Skip to main content
Top
Published in: Journal of Translational Medicine 1/2015

Open Access 01-12-2015 | Research

Increased levels of choline metabolites are an early marker of docetaxel treatment response in BRCA1-mutated mouse mammary tumors: an assessment by ex vivo proton magnetic resonance spectroscopy

Authors: Jack JA van Asten, Riyas Vettukattil, Tessa Buckle, Sven Rottenberg, Fijs van Leeuwen, Tone F Bathen, Arend Heerschap

Published in: Journal of Translational Medicine | Issue 1/2015

Login to get access

Abstract

Background

Docetaxel is one of the most frequently used drugs to treat breast cancer. However, resistance or incomplete response to docetaxel is a major challenge. The aim of this study was to utilize MR metabolomics to identify potential biomarkers of docetaxel resistance in a mouse model for BRCA1-mutated breast cancer.

Methodology

High resolution magic angle spinning (HRMAS) 1H MR spectroscopy was performed on tissue samples obtained from docetaxel-sensitive or -resistant BRCA1-mutated mammary tumors in mice. Measurements were performed on samples obtained before treatment and at 1-2, 3-5 and 6-7 days after a 25 mg/kg dose of docetaxel. The MR spectra were analyzed by multivariate analysis, followed by analysis of the signals of individual compounds by peak fitting and integration with normalization to the integral of the creatine signal and of all signals between 2.9 and 3.6 ppm.

Results

The HRMAS spectra revealed significant metabolic differences between sensitive and resistant tissue samples. In particular choline metabolites were higher in resistant tumors by more than 50% with respect to creatine and by more than 30% with respect to all signals between 2.9 and 3.6 ppm. Shortly after treatment (1-2 days) the normalized choline metabolite levels were significantly increased by more than 30% in the sensitive group coinciding with the time of highest apoptotic activity induced by docetaxel. Thereafter, choline metabolites in these tumors returned towards pre-treatment levels. No change in choline compounds was observed in the resistant tumors over the whole time of investigation.

