Skip to main content

Advertisement

Log in

Metabolomic and proteomic analysis of breast cancer patient samples suggests that glutamate and 12-HETE in combination with CA15-3 may be useful biomarkers reflecting tumour burden

  • Original Article
  • Published:
Metabolomics Aims and scope Submit manuscript

Abstract

Evaluation of protein and metabolite expression patterns in blood using mass spectrometry and high-throughput antibody-based screening platforms has potential for the discovery of new biomarkers for managing breast cancer patient treatment. Previously identified blood-based breast cancer biomarkers, including cancer antigen 15.3 (CA15-3) are useful in combination with imaging (computed tomography scans, magnetic resonance imaging, X-rays) and physical examination for monitoring tumour burden in advanced breast cancer patients. However, these biomarkers suffer from insufficient levels of accuracy and with new therapies available for the treatment of breast cancer, there is an urgent need for reliable, non-invasive biomarkers that measure tumour burden with high sensitivity and specificity so as to provide early warning of the need to switch to an alternative treatment. The aim of this study was to identify a biomarker signature of tumour burden using cancer and non-cancer (healthy controls/non-malignant breast disease) patient samples. Results demonstrate that combinations of three candidate biomarkers from Glutamate, 12-Hydroxyeicosatetraenoic acid, Beta-hydroxybutyrate, Factor V and Matrix metalloproteinase-1 with CA15-3, an established biomarker for breast cancer, were found to mirror tumour burden, with AUC values ranging from 0.71 to 0.98 when comparing non-malignant breast disease to the different stages of breast cancer. Further validation of these biomarker panels could potentially facilitate the management of breast cancer patients, especially to assess changes in tumour burden in combination with imaging and physical examination.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1

Similar content being viewed by others

References

  • Asiago, V. M., Alvarado, L. Z., Shanaiah, N., Gowda, G. A., Owusu-Sarfo, K., Ballas, R. A., et al. (2010). Early detection of recurrent breast cancer using metabolite profiling. Cancer Research, 70(21), 8309–8318. doi:10.1158/0008-5472.CAN-10-1319.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Benson, J. R., & Jatoi, I. (2012). The global breast cancer burden. Future Oncology, 8(6), 697–702. doi:10.2217/fon.12.61.

    Article  CAS  PubMed  Google Scholar 

  • Bhattacharya, P., & Maity, P. (2000). Localization of phosphate dependent glutaminase in ascites fluid of ovarian cancer patient. Pathology and Oncology Research, 6(3), 217–223.

    Article  CAS  PubMed  Google Scholar 

  • Bigbee, W. L., Gopalakrishnan, V., Weissfeld, J. L., Wilson, D. O., Dacic, S., Lokshin, A. E., et al. (2012). A multiplexed serum biomarker immunoassay panel discriminates clinical lung cancer patients from high-risk individuals found to be cancer-free by CT screening. Journal of Thoracic Oncology, 7(4), 698–708. doi:10.1097/JTO.0b013e31824ab6b0.

    Article  PubMed Central  PubMed  Google Scholar 

  • Boström, P., Söderström, M., Vahlberg, T., Söderström, K. O., Roberts, P. J., Carpén, O., et al. (2011). MMP-1 expression has an independent prognostic value in breast cancer. BMC Cancer, 11, 348. doi:10.1186/1471-2407-11-348.

    Article  PubMed Central  PubMed  Google Scholar 

  • Brayman, M., Thathiah, A., & Carson, D. D. (2004). MUC1: A multifunctional cell surface component of reproductive tissue epithelia. Reproductive Biology and Endocrinology, 2, 4. doi:10.1186/1477-7827-2-4.

    Article  PubMed Central  PubMed  Google Scholar 

  • Dowling, P., Clarke, C., Hennessy, K., Torralbo-Lopez, B., Ballot, J., Crown, J., et al. (2012). Analysis of acute-phase proteins, AHSG, C3, CLI, HP and SAA, reveals distinctive expression patterns associated with breast, colorectal and lung cancer. International Journal of Cancer, 131(4), 911–923. doi:10.1002/ijc.26462.

    Article  CAS  Google Scholar 

  • Drukteinis, J. S., Mooney, B. P., Flowers, C. I., & Gatenby, R. A. (2013). Beyond mammography: New frontiers in breast cancer screening. American Journal of Medicine, 126(6), 472–479. doi:10.1016/j.amjmed.2012.11.025.

    Article  PubMed Central  PubMed  Google Scholar 

  • Duffy, M. J. (2006). Serum tumor markers in breast cancer: Are they of clinical value? Clinical Chemistry, 52(3), 345–351. doi:10.1373/clinchem.2005.059832.

