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Application of ex vivo 1H NMR metabonomics to the characterization and possible detection of renal cell carcinoma metastases

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Abstract

Purpose

Renal cell carcinoma (RCC) is the most prevalent malignancy of the kidney. Its survival rates are very low since most of patients develop metastases beyond the kidney at the time of diagnosis. Early detection is currently by far the most promising approach to reduce RCC mortality. Metabolic alterations have been suggested to have a crucial role in cancer development. Metabonomics can present a holistic picture of the metabolites alterations and provide biomarkers that could revolutionize disease characterization and detection.

Methods

Ex vivo 1H NMR spectra of tumors and the paired adjacent tissues obtained from living patients with RCC were recorded and analyzed using multivariate statistical techniques combined with quantitative statistical analyses.

Results

In the present study, we showed that the metabonomes of RCC, either with or without metastases, differ markedly from those of their adjacent tissues. Besides, the RCC patients with metastases can be distinctly differentiated from those without metastases. Metabolic perturbations arising from malignant transformations were also systematically characterized. Compared to the adjacent tissues, RCC tumors had elevated levels of lactate, glutamate, pyruvate, glutamine, and creatine, but decreased levels of acetate, malate, and amino acids including valine, alanine, and aspartate.

Conclusions

Systemic changes in metabolite concentrations are most likely the result of cells switching to glycolysis to maintain energy homeostasis. The results suggest that metabonomics may also facilitate the discovery of novel cancer biomarkers and allows the stratification of tumors under different pathophysiological conditions, which might be a valuable future tool for RCC detection and possibly other cancers.

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References

  • Beckonert O, Keun HC, Ebbels TM, Bundy J, Holmes E, Lindon JC, Nicholson JK (2007) Metabolic profiling, metabolomic and metabonomic procedures for NMR spectroscopy of urine, plasma, serum and tissue extracts. Nat Protoc 2:2692–2703

    Article  PubMed  CAS  Google Scholar 

  • Bleumer I, Oosterwijk E, De Mulder P, Mulders PF (2003) Immunotherapy for renal cell carcinoma. Eur Urol 44:65–75

    Article  PubMed  CAS  Google Scholar 

  • Coen M, Lenz EM, Nicholson JK, Wilson ID, Pognan F, Lindon JC (2003) An integrated metabonomic investigation of acetaminophen toxicity in the mouse using NMR spectroscopy. Chem Res Toxicol 16:295–303

    Article  PubMed  CAS  Google Scholar 

  • Fontana L, Moreira E, Torres MI, Fernandez MI, Rios A, Sanchez de Medina F, Gil A (1996) Serum amino acid changes in rats with thioacetamide-induced liver cirrhosis. Toxicology 106:197–206

    Article  PubMed  CAS  Google Scholar 

  • Gao H, Dong B, Liu X, Xuan H, Huang Y, Lin D (2008) Metabonomic profiling of renal cell carcinoma: high-resolution proton nuclear magnetic resonance spectroscopy of human serum with multivariate data analysis. Anal Chim Acta 624:269–277

    Article  PubMed  CAS  Google Scholar 

  • Gao H, Lu Q, Liu X, Cong H, Zhao L, Wang H, Lin D (2009) Application of 1H NMR-based metabonomics in the study of metabolic profiling of human hepatocellular carcinoma and liver cirrhosis. Cancer Sci 100:782–785

    Article  PubMed  CAS  Google Scholar 

  • Glunde K, Jacobs MA, Bhujwalla ZM (2006) Choline metabolism in cancer: implications for diagnosis and therapy. Expert Rev Mol Diagn 6:821–829

    Article  PubMed  CAS  Google Scholar 

  • Greene FL, Page D, Morrow ME (2002) AJCC cancer staging manual. Springer, New York

    Google Scholar 

  • Gribbestad IS, Fjosne HE, Haugen OA, Nilsen G, Krane J, Petersen SB, Kvinnsland S (1993) In vitro proton NMR spectroscopy of extracts from human breast tumours and non-involved breast tissue. Anticancer Res 13:1973–1980

    PubMed  CAS  Google Scholar 

  • Griffin JL, Walker LA, Garrod S, Holmes E, Shore RF, Nicholson JK (2000) NMR spectroscopy based metabonomic studies on the comparative biochemistry of the kidney and urine of the bank vole (Clethrionomys glareolus), wood mouse (Apodemus sylvaticus), white toothed shrew (Crocidura suaveolens) and the laboratory rat. Comp Biochem Physiol 127:357–367

    Article  CAS  Google Scholar 

  • Griniatsos J, Michail PO, Menenakos C, Hatzianastasiou D, Koufos C, Bastounis E (2003) Metastatic renal clear cell carcinoma mimicking stage IV lung cancer. Int Urol Nephrol 35:15–17

    Article  PubMed  CAS  Google Scholar 

  • Kent C, Carman GM (1999) Interactions among pathways for phosphatidylcholine metabolism, CTP synthesis and secretion through the Golgi apparatus. Trends Biochem Sci 24:146–150

    Article  PubMed  CAS  Google Scholar 

  • Kim K, Aronov P, Zakharkin SO, Anderson D, Perroud B, Thompson IM, Weiss RH (2009) Urine metabolomics analysis for kidney cancer detection and biomarker discovery. Mol Cell Proteomics 8:558–570

