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D’Amora P, Silva IDCG, Evans SS, Nagourney AJ, Kirby KA, Herrmann B, Cavalheiro D, Francisco FR, Bernard PJ, Nagourney RA. Diagnostic and Prognostic Performance of Metabolic Signatures in Pancreatic Ductal Adenocarcinoma: The Clinical Application of Quantitative NextGen Mass Spectrometry. Metabolites 2024; 14:148. [PMID: 38535308 PMCID: PMC10972340 DOI: 10.3390/metabo14030148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 02/20/2024] [Accepted: 02/27/2024] [Indexed: 10/24/2024] Open
Abstract
With 64,050 new diagnoses and 50,550 deaths in the US in 2023, pancreatic ductal adenocarcinoma (PDAC) is among the most lethal of all human malignancies. Early detection and improved prognostication remain critical unmet needs. We applied next-generation metabolomics, using quantitative tandem mass spectrometry on plasma, to develop biochemical signatures that identify PDAC. We first compared plasma from 10 PDAC patients to 169 samples from healthy controls. Using metabolomic algorithms and machine learning, we identified ratios that incorporate amino acids, biogenic amines, lysophosphatidylcholines, phosphatidylcholines and acylcarnitines that distinguished PDAC from normal controls. A confirmatory analysis then applied the algorithms to 30 PDACs compared with 60 age- and sex-matched controls. Metabolic signatures were then analyzed to compare survival, measured in months, from date of diagnosis to date of death that identified metabolite ratios that stratified PDACs into distinct survival groups. The results suggest that metabolic signatures could provide PDAC diagnoses earlier than tumor markers or radiographic measures and offer insights into disease severity that could allow more judicious use of therapy by stratifying patients into metabolic-risk subgroups.
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Affiliation(s)
- Paulo D’Amora
- Metabolomycs, Inc., 750 E. 29th Street, Long Beach, CA 90806, USA; (P.D.); (I.D.C.G.S.); (S.S.E.); (P.J.B.)
- Nagourney Cancer Institute, 750 E. 29th Street, Long Beach, CA 90806, USA; (A.J.N.); (B.H.); (D.C.); (F.R.F.)
- Gynecology Department, School of Medicine of the Federal University of São Paulo (EPM-UNIFESP), Rua Pedro de Toledo 781—4th Floor, São Paulo 04039-032, SP, Brazil
| | - Ismael D. C. G. Silva
- Metabolomycs, Inc., 750 E. 29th Street, Long Beach, CA 90806, USA; (P.D.); (I.D.C.G.S.); (S.S.E.); (P.J.B.)
- Gynecology Department, School of Medicine of the Federal University of São Paulo (EPM-UNIFESP), Rua Pedro de Toledo 781—4th Floor, São Paulo 04039-032, SP, Brazil
| | - Steven S. Evans
- Metabolomycs, Inc., 750 E. 29th Street, Long Beach, CA 90806, USA; (P.D.); (I.D.C.G.S.); (S.S.E.); (P.J.B.)
- Nagourney Cancer Institute, 750 E. 29th Street, Long Beach, CA 90806, USA; (A.J.N.); (B.H.); (D.C.); (F.R.F.)
| | - Adam J. Nagourney
- Nagourney Cancer Institute, 750 E. 29th Street, Long Beach, CA 90806, USA; (A.J.N.); (B.H.); (D.C.); (F.R.F.)
| | - Katharine A. Kirby
- Center for Statistical Consulting, Department of Statistics, University of California Irvine, (UC Irvine), 843 Health Science Rd., Irvine, CA 92697, USA;
| | - Brett Herrmann
- Nagourney Cancer Institute, 750 E. 29th Street, Long Beach, CA 90806, USA; (A.J.N.); (B.H.); (D.C.); (F.R.F.)
| | - Daniela Cavalheiro
- Nagourney Cancer Institute, 750 E. 29th Street, Long Beach, CA 90806, USA; (A.J.N.); (B.H.); (D.C.); (F.R.F.)
| | - Federico R. Francisco
- Nagourney Cancer Institute, 750 E. 29th Street, Long Beach, CA 90806, USA; (A.J.N.); (B.H.); (D.C.); (F.R.F.)
| | - Paula J. Bernard
- Metabolomycs, Inc., 750 E. 29th Street, Long Beach, CA 90806, USA; (P.D.); (I.D.C.G.S.); (S.S.E.); (P.J.B.)
