Metabolic Response to Everolimus in Patient-Derived Triple Negative Breast Cancer Xenografts

被引:18
作者
Euceda, Leslie R. [1 ]
Hill, Deborah K. [1 ,2 ]
Stokke, Endre [1 ]
Hatem, Rana [3 ,4 ]
El Botty, Rania [5 ]
Bieche, Ivan [3 ,5 ,6 ]
Marangoni, Elisabetta
Bathen, Tone F. [1 ]
Moestue, Siver A. [1 ,7 ]
机构
[1] Norwegian Univ Sci & Technol, NTNU, Dept Circulat & Med Imaging, N-7489 Trondheim, Norway
[2] St Olays Univ Hosp, Dept Radiol, N-7030 Trondheim, Norway
[3] PSL Res Univ, Inst Curie, Dept Genet, Paris 05, France
[4] Aleppo Univ, Fac Pharm, Aleppo 3355, Syria
[5] PSL Res Univ, Inst Curie, Translat Res Dept, Paris 05, France
[6] Univ Paris 05, EA7331, Paris 06, France
[7] Norwegian Univ Sci & Technol, NTNU, Dept Lab Med Childrens & Womens Hlth, N-7489 Trondheim, Norway
关键词
everolimus; HR MAS MRS; metabolomics; mTOR; PI3K pathway; triple-negative breast cancer; MAS MR SPECTROSCOPY; NEOADJUVANT CHEMOTHERAPY; BASAL; TRANSFORMATION; ACTIVATION; PHENOTYPE; SURVIVAL; PATHWAY; TOOL;
D O I
10.1021/acs.jproteome.6b00918
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Patients with triple-negative breast cancer (TNBC) are unresponsive to endocrine and anti-HER2 pharmacotherapy, limiting their therapeutic options to chemotherapy. TNBC is frequently associated with abnormalities in the PI3K/AKT/mTOR signaling pathway; drugs targeting this pathway are currently being evaluated in these patients. However, the response is variable, partly due to heterogeneity within TNBC, conferring a need to identify biomarkers predicting response and resistance to targeted therapy. In this study, we used a metabolomics approach to assess response to the mTOR inhibitor everolimus in a panel of TNBC patient-derived xenografts (PDX) (n = 103 animals). Tumor metabolic profiles were acquired using high resolution magic angle spinning magnetic resonance spectroscopy. Partial least squares -discriminant analysis on relative metabolite concentrations discriminated treated xenografts from untreated controls with an accuracy of 67% (p = 0.003). Multilevel linear mixed-effects models (LMM) indicated reduced glycolytic lactate production and glutaminolysis after treatment, consistent with PI3K/AKT/mTOR pathway inhibition. Although inherent metabolic heterogeneity between different PDX models seemed to hinder prediction of treatment response, the metabolic effects following treatment were more pronounced in responding xenografts compared to nonresponders. Additionally, the metabolic information predicted p53 mutation status, which may provide complementary insight into the interplay between PI3K signaling and other drivers of disease progression.
引用
收藏
页码:1868 / 1879
页数:12
相关论文
共 55 条
[1]  
Aboagye EO, 1999, CANCER RES, V59, P80
[2]   Everolimus for women with trastuzumab-resistant, HER2-positive, advanced breast cancer (BOLERO-3): a randomised, double-blind, placebo-controlled phase 3 trial [J].
Andre, Fabrice ;
O'Regan, Ruth ;
Ozguroglu, Mustafa ;
Toi, Masakazu ;
Xu, Binghe ;
Jerusalem, Guy ;
Masuda, Norikazu ;
Wilks, Sharon ;
Arena, Francis ;
Isaacs, Claudine ;
Yap, Yoon-Sim ;
Papai, Zsuzsanna ;
Lang, Istvan ;
Armstrong, Anne ;
Lerzo, Guillermo ;
White, Michelle ;
Shen, Kunwei ;
Litton, Jennifer ;
Chen, David ;
Zhang, Yufen ;
Ali, Shyanne ;
Taran, Tetiana ;
Gianni, Luca .
LANCET ONCOLOGY, 2014, 15 (06) :580-591
[3]  
[Anonymous], 2011, GLOB CANC FACTS FIG, V2nd
[4]   Everolimus in Postmenopausal Hormone-Receptor-Positive Advanced Breast Cancer [J].
Baselga, Jose ;
Campone, Mario ;
Piccart, Martine ;
Burris, Howard A., III ;
Rugo, Hope S. ;
Sahmoud, Tarek ;
Noguchi, Shinzaburo ;
Gnant, Michael ;
Pritchard, Kathleen I. ;
Lebrun, Fabienne ;
Beck, J. Thaddeus ;
Ito, Yoshinori ;
Yardley, Denise ;
Deleu, Ines ;
Perez, Alejandra ;
Bachelot, Thomas ;
Vittori, Luc ;
Xu, Zhiying ;
Mukhopadhyay, Pabak ;
Lebwohl, David ;
Hortobagyi, Gabriel N. .
NEW ENGLAND JOURNAL OF MEDICINE, 2012, 366 (06) :520-529
[5]   Feasibility of MR Metabolomics for Immediate Analysis of Resection Margins during Breast Cancer Surgery [J].
Bathen, Tone F. ;
Geurts, Brigitte ;
Sitter, Beathe ;
Fjosne, Hans E. ;
Lundgren, Steinar ;
Buydens, Lutgarde M. ;
Gribbestad, Ingrid S. ;
Postma, Geert ;
Giskeodegard, Guro F. .
PLOS ONE, 2013, 8 (04)
[6]   Magnetic Resonance Metabolomics of Intact Tissue: A Biotechnological Tool in Cancer Diagnostics and Treatment Evaluation [J].
Bathen, Tone F. ;
Sitter, Beathe ;
Sjobakk, Torill E. ;
Tessem, May-Britt ;
Gribbestad, Ingrid S. .
CANCER RESEARCH, 2010, 70 (17) :6692-6696
[7]   How basal are triple-negative breast cancers? [J].
Bertucci, Francois ;
Finetti, Pascal ;
Cervera, Nathalie ;
Esterni, Benjamin ;
Hermitte, Fabienne ;
Viens, Patrice ;
Birnbaum, Daniel .
INTERNATIONAL JOURNAL OF CANCER, 2008, 123 (01) :236-240
[8]   New approaches for imaging tumour responses to treatment [J].
Brindle, Kevin .
NATURE REVIEWS CANCER, 2008, 8 (02) :94-107
[9]   Metabolic characterization of triple negative breast cancer [J].
Cao, Maria D. ;
Lamichhane, Santosh ;
Lundgren, Steinar ;
Bofin, Anna ;
Fjosne, Hans ;
Giskeodegard, Guro F. ;
Bathen, Tone F. .
BMC CANCER, 2014, 14
[10]   Prognostic value of metabolic response in breast cancer patients receiving neoadjuvant chemotherapy [J].
Cao, Maria D. ;
Giskeodegard, Guro F. ;
Bathen, Tone F. ;
Sitter, Beathe ;
Bofin, Anna ;
Lonning, Per E. ;
Lundgren, Steinar ;
Gribbestad, Ingrid S. .
BMC CANCER, 2012, 12