Conclusions

Relative tissue concentrations of choline compounds are higher in docetaxel resistant than in sensitive BRCA1-mutated mouse mammary tumors, but in the first days after docetaxel treatment only in the sensitive tumors an increase of these compounds is observed. Thus both pre- and post-treatment tissue levels of choline compounds have potential to predict response to docetaxel treatment.
Literature
1.
2.
go back to reference Saloustros E, Mavroudis D, Georgoulias V. Paclitaxel and docetaxel in the treatment of breast cancer. Expert Opin Pharmacother. 2008;9:2603–16.CrossRefPubMed Saloustros E, Mavroudis D, Georgoulias V. Paclitaxel and docetaxel in the treatment of breast cancer. Expert Opin Pharmacother. 2008;9:2603–16.CrossRefPubMed
3.
4.
go back to reference Murray S, Briasoulis E, Linardou H, Bafaloukos D, Papadimitriou C. Taxane resistance in breast cancer: mechanisms, predictive biomarkers and circumvention strategies. Cancer Treat Rev. 2012;38:890–903.CrossRefPubMed Murray S, Briasoulis E, Linardou H, Bafaloukos D, Papadimitriou C. Taxane resistance in breast cancer: mechanisms, predictive biomarkers and circumvention strategies. Cancer Treat Rev. 2012;38:890–903.CrossRefPubMed
5.
go back to reference Nicholson JK, Wilson ID. Opinion: understanding ‘global’ systems biology: metabonomics and the continuum of metabolism. Nat Rev Drug Discov. 2003;2:668–76.CrossRefPubMed Nicholson JK, Wilson ID. Opinion: understanding ‘global’ systems biology: metabonomics and the continuum of metabolism. Nat Rev Drug Discov. 2003;2:668–76.CrossRefPubMed
6.
go back to reference Bundy JG, Iyer NG, Gentile MS, Hu DE, Kettunen M, Maia AT, et al. Metabolic consequences of p300 gene deletion in human colon cancer cells. Cancer Res. 2006;66:7606–14.CrossRefPubMed Bundy JG, Iyer NG, Gentile MS, Hu DE, Kettunen M, Maia AT, et al. Metabolic consequences of p300 gene deletion in human colon cancer cells. Cancer Res. 2006;66:7606–14.CrossRefPubMed
7.
8.
go back to reference Hakumaki JM, Brindle KM. Techniques: Visualizing apoptosis using nuclear magnetic resonance. Trends Pharmacol Sci. 2003;24:146–9.CrossRefPubMed Hakumaki JM, Brindle KM. Techniques: Visualizing apoptosis using nuclear magnetic resonance. Trends Pharmacol Sci. 2003;24:146–9.CrossRefPubMed
9.
go back to reference Kettunen MI, Brindle KM. Apoptosis detection using magnetic resonance imaging and spectroscopy. Prog Nucl Magn Reson Spectrosc. 2005;47:175–85.CrossRef Kettunen MI, Brindle KM. Apoptosis detection using magnetic resonance imaging and spectroscopy. Prog Nucl Magn Reson Spectrosc. 2005;47:175–85.CrossRef
10.
go back to reference Lutz NW. From metabolic to metabolomic NMR spectroscopy of apoptotic cells. Metabolomics. 2005;1:251–68.CrossRef Lutz NW. From metabolic to metabolomic NMR spectroscopy of apoptotic cells. Metabolomics. 2005;1:251–68.CrossRef
11.
12.
go back to reference Jagannathan NR, Kumar M, Seenu V, Coshic O, Dwivedi SN, Julka PK, et al. Evaluation of total choline from in-vivo volume localized proton MR spectroscopy and its response to neoadjuvant chemotherapy in locally advanced breast cancer. Br J Cancer. 2001;84:1016–22.CrossRefPubMedCentralPubMed Jagannathan NR, Kumar M, Seenu V, Coshic O, Dwivedi SN, Julka PK, et al. Evaluation of total choline from in-vivo volume localized proton MR spectroscopy and its response to neoadjuvant chemotherapy in locally advanced breast cancer. Br J Cancer. 2001;84:1016–22.CrossRefPubMedCentralPubMed
13.
