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A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics
BACKGROUND: Timely diagnosis and classification of colorectal cancer (CRC) are hindered by unsatisfactory clinical assays. Our aim was to construct a blood-based biomarker series using a single assay, suitable for CRC detection, prognostication and staging. METHODS: Serum metabolomic profiles of ade...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5046202/ https://www.ncbi.nlm.nih.gov/pubmed/27560555 http://dx.doi.org/10.1038/bjc.2016.243 |
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author | Farshidfar, Farshad Weljie, Aalim M Kopciuk, Karen A Hilsden, Robert McGregor, S Elizabeth Buie, W Donald MacLean, Anthony Vogel, Hans J Bathe, Oliver F |
author_facet | Farshidfar, Farshad Weljie, Aalim M Kopciuk, Karen A Hilsden, Robert McGregor, S Elizabeth Buie, W Donald MacLean, Anthony Vogel, Hans J Bathe, Oliver F |
author_sort | Farshidfar, Farshad |
collection | PubMed |
description | BACKGROUND: Timely diagnosis and classification of colorectal cancer (CRC) are hindered by unsatisfactory clinical assays. Our aim was to construct a blood-based biomarker series using a single assay, suitable for CRC detection, prognostication and staging. METHODS: Serum metabolomic profiles of adenoma (N=31), various stages of CRC (N=320) and healthy matched controls (N=254) were analysed by gas chromatography-mass spectrometry (GC-MS). A diagnostic model for CRC was derived by orthogonal partial least squares-discriminant analysis (OPLS-DA) on a training set, and then validated on an independent data set. Metabolomic models suitable for identifying adenoma, poor prognosis stage II CRC and discriminating various stages were generated. RESULTS: A diagnostic signature for CRC with remarkable multivariate performance (R(2)Y=0.46, Q(2)Y=0.39) was constructed, and then validated (sensitivity 85% specificity 86%). Area under the receiver-operating characteristic curve was 0.91 (95% CI, 0.87–0.96). Adenomas were also detectable (R(2)Y=0.35, Q(2)Y=0.26, internal AUROC=0.81, 95% CI, 0.70–0.92). Also of particular interest, we identified models that stratified stage II by prognosis, and classified cases by stage. CONCLUSIONS: Using a single assay system, a suite of CRC biomarkers based on circulating metabolites enables early detection, prognostication and preliminary staging information. External population-based studies are required to evaluate the repeatability of our findings and to assess the clinical benefits of these biomarkers. |
format | Online Article Text |
id | pubmed-5046202 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-50462022017-09-27 A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics Farshidfar, Farshad Weljie, Aalim M Kopciuk, Karen A Hilsden, Robert McGregor, S Elizabeth Buie, W Donald MacLean, Anthony Vogel, Hans J Bathe, Oliver F Br J Cancer Molecular Diagnostics BACKGROUND: Timely diagnosis and classification of colorectal cancer (CRC) are hindered by unsatisfactory clinical assays. Our aim was to construct a blood-based biomarker series using a single assay, suitable for CRC detection, prognostication and staging. METHODS: Serum metabolomic profiles of adenoma (N=31), various stages of CRC (N=320) and healthy matched controls (N=254) were analysed by gas chromatography-mass spectrometry (GC-MS). A diagnostic model for CRC was derived by orthogonal partial least squares-discriminant analysis (OPLS-DA) on a training set, and then validated on an independent data set. Metabolomic models suitable for identifying adenoma, poor prognosis stage II CRC and discriminating various stages were generated. RESULTS: A diagnostic signature for CRC with remarkable multivariate performance (R(2)Y=0.46, Q(2)Y=0.39) was constructed, and then validated (sensitivity 85% specificity 86%). Area under the receiver-operating characteristic curve was 0.91 (95% CI, 0.87–0.96). Adenomas were also detectable (R(2)Y=0.35, Q(2)Y=0.26, internal AUROC=0.81, 95% CI, 0.70–0.92). Also of particular interest, we identified models that stratified stage II by prognosis, and classified cases by stage. CONCLUSIONS: Using a single assay system, a suite of CRC biomarkers based on circulating metabolites enables early detection, prognostication and preliminary staging information. External population-based studies are required to evaluate the repeatability of our findings and to assess the clinical benefits of these biomarkers. Nature Publishing Group 2016-09-27 2016-08-25 /pmc/articles/PMC5046202/ /pubmed/27560555 http://dx.doi.org/10.1038/bjc.2016.243 Text en Copyright © 2016 Cancer Research UK http://creativecommons.org/licenses/by-nc-sa/4.0/ From twelve months after its original publication, this work is licensed under the Creative Commons Attribution-NonCommercial-Share Alike 4.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/ |
spellingShingle | Molecular Diagnostics Farshidfar, Farshad Weljie, Aalim M Kopciuk, Karen A Hilsden, Robert McGregor, S Elizabeth Buie, W Donald MacLean, Anthony Vogel, Hans J Bathe, Oliver F A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics |
title | A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics |
title_full | A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics |
title_fullStr | A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics |
title_full_unstemmed | A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics |
title_short | A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics |
title_sort | validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics |
topic | Molecular Diagnostics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5046202/ https://www.ncbi.nlm.nih.gov/pubmed/27560555 http://dx.doi.org/10.1038/bjc.2016.243 |
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