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

被引:117
作者
Budczies, Jan [1 ]
Denkert, Carsten [1 ]
Mueller, Berit M. [1 ]
Brockmoeller, Scarlet F. [1 ]
Klauschen, Frederick [1 ]
Gyoerffy, Balazs [1 ,2 ]
Dietel, Manfred [1 ]
Richter-Ehrenstein, Christiane [3 ]
Marten, Ulrike [4 ]
Salek, Reza M. [5 ]
Griffin, Julian L. [5 ]
Hilvo, Mika [6 ]
Oresic, Matej [6 ]
Wohlgemuth, Gert [7 ]
Fiehn, Oliver [7 ]
机构
[1] Charite, Inst Pathol, D-10117 Berlin, Germany
[2] Hungarian Acad Sci, Res Lab Pediat & Nephrol, Budapest, Hungary
[3] Charite, Interdisciplinary Breast Ctr, D-10117 Berlin, Germany
[4] DRK Kliniken Berlin, Inst Pathol, D-12559 Berlin, Germany
[5] Univ Cambridge, Dept Biochem, Cambridge CB2 1GA, England
[6] VTT Tech Res Ctr Finland, Espoo, Finland
[7] Univ Calif Davis, Genome Ctr, Davis, CA 95616 USA
关键词
Breast cancer; Metabolomics; Gas chromatography; Mass spectrometry; Cancer detection; FATTY-ACID SYNTHASE; TRANSFORMATION; CYTOSCAPE;
D O I
10.1186/1471-2164-13-334
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 [微生物学]; 090105 [作物生产系统与生态工程];
摘要
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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页数:11
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