fnmol.2018.00477/fullsample poolingclinical proteomicsneurodegenerative diseasetop–downserumCRP |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Nicolas Molinari Stéphane Roche Katell Peoc’h Laurent Tiers Martial Séveno Christophe Hirtz Christophe Hirtz Sylvain Lehmann Sylvain Lehmann |
spellingShingle |
Nicolas Molinari Stéphane Roche Katell Peoc’h Laurent Tiers Martial Séveno Christophe Hirtz Christophe Hirtz Sylvain Lehmann Sylvain Lehmann Sample Pooling and Inflammation Linked to the False Selection of Biomarkers for Neurodegenerative Diseases in Top–Down Proteomics: A Pilot Study Frontiers in Molecular Neuroscience sample pooling clinical proteomics neurodegenerative disease top–down serum CRP |
author_facet |
Nicolas Molinari Stéphane Roche Katell Peoc’h Laurent Tiers Martial Séveno Christophe Hirtz Christophe Hirtz Sylvain Lehmann Sylvain Lehmann |
author_sort |
Nicolas Molinari |
title |
Sample Pooling and Inflammation Linked to the False Selection of Biomarkers for Neurodegenerative Diseases in Top–Down Proteomics: A Pilot Study |
title_short |
Sample Pooling and Inflammation Linked to the False Selection of Biomarkers for Neurodegenerative Diseases in Top–Down Proteomics: A Pilot Study |
title_full |
Sample Pooling and Inflammation Linked to the False Selection of Biomarkers for Neurodegenerative Diseases in Top–Down Proteomics: A Pilot Study |
title_fullStr |
Sample Pooling and Inflammation Linked to the False Selection of Biomarkers for Neurodegenerative Diseases in Top–Down Proteomics: A Pilot Study |
title_full_unstemmed |
Sample Pooling and Inflammation Linked to the False Selection of Biomarkers for Neurodegenerative Diseases in Top–Down Proteomics: A Pilot Study |
title_sort |
sample pooling and inflammation linked to the false selection of biomarkers for neurodegenerative diseases in top–down proteomics: a pilot study |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Molecular Neuroscience |
issn |
1662-5099 |
publishDate |
2018-12-01 |
description |
Proteomic technologies have been recently adapted to the new field of clinical proteomics. The origin of errors and biases has been well-identified in the pre-analytical steps, leading to the measurement of clinical analytes. One possible source of inadequacy in clinical proteomics is linked to sample pooling. This practice is usually related to low sample availability, variability, experiment time/cost. In this study, we first asked whether sample pooling in top–down proteomics is suitable to obtain a relevant biological average. Our second objective was to identify inflammatory biomarkers of outlier samples in our population of Creutzfeldt-Jakob disease patients. Our results demonstrated that, in a proteomics study, sample pooling as well as the inflammation status was an important source of errors: missed detection of biomarkers and false identification of others. Pooled samples were not equivalent to the average of biological values. In addition, this procedure reduced the statistical value of the identified biomarkers due to a stabilization of their standard deviation and rendered outlier samples difficult to detect. We identified serum amyloid A as a candidate biomarker of outlier samples. The presence of this protein, which could be explained by inflammatory processes, induced major modifications in the sample profiles. |
topic |
sample pooling clinical proteomics neurodegenerative disease top–down serum CRP |
url |
https://www.frontiersin.org/article/10.3389/fnmol.2018.00477/full |
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