Disclosing a metabolic signature of cisplatin resistance in MDA-MB-231 triple-negative breast cancer cells by NMR metabolomics

被引:16
作者
Carneiro, Tatiana J. [1 ,2 ,3 ,4 ]
Carvalho, Ana L. M. Batista [3 ]
Vojtek, Martin [4 ]
Carmo, Ines F. [1 ,2 ]
Marques, Maria Paula M. [3 ,5 ]
Diniz, Carmen [4 ]
Gil, Ana M. [1 ,2 ]
机构
[1] Univ Aveiro, Aveiro Inst Mat, Dept Chem, PL-3810193 Aveiro, Portugal
[2] Univ Aveiro, Aveiro Inst Mat, CICECO, P-3810193 Aveiro, Portugal
[3] Univ Coimbra, Dept Chem, Mol Phys Chem R&D Unit, Coimbra, Portugal
[4] Univ Porto, Fac Pharm, Dept Drug Sci, Lab Pharmacol,LAQV REQUIMTE, Porto, Portugal
[5] Univ Coimbra, Fac Sci & Technol, Dept Life Sci, PL-3000456 Coimbra, Portugal
关键词
Triple negative breast cancer; MDA-MB-231 cell line; Cisplatin resistance; Metabolic profiling; Metabolomics; Nuclear magnetic resonance; NF-KAPPA-B; SIGNALING PATHWAY; ACTIVATION;
D O I
10.1186/s12935-023-03124-0
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
This work compared the metabolic profile of a parental MDA-MB-231 cisplatin-sensitive triple negative breast cancer (TNBC) cell line with that of a derived cisplatin-resistant line, to characterize inherent metabolic adaptations to resistance, as a means for marker and new TNBC therapies discovery. Supported by cytotoxic, microscopic and biochemical characterization of both lines, Nuclear Magnetic Resonance (NMR) metabolomics was employed to characterize cell polar extracts for the two cell lines, as a function of time (0, 24 and 48 h), and identify statistically relevant differences both between sensitive and resistant cells and their time course behavior. Biochemical results revealed a slight increase in activation of the NF-kappa B pathway and a marked decrease of the ERK signaling pathway in resistant cells. This was accompanied by lower glycolytic and glutaminolytic activities, possibly linked to glutamine being required to increase stemness capacity and, hence, higher survival to cisplatin. The TCA cycle dynamics seemed to be time-dependent, with an apparent activation at 48 h preferentially supported by anaplerotic aromatic amino acids, leucine and lysine. A distinct behavior of leucine, compared to the other branched-chain-amino-acids, suggested the importance of the recognized relationship between leucine and in mTOR-mediated autophagy to increase resistance. Suggested markers of MDA-MB-231 TNBC cisplatin-resistance included higher phosphocreatine/creatine ratios, hypotaurine/taurine-mediated antioxidant protective mechanisms, a generalized marked depletion in nucleotides/nucleosides, and a distinctive pattern of choline compounds. Although the putative hypotheses generated here require biological demonstration, they pave the way to the use of metabolites as markers of cisplatin-resistance in TNBC and as guidance to develop therapies.
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页数:17
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共 68 条
[1]   Chemoresistant Cancer Cell Lines Are Characterized by Migratory, Amino Acid Metabolism, Protein Catabolism and IFN1 Signalling Perturbations [J].
Acland, Mitchell ;
Lokman, Noor A. ;
Young, Clifford ;
Anderson, Dovile ;
Condina, Mark ;
Desire, Chris ;
Noye, Tannith M. ;
Wang, Wanqi ;
Ricciardelli, Carmela ;
Creek, Darren J. ;
Oehler, Martin K. ;
Hoffmann, Peter ;
Klingler-Hoffmann, Manuela .
CANCERS, 2022, 14 (11)
[2]   ERK activation modulates invasiveness and Reactive Oxygen Species (ROS) production in triple negative breast cancer cell lines [J].