- Nagourney Cancer Institute, 750 E. 29th Street, Long Beach, CA 90806, USA; (A.J.N.); (B.H.); (D.C.); (F.R.F.)
| | - Robert A. Nagourney
- Metabolomycs, Inc., 750 E. 29th Street, Long Beach, CA 90806, USA; (P.D.); (I.D.C.G.S.); (S.S.E.); (P.J.B.)
- Nagourney Cancer Institute, 750 E. 29th Street, Long Beach, CA 90806, USA; (A.J.N.); (B.H.); (D.C.); (F.R.F.)
- Department of Obstetrics and Gynecology, University of California Irvine (UC Irvine), 101 The City Dr S, Orange, CA 92868, USA
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Jerves T, Blau N, Ferreira CR. Clinical and biochemical footprints of inherited metabolic diseases. VIII. Neoplasias. Mol Genet Metab 2022; 136:118-124. [PMID: 35422340 PMCID: PMC9189061 DOI: 10.1016/j.ymgme.2022.03.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 03/23/2022] [Accepted: 03/24/2022] [Indexed: 12/21/2022]
Abstract
Cancer, caused by multiple cumulative pathogenic variants in tumor suppressor genes and proto-oncogenes, is a leading cause of mortality worldwide. The uncontrolled and rapid cell growth of the tumors requires a reprogramming of the complex cellular metabolic network to favor anabolism. Adequate management and treatment of certain inherited metabolic diseases might prevent the development of certain neoplasias, such as hepatocellular carcinoma in tyrosinemia type 1 or hepatocellular adenomas in glycogen storage disorder type 1a. We reviewed and updated the list of known metabolic etiologies associated with various types of benign and malignant neoplasias, finding 64 relevant inborn errors of metabolism. This is the eighth article of the series attempting to create a comprehensive list of clinical and metabolic differential diagnosis by system involvement.
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Affiliation(s)
- Teodoro Jerves
- National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
| | - Nenad Blau
- Division of Metabolism, University Children's Hospital, Zürich, Switzerland.
| | - Carlos R Ferreira
- National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.
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D'Amora P, Silva IDCG, Tewari KS, Bristow RE, Cappuccini F, Evans SS, Salzgeber MB, Addis-Bernard PJ, Palma AM, Marchioni DML, Carioca AAF, Penner KR, Alldredge J, Longoria T, Nagourney RA. Platinum resistance in gynecologic malignancies: Response, disease free and overall survival are predicted by biochemical signature: A metabolomic analysis. Gynecol Oncol 2021; 163:162-170. [PMID: 34446269 DOI: 10.1016/j.ygyno.2021.08.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Revised: 07/22/2021] [Accepted: 08/01/2021] [Indexed: 11/17/2022]
Abstract
OBJECTIVE Platinum resistance, defined as the lack of response or relapse within six months of platinum-based chemotherapy, is an important determinant of survival in gynecologic cancer. We used quantitative Mass Spectrometry to identify metabolic signatures that predict platinum resistance in patients receiving chemotherapy for gynecologic cancers. METHODS In this study 47 patients with adenocarcinoma of the ovary or uterus who were candidates for carboplatin plus paclitaxel submitted blood for quantitation of metabolites and surgical specimens for the isolation 3-dimensional organoids used to measure individual patient platinum resistance, ex vivo. Results were correlated with response, time to progression and survival. RESULTS Of 47 patients, 27 (64.3%) achieved complete remission with a mean time to progression of 1.9 years (± 1.5), disease-free survival of 1.7 years (± 1.4) and overall survival of 2.6 years (± 1.6) and a mean cisplatin lethal concentration 50% (LC50) = 1.15 μg/ml (range 0.4-3.1). Cisplatin LC50's correlated with a non-significant decrease in complete remission (RR [95% CI] =0.76 [0.46-1.27]), diminished disease-free survival (median: 1.15 vs. 2.99 years, p = 0.038) and with biochemical signatures of 186 metabolites. Receiver operating curves (ROC) of lipid ratios, branched chain amino acids and the tryptophan to kynurenine ratio identified patients at the highest risk of relapse and death (AUC = 0.933) with a sensitivity of 92.0% and specificity of 86.0% (p < 0.001). CONCLUSIONS Metabolic signatures in gynecologic cancer identify patients at the highest risk of relapse and death offering new diagnostic and prognostic tools for management of the advanced gynecologic tumors.