    Article  PubMed  CAS  Google Scholar 

  • Lindon J, Holmes E, Nicholson J (2007) Metabonomics in pharmaceutical R & D. FEBS J 274:1140–1151

    Article  PubMed  CAS  Google Scholar 

  • Linehan WM, Walther MM, Zbar B (2003) The genetic basis of cancer of the kidney. J Urol 170:2163–2172

    Article  PubMed  CAS  Google Scholar 

  • Mancini V, Battaglia M, Ditonno P, Palazzo S, Lastilla G, Montironi R, Bettocchi C, Cavalcanti E, Ranieri E, Selvaggi FP (2008) Current insights in renal cell cancer pathology. Urol Oncol 26:225–238

    Article  PubMed  CAS  Google Scholar 

  • Nicholson JK, Lindon JC, Holmes E (1999) ‘Metabonomics’: understanding the metabolic responses of living systems to pathophysiological stimuli via multivariate statistical analysis of biological NMR spectroscopic data. Xenobiotica 29:1181–1189

    Article  PubMed  CAS  Google Scholar 

  • Nicholson JK, Connelly J, Lindon JC, Holmes E (2002) Metabonomics: a platform for studying drug toxicity and gene function. Nat Rev Drug Discov 1:153–161

    Article  PubMed  CAS  Google Scholar 

  • Odunsi K, Wollman RM, Ambrosone CB, Hutson A, McCann SE, Tammela J, Geisler JP, Miller G, Sellers T, Cliby W, Qian F, Keitz B, Intengan M, Lele S, Alderfer JL (2005) Detection of epithelial ovarian cancer using 1H-NMR-based metabonomics. Int J Cancer 113:782–788

    Article  PubMed  CAS  Google Scholar 

  • Parkin DM, Bray F, Ferlay J, Pisani P (2005) Global cancer statistics, 2002. CA Cancer J Clin 55:74–108

    Article  PubMed  Google Scholar 

  • Sanins SM, Timbrell JA, Elcombe C, Nicholson JK (1992) Proton NMR spectroscopic studies on the metabolism and biochemical effects of hydrazine in vivo. Arch Toxicol 66:489–495

    Article  PubMed  CAS  Google Scholar 

  • Tiziani S, Lopes V, Gunther UL (2009) Early stage diagnosis of oral cancer using 1H NMR-based metabolomics. Neoplasia 11:269–276

    PubMed  CAS  Google Scholar 

  • Wang L, Zhang L, Yu Y, Wang Y, Niu N (2008) The protective effects of taurine against early renal injury in STZ-induced diabetic rats, correlated with inhibition of renal LOX-1-mediated ICAM-1 expression. Ren Fail 30:763–771

    Article  PubMed  CAS  Google Scholar 

  • Waters NJ, Holmes E, Waterfield CJ, Farrant RD, Nicholson JK (2002) NMR and pattern recognition studies on liver extracts and intact livers from rats treated with alpha-naphthylisothiocyanate. Biochem Pharmacol 64:67–77

    Article  PubMed  CAS  Google Scholar 

  • Whitehead TL, Monzavi-Karbassi B, Jousheghany F, Artaud C, Elbein A, Kieber-Emmons T (2005) 1H-NMR metabolic markers of malignancy correlate with spontaneous metastases in a murine mammary tumor model. Int J Oncol 27:257–263

    PubMed  CAS  Google Scholar 

  • Yang Y, Li C, Nie X, Feng X, Chen W, Yue Y, Tang H, Deng F (2007) Metabonomic studies of human hepatocellular carcinoma using high-resolution magic-angle spinning 1H NMR spectroscopy in conjunction with multivariate data analysis. J Proteome Res 6:2605–2614

    Article  PubMed  CAS  Google Scholar 

  • Zira AN, Theocharis SE, Mitropoulos D, Migdalis V, Mikros E (2011) 1H NMR metabonomic analysis in renal cell carcinoma: a possible diagnostic tool. J Proteome Res 9:4038–4044

    Google Scholar 

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Acknowledgments

This work was supported by grants from the National Natural Science Foundation of China (Nos. 21175099, 30872961, and 81171306), Medicine & Health Special Foundation of Zhejiang Province (2010QNA016), Shanghai Shen Kang Hospital Development Center (No. SHDC12010104), Shanghai Science & Technology Commission (Nos. 10411965000, 10ZR1418700, and 10JC1409600), and Pudong Institute for health development (No. PWZxkq2010-03).

Conflict of interest

The authors declare that they have no competing interest.

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Correspondence to Hongchang Gao, Zhihan Yan or Yiran Huang.

Additional information

Hongchang Gao and Baijun Dong have equally contributed to the present study.

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Gao, H., Dong, B., Jia, J. et al. Application of ex vivo 1H NMR metabonomics to the characterization and possible detection of renal cell carcinoma metastases. J Cancer Res Clin Oncol 138, 753–761 (2012). https://doi.org/10.1007/s00432-011-1134-6

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  • DOI: https://doi.org/10.1007/s00432-011-1134-6

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