Acosta-Casique, Adilene ;
Montes-Alvarado, Jose B. ;
Barragan, Minuet ;
Larrauri-Rodriguez, Karen A. ;
Perez-Gonzalez, Andrea ;
Delgado-Magallon, Alam ;
Millan-Perez-Pena, Lourdes ;
Rosas-Murrieta, Nora H. ;
Maycotte, Paola .
CELLULAR SIGNALLING, 2023, 101
[3]   Polyploid giant cancer cells: Unrecognized actuators of tumorigenesis, metastasis, and resistance [J].
Amend, Sarah R. ;
Torga, Gonzalo ;
Lin, Ke-Chih ;
Kostecka, Laurie G. ;
de Marzo, Angelo ;
Austin, Robert H. ;
Pienta, Kenneth J. .
PROSTATE, 2019, 79 (13) :1489-1497
[4]   ERK1/2 phosphorylation predicts survival following anti-PD-1 immunotherapy in recurrent glioblastoma [J].
Arrieta, Victor A. ;
Chen, Andrew X. ;
Kane, J. Robert ;
Kang, Seong Jae ;
Kassab, Cynthia ;
Dmello, Crismita ;
Zhao, Junfei ;
Burdett, Kirsten B. ;
Upadhyayula, Pavan S. ;
Lee-Chang, Catalina ;
Shilati, Joseph ;
Jaishankar, Dinesh ;
Chen, Li ;
Gould, Andrew ;
Zhang, Daniel ;
Yuan, Jinzhou ;
Zhao, Wenting ;
Ling, Xiaoyang ;
Burks, Jared K. ;
Laffleur, Brice ;
Amidei, Christina ;
Bruce, Jeffrey N. ;
Lukas, Rimas, V ;
Yamaguchi, Jonathan T. ;
Cieremans, David ;
Rothschild, Gerson ;
Basu, Uttiya ;
McCord, Matthew ;
Brat, Daniel J. ;
Zhang, Hui ;
Cooper, Lee A. D. ;
Zhang, Bin ;
Sims, Peter ;
Cloughesy, Tim F. ;
Prins, Robert ;
Canoll, Peter ;
Stupp, Roger ;
Heimberger, Amy B. ;
Horbinski, Craig ;
Iwamoto, Fabio M. ;
Rabadan, Raul ;
Sonabend, Adam M. .
NATURE CANCER, 2021, 2 (12) :1372-+
[5]   Development of a novel cell-based, In-Cell Western/ERK assay system for the high-throughput screening of agonists acting on the delta-opioid receptor [J].
Asghar, Junaid ;
Latif, Liaque ;
Alexander, Stephen P. H. ;
Kendall, David A. .
FRONTIERS IN PHARMACOLOGY, 2022, 13
[6]   Triple-negative breast cancer therapeutic resistance: Where is the Achilles' heel? [J].
Bai, Xupeng ;
Ni, Jie ;
Beretov, Julia ;
Graham, Peter ;
Li, Yong .
CANCER LETTERS, 2021, 497 :100-111
[7]   The Complex Dynamic of Phase I Drug Metabolism in the Early Stages of Doxorubicin Resistance in Breast Cancer Cells [J].
Barata, Isabel S. ;
Gomes, Bruno C. ;
Rodrigues, Antonio S. ;
Rueff, Jose ;
Kranendonk, Michel ;
Esteves, Francisco .
GENES, 2022, 13 (11)
[8]   Inhibition of O-GlcNAc transferase activates tumor-suppressor gene expression in tamoxifen-resistant breast cancer cells [J].
Barkovskaya, Anna ;
Seip, Kotryna ;
Prasmickaite, Lina ;
Mills, Ian G. ;
Moestue, Siver A. ;
Itkonen, Harri M. .
SCIENTIFIC REPORTS, 2020, 10 (01)
[9]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[10]   Effect size estimation: Methods and examples [J].
Berben, Lut ;
Sereika, Susan M. ;
Engberg, Sandra .
INTERNATIONAL JOURNAL OF NURSING STUDIES, 2012, 49 (08) :1039-1047