1
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Sunassee ED, Deutsch RJ, D’Agostino VW, Castellano-Escuder P, Siebeneck EA, Ilkayeva O, Crouch BT, Madonna MC, Everitt J, Alvarez JV, Palmer GM, Hirschey MD, Ramanujam N. Optical imaging reveals chemotherapy-induced metabolic reprogramming of residual disease and recurrence. SCIENCE ADVANCES 2024; 10:eadj7540. [PMID: 38579004 PMCID: PMC10997195 DOI: 10.1126/sciadv.adj7540] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 03/04/2024] [Indexed: 04/07/2024]
Abstract
Fewer than 20% of triple-negative breast cancer patients experience long-term responses to mainstay chemotherapy. Resistant tumor subpopulations use alternative metabolic pathways to escape therapy, survive, and eventually recur. Here, we show in vivo, longitudinal metabolic reprogramming in residual disease and recurrence of triple-negative breast cancer xenografts with varying sensitivities to the chemotherapeutic drug paclitaxel. Optical imaging coupled with metabolomics reported an increase in non-glucose-driven mitochondrial metabolism and an increase in intratumoral metabolic heterogeneity during regression and residual disease in resistant MDA-MB-231 tumors. Conversely, sensitive HCC-1806 tumors were primarily reliant on glucose uptake and minimal changes in metabolism or heterogeneity were observed over the tumors' therapeutic life cycles. Further, day-matched resistant HCC-1806 tumors revealed a higher reliance on mitochondrial metabolism and elevated metabolic heterogeneity compared to sensitive HCC-1806 tumors. Together, metabolic flexibility, increased reliance on mitochondrial metabolism, and increased metabolic heterogeneity are defining characteristics of persistent residual disease, features that will inform the appropriate type and timing of therapies.
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Affiliation(s)
| | - Riley J. Deutsch
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | | | - Pol Castellano-Escuder
- Duke Molecular Physiology Institute and Sarah W. Stedman Nutrition and Metabolism Center, Durham, NC, USA
- Department of Pharmacology and Cancer Biology, School of Medicine, Duke University, Durham, NC, USA
- Department of Medicine, Division of Endocrinology, Metabolism, and Nutrition, Duke University Medical Center, Durham, NC, USA
| | | | - Olga Ilkayeva
- Duke Molecular Physiology Institute and Sarah W. Stedman Nutrition and Metabolism Center, Durham, NC, USA
- Department of Medicine, Division of Endocrinology, Metabolism, and Nutrition, Duke University Medical Center, Durham, NC, USA
| | - Brian T. Crouch
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Megan C. Madonna
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
| | - Jeffrey Everitt
- Department of Pathology, School of Medicine, Duke University, Durham, NC, USA
| | - James V. Alvarez
- Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | | | - Matthew D. Hirschey
- Duke Molecular Physiology Institute and Sarah W. Stedman Nutrition and Metabolism Center, Durham, NC, USA
- Department of Pharmacology and Cancer Biology, School of Medicine, Duke University, Durham, NC, USA
- Department of Medicine, Division of Endocrinology, Metabolism, and Nutrition, Duke University Medical Center, Durham, NC, USA
| | - Nirmala Ramanujam
- Department of Biomedical Engineering, Duke University, Durham, NC, USA
- Department of Radiation Oncology, Duke University, Durham, NC, USA
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2
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Pastorino GA, Sheraj I, Huebner K, Ferrero G, Kunze P, Hartmann A, Hampel C, Husnugil HH, Maiuthed A, Gebhart F, Schlattmann F, Gulec Taskiran AE, Oral G, Palmisano R, Pardini B, Naccarati A, Erlenbach-Wuensch K, Banerjee S, Schneider-Stock R. A partial epithelial-mesenchymal transition signature for highly aggressive colorectal cancer cells that survive under nutrient restriction. J Pathol 2024; 262:347-361. [PMID: 38235615 DOI: 10.1002/path.6240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2023] [Revised: 10/12/2023] [Accepted: 11/21/2023] [Indexed: 01/19/2024]
Abstract
Partial epithelial-mesenchymal transition (p-EMT) has recently been identified as a hybrid state consisting of cells with both epithelial and mesenchymal characteristics and is associated with the migration, metastasis, and chemoresistance of cancer cells. Here, we describe the induction of p-EMT in starved colorectal cancer (CRC) cells and identify a p-EMT gene signature that can predict prognosis. Functional characterisation of starvation-induced p-EMT in HCT116, DLD1, and HT29 cells showed changes in proliferation, morphology, and drug sensitivity, supported by in vivo studies using the chorioallantoic membrane model. An EMT-specific quantitative polymerase chain reaction (qPCR) array was used to screen for deregulated genes, leading to the establishment of an in silico gene signature that was correlated with poor disease-free survival in CRC patients along with the CRC consensus molecular subtype CMS4. Among the significantly deregulated p-EMT genes, a triple-gene signature consisting of SERPINE1, SOX10, and epidermal growth factor receptor (EGFR) was identified. Starvation-induced p-EMT was characterised by increased migratory potential and chemoresistance, as well as E-cadherin processing and internalisation. Both gene signature and E-cadherin alterations could be reversed by the proteasomal inhibitor MG132. Spatially resolving EGFR expression with high-resolution immunofluorescence imaging identified a proliferation stop in starved CRC cells caused by EGFR internalisation. In conclusion, we have gained insight into a previously undiscovered EMT mechanism that may become relevant when tumour cells are under nutrient stress, as seen in early stages of metastasis. Targeting this process of tumour cell dissemination might help to prevent EMT and overcome drug resistance. © 2024 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
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Affiliation(s)