    Article  CAS  PubMed  Google Scholar 

  • Duffy, M. J. (2013). Tumor markers in clinical practice: A review focusing on common solid cancers. Medical Principles and Practice, 22(1), 4–11. doi:10.1159/000338393.

    Article  PubMed  Google Scholar 

  • Duffy, M. J., Evoy, D., & McDermott, E. W. (2010). CA 15-3: Uses and limitation as a biomarker for breast cancer. Clinica Chimica Acta, 411(23–24), 1869–1874. doi:10.1016/j.cca.2010.08.039.

    Article  CAS  Google Scholar 

  • Erickson, J. W., & Cerione, R. A. (2010). Glutaminase: A hot spot for regulation of cancer cell metabolism? Oncotarget, 1(8), 734–740.

    PubMed Central  PubMed  Google Scholar 

  • Fürstenberger, G., Krieg, P., Müller-Decker, K., & Habenicht, A. J. (2006). What are cyclooxygenases and lipoxygenases doing in the driver’s seat of carcinogenesis? International Journal of Cancer, 119(10), 2247–2254. doi:10.1002/ijc.22153.

    Article  Google Scholar 

  • Graham, L. J., Shupe, M. P., Schneble, E. J., Flynt, F. L., Clemenshaw, M. N., Kirkpatrick, A. D., et al. (2014). Current approaches and challenges in monitoring treatment responses in breast cancer. Journal of Cancer, 5(1), 58–68. doi:10.7150/jca.7047.

    Article  PubMed Central  PubMed  Google Scholar 

  • Haagensen, D. E., Kister, S. J., Vandevoorde, J. P., Gates, J. B., Smart, E. K., Hansen, H. J., et al. (1978). Evaluation of carcinoembryonic antigen as a plasma monitor for human breast carcinoma. Cancer, 42(3 Suppl), 1512–1519.

    Article  PubMed  Google Scholar 

  • Harris, L., Fritsche, H., Mennel, R., Norton, L., Ravdin, P., Taube, S., et al. (2007). American Society of Clinical Oncology 2007 update of recommendations for the use of tumor markers in breast cancer. Journal of Clinical Oncology, 25(33), 5287–5312. doi:10.1200/JCO.2007.14.2364.

    Article  CAS  PubMed  Google Scholar 

  • Hayes, D. F., Sekine, H., Ohno, T., Abe, M., Keefe, K., & Kufe, D. W. (1985). Use of a murine monoclonal antibody for detection of circulating plasma DF3 antigen levels in breast cancer patients. Journal of Clinical Investigation, 75(5), 1671–1678. doi:10.1172/JCI111875.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Jiang, W. G., Douglas-Jones, A., & Mansel, R. E. (2003). Levels of expression of lipoxygenases and cyclooxygenase-2 in human breast cancer. Prostaglandins Leukotrienes and Essential Fatty Acids, 69(4), 275–281.

    Article  CAS  Google Scholar 

  • Katt, W. P., Ramachandran, S., Erickson, J. W., & Cerione, R. A. (2012). Dibenzophenanthridines as inhibitors of glutaminase C and cancer cell proliferation. Molecular Cancer Therapeutics, 11(6), 1269–1278. doi:10.1158/1535-7163.MCT-11-0942.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Klee, E. W., Bondar, O. P., Goodmanson, M. K., Dyer, R. B., Erdogan, S., Bergstralh, E. J., et al. (2012). Candidate serum biomarkers for prostate adenocarcinoma identified by mRNA differences in prostate tissue and verified with protein measurements in tissue and blood. Clinical Chemistry, 58(3), 599–609. doi:10.1373/clinchem.2011.171637.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Koochekpour, S., Majumdar, S., Azabdaftari, G., Attwood, K., Scioneaux, R., Subramani, D., et al. (2012). Serum glutamate levels correlate with Gleason score and glutamate blockade decreases proliferation, migration, and invasion and induces apoptosis in prostate cancer cells. Clinical Cancer Research, 18(21), 5888–5901. doi:10.1158/1078-0432.CCR-12-1308.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Koppenol, W. H., Bounds, P. L., & Dang, C. V. (2011). Otto Warburg’s contributions to current concepts of cancer metabolism. Nature Reviews Cancer, 11(5), 325–337. doi:10.1038/nrc3038.

    Article  CAS  PubMed  Google Scholar 

  • Kurebayashi, J., Nishimura, R., Tanaka, K., Kohno, N., Kurosumi, M., Moriya, T., et al. (2004). Significance of serum tumor markers in monitoring advanced breast cancer patients treated with systemic therapy: A prospective study. Breast Cancer, 11(4), 389–395.