go back to reference Sitter B, Lundgren S, Bathen TF, Halgunset J, Fjosne HE, Gribbestad IS. Comparison of HR MAS MR spectroscopic profiles of breast cancer tissue with clinical parameters. NMR Biomed. 2006;19:30–40.CrossRefPubMed Sitter B, Lundgren S, Bathen TF, Halgunset J, Fjosne HE, Gribbestad IS. Comparison of HR MAS MR spectroscopic profiles of breast cancer tissue with clinical parameters. NMR Biomed. 2006;19:30–40.CrossRefPubMed
14.
go back to reference Rottenberg S, Nygren AO, Pajic M, van Leeuwen FW, van der Heijden I, van de Wetering K, et al. Selective induction of chemotherapy resistance of mammary tumors in a conditional mouse model for hereditary breast cancer. Proc Natl Acad Sci U S A. 2007;104:12117–22.CrossRefPubMedCentralPubMed Rottenberg S, Nygren AO, Pajic M, van Leeuwen FW, van der Heijden I, van de Wetering K, et al. Selective induction of chemotherapy resistance of mammary tumors in a conditional mouse model for hereditary breast cancer. Proc Natl Acad Sci U S A. 2007;104:12117–22.CrossRefPubMedCentralPubMed
15.
go back to reference Beekman CA, Buckle T, van Leeuwen AC, Valdes Olmos RA, Verheij M, Rottenberg S, et al. Questioning the value of (99 m)Tc-HYNIC-annexin V based response monitoring after docetaxel treatment in a mouse model for hereditary breast cancer. Appl Radiat Isot. 2011;69:656–62.CrossRefPubMed Beekman CA, Buckle T, van Leeuwen AC, Valdes Olmos RA, Verheij M, Rottenberg S, et al. Questioning the value of (99 m)Tc-HYNIC-annexin V based response monitoring after docetaxel treatment in a mouse model for hereditary breast cancer. Appl Radiat Isot. 2011;69:656–62.CrossRefPubMed
16.
go back to reference Rottenberg S, Vollebergh MA, de Hoon B, de Ronde J, Schouten PC, Kersbergen A, et al. Impact of intertumoral heterogeneity on predicting chemotherapy response of BRCA1-deficient mammary tumors. Cancer Res. 2012;72:2350–61.CrossRefPubMedCentralPubMed Rottenberg S, Vollebergh MA, de Hoon B, de Ronde J, Schouten PC, Kersbergen A, et al. Impact of intertumoral heterogeneity on predicting chemotherapy response of BRCA1-deficient mammary tumors. Cancer Res. 2012;72:2350–61.CrossRefPubMedCentralPubMed
17.
go back to reference Meiboom S, Gill D. Modified spin-echo method for measuring nuclear relaxation times. Rev Sci Instrum. 1958;29:688–91.CrossRef Meiboom S, Gill D. Modified spin-echo method for measuring nuclear relaxation times. Rev Sci Instrum. 1958;29:688–91.CrossRef
18.
go back to reference van Asten JJA, Cuijpers V, de Hulsbergen-van Kaa C, Soede-Huijbregts C, et al. High resolution magic angle spinning NMR spectroscopy for metabolic assessment of cancer presence and Gleason score in human prostate needle biopsies. Magn Reson Mater Phys Biol Med. 2008;21:435–42.CrossRef van Asten JJA, Cuijpers V, de Hulsbergen-van Kaa C, Soede-Huijbregts C, et al. High resolution magic angle spinning NMR spectroscopy for metabolic assessment of cancer presence and Gleason score in human prostate needle biopsies. Magn Reson Mater Phys Biol Med. 2008;21:435–42.CrossRef
19.
go back to reference Malet-Martino M, Holzgrabe U. NMR techniques in biomedical and pharmaceutical analysis. J Pharm Biomed Anal. 2011;55:1–15.CrossRefPubMed Malet-Martino M, Holzgrabe U. NMR techniques in biomedical and pharmaceutical analysis. J Pharm Biomed Anal. 2011;55:1–15.CrossRefPubMed
20.
go back to reference Rottenberg S, Borst P. Drug resistance in the mouse cancer clinic. Drug Resist Updat. 2012;15:81–9.CrossRefPubMed Rottenberg S, Borst P. Drug resistance in the mouse cancer clinic. Drug Resist Updat. 2012;15:81–9.CrossRefPubMed
21.
go back to reference Pearce JM, Mahoney MC, Lee JH, Chu WJ, Cecil KM, Strakowski SM, et al. 1H NMR analysis of choline metabolites in fine-needle-aspirate biopsies of breast cancer. MAGMA. 2013;26:337–43.CrossRefPubMed Pearce JM, Mahoney MC, Lee JH, Chu WJ, Cecil KM, Strakowski SM, et al. 1H NMR analysis of choline metabolites in fine-needle-aspirate biopsies of breast cancer. MAGMA. 2013;26:337–43.CrossRefPubMed