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Affiliation(s)
- Paulo D'Amora
- Molecular Gynecology and Metabolomics Lab, Gynecology Department, College of Medicine of the Federal University of São Paulo (EPM-UNIFESP), Rua Pedro de Toledo, 781 - 4o. andar frente, 04039-032 São Paulo, SP, Brazil; Nagourney Cancer Institute, 750 East 29th Street, 90806 Long Beach, CA, USA; Metabolomycs, Inc., 750 East 29th Street, 90806 Long Beach, CA, USA.
| | - Ismael Dale C G Silva
- Molecular Gynecology and Metabolomics Lab, Gynecology Department, College of Medicine of the Federal University of São Paulo (EPM-UNIFESP), Rua Pedro de Toledo, 781 - 4o. andar frente, 04039-032 São Paulo, SP, Brazil; Metabolomycs, Inc., 750 East 29th Street, 90806 Long Beach, CA, USA
| | - Krishnansu S Tewari
- Memorial Medical Center of Long Beach, Todd Cancer Institute, 2810 Long Beach Blvd, Long Beach 90806, CA, USA; Department of Obstetrics and Gynecology, University of California Irvine (UCI) School of Medicine, 101 The City Drive South, Orange 92868, CA, USA
| | - Robert E Bristow
- Memorial Medical Center of Long Beach, Todd Cancer Institute, 2810 Long Beach Blvd, Long Beach 90806, CA, USA; Department of Obstetrics and Gynecology, University of California Irvine (UCI) School of Medicine, 101 The City Drive South, Orange 92868, CA, USA
| | - Fabio Cappuccini
- Memorial Medical Center of Long Beach, Todd Cancer Institute, 2810 Long Beach Blvd, Long Beach 90806, CA, USA; Department of Obstetrics and Gynecology, University of California Irvine (UCI) School of Medicine, 101 The City Drive South, Orange 92868, CA, USA
| | - Steven S Evans
- Nagourney Cancer Institute, 750 East 29th Street, 90806 Long Beach, CA, USA; Metabolomycs, Inc., 750 East 29th Street, 90806 Long Beach, CA, USA
| | - Marcia B Salzgeber
- Molecular Gynecology and Metabolomics Lab, Gynecology Department, College of Medicine of the Federal University of São Paulo (EPM-UNIFESP), Rua Pedro de Toledo, 781 - 4o. andar frente, 04039-032 São Paulo, SP, Brazil
| | | | - Anton M Palma
- Institute for Clinical and Translational Science (ICTS), University of California Irvine (UCI), 843 Health Science Rd, Irvine 92697, CA, USA
| | - Dirce M L Marchioni
- Nutrition Department, School of Public Health, University of São Paulo School of Medicine (FMUSP), Av. Dr Arnaldo 715, 01246-904 São Paulo, SP, Brazil
| | - Antonio A F Carioca
- Nutrition Department, University of Fortaleza (UNIFOR), Av. Washington Soares, 1321, 60811-905 Fortaleza, CE, Brazil
| | - Kristine R Penner
- Kaiser Permanente South Bay Medical Center, 25825 S Vermont Ave, Harbor City 90710, CA, USA
| | - Jill Alldredge
- UCHealth Cancer Care - Anschutz Medical Campus, University of Colorado Cancer Center, 1665 Aurora Court, Aurora 80045, CO, USA
| | - Teresa Longoria
- Scripps Clinic John R. Anderson V Medical Pavilion, 9898 Genesee Ave, La Jolla 92037, CA, USA
| | - Robert A Nagourney
- Nagourney Cancer Institute, 750 East 29th Street, 90806 Long Beach, CA, USA; Metabolomycs, Inc., 750 East 29th Street, 90806 Long Beach, CA, USA; Memorial Medical Center of Long Beach, Todd Cancer Institute, 2810 Long Beach Blvd, Long Beach 90806, CA, USA; Department of Obstetrics and Gynecology, University of California Irvine (UCI) School of Medicine, 101 The City Drive South, Orange 92868, CA, USA