    Article  PubMed  Google Scholar 

  • Ławicki, S., Będkowska, G. E., & Szmitkowski, M. (2013). VEGF, M-CSF and CA 15-3 as a new tumor marker panel in breast malignancies: A multivariate analysis with ROC curve. Growth Factors, 31(3), 98–105. doi:10.3109/08977194.2013.797900.

    Article  PubMed  Google Scholar 

  • Liu, B., Maher, R. J., Hannun, Y. A., Porter, A. T., & Honn, K. V. (1994). 12(S)-HETE enhancement of prostate tumor cell invasion: Selective role of PKC alpha. Journal of the National Cancer Institute, 86(15), 1145–1151.

    Article  CAS  PubMed  Google Scholar 

  • Lokich, J. J., Zamcheck, N., & Lowenstein, M. W. (1978). Sequential carcinoembryonic antigen levels in the therapy of metastatic breast cancer: A predictor and monitor of response and relapse. Annals of Internal Medicine, 89(6), 902–906.

    Article  CAS  PubMed  Google Scholar 

  • Meleady, P., Gallagher, M., Clarke, C., Henry, M., Sanchez, N., Barron, N., et al. (2012a). Impact of miR-7 over-expression on the proteome of Chinese hamster ovary cells. Journal of Biotechnology, 160(3–4), 251–262. doi:10.1016/j.jbiotec.2012.03.002.

    Article  CAS  PubMed  Google Scholar 

  • Meleady, P., Hoffrogge, R., Henry, M., Rupp, O., Bort, J. H., Clarke, C., et al. (2012b). Utilization and evaluation of CHO-specific sequence databases for mass spectrometry based proteomics. Biotechnology and Bioengineering, 109(6), 1386–1394. doi:10.1002/bit.24476.

    Article  CAS  PubMed  Google Scholar 

  • Milan, E., Lazzari, C., Anand, S., Floriani, I., Torri, V., Sorlini, C., et al. (2012). SAA1 is over-expressed in plasma of non small cell lung cancer patients with poor outcome after treatment with epidermal growth factor receptor tyrosine-kinase inhibitors. Journal of Proteomics, 76 91–101, doi:10.1016/j.jprot.2012.06.022.

  • Mirabelli, P., & Incoronato, M. (2013). Usefulness of traditional serum biomarkers for management of breast cancer patients. BioMed Research International, 2013, 685641. doi:10.1155/2013/685641.

    Article  PubMed Central  PubMed  Google Scholar 

  • Molina, R., Augé, J. M., Escudero, J. M., Filella, X., Zanon, G., Pahisa, J., et al. (2010a). Evaluation of tumor markers (HER-2/neu oncoprotein, CEA, and CA 15.3) in patients with locoregional breast cancer: Prognostic value. Tumour Biology, 31(3), 171–180. doi:10.1007/s13277-010-0025-9.

    Article  CAS  PubMed  Google Scholar 

  • Molina, R., Auge, J. M., Farrus, B., Zanón, G., Pahisa, J., Muñoz, M., et al. (2010b). Prospective evaluation of carcinoembryonic antigen (CEA) and carbohydrate antigen 15.3 (CA 15.3) in patients with primary locoregional breast cancer. Clinical Chemistry, 56(7), 1148–1157. doi:10.1373/clinchem.2009.135566.

    Article  CAS  PubMed  Google Scholar 

  • Molina, R., Barak, V., van Dalen, A., Duffy, M. J., Einarsson, R., Gion, M., et al. (2005). Tumor markers in breast cancer-European Group on Tumor Markers recommendations. Tumour Biology, 26(6), 281–293. doi:10.1159/000089260.

    Article  PubMed  Google Scholar 

  • Monari, E., Casali, C., Cuoghi, A., Nesci, J., Bellei, E., Bergamini, S., et al. (2011). Enriched sera protein profiling for detection of non-small cell lung cancer biomarkers. Proteome Science, 9(1), 55. doi:10.1186/1477-5956-9-55.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Moreno-Aspitia, A., Hillman, D. W., Dyar, S. H., Tenner, K. S., Gralow, J., Kaufman, P. A., et al. (2013). Soluble human epidermal growth factor receptor 2 (HER2) levels in patients with HER2-positive breast cancer receiving chemotherapy with or without trastuzumab: Results from North Central Cancer Treatment Group adjuvant trial N9831. Cancer, 119(15), 2675–2682. doi:10.1002/cncr.28130.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Mughal, A. W., Hortobagyi, G. N., Fritsche, H. A., Buzdar, A. U., Yap, H. Y., & Blumenschein, G. R. (1983). Serial plasma carcinoembryonic antigen measurements during treatment of metastatic breast cancer. JAMA, 249(14), 1881–1886.

    Article  CAS  PubMed  Google Scholar 

  • Nakata, B., Ogawa, Y., Ishikawa, T., Ikeda, K., Kato, Y., Nishino, H., et al. (2000). Serum CYFRA 21-1 is one of the most reliable tumor markers for breast carcinoma. Cancer, 89(6), 1285–1290.