- Gil A Pastorino
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Ilir Sheraj
- Department of Biological Sciences, Orta Dogu Teknik Universitesi, Ankara, Turkey
| | - Kerstin Huebner
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Giulio Ferrero
- Department of Clinical and Biological Sciences, University of Turin, Turin, Italy
| | - Philipp Kunze
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Arndt Hartmann
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Chuanpit Hampel
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | | | - Arnatchai Maiuthed
- Department of Pharmacology, Mahidol University, Bangkok, Thailand
- Centre of Biopharmaceutical Science for Healthy Ageing, Faculty of Pharmacy, Mahidol University, Bangkok, Thailand
| | - Florian Gebhart
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Fynn Schlattmann
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Aliye Ezgi Gulec Taskiran
- Department of Biological Sciences, Orta Dogu Teknik Universitesi, Ankara, Turkey
- Department of Molecular Biology and Genetics, Baskent University, Ankara, Turkey
| | - Goksu Oral
- Department of Biological Sciences, Orta Dogu Teknik Universitesi, Ankara, Turkey
| | - Ralph Palmisano
- Optical Imaging Competence Centre FAU OICE, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Barbara Pardini
- Italian Institute for Genomic Medicine (IIGM), c/o FPO-IRCCS Candiolo, Turin, Italy
- Candiolo Cancer Institute, FPO-IRCCS, Turin, Italy
| | - Alessio Naccarati
- Italian Institute for Genomic Medicine (IIGM), c/o FPO-IRCCS Candiolo, Turin, Italy
- Candiolo Cancer Institute, FPO-IRCCS, Turin, Italy
| | - Katharina Erlenbach-Wuensch
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Sreeparna Banerjee
- Department of Biological Sciences, Orta Dogu Teknik Universitesi, Ankara, Turkey
- Cancer Systems Biology Laboratory (CanSyl), Orta Dogu Teknik Universitesi, Ankara, Turkey
| | - Regine Schneider-Stock
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
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3
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Sunassee ED, Jardim-Perassi BV, Madonna MC, Ordway B, Ramanujam N. Metabolic Imaging as a Tool to Characterize Chemoresistance and Guide Therapy in Triple-Negative Breast Cancer (TNBC). Mol Cancer Res 2023; 21:995-1009. [PMID: 37343066 PMCID: PMC10592445 DOI: 10.1158/1541-7786.mcr-22-1004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 04/07/2023] [Accepted: 06/15/2023] [Indexed: 06/23/2023]
Abstract
After an initial response to chemotherapy, tumor relapse is frequent. This event is reflective of both the spatiotemporal heterogeneities of the tumor microenvironment as well as the evolutionary propensity of cancer cell populations to adapt to variable conditions. Because the cause of this adaptation could be genetic or epigenetic, studying phenotypic properties such as tumor metabolism is useful as it reflects molecular, cellular, and tissue-level dynamics. In triple-negative breast cancer (TNBC), the characteristic metabolic phenotype is a highly fermentative state. However, during treatment, the spatial and temporal dynamics of the metabolic landscape are highly unstable, with surviving populations taking on a variety of metabolic states. Thus, longitudinally imaging tumor metabolism provides a promising approach to inform therapeutic strategies, and to monitor treatment responses to understand and mitigate recurrence. Here we summarize some examples of the metabolic plasticity reported in TNBC following chemotherapy and review the current metabolic imaging techniques available in monitoring chemotherapy responses clinically and preclinically. The ensemble of imaging technologies we describe has distinct attributes that make them uniquely suited for a particular length scale, biological model, and/or features that can be captured. We focus on TNBC to highlight the potential of each of these technological advances in understanding evolution-based therapeutic resistance.
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Affiliation(s)
- Enakshi D. Sunassee
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
| | | | - Megan C. Madonna
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
| | - Bryce Ordway
- Department of Cancer Physiology, Moffitt Cancer Center, Tampa, FL 33612, USA
- Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Nirmala Ramanujam
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
- Department of Pharmacology and Cancer Biology, Duke University Medical Center, Durham, NC 27708, USA
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4
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Lin Q, Choyke PL, Sato N. Visualizing vasculature and its response to therapy in the tumor microenvironment. Theranostics 2023; 13:5223-5246. [PMID: 37908739 PMCID: PMC10614675 DOI: 10.7150/thno.84947] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 07/30/2023] [Indexed: 11/02/2023] Open
Abstract
Tumor vasculature plays a critical role in the progression and metastasis of tumors, antitumor immunity, drug delivery, and resistance to therapies. The morphological and functional changes of tumor vasculature in response to therapy take place in a spatiotemporal-dependent manner, which can be predictive of treatment outcomes. Dynamic monitoring of intratumor vasculature contributes to an improved understanding of the mechanisms of action of specific therapies or reasons for treatment failure, leading to therapy optimization. There is a rich history of methods used to image the vasculature. This review describes recent advances in imaging technologies to visualize the tumor vasculature, with a focus on enhanced intravital imaging techniques and tumor window models. We summarize new insights on spatial-temporal vascular responses to various therapies, including changes in vascular perfusion and permeability and immune-vascular crosstalk, obtained from intravital imaging. Finally, we briefly discuss the clinical applications of intravital imaging techniques.