22.
go back to reference Kerr JF, Winterford CM, Harmon BV. Apoptosis. Its significance in cancer and cancer therapy. Cancer. 1994;73:2013–26.CrossRefPubMed Kerr JF, Winterford CM, Harmon BV. Apoptosis. Its significance in cancer and cancer therapy. Cancer. 1994;73:2013–26.CrossRefPubMed
23.
go back to reference Li Y, Li X, Hussain M, Sarkar FH. Regulation of microtubule, apoptosis, and cell cycle-related genes by taxotere in prostate cancer cells analyzed by microarray. Neoplasia. 2004;6:158–67.CrossRefPubMedCentralPubMed Li Y, Li X, Hussain M, Sarkar FH. Regulation of microtubule, apoptosis, and cell cycle-related genes by taxotere in prostate cancer cells analyzed by microarray. Neoplasia. 2004;6:158–67.CrossRefPubMedCentralPubMed
24.
go back to reference Boudny V, Nakano S. Src tyrosine kinase augments taxotere-induced apoptosis through enhanced expression and phosphorylation of Bcl-2. Br J Cancer. 2002;86:463–9.CrossRefPubMedCentralPubMed Boudny V, Nakano S. Src tyrosine kinase augments taxotere-induced apoptosis through enhanced expression and phosphorylation of Bcl-2. Br J Cancer. 2002;86:463–9.CrossRefPubMedCentralPubMed
25.
go back to reference Avramis VI, Nandy P, Kwock R, Solorzano MM, Mukherjee SK, Danenberg P, et al. Increased p21/WAF-1 and p53 protein levels following sequential three drug combination regimen of fludarabine, cytarabine and docetaxel induces apoptosis in human leukemia cells. Anticancer Res. 1998;18:2327–38.PubMed Avramis VI, Nandy P, Kwock R, Solorzano MM, Mukherjee SK, Danenberg P, et al. Increased p21/WAF-1 and p53 protein levels following sequential three drug combination regimen of fludarabine, cytarabine and docetaxel induces apoptosis in human leukemia cells. Anticancer Res. 1998;18:2327–38.PubMed
26.
go back to reference Moestue SA, Dam CG, Gorad SS, Kristian A, Bofin A, Maelandsmo GM, et al. Metabolic biomarkers for response to PI3K inhibition in basal-like breast cancer. Breast Cancer Res. 2013;15:R16.CrossRefPubMedCentralPubMed Moestue SA, Dam CG, Gorad SS, Kristian A, Bofin A, Maelandsmo GM, et al. Metabolic biomarkers for response to PI3K inhibition in basal-like breast cancer. Breast Cancer Res. 2013;15:R16.CrossRefPubMedCentralPubMed
27.
go back to reference Albright CD, Liu R, Bethea TC, Da Costa KA, Salganik RI, Zeisel SH. Choline deficiency induces apoptosis in SV40-immortalized CWSV-1 rat hepatocytes in culture. FASEB J. 1996;10:510–6.PubMed Albright CD, Liu R, Bethea TC, Da Costa KA, Salganik RI, Zeisel SH. Choline deficiency induces apoptosis in SV40-immortalized CWSV-1 rat hepatocytes in culture. FASEB J. 1996;10:510–6.PubMed
28.
go back to reference Yen CL, Mar MH, Zeisel SH. Choline deficiency-induced apoptosis in PC12 cells is associated with diminished membrane phosphatidylcholine and sphingomyelin, accumulation of ceramide and diacylglycerol, and activation of a caspase. FASEB J. 1999;13:135–42.PubMed Yen CL, Mar MH, Zeisel SH. Choline deficiency-induced apoptosis in PC12 cells is associated with diminished membrane phosphatidylcholine and sphingomyelin, accumulation of ceramide and diacylglycerol, and activation of a caspase. FASEB J. 1999;13:135–42.PubMed
29.
go back to reference Williams SN, Anthony ML, Brindle KM. Induction of apoptosis in two mammalian cell lines results in increased levels of fructose-1,6-bisphosphate and CDP-choline as determined by 31P MRS. Magn Reson Med. 1998;40:411–20.CrossRefPubMed Williams SN, Anthony ML, Brindle KM. Induction of apoptosis in two mammalian cell lines results in increased levels of fructose-1,6-bisphosphate and CDP-choline as determined by 31P MRS. Magn Reson Med. 1998;40:411–20.CrossRefPubMed