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da Silva IDCG, Marchioni DML, Carioca AAF, Bueno V, Colleoni GWB. May critical molecular cross-talk between indoleamine 2,3-dioxygenase (IDO) and arginase during human aging be targets for immunosenescence control? Immun Ageing 2021; 18:33. [PMID: 34389039 PMCID: PMC8361614 DOI: 10.1186/s12979-021-00244-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 08/02/2021] [Indexed: 02/04/2023]
Abstract
BACKGROUND This study aimed to identify novel plasma metabolic signatures with possible clinical relevance during the aging process. A biochemical quantitative phenotyping platform, based on targeted electrospray ionization tandem mass spectrometry technology, was used for the identification of any eventual perturbed biochemical pathway by the aging process in prospectively collected peripheral blood plasma from 166 individuals representing the population of São Paulo city, Brazil. RESULTS Indoleamine 2,3-dioxygenase (IDO) activity (Kyn/Trp) was significantly elevated with age, and among metabolites most associated with elevations in IDO, one of the strongest correlations was with arginase (Orn/Arg), which could also facilitate the senescence process of the immune system. Hyperactivity of IDO was also found to correlate with increased blood concentrations of medium-chain acylcarnitines, suggesting that deficiencies in beta-oxidation may also be involved in the immunosenescence process. Finally, our study provided evidence that the systemic methylation status was significantly increased and positively correlated to IDO activity. CONCLUSIONS In the present article, besides identifying elevated IDO activity exhibiting striking parallel association with the aging process, we additionally identified increased arginase activity as an underlying biochemical disturbance closely following elevations in IDO. Our findings support interventions to reduce IDO or arginase activities in an attempt to preserve the functionality of the immune system, including modulation of myeloid-derived suppressor cells (MDSCs), T cells, macrophages, and dendritic cells' function, in old individuals/patients.
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Affiliation(s)
| | - Dirce Maria Lobo Marchioni
- Nutrition Department, School of Public Health, University of São Paulo School of Medicine (FMUSP), São Paulo, Brazil
| | - Antonio Augusto Ferreira Carioca
- Nutrition Department, School of Public Health, University of São Paulo School of Medicine (FMUSP), São Paulo, Brazil
- Nutrition Department, Universidade de Fortaleza (UNIFOR), Fortaleza, Brazil
| | - Valquiria Bueno
- Department of Microbiology, Immunology and Parasitology, Escola Paulista de Medicina, Federal University of São Paulo, São Paulo, Brazil
| | - Gisele Wally Braga Colleoni
- Department of Clinical and Experimental Oncology, Escola Paulista de Medicina, Federal University of São Paulo, São Paulo, Brazil.