    Article  CAS  PubMed  Google Scholar 

  • Namkoong, J., Shin, S. S., Lee, H. J., Marín, Y. E., Wall, B. A., Goydos, J. S., et al. (2007). Metabotropic glutamate receptor 1 and glutamate signaling in human melanoma. Cancer Research, 67(5), 2298–2305. doi:10.1158/0008-5472.CAN-06-3665.

    Article  CAS  PubMed  Google Scholar 

  • Park, B. J., Cha, M. K., & Kim, I. H. (2014). Thioredoxin 1 as a serum marker for breast cancer and its use in combination with CEA or CA15-3 for improving the sensitivity of breast cancer diagnoses. BMC Research Notes, 7(1), 7. doi:10.1186/1756-0500-7-7.

    Article  PubMed Central  PubMed  Google Scholar 

  • Ripka, S., Riedel, J., Neesse, A., Griesmann, H., Buchholz, M., Ellenrieder, V., et al. (2010). Glutamate receptor GRIA3-target of CUX1 and mediator of tumor progression in pancreatic cancer. Neoplasia, 12(8), 659–667.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Senkus, E., Cardoso, F., & Pagani, O. (2014). Time for more optimism in metastatic breast cancer? Cancer Treatment Reviews, 40(2), 220–228. doi:10.1016/j.ctrv.2013.09.015.

    Article  PubMed  Google Scholar 

  • Seregni, E., Coli, A., Mazzucca, N., & Italian Group RIA-IRMA Test, I. a. A. o. N. M. (2004). Circulating tumour markers in breast cancer. European Journal of Nuclear Medicine and Molecular Imaging, 31(Suppl 1), S15–S22. doi:10.1007/s00259-004-1523-z.

    Article  PubMed  Google Scholar 

  • Singh, A. K., Kant, S., Parshad, R., Banerjee, N., & Dey, S. (2011). Evaluation of human LOX-12 as a serum marker for breast cancer. Biochemical and Biophysical Research Communications, 414(2), 304–308. doi:10.1016/j.bbrc.2011.09.044.

    Article  CAS  PubMed  Google Scholar 

  • Soerjomataram, I., Lortet-Tieulent, J., Parkin, D. M., Ferlay, J., Mathers, C., Forman, D., et al. (2012). Global burden of cancer in 2008: A systematic analysis of disability-adjusted life-years in 12 world regions. Lancet, 380(9856), 1840–1850. doi:10.1016/S0140-6736(12)60919-2.

    Article  PubMed  Google Scholar 

  • Speyer, C. L., Smith, J. S., Banda, M., DeVries, J. A., Mekani, T., & Gorski, D. H. (2012). Metabotropic glutamate receptor-1: A potential therapeutic target for the treatment of breast cancer. Breast Cancer Research and Treatment, 132(2), 565–573. doi:10.1007/s10549-011-1624-x.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Tondini, C., Hayes, D. F., Gelman, R., Henderson, I. C., & Kufe, D. W. (1988). Comparison of CA15-3 and carcinoembryonic antigen in monitoring the clinical course of patients with metastatic breast cancer. Cancer Research, 48(14), 4107–4112.

    CAS  PubMed  Google Scholar 

  • Vonach, C., Viola, K., Giessrigl, B., Huttary, N., Raab, I., Kalt, R., et al. (2011). NF-κB mediates the 12(S)-HETE-induced endothelial to mesenchymal transition of lymphendothelial cells during the intravasation of breast carcinoma cells. British Journal of Cancer, 105(2), 263–271. doi:10.1038/bjc.2011.194.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Zhao, Y., Butler, E. B., & Tan, M. (2013). Targeting cellular metabolism to improve cancer therapeutics. Cell Death and Disease, 4, e532. doi:10.1038/cddis.2013.60.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

Download references

Acknowledgments

The All-Ireland Cooperative Oncology Research Group (ICORG) assisted in the provision of clinical samples. This work was supported by funding from Enterprise Ireland (EI) [Grant number CF20122012].

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Paul Dowling.

Additional information

Paul Dowling and Michael Henry are joint authors.

Michael Moriarty and Martin Clynes are joint authors.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (DOCX 97 kb)

Supplementary material 2 (DOCX 136 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Dowling, P., Henry, M., Meleady, P. et al. Metabolomic and proteomic analysis of breast cancer patient samples suggests that glutamate and 12-HETE in combination with CA15-3 may be useful biomarkers reflecting tumour burden. Metabolomics 11, 620–635 (2015). https://doi.org/10.1007/s11306-014-0723-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11306-014-0723-1

Keywords

Navigation