30.
go back to reference Nunn AV, Barnard ML, Bhakoo K, Murray J, Chilvers EJ, Bell JD. Characterisation of secondary metabolites associated with neutrophil apoptosis. FEBS Lett. 1996;392:295–8.CrossRefPubMed Nunn AV, Barnard ML, Bhakoo K, Murray J, Chilvers EJ, Bell JD. Characterisation of secondary metabolites associated with neutrophil apoptosis. FEBS Lett. 1996;392:295–8.CrossRefPubMed
31.
go back to reference Valonen PK, Griffin JL, Lehtimaki KK, Liimatainen T, Nicholson JK, Grohn OH, et al. High-resolution magic-angle-spinning 1H NMR spectroscopy reveals different responses in choline-containing metabolites upon gene therapy-induced programmed cell death in rat brain glioma. NMR Biomed. 2005;18:252–9.CrossRefPubMed Valonen PK, Griffin JL, Lehtimaki KK, Liimatainen T, Nicholson JK, Grohn OH, et al. High-resolution magic-angle-spinning 1H NMR spectroscopy reveals different responses in choline-containing metabolites upon gene therapy-induced programmed cell death in rat brain glioma. NMR Biomed. 2005;18:252–9.CrossRefPubMed
32.
go back to reference Bolden JE, Shi W, Jankowski K, Kan CY, Cluse L, Martin BP, et al. HDAC inhibitors induce tumor-cell-selective pro-apoptotic transcriptional responses. Cell Death Dis. 2013;4:e519.CrossRefPubMedCentralPubMed Bolden JE, Shi W, Jankowski K, Kan CY, Cluse L, Martin BP, et al. HDAC inhibitors induce tumor-cell-selective pro-apoptotic transcriptional responses. Cell Death Dis. 2013;4:e519.CrossRefPubMedCentralPubMed
33.
go back to reference Beloueche-Babari M, Arunan V, Troy H, te Poele RH, te Fong AC, Jackson LE, et al. Histone deacetylase inhibition increases levels of choline kinase alpha and phosphocholine facilitating noninvasive imaging in human cancers. Cancer Res. 2012;72:990–1000.CrossRefPubMedCentralPubMed Beloueche-Babari M, Arunan V, Troy H, te Poele RH, te Fong AC, Jackson LE, et al. Histone deacetylase inhibition increases levels of choline kinase alpha and phosphocholine facilitating noninvasive imaging in human cancers. Cancer Res. 2012;72:990–1000.CrossRefPubMedCentralPubMed
34.
go back to reference Morse DL, Raghunand N, Sadarangani P, Murthi S, Job C, Day S, et al. Response of choline metabolites to docetaxel therapy is quantified in vivo by localized (31)P MRS of human breast cancer xenografts and in vitro by high-resolution (31)P NMR spectroscopy of cell extracts. Magn Reson Med. 2007;58:270–80.CrossRefPubMed Morse DL, Raghunand N, Sadarangani P, Murthi S, Job C, Day S, et al. Response of choline metabolites to docetaxel therapy is quantified in vivo by localized (31)P MRS of human breast cancer xenografts and in vitro by high-resolution (31)P NMR spectroscopy of cell extracts. Magn Reson Med. 2007;58:270–80.CrossRefPubMed
35.
go back to reference Baek HM, Chen JH, Nie K, Yu HJ, Bahri S, Mehta RS, et al. Predicting pathologic response to neoadjuvant chemotherapy in breast cancer by using MR imaging and quantitative 1H MR spectroscopy. Radiology. 2009;251:653–62.CrossRefPubMedCentralPubMed Baek HM, Chen JH, Nie K, Yu HJ, Bahri S, Mehta RS, et al. Predicting pathologic response to neoadjuvant chemotherapy in breast cancer by using MR imaging and quantitative 1H MR spectroscopy. Radiology. 2009;251:653–62.CrossRefPubMedCentralPubMed
36.