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Affiliation(s)
| | | | - Noriko Sato
- Molecular Imaging Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland
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5
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Yan J, Lima Goncalves CF, Korfhage MO, Hasan MZ, Fan TWM, Wang X, Zhu C. Portable optical spectroscopic assay for non-destructive measurement of key metabolic parameters on in vitro cancer cells and organotypic fresh tumor slices. BIOMEDICAL OPTICS EXPRESS 2023; 14:4065-4079. [PMID: 37799678 PMCID: PMC10549737 DOI: 10.1364/boe.497127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 07/04/2023] [Accepted: 07/05/2023] [Indexed: 10/07/2023]
Abstract
To enable non-destructive metabolic characterizations on in vitro cancer cells and organotypic tumor models for therapeutic studies in an easy-to-access way, we report a highly portable optical spectroscopic assay for simultaneous measurement of glucose uptake and mitochondrial function on various cancer models with high sensitivity. Well-established breast cancer cell lines (MCF-7 and MDA-MB-231) were used to validate the optical spectroscopic assay for metabolic characterizations, while fresh tumor samples harvested from both animals and human cancer patients were used to test the feasibility of our optical metabolic assay for non-destructive measurement of key metabolic parameters on organotypic tumor slices. Our optical metabolic assay captured that MCF-7 cells had higher mitochondrial metabolism, but lower glucose uptake compared to the MDA-MB-231 cells, which is consistent with our microscopy imaging and flow cytometry data, as well as the published Seahorse Assay data. Moreover, we demonstrated that our optical assay could non-destructively measure both glucose uptake and mitochondrial metabolism on the same cancer cell samples at one time, which remains challenging by existing metabolic tools. Our pilot tests on thin fresh tumor slices showed that our optical assay captured increased metabolic activities in tumors compared to normal tissues. Our non-destructive optical metabolic assay provides a cost-effective way for future longitudinal therapeutic studies using patient-derived organotypic fresh tumor slices through the lens of tumor energetics, which will significantly advance translational cancer research.
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Affiliation(s)
- Jing Yan
- Department of Biomedical Engineering,
University of Kentucky, Lexington, KY 40506, USA
| | | | - Madison O. Korfhage
- Department of Biomedical Engineering,
University of Kentucky, Lexington, KY 40506, USA
| | - Md Zahid Hasan
- Department of Biomedical Engineering,
University of Kentucky, Lexington, KY 40506, USA
| | - Teresa W.-M. Fan
- Center for Environmental and Systems Biochemistry, University of Kentucky, Lexington, KY 40536, USA
- Markey Cancer Center, University of Kentucky, Lexington, KY 40536, USA
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY 40536, USA
| | - Xiaoqin Wang
- Department of Radiology, University of Kentucky, Lexington, KY 40536, USA
| | - Caigang Zhu
- Department of Biomedical Engineering,
University of Kentucky, Lexington, KY 40506, USA
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6
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Sporrij A, Choudhuri A, Prasad M, Muhire B, Fast EM, Manning ME, Weiss JD, Koh M, Yang S, Kingston RE, Tolstorukov MY, Clevers H, Zon LI. PGE 2 alters chromatin through H2A.Z-variant enhancer nucleosome modification to promote hematopoietic stem cell fate. Proc Natl Acad Sci U S A 2023; 120:e2220613120. [PMID: 37126722 PMCID: PMC10175842 DOI: 10.1073/pnas.2220613120] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2022] [Accepted: 03/13/2023] [Indexed: 05/03/2023] Open
Abstract
Prostaglandin E2 (PGE2) and 16,16-dimethyl-PGE2 (dmPGE2) are important regulators of hematopoietic stem and progenitor cell (HSPC) fate and offer potential to enhance stem cell therapies [C. Cutler et al. Blood 122, 3074-3081(2013); W. Goessling et al. Cell Stem Cell 8, 445-458 (2011); W. Goessling et al. Cell 136, 1136-1147 (2009)]. Here, we report that PGE2-induced changes in chromatin at enhancer regions through histone-variant H2A.Z permit acute inflammatory gene induction to promote HSPC fate. We found that dmPGE2-inducible enhancers retain MNase-accessible, H2A.Z-variant nucleosomes permissive of CREB transcription factor (TF) binding. CREB binding to enhancer nucleosomes following dmPGE2 stimulation is concomitant with deposition of histone acetyltransferases p300 and Tip60 on chromatin. Subsequent H2A.Z acetylation improves chromatin accessibility at stimuli-responsive enhancers. Our findings support a model where histone-variant nucleosomes retained within inducible enhancers facilitate TF binding. Histone-variant acetylation by TF-associated nucleosome remodelers creates the accessible nucleosome landscape required for immediate enhancer activation and gene induction. Our work provides a mechanism through which inflammatory mediators, such as dmPGE2, lead to acute transcriptional changes and modify HSPC behavior to improve stem cell transplantation.
