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Remodeling of central metabolism in invasive breast cancer compared to normal breast tissue – a GC-TOFMS based metabolomics study

BACKGROUND: Changes in energy metabolism of the cells are common to many kinds of tumors and are considered a hallmark of cancer. Gas chromatography followed by time-of-flight mass spectrometry (GC-TOFMS) is a well-suited technique to investigate the small molecules in the central metabolic pathways...

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Autores principales: Budczies, Jan, Denkert, Carsten, Müller, Berit M, Brockmöller, Scarlet F, Klauschen, Frederick, Györffy, Balazs, Dietel, Manfred, Richter-Ehrenstein, Christiane, Marten, Ulrike, Salek, Reza M, Griffin, Julian L, Hilvo, Mika, Orešič, Matej, Wohlgemuth, Gert, Fiehn, Oliver
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3430598/
https://www.ncbi.nlm.nih.gov/pubmed/22823888
http://dx.doi.org/10.1186/1471-2164-13-334
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author Budczies, Jan
Denkert, Carsten
Müller, Berit M
Brockmöller, Scarlet F
Klauschen, Frederick
Györffy, Balazs
Dietel, Manfred
Richter-Ehrenstein, Christiane
Marten, Ulrike
Salek, Reza M
Griffin, Julian L
Hilvo, Mika
Orešič, Matej
Wohlgemuth, Gert
Fiehn, Oliver
author_facet Budczies, Jan
Denkert, Carsten
Müller, Berit M
Brockmöller, Scarlet F
Klauschen, Frederick
Györffy, Balazs
Dietel, Manfred
Richter-Ehrenstein, Christiane
Marten, Ulrike
Salek, Reza M
Griffin, Julian L
Hilvo, Mika
Orešič, Matej
Wohlgemuth, Gert
Fiehn, Oliver
author_sort Budczies, Jan
collection PubMed
description BACKGROUND: Changes in energy metabolism of the cells are common to many kinds of tumors and are considered a hallmark of cancer. Gas chromatography followed by time-of-flight mass spectrometry (GC-TOFMS) is a well-suited technique to investigate the small molecules in the central metabolic pathways. However, the metabolic changes between invasive carcinoma and normal breast tissues were not investigated in a large cohort of breast cancer samples so far. RESULTS: A cohort of 271 breast cancer and 98 normal tissue samples was investigated using GC-TOFMS-based metabolomics. A total number of 468 metabolite peaks could be detected; out of these 368 (79%) were significantly changed between cancer and normal tissues (p<0.05 in training and validation set). Furthermore, 13 tumor and 7 normal tissue markers were identified that separated cancer from normal tissues with a sensitivity and a specificity of >80%. Two-metabolite classifiers, constructed as ratios of the tumor and normal tissues markers, separated cancer from normal tissues with high sensitivity and specificity. Specifically, the cytidine-5-monophosphate / pentadecanoic acid metabolic ratio was the most significant discriminator between cancer and normal tissues and allowed detection of cancer with a sensitivity of 94.8% and a specificity of 93.9%. CONCLUSIONS: For the first time, a comprehensive metabolic map of breast cancer was constructed by GC-TOF analysis of a large cohort of breast cancer and normal tissues. Furthermore, our results demonstrate that spectrometry-based approaches have the potential to contribute to the analysis of biopsies or clinical tissue samples complementary to histopathology.
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spelling pubmed-34305982012-08-30 Remodeling of central metabolism in invasive breast cancer compared to normal breast tissue – a GC-TOFMS based metabolomics study Budczies, Jan Denkert, Carsten Müller, Berit M Brockmöller, Scarlet F Klauschen, Frederick Györffy, Balazs Dietel, Manfred Richter-Ehrenstein, Christiane Marten, Ulrike Salek, Reza M Griffin, Julian L Hilvo, Mika Orešič, Matej Wohlgemuth, Gert Fiehn, Oliver BMC Genomics Research Article BACKGROUND: Changes in energy metabolism of the cells are common to many kinds of tumors and are considered a hallmark of cancer. Gas chromatography followed by time-of-flight mass spectrometry (GC-TOFMS) is a well-suited technique to investigate the small molecules in the central metabolic pathways. However, the metabolic changes between invasive carcinoma and normal breast tissues were not investigated in a large cohort of breast cancer samples so far. RESULTS: A cohort of 271 breast cancer and 98 normal tissue samples was investigated using GC-TOFMS-based metabolomics. A total number of 468 metabolite peaks could be detected; out of these 368 (79%) were significantly changed between cancer and normal tissues (p<0.05 in training and validation set). Furthermore, 13 tumor and 7 normal tissue markers were identified that separated cancer from normal tissues with a sensitivity and a specificity of >80%. Two-metabolite classifiers, constructed as ratios of the tumor and normal tissues markers, separated cancer from normal tissues with high sensitivity and specificity. Specifically, the cytidine-5-monophosphate / pentadecanoic acid metabolic ratio was the most significant discriminator between cancer and normal tissues and allowed detection of cancer with a sensitivity of 94.8% and a specificity of 93.9%. CONCLUSIONS: For the first time, a comprehensive metabolic map of breast cancer was constructed by GC-TOF analysis of a large cohort of breast cancer and normal tissues. Furthermore, our results demonstrate that spectrometry-based approaches have the potential to contribute to the analysis of biopsies or clinical tissue samples complementary to histopathology. BioMed Central 2012-07-23 /pmc/articles/PMC3430598/ /pubmed/22823888 http://dx.doi.org/10.1186/1471-2164-13-334 Text en Copyright ©2012 Budczies et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Budczies, Jan
Denkert, Carsten
Müller, Berit M
Brockmöller, Scarlet F
Klauschen, Frederick
Györffy, Balazs
Dietel, Manfred
Richter-Ehrenstein, Christiane
Marten, Ulrike
Salek, Reza M
Griffin, Julian L
Hilvo, Mika
Orešič, Matej
Wohlgemuth, Gert
Fiehn, Oliver
Remodeling of central metabolism in invasive breast cancer compared to normal breast tissue – a GC-TOFMS based metabolomics study
title Remodeling of central metabolism in invasive breast cancer compared to normal breast tissue – a GC-TOFMS based metabolomics study
title_full Remodeling of central metabolism in invasive breast cancer compared to normal breast tissue – a GC-TOFMS based metabolomics study
title_fullStr Remodeling of central metabolism in invasive breast cancer compared to normal breast tissue – a GC-TOFMS based metabolomics study
title_full_unstemmed Remodeling of central metabolism in invasive breast cancer compared to normal breast tissue – a GC-TOFMS based metabolomics study
title_short Remodeling of central metabolism in invasive breast cancer compared to normal breast tissue – a GC-TOFMS based metabolomics study
title_sort remodeling of central metabolism in invasive breast cancer compared to normal breast tissue – a gc-tofms based metabolomics study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3430598/
https://www.ncbi.nlm.nih.gov/pubmed/22823888
http://dx.doi.org/10.1186/1471-2164-13-334
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