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Cutoff Finder: A Comprehensive and Straightforward Web Application Enabling Rapid Biomarker Cutoff Optimization

Gene or protein expression data are usually represented by metric or at least ordinal variables. In order to translate a continuous variable into a clinical decision, it is necessary to determine a cutoff point and to stratify patients into two groups each requiring a different kind of treatment. Cu...

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Autores principales: Budczies, Jan, Klauschen, Frederick, Sinn, Bruno V., Győrffy, Balázs, Schmitt, Wolfgang D., Darb-Esfahani, Silvia, Denkert, Carsten
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3522617/
https://www.ncbi.nlm.nih.gov/pubmed/23251644
http://dx.doi.org/10.1371/journal.pone.0051862
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author Budczies, Jan
Klauschen, Frederick
Sinn, Bruno V.
Győrffy, Balázs
Schmitt, Wolfgang D.
Darb-Esfahani, Silvia
Denkert, Carsten
author_facet Budczies, Jan
Klauschen, Frederick
Sinn, Bruno V.
Győrffy, Balázs
Schmitt, Wolfgang D.
Darb-Esfahani, Silvia
Denkert, Carsten
author_sort Budczies, Jan
collection PubMed
description Gene or protein expression data are usually represented by metric or at least ordinal variables. In order to translate a continuous variable into a clinical decision, it is necessary to determine a cutoff point and to stratify patients into two groups each requiring a different kind of treatment. Currently, there is no standard method or standard software for biomarker cutoff determination. Therefore, we developed Cutoff Finder, a bundle of optimization and visualization methods for cutoff determination that is accessible online. While one of the methods for cutoff optimization is based solely on the distribution of the marker under investigation, other methods optimize the correlation of the dichotomization with respect to an outcome or survival variable. We illustrate the functionality of Cutoff Finder by the analysis of the gene expression of estrogen receptor (ER) and progesterone receptor (PgR) in breast cancer tissues. This distribution of these important markers is analyzed and correlated with immunohistologically determined ER status and distant metastasis free survival. Cutoff Finder is expected to fill a relevant gap in the available biometric software repertoire and will enable faster optimization of new diagnostic biomarkers. The tool can be accessed at http://molpath.charite.de/cutoff.
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spelling pubmed-35226172012-12-18 Cutoff Finder: A Comprehensive and Straightforward Web Application Enabling Rapid Biomarker Cutoff Optimization Budczies, Jan Klauschen, Frederick Sinn, Bruno V. Győrffy, Balázs Schmitt, Wolfgang D. Darb-Esfahani, Silvia Denkert, Carsten PLoS One Research Article Gene or protein expression data are usually represented by metric or at least ordinal variables. In order to translate a continuous variable into a clinical decision, it is necessary to determine a cutoff point and to stratify patients into two groups each requiring a different kind of treatment. Currently, there is no standard method or standard software for biomarker cutoff determination. Therefore, we developed Cutoff Finder, a bundle of optimization and visualization methods for cutoff determination that is accessible online. While one of the methods for cutoff optimization is based solely on the distribution of the marker under investigation, other methods optimize the correlation of the dichotomization with respect to an outcome or survival variable. We illustrate the functionality of Cutoff Finder by the analysis of the gene expression of estrogen receptor (ER) and progesterone receptor (PgR) in breast cancer tissues. This distribution of these important markers is analyzed and correlated with immunohistologically determined ER status and distant metastasis free survival. Cutoff Finder is expected to fill a relevant gap in the available biometric software repertoire and will enable faster optimization of new diagnostic biomarkers. The tool can be accessed at http://molpath.charite.de/cutoff. Public Library of Science 2012-12-14 /pmc/articles/PMC3522617/ /pubmed/23251644 http://dx.doi.org/10.1371/journal.pone.0051862 Text en © 2012 Budczies 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Budczies, Jan
Klauschen, Frederick
Sinn, Bruno V.
Győrffy, Balázs
Schmitt, Wolfgang D.
Darb-Esfahani, Silvia
Denkert, Carsten
Cutoff Finder: A Comprehensive and Straightforward Web Application Enabling Rapid Biomarker Cutoff Optimization
title Cutoff Finder: A Comprehensive and Straightforward Web Application Enabling Rapid Biomarker Cutoff Optimization
title_full Cutoff Finder: A Comprehensive and Straightforward Web Application Enabling Rapid Biomarker Cutoff Optimization
title_fullStr Cutoff Finder: A Comprehensive and Straightforward Web Application Enabling Rapid Biomarker Cutoff Optimization
title_full_unstemmed Cutoff Finder: A Comprehensive and Straightforward Web Application Enabling Rapid Biomarker Cutoff Optimization
title_short Cutoff Finder: A Comprehensive and Straightforward Web Application Enabling Rapid Biomarker Cutoff Optimization
title_sort cutoff finder: a comprehensive and straightforward web application enabling rapid biomarker cutoff optimization
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3522617/
https://www.ncbi.nlm.nih.gov/pubmed/23251644
http://dx.doi.org/10.1371/journal.pone.0051862
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