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da Silva IDCG, de Castro Levatti EV, Pedroso AP, Marchioni DML, Carioca AAF, Colleoni GWB. Biochemical phenotyping of multiple myeloma patients at diagnosis reveals a disorder of mitochondrial complexes I and II and a Hartnup-like disturbance as underlying conditions, also influencing different stages of the disease. Sci Rep 2020; 10:21836. [PMID: 33318510 PMCID: PMC7736334 DOI: 10.1038/s41598-020-75862-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 10/20/2020] [Indexed: 02/08/2023] Open
Abstract
The aim of this study was to identify novel plasma metabolic signatures with possible relevance during multiple myeloma (MM) development and progression. A biochemical quantitative phenotyping platform based on targeted electrospray ionization tandem mass spectrometry technology was used to aid in the identification of any eventual perturbed biochemical pathway in peripheral blood plasma from 36 MM patients and 73 healthy controls. Our results showed that MM cases present an increase in short and medium/long-chain species of acylcarnitines resembling Multiple AcylCoA Dehydrogenase Deficiency (MADD), particularly, associated with MM advanced International Staging System (ISS). Lipids profile showed lower concentrations of phosphatidylcholine (PC), lysophosphatidylcholine (LPC) and sphingomyelins (SM) in the MM patients and its respective ISS groups. MM cases were accompanied by a drop in the concentration of essential amino acids, especially tryptophan, with a significant inverse correlation between the progressive drop in tryptophan with the elevation of β2-microglobulin, with the increase in systemic methylation levels (Symmetric Arginine Dimethylation, SDMA) and with the accumulation of esterified carnitines in relation to free carnitine (AcylC/C0). Serotonin was significantly elevated in cases of MM, without a clear association with ISS. Kynurenine/tryptophan ratio demonstrates that the activity of dioxigenases is even higher in the cases classified as ISS 3. In conclusion, our study showed that MM patients at diagnosis showed metabolic disorders resembling both mitochondrial complexes I and II and Hartnup-like disturbances as underlying conditions, also influencing different stages of the disease.
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Affiliation(s)
| | | | - Amanda Paula Pedroso
- Departament of Physiology, Paulista School of Medicine, Federal University of São Paulo, São Paulo, Brazil
| | | | - Antonio Augusto Ferreira Carioca
- Nutrition Department, School of Public Health, University of São Paulo (MUSP), São Paulo, Brazil.,Nutrition Department, University of Fortaleza (UNIFOR), Fortaleza, Brazil
| | - Gisele Wally Braga Colleoni
- Department of Clinical and Experimental Oncology, Paulista School of Medicine, Federal University of São Paulo, São Paulo, Brazil.
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Santos JR, Waitzberg DL, da Silva IDCG, Junior TCT, Barros LRC, Canuto GAB, Faccio AT, Yamaguchi LF, Kato MJ, Tavares MFM, Martinez AC, Logullo ÂF, Torrinhas RSMM, Ravacci G. Distinct pattern of one-carbon metabolism, a nutrient-sensitive pathway, in invasive breast cancer: A metabolomic study. Oncotarget 2020; 11:1637-1652. [PMID: 32405339 PMCID: PMC7210010 DOI: 10.18632/oncotarget.27575] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2019] [Accepted: 04/03/2019] [Indexed: 12/21/2022] Open
Abstract
Altered cell metabolism is a hallmark of cancer and critical for its development. Particularly, activation of one-carbon metabolism in tumor cells can sustain oncogenesis while contributing to epigenetic changes and metabolic adaptation during tumor progression. We assessed whether increased one-carbon metabolism activity is a metabolic feature of invasive ductal carcinoma (IDC). Differences in the metabolic profile between biopsies from IDC (n = 47) and its adjacent tissue (n = 43) and between biopsies from different breast cancer subtypes were assessed by gas spectrometry in targeted (Biocrates Life Science®) and untargeted approaches, respectively. The metabolomics data were statistically treated using MetaboAnalyst 4.0, SIMCA P+ (version 12.01), Statistica 10 software and t test with p < 0.05. The Cancer Genome Atlas breast cancer dataset was also assessed to validate the metabolomic profile of IDC. Our targeted metabolomics analysis showed distinct metabolomics profiles between IDC and adjacent tissue, where IDC displayed a comparative enrichment of metabolites involved in one-carbon metabolism (serine, glycine, threonine, and methionine) and a predicted increase in the activity of pathways that receive and donate carbon units (i.e., folate, methionine, and homocysteine). In addition, the targeted and untargeted metabolomics analyses showed similar metabolomics profiles between breast cancer subtypes. The gene set enrichment analysis identified different transcription-related functions between IDC and non-tumor tissues that involved one-carbon metabolism. Our data suggest that one-carbon metabolism may be a central pathway in IDC and even in general breast tumors, representing a potential target for its treatment and prevention.