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Affiliation(s)
- Audrey Sporrij
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA02138
- Stem Cell Program and Division of Hematology/Oncology, Boston Children’s Hospital, Boston, MA02115
| | - Avik Choudhuri
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA02138
- Stem Cell Program and Division of Hematology/Oncology, Boston Children’s Hospital, Boston, MA02115
| | - Meera Prasad
- Stem Cell Program and Division of Hematology/Oncology, Boston Children’s Hospital, Boston, MA02115
| | - Brejnev Muhire
- Department of Molecular Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA02114
| | - Eva M. Fast
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA02138
- Stem Cell Program and Division of Hematology/Oncology, Boston Children’s Hospital, Boston, MA02115
| | - Margot E. Manning
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA02138
- Stem Cell Program and Division of Hematology/Oncology, Boston Children’s Hospital, Boston, MA02115
| | - Jodi D. Weiss
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA02138
- Stem Cell Program and Division of Hematology/Oncology, Boston Children’s Hospital, Boston, MA02115
| | - Michelle Koh
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA02138
- Stem Cell Program and Division of Hematology/Oncology, Boston Children’s Hospital, Boston, MA02115
| | - Song Yang
- Stem Cell Program and Division of Hematology/Oncology, Boston Children’s Hospital, Boston, MA02115
| | - Robert E. Kingston
- Department of Molecular Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA02114
| | | | - Hans Clevers
- Oncode Institute, Hubrecht Institute, Royal Netherlands Academy of Arts and Sciences and University Medical Center Utrecht, Utrecht3584 CT, The Netherlands
- Princess Máxima Center for Pediatric Oncology, Utrecht3584 CS, The Netherlands
| | - Leonard I. Zon
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA02138
- Stem Cell Program and Division of Hematology/Oncology, Boston Children’s Hospital, Boston, MA02115
- HHMI, Harvard Stem Cell Institute, Boston, MA02115
- Harvard Medical School, Harvard Stem Cell Institute, Boston, MA02115
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7
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In vivo metabolic imaging identifies lipid vulnerability in a preclinical model of Her2+/Neu breast cancer residual disease and recurrence. NPJ Breast Cancer 2022; 8:111. [PMID: 36163365 PMCID: PMC9512922 DOI: 10.1038/s41523-022-00481-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Accepted: 09/16/2022] [Indexed: 11/08/2022] Open
Abstract
Recurrent cancer cells that evade therapy is a leading cause of death in breast cancer patients. This risk is high for women showing an overexpression of human epidermal growth factor receptor 2 (Her2). Cells that persist can rely on different substrates for energy production relative to their primary tumor counterpart. Here, we characterize metabolic reprogramming related to tumor dormancy and recurrence in a doxycycline-induced Her2+/Neu model of breast cancer with varying times to recurrence using longitudinal fluorescence microscopy. Glucose uptake (2-NBDG) and mitochondrial membrane potential (TMRE) imaging metabolically phenotype mammary tumors as they transition to regression, dormancy, and recurrence. “Fast-recurrence” tumors (time to recurrence ~55 days), transition from glycolysis to mitochondrial metabolism during regression and this persists upon recurrence. “Slow-recurrence” tumors (time to recurrence ~100 days) rely on both glycolysis and mitochondrial metabolism during recurrence. The increase in mitochondrial activity in fast-recurrence tumors is attributed to a switch from glucose to fatty acids as the primary energy source for mitochondrial metabolism. Consequently, when fast-recurrence tumors receive treatment with a fatty acid inhibitor, Etomoxir, tumors report an increase in glucose uptake and lipid synthesis during regression. Treatment with Etomoxir ultimately prolongs survival. We show that metabolic reprogramming reports on tumor recurrence characteristics, particularly at time points that are essential for actionable targets. The temporal characteristics of metabolic reprogramming will be critical in determining the use of an appropriate timing for potential therapies; namely, the notion that metabolic-targeted inhibition during regression reports long-term therapeutic benefit.
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8
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Deutsch RJ, D’Agostino VW, Sunassee ED, Kwan M, Madonna MC, Palmer G, Crouch BT, Ramanujam N. A Spectroscopic Technique to Simultaneously Characterize Fatty Acid Uptake, Mitochondrial Activity, Vascularity, and Oxygen Saturation for Longitudinal Studies In Vivo. Metabolites 2022; 12:metabo12050369. [PMID: 35629873 PMCID: PMC9143017 DOI: 10.3390/metabo12050369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 04/12/2022] [Accepted: 04/13/2022] [Indexed: 11/16/2022] Open
Abstract
Aggressive breast cancer has been shown to shift its metabolism towards increased lipid catabolism as the primary carbon source for oxidative phosphorylation. In this study, we present a technique to longitudinally monitor lipid metabolism and oxidative phosphorylation in pre-clinical tumor models to investigate the metabolic changes with mammary tissue development and characterize metabolic differences between primary murine breast cancer and normal mammary tissue. We used optical spectroscopy to measure the signal of two simultaneously injected exogenous fluorescent metabolic reporters: TMRE (oxidative phosphorylation surrogate) and Bodipy FL C16 (lipid catabolism surrogate). We leverage an inverse Monte Carlo algorithm to correct for aberrations resulting from tissue optical properties and to extract vascular endpoints relevant to oxidative metabolism, specifically oxygen saturation (SO2) and hemoglobin concentration ([Hb]). We extensively validated our optical method to demonstrate that our two fluorescent metabolic endpoints can be measured without chemical or optical crosstalk and that dual measurements of both fluorophores in vivo faithfully recapitulate the measurements of each fluorophore independently. We then applied our method to track the metabolism of growing 4T1 and 67NR breast tumors and aging mammary tissue, all highly metabolic tissue types. Our results show the changes in metabolism as a function of mammary age and tumor growth, and these changes can be best distinguished through the combination of endpoints measured with our system. Clustering analysis incorporating both Bodipy FL C16 and TMRE endpoints combined with either SO2 or [Hb] proved to be the most effective in minimizing intra-group variance and maximizing inter-group differences. Our platform can be extended to applications in which long-term metabolic flexibility is important to study, for example in tumor regression, recurrence following dormancy, and responses to cancer treatment.
