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Raman spectroscopy on blood serum samples of patients with end-stage liver disease

Raman spectroscopy has shown to be a promising method for the examination of biomedical samples. However, until now, its efficacy has not been established in clinical diagnostics. In this study, Raman spectroscopy’s potential application in medical laboratories is evaluated for a large variety (38)...

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Autores principales: Staritzbichler, René, Hunold, Pascal, Estrela-Lopis, Irina, Hildebrand, Peter Werner, Isermann, Berend, Kaiser, Thorsten
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8423274/
https://www.ncbi.nlm.nih.gov/pubmed/34492024
http://dx.doi.org/10.1371/journal.pone.0256045
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author Staritzbichler, René
Hunold, Pascal
Estrela-Lopis, Irina
Hildebrand, Peter Werner
Isermann, Berend
Kaiser, Thorsten
author_facet Staritzbichler, René
Hunold, Pascal
Estrela-Lopis, Irina
Hildebrand, Peter Werner
Isermann, Berend
Kaiser, Thorsten
author_sort Staritzbichler, René
collection PubMed
description Raman spectroscopy has shown to be a promising method for the examination of biomedical samples. However, until now, its efficacy has not been established in clinical diagnostics. In this study, Raman spectroscopy’s potential application in medical laboratories is evaluated for a large variety (38) of biomarkers. Given 234 serum samples from a cohort of patients with different stages of liver disease, we performed Raman spectroscopy at 780nm excitation wavelength. The Raman spectra were analyzed in combination with the results of routine diagnostics using specifically developed complex mathematical algorithms, including fluorescence filtering, frequency subset selection and several overfitting circumventing strategies, such as independent validation. With the results of this cohort, which were validated in 328 independent samples, a significant proof-of-concept study was completed. This study highlights the need to prevent overfitting and to use independent data for validation. The results reveal that Raman spectroscopy has high potential for use in medical laboratory diagnostics to simultaneously quantify multiple biomarkers.
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spelling pubmed-84232742021-09-08 Raman spectroscopy on blood serum samples of patients with end-stage liver disease Staritzbichler, René Hunold, Pascal Estrela-Lopis, Irina Hildebrand, Peter Werner Isermann, Berend Kaiser, Thorsten PLoS One Research Article Raman spectroscopy has shown to be a promising method for the examination of biomedical samples. However, until now, its efficacy has not been established in clinical diagnostics. In this study, Raman spectroscopy’s potential application in medical laboratories is evaluated for a large variety (38) of biomarkers. Given 234 serum samples from a cohort of patients with different stages of liver disease, we performed Raman spectroscopy at 780nm excitation wavelength. The Raman spectra were analyzed in combination with the results of routine diagnostics using specifically developed complex mathematical algorithms, including fluorescence filtering, frequency subset selection and several overfitting circumventing strategies, such as independent validation. With the results of this cohort, which were validated in 328 independent samples, a significant proof-of-concept study was completed. This study highlights the need to prevent overfitting and to use independent data for validation. The results reveal that Raman spectroscopy has high potential for use in medical laboratory diagnostics to simultaneously quantify multiple biomarkers. Public Library of Science 2021-09-07 /pmc/articles/PMC8423274/ /pubmed/34492024 http://dx.doi.org/10.1371/journal.pone.0256045 Text en © 2021 Staritzbichler et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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
Staritzbichler, René
Hunold, Pascal
Estrela-Lopis, Irina
Hildebrand, Peter Werner
Isermann, Berend
Kaiser, Thorsten
Raman spectroscopy on blood serum samples of patients with end-stage liver disease
title Raman spectroscopy on blood serum samples of patients with end-stage liver disease
title_full Raman spectroscopy on blood serum samples of patients with end-stage liver disease
title_fullStr Raman spectroscopy on blood serum samples of patients with end-stage liver disease
title_full_unstemmed Raman spectroscopy on blood serum samples of patients with end-stage liver disease
title_short Raman spectroscopy on blood serum samples of patients with end-stage liver disease
title_sort raman spectroscopy on blood serum samples of patients with end-stage liver disease
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8423274/
https://www.ncbi.nlm.nih.gov/pubmed/34492024
http://dx.doi.org/10.1371/journal.pone.0256045
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