go back to reference Jensen LR, Huuse EM, Bathen TF, Goa PE, Bofin AM, Pedersen TB, et al. Assessment of early docetaxel response in an experimental model of human breast cancer using DCE-MRI, ex vivo HR MAS, and in vivo 1H MRS. NMR Biomed. 2010;23:56–65.CrossRefPubMed Jensen LR, Huuse EM, Bathen TF, Goa PE, Bofin AM, Pedersen TB, et al. Assessment of early docetaxel response in an experimental model of human breast cancer using DCE-MRI, ex vivo HR MAS, and in vivo 1H MRS. NMR Biomed. 2010;23:56–65.CrossRefPubMed
37.
go back to reference Meisamy S, Bolan PJ, Baker EH, Bliss RL, Gulbahce E, Everson LI, et al. Neoadjuvant chemotherapy of locally advanced breast cancer: predicting response with in vivo (1)H MR spectroscopy–a pilot study at 4 T. Radiology. 2004;233:424–31.CrossRefPubMed Meisamy S, Bolan PJ, Baker EH, Bliss RL, Gulbahce E, Everson LI, et al. Neoadjuvant chemotherapy of locally advanced breast cancer: predicting response with in vivo (1)H MR spectroscopy–a pilot study at 4 T. Radiology. 2004;233:424–31.CrossRefPubMed
38.
go back to reference Beloueche-Babari M, Chung YL, Al-Saffar NM, Falck-Miniotis M, Leach MO. Metabolic assessment of the action of targeted cancer therapeutics using magnetic resonance spectroscopy. Br J Cancer. 2010;102:1–7.CrossRefPubMedCentralPubMed Beloueche-Babari M, Chung YL, Al-Saffar NM, Falck-Miniotis M, Leach MO. Metabolic assessment of the action of targeted cancer therapeutics using magnetic resonance spectroscopy. Br J Cancer. 2010;102:1–7.CrossRefPubMedCentralPubMed
39.
go back to reference Ward CS, Eriksson P, Izquierdo-Garcia JL, Brandes AH, Ronen SM. HDAC inhibition induces increased choline uptake and elevated phosphocholine levels in MCF7 breast cancer cells. PLoS One. 2013;8:e62610.CrossRefPubMedCentralPubMed Ward CS, Eriksson P, Izquierdo-Garcia JL, Brandes AH, Ronen SM. HDAC inhibition induces increased choline uptake and elevated phosphocholine levels in MCF7 breast cancer cells. PLoS One. 2013;8:e62610.CrossRefPubMedCentralPubMed
40.
go back to reference Hernandez-Vargas H, Palacios J, Moreno-Bueno G. Molecular profiling of docetaxel cytotoxicity in breast cancer cells: uncoupling of aberrant mitosis and apoptosis. Oncogene. 2007;26:2902–13.CrossRefPubMed Hernandez-Vargas H, Palacios J, Moreno-Bueno G. Molecular profiling of docetaxel cytotoxicity in breast cancer cells: uncoupling of aberrant mitosis and apoptosis. Oncogene. 2007;26:2902–13.CrossRefPubMed
41.
go back to reference Vettukattil R, Gulati M, Sjobakk TE, Jakola AS, Kvernmo NA, Torp SH, et al. Differentiating diffuse World Health Organization grade II and IV astrocytomas with ex vivo magnetic resonance spectroscopy. Neurosurgery. 2013;72:186–95. discussion 195.CrossRefPubMed Vettukattil R, Gulati M, Sjobakk TE, Jakola AS, Kvernmo NA, Torp SH, et al. Differentiating diffuse World Health Organization grade II and IV astrocytomas with ex vivo magnetic resonance spectroscopy. Neurosurgery. 2013;72:186–95. discussion 195.CrossRefPubMed
42.
go back to reference Gabriel K. The biplot graphic display of matrices with application to principal component analysis. Biometrika. 1971;58:453–67.CrossRef Gabriel K. The biplot graphic display of matrices with application to principal component analysis. Biometrika. 1971;58:453–67.CrossRef
Metadata
Title
Increased levels of choline metabolites are an early marker of docetaxel treatment response in BRCA1-mutated mouse mammary tumors: an assessment by ex vivo proton magnetic resonance spectroscopy
Authors
Jack JA van Asten
Riyas Vettukattil
Tessa Buckle
Sven Rottenberg
Fijs van Leeuwen
Tone F Bathen
Arend Heerschap
Publication date
01-12-2015
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2015
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/s12967-015-0458-4

Other articles of this Issue 1/2015

Journal of Translational Medicine 1/2015 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.