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Affiliation(s)
- Jéssica Reis Santos
- Gastroenterology Department, University of São Paulo School of Medicine (FMUSP), São Paulo, Brazil
| | - Dan Linetzky Waitzberg
- Gastroenterology Department, University of São Paulo School of Medicine (FMUSP), São Paulo, Brazil
| | | | - Tharcisio Citrangulo Tortelli Junior
- Centro de Investigação Translacional em Oncologia (LIM24), Departamento de Radiologia e Oncologia, Faculdade de Medicina da Universidade de São Paulo and Instituto do Câncer do Estado de São Paulo, São Paulo, Brazil
| | - Luciana Rodrigues Carvalho Barros
- Centro de Investigação Translacional em Oncologia (LIM24), Departamento de Radiologia e Oncologia, Faculdade de Medicina da Universidade de São Paulo and Instituto do Câncer do Estado de São Paulo, São Paulo, Brazil
| | | | - Andréa Tedesco Faccio
- Departamento de Química Fundamental, Instituto de Química, Universidade de São Paulo, São Paulo, Brazil
| | - Lydia Fumiko Yamaguchi
- Departamento de Química Fundamental, Instituto de Química, Universidade de São Paulo, São Paulo, Brazil
| | - Massuo Jorge Kato
- Departamento de Química Fundamental, Instituto de Química, Universidade de São Paulo, São Paulo, Brazil
| | | | - Ana Cristina Martinez
- Gastroenterology Department, University of São Paulo School of Medicine (FMUSP), São Paulo, Brazil
| | - Ângela Flavia Logullo
- Gynecology Department, College of Medicine of the Federal University of São Paulo (EPM-UNIFESP), São Paulo, Brazil
| | | | - Graziela Ravacci
- Gastroenterology Department, University of São Paulo School of Medicine (FMUSP), São Paulo, Brazil
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Seyfried TN, Mukherjee P, Iyikesici MS, Slocum A, Kalamian M, Spinosa JP, Chinopoulos C. Consideration of Ketogenic Metabolic Therapy as a Complementary or Alternative Approach for Managing Breast Cancer. Front Nutr 2020; 7:21. [PMID: 32219096 PMCID: PMC7078107 DOI: 10.3389/fnut.2020.00021] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 02/21/2020] [Indexed: 12/14/2022] Open
Abstract
Breast cancer remains as a significant cause of morbidity and mortality in women. Ultrastructural and biochemical evidence from breast biopsy tissue and cancer cells shows mitochondrial abnormalities that are incompatible with energy production through oxidative phosphorylation (OxPhos). Consequently, breast cancer, like most cancers, will become more reliant on substrate level phosphorylation (fermentation) than on oxidative phosphorylation (OxPhos) for growth consistent with the mitochondrial metabolic theory of cancer. Glucose and glutamine are the prime fermentable fuels that underlie therapy resistance and drive breast cancer growth through substrate level phosphorylation (SLP) in both the cytoplasm (Warburg effect) and the mitochondria (Q-effect), respectively. Emerging evidence indicates that ketogenic metabolic therapy (KMT) can reduce glucose availability to tumor cells while simultaneously elevating ketone bodies, a non-fermentable metabolic fuel. It is suggested that KMT would be most effective when used together with glutamine targeting. Information is reviewed for suggesting how KMT could reduce systemic inflammation and target tumor cells without causing damage to normal cells. Implementation of KMT in the clinic could improve progression free and overall survival for patients with breast cancer.
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Affiliation(s)
| | - Purna Mukherjee
- Biology Department, Boston College, Chestnut Hill, MA, United States
| | - Mehmet S. Iyikesici
- Medical Oncology, Kemerburgaz University Bahcelievler Medical Park Hospital, Istanbul, Turkey
| | - Abdul Slocum
- Medical Oncology, Chemo Thermia Oncology Center, Istanbul, Turkey
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