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...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: René Staritzbichler, Pascal Hunold, Irina Estrela-Lopis, Peter Werner Hildebrand, Berend Isermann, Thorsten Kaiser
Formato: article
Lenguaje:EN
Publicado: Public Library of Science (PLoS) 2021
Materias:
R
Q
Acceso en línea:https://doaj.org/article/5cad61701f074d709098ba14c62d7639
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:doaj.org-article:5cad61701f074d709098ba14c62d7639
record_format dspace
spelling oai:doaj.org-article:5cad61701f074d709098ba14c62d76392021-12-02T20:04:43ZRaman spectroscopy on blood serum samples of patients with end-stage liver disease.1932-620310.1371/journal.pone.0256045https://doaj.org/article/5cad61701f074d709098ba14c62d76392021-01-01T00:00:00Zhttps://doi.org/10.1371/journal.pone.0256045https://doaj.org/toc/1932-6203Raman 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.René StaritzbichlerPascal HunoldIrina Estrela-LopisPeter Werner HildebrandBerend IsermannThorsten KaiserPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 16, Iss 9, p e0256045 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
René Staritzbichler
Pascal Hunold
Irina Estrela-Lopis
Peter Werner Hildebrand
Berend Isermann
Thorsten Kaiser
Raman spectroscopy on blood serum samples of patients with end-stage liver disease.
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.
format article
author René Staritzbichler
Pascal Hunold
Irina Estrela-Lopis
Peter Werner Hildebrand
Berend Isermann
Thorsten Kaiser
author_facet René Staritzbichler
Pascal Hunold
Irina Estrela-Lopis
Peter Werner Hildebrand
Berend Isermann
Thorsten Kaiser
author_sort René Staritzbichler
title 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_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_sort raman spectroscopy on blood serum samples of patients with end-stage liver disease.
publisher Public Library of Science (PLoS)
publishDate 2021
url https://doaj.org/article/5cad61701f074d709098ba14c62d7639
work_keys_str_mv AT renestaritzbichler ramanspectroscopyonbloodserumsamplesofpatientswithendstageliverdisease
AT pascalhunold ramanspectroscopyonbloodserumsamplesofpatientswithendstageliverdisease
AT irinaestrelalopis ramanspectroscopyonbloodserumsamplesofpatientswithendstageliverdisease
AT peterwernerhildebrand ramanspectroscopyonbloodserumsamplesofpatientswithendstageliverdisease
AT berendisermann ramanspectroscopyonbloodserumsamplesofpatientswithendstageliverdisease
AT thorstenkaiser ramanspectroscopyonbloodserumsamplesofpatientswithendstageliverdisease
_version_ 1718375544427380736