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Affiliation(s)
- Riley J. Deutsch
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA; (R.J.D.); (E.D.S.); (M.C.M.); (B.T.C.); (N.R.)
| | - Victoria W. D’Agostino
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA; (R.J.D.); (E.D.S.); (M.C.M.); (B.T.C.); (N.R.)
- Correspondence:
| | - Enakshi D. Sunassee
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA; (R.J.D.); (E.D.S.); (M.C.M.); (B.T.C.); (N.R.)
| | - Michelle Kwan
- Department of Biology, Duke University, Durham, NC 27708, USA;
| | - Megan C. Madonna
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA; (R.J.D.); (E.D.S.); (M.C.M.); (B.T.C.); (N.R.)
| | - Gregory Palmer
- Department of Radiation Oncology, Duke University, Durham, NC 27708, USA;
| | - Brian T. Crouch
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA; (R.J.D.); (E.D.S.); (M.C.M.); (B.T.C.); (N.R.)
| | - Nimmi Ramanujam
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA; (R.J.D.); (E.D.S.); (M.C.M.); (B.T.C.); (N.R.)
- Department of Pharmacology and Cancer Biology, Duke University Medical Center, Durham, NC 27708, USA
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9
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Editorial overview: Biomedical Engineering and Women’s Health - Breaking new ground in gender and sex-specific research. CURRENT OPINION IN BIOMEDICAL ENGINEERING 2022. [DOI: 10.1016/j.cobme.2022.100392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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10
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Sun T, Zhu C. Empirical method for rapid quantification of intrinsic fluorescence signals of key metabolic probes from optical spectra measured on tissue-mimicking turbid medium. JOURNAL OF BIOMEDICAL OPTICS 2021; 26:JBO-210046R. [PMID: 33893727 PMCID: PMC8062794 DOI: 10.1117/1.jbo.26.4.045001] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Accepted: 04/07/2021] [Indexed: 05/27/2023]
Abstract
SIGNIFICANCE Optical fluorescence spectroscopy technique has been explored extensively to quantify both glucose uptake and mitochondrial metabolism with proper fluorescent probes in small tumor models in vivo. However, it remains a great challenge to rapidly quantify the intrinsic metabolic fluorophores from the optically measured fluorescence spectra that contain significant distortions due to tissue absorption and scattering. AIM To enable rapid spectral data processing and quantify the in vivo metabolic parameters in real-time, we present an empirical ratio-metric method for rapid fluorescence spectra attenuation correction with high accuracy. APPROACH A first-order approximation of intrinsic fluorescence spectra can be obtained by dividing the fluorescence spectra by diffuse reflectance spectra with some variable powers. We further developed this approximation for rapid extraction of intrinsic key metabolic probes (2-NBDG for glucose uptake and TMRE for mitochondrial function) by dividing the distorted fluorescence spectra by diffuse reflectance intensities recorded at excitation and emission peak with a pair of system-dependent powers. Tissue-mimicking phantom studies were conducted to evaluate the method. RESULTS The tissue-mimicking phantom studies demonstrated that our empirical method could quantify the key intrinsic metabolic probes in near real-time with an average percent error of ∼5 % . CONCLUSIONS An empirical method was demonstrated for rapid quantification of key metabolic probes from fluorescence spectra measured on a tissue-mimicking turbid medium. The proposed method will potentially facilitate real-time monitoring of key metabolic parameters of tumor models in vivo using optical spectroscopy, which will significantly advance translational cancer research.
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Affiliation(s)
- Tengfei Sun
- University of Kentucky, Department of Biomedical Engineering, Lexington, Kentucky, United States
| | - Caigang Zhu
- University of Kentucky, Department of Biomedical Engineering, Lexington, Kentucky, United States
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11
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Zappasodi R, Serganova I, Cohen IJ, Maeda M, Shindo M, Senbabaoglu Y, Watson MJ, Leftin A, Maniyar R, Verma S, Lubin M, Ko M, Mane MM, Zhong H, Liu C, Ghosh A, Abu-Akeel M, Ackerstaff E, Koutcher JA, Ho PC, Delgoffe GM, Blasberg R, Wolchok JD, Merghoub T. CTLA-4 blockade drives loss of T reg stability in glycolysis-low tumours. Nature 2021; 591:652-658. [PMID: 33588426 PMCID: PMC8057670 DOI: 10.1038/s41586-021-03326-4] [Citation(s) in RCA: 194] [Impact Index Per Article: 64.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Accepted: 02/03/2021] [Indexed: 12/22/2022]
Abstract
Limiting the metabolic competition in the tumor microenvironment (TME) may increase the effectiveness of immunotherapy. Because of its critical role in glucose metabolism of activated T cells, CD28 signaling has been proposed as a T-cell metabolic biosensor1. Conversely, CTLA-4 engagement has been shown to down-regulate T-cell glycolysis1. Here, we investigated the impact of CTLA-4 blockade on the metabolic fitness of intra-tumor T cells in relationship to the tumor glycolytic capacity. We found that CTLA-4 blockade promotes immune cell infiltration and metabolic fitness especially in glycolysis-low tumors. Accordingly, anti-CTLA-4 achieved better therapeutic outcomes in mice bearing glycolysis-defective tumors. Intriguingly, tumor-specific CD8+ T-cell responses correlated with phenotypic and functional destabilization of tumor-infiltrating regulatory T cells (Tregs) toward IFN-γ- and TNF-α-producing cells in glycolysis-defective tumors. By mimicking the highly and poorly glycolytic TME in vitro, we show that the effect of CTLA-4 blockade to promote Treg destabilization is dependent on Treg glycolysis and CD28 signaling. These findings indicate that decreasing tumor competition for glucose may facilitate the therapeutic activity of CTLA-4 blockade, thus supporting its combination with inhibitors of tumor glycolysis. Moreover, these results reveal a new mechanism through which anti-CTLA-4 interferes with Treg function in the presence of glucose.
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Affiliation(s)
- Roberta Zappasodi
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA. .,Parker Institute for Cancer Immunotherapy, MSK, New York, NY, USA. .,Weill Cornell Medicine, New York, NY, USA.
| | - Inna Serganova
- Weill Cornell Medicine, New York, NY, USA.,Department of Neurology, MSK, New York, NY, USA
| | - Ivan J Cohen
- Department of Neurology, MSK, New York, NY, USA.,Gerstner Sloan Kettering Graduate School of Biomedical Sciences, MSK, New York, NY, USA
| | | | | | - Yasin Senbabaoglu
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA.,Department of Oncology Bioinformatics, Genentech, South San Francisco, CA, USA
| | - McLane J Watson
- Department of Immunology, University of Pittsburgh, Pittsburgh, PA, USA
| | | | - Rachana Maniyar
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA
| | - Svena Verma
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA.,Weill Cornell Graduate School of Medical Sciences, Weill Cornell Medicine, New York, NY, USA
| | | | - Myat Ko
- Department of Neurology, MSK, New York, NY, USA
| | | | - Hong Zhong
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA
| | - Cailian Liu
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA
| | - Arnab Ghosh
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA
| | - Mohsen Abu-Akeel
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA
| | | | - Jason A Koutcher
- Weill Cornell Medicine, New York, NY, USA.,Department of Medical Physics, MSK, New York, NY, USA.,Molecular Pharmacology Program, MSK, New York, NY, USA.,Department of Medicine, MSK, New York, NY, USA
| | - Ping-Chih Ho
- Department of Oncology, University of Lausanne, Lausanne, Switzerland.,Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
| | - Greg M Delgoffe
- Department of Immunology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Ronald Blasberg
- Department of Neurology, MSK, New York, NY, USA.,Molecular Pharmacology Program, MSK, New York, NY, USA
| | - Jedd D Wolchok
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA. .,Parker Institute for Cancer Immunotherapy, MSK, New York, NY, USA. .,Weill Cornell Medicine, New York, NY, USA. .,Department of Medicine, MSK, New York, NY, USA. .,Human Oncology and Pathogenesis Program, MSK, New York, NY, USA.
| | - Taha Merghoub
- Ludwig Collaborative and Swim Across America Laboratory, MSK, New York, NY, USA. .,Parker Institute for Cancer Immunotherapy, MSK, New York, NY, USA. .,Weill Cornell Medicine, New York, NY, USA. .,Department of Medicine, MSK, New York, NY, USA. .,Human Oncology and Pathogenesis Program, MSK, New York, NY, USA.
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12
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In Vivo Optical Metabolic Imaging of Long-Chain Fatty Acid Uptake in Orthotopic Models of Triple-Negative Breast Cancer. Cancers (Basel) 2021; 13:cancers13010148. [PMID: 33466329 PMCID: PMC7794847 DOI: 10.3390/cancers13010148] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Revised: 12/23/2020] [Accepted: 12/31/2020] [Indexed: 12/16/2022] Open
Abstract
Simple Summary A dysregulated metabolism is a hallmark of cancer. Once understood, tumor metabolic reprogramming can lead to targetable vulnerabilities, spurring the development of novel treatment strategies. Beyond the common observation that tumors rely heavily on glucose, building evidence indicates that a subset of tumors use lipids to maintain their proliferative or metastatic phenotype. This study developed an intra-vital microscopy method to quantify lipid uptake in breast cancer murine models using a fluorescently labeled palmitate molecule, Bodipy FL c16. This work highlights optical imaging’s ability to both measure metabolic endpoints non-destructively and repeatedly, as well as inform small animal metabolic phenotyping beyond in vivo optical imaging of breast cancer alone. Abstract Targeting a tumor’s metabolic dependencies is a clinically actionable therapeutic approach; however, identifying subtypes of tumors likely to respond remains difficult. The use of lipids as a nutrient source is of particular importance, especially in breast cancer. Imaging techniques offer the opportunity to quantify nutrient use in preclinical tumor models to guide development of new drugs that restrict uptake or utilization of these nutrients. We describe a fast and dynamic approach to image fatty acid uptake in vivo and demonstrate its relevance to study both tumor metabolic reprogramming directly, as well as the effectiveness of drugs targeting lipid metabolism. Specifically, we developed a quantitative optical approach to spatially and longitudinally map the kinetics of long-chain fatty acid uptake in in vivo murine models of breast cancer using a fluorescently labeled palmitate molecule, Bodipy FL c16. We chose intra-vital microscopy of mammary tumor windows to validate our approach in two orthotopic breast cancer models: a MYC-overexpressing, transgenic, triple-negative breast cancer (TNBC) model and a murine model of the 4T1 family. Following injection, Bodipy FL c16 fluorescence increased and reached its maximum after approximately 30 min, with the signal remaining stable during the 30–80 min post-injection period. We used the fluorescence at 60 min (Bodipy60), the mid-point in the plateau region, as a summary parameter to quantify Bodipy FL c16 fluorescence in subsequent experiments. Using our imaging platform, we observed a two- to four-fold decrease in fatty acid uptake in response to the downregulation of the MYC oncogene, consistent with findings from in vitro metabolic assays. In contrast, our imaging studies report an increase in fatty acid uptake with tumor aggressiveness (6NR, 4T07, and 4T1), and uptake was significantly decreased after treatment with a fatty acid transport inhibitor, perphenazine, in both normal mammary pads and in the most aggressive 4T1 tumor model. Our approach fills an important gap between in vitro assays providing rich metabolic information at static time points and imaging approaches visualizing metabolism in whole organs at a reduced resolution.
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13
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Carrico E, Sun T, Zhu C. Numerical investigation of depth-sensitive diffuse reflectance and fluorescence measurements on murine subcutaneous tissue with growing solid tumors. BIOMEDICAL OPTICS EXPRESS 2020; 11:6311-6323. [PMID: 33282492 PMCID: PMC7687953 DOI: 10.1364/boe.405321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 09/24/2020] [Accepted: 10/05/2020] [Indexed: 05/08/2023]
Abstract
In most biomedical optical spectroscopy platforms, a fiber-probe consisting of single or multiple illumination and collection fibers was commonly used for the delivery of illuminating light and the collection of emitted light. Typically, the signals from all collection fibers were combined and then sampled to characterize tissue samples. Such simple averaged optical measurements may induce significant errors for in vivo tumor characterization, especially in longitudinal studies where the tumor size and location vary with tumor stages. In this study, we utilized the Monte Carlo technique to optimize the fiber-probe geometries of a spectroscopy platform to enable tumor-sensitive diffuse reflectance and fluorescence measurements on murine subcutaneous tissues with growing solid tumors that have different sizes and depths. Our data showed that depth-sensitive techniques offer improved sensitivity in tumor detection compared to the simple averaged approach in both reflectance and fluorescence measurements. Through the numerical studies, we optimized the source-detector distances, fiber diameters, and numerical apertures for sensitive measurement of small solid tumors with varying size and depth buried in murine subcutaneous tissues. Our study will advance the design of a fiber-probe in an optical spectroscopy system that can be used for longitudinal tumor metabolism and vasculature monitoring.
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Affiliation(s)
- Evan Carrico
- Department of Electrical Engineering, University of Kentucky, Lexington, KY 40506, USA
| | - Tengfei Sun
- Department of Biomedical Engineering, University of Kentucky, Lexington, KY 40506, USA
| | - Caigang Zhu
- Department of Biomedical Engineering, University of Kentucky, Lexington, KY 40506, USA
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14
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Chen F, Zhang H, Jiang L, Wei W, Liu C, Cang S. Enhancing the cytotoxic efficacy of combined effect of doxorubicin and Cyclosporin encapsulated photoluminescent graphene dotted mesoporous nanoparticles against lung cancer cell-specific drug targeting for the nursing care of cancer patients. JOURNAL OF PHOTOCHEMISTRY AND PHOTOBIOLOGY B-BIOLOGY 2019; 198:111578. [PMID: 31408842 DOI: 10.1016/j.jphotobiol.2019.111578] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2019] [Revised: 07/14/2019] [Accepted: 07/23/2019] [Indexed: 12/13/2022]
Abstract
In recent years, biological nanomedicine-based biomaterials have an extreme attention for biomedical uses, herein we examined a novel kind advance of photoluminescent Graphene quandum dots encapsulated mesoporous nanoparticles (GND@MSNs) encapsulated by well-known anticancer drugs Doxorubicin (DOX) and Cyclosporin (CsA) for lung carcinoma. Electron microscopic technique exhibit the nanostructure and spherical morphology of GND@MSNs+DOX+CsA with mean size ≈110 nm. Moreover, Dynamic Light Scattering (DLS) exposed that blended GND@MSNs+DOX+CsA nanoparticles were highly stable with extremely negatively charged nanoparticles. Raman investigation was done on the all naturally dynamic nanoparticles containing shed graphene to survey the blend condition of the graphene inside the silica mesoporous nanoparticles. GND@MSNs+DOX+CsA provided an outstanding anti-cancer efficiency against the lung cancer cell lines (i.e., A549 and HEL-299). MTT assay monitored that GND@MSNs, GND@MSNs+DOX and GND@MSNs+DOX+CsA have a robust toxicity behaviour on the A549 and HEL-299 model lung cancer cell lines. Additionally, investigation of the cell death was found on AO-EB, Hoechst 33452 staining and flowcytometry techniques. Furthermore, the DNA damage were confirmed by cell cycle arrest and comet assay. Hence, we suggesting that these GND@MSNs+DOX+CsA could be applied as auspicious drug vesicles for novel lung cancer therapeutic potential and new openings to solve the complexity of lung cancer in the care of cancer patients.
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Affiliation(s)
- Fengxia Chen
- Department of Oncology, Henan Provincial People's Hospital, No.7 Weiwu Road, Jinshui District, Zhengzhou 450003, PR China
| | - Hongmei Zhang
- Department of Nursing Care, Henan Provincial People's Hospital, No.7 Weiwu Road, Jinshui District, Zhengzhou 450003, PR China.
| | - Ling Jiang
- Department of Oncology, Henan Provincial People's Hospital, No.7 Weiwu Road, Jinshui District, Zhengzhou 450003, PR China
| | - Wei Wei
- Department of Oncology, Henan Provincial People's Hospital, No.7 Weiwu Road, Jinshui District, Zhengzhou 450003, PR China
| | - Chunchun Liu
- Department of Oncology, Henan Provincial People's Hospital, No.7 Weiwu Road, Jinshui District, Zhengzhou 450003, PR China
| | - Shundong Cang
- Department of Oncology, Henan Provincial People's Hospital, No.7 Weiwu Road, Jinshui District, Zhengzhou 450003, PR China.
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15
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Zhu C, Li M, Vincent T, Martin HL, Crouch BT, Martinez AF, Madonna MC, Palmer GM, Dewhirst MW, Ramanujam N. Simultaneous in vivo optical quantification of key metabolic and vascular endpoints reveals tumor metabolic diversity in murine breast tumor models. JOURNAL OF BIOPHOTONICS 2019; 12:e201800372. [PMID: 30565420 PMCID: PMC8744479 DOI: 10.1002/jbio.201800372] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Revised: 12/15/2018] [Accepted: 12/16/2018] [Indexed: 05/24/2023]
Abstract
Therapeutically exploiting vascular and metabolic endpoints becomes critical to translational cancer studies because altered vascularity and deregulated metabolism are two important cancer hallmarks. The metabolic and vascular phenotypes of three sibling breast tumor lines with different metastatic potential are investigated in vivo with a newly developed quantitative spectroscopy system. All tumor lines have different metabolic and vascular characteristics compared to normal tissues, and there are strong positive correlations between metabolic (glucose uptake and mitochondrial membrane potential) and vascular (oxygen saturations and hemoglobin concentrations) parameters for metastatic (4T1) tumors but not for micrometastatic (4T07) and nonmetastatic (67NR) tumors. A longitudinal study shows that both vascular and metabolic endpoints of 4T1 tumors increased up to a specific tumor size threshold beyond which these parameters decreased. The synchronous changes between metabolic and vascular parameters, along with the strong positive correlations between these endpoints suggest that 4T1 tumors rely on strong oxidative phosphorylation in addition to glycolysis. This study illustrates the great potential of our optical technique to provide valuable dynamic information about the interplay between the metabolic and vascular status of tumors, with important implications for translational cancer investigations.
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Affiliation(s)
- Caigang Zhu
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Martin Li
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Thomas Vincent
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Hannah L Martin
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Brian T Crouch
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Amy F Martinez
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
- Office of Research, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Megan C Madonna
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Gregory M Palmer
- Department of Radiation Oncology, Duke University, Durham, North Carolina
| | - Mark W Dewhirst
- Department of Radiation Oncology, Duke University, Durham, North Carolina
| | - Nimmi Ramanujam
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
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16
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Madonna MC, Fox DB, Crouch BT, Lee J, Zhu C, Martinez AF, Alvarez JV, Ramanujam N. Optical Imaging of Glucose Uptake and Mitochondrial Membrane Potential to Characterize Her2 Breast Tumor Metabolic Phenotypes. Mol Cancer Res 2019; 17:1545-1555. [PMID: 30902832 DOI: 10.1158/1541-7786.mcr-18-0618] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2018] [Revised: 10/09/2018] [Accepted: 03/19/2019] [Indexed: 11/16/2022]
Abstract
With the large number of women diagnosed and treated for breast cancer each year, the importance of studying recurrence has become evident due to most deaths from breast cancer resulting from tumor recurrence following therapy. To mitigate this, cellular and molecular pathways used by residual disease prior to recurrence must be studied. An altered metabolism has long been considered a hallmark of cancer, and several recent studies have gone further to report metabolic dysfunction and alterations as key to understanding the underlying behavior of dormant and recurrent cancer cells. Our group has used two probes, 2-[N-(7-nitrobenz-2-oxa-1, 3-diaxol-4-yl) amino]-2-deoxyglucose (2-NBDG) and tetramethyl rhodamine ethyl ester (TMRE), to image glucose uptake and mitochondrial membrane potential, respectively, to report changes in metabolism between primary tumors, regression, residual disease, and after regrowth in genetically engineered mouse (GEM)-derived mammospheres. Imaging revealed unique metabolic phenotypes across the stages of tumor development. Although primary mammospheres overexpressing Her2 maintained increased glucose uptake ("Warburg effect"), after Her2 downregulation, during regression and residual disease, mammospheres appeared to switch to oxidative phosphorylation. Interestingly, in mammospheres where Her2 overexpression was turned back on to model recurrence, glucose uptake was lowest, indicating a potential change in substrate preference following the reactivation of Her2, reeliciting growth. Our findings highlight the importance of imaging metabolic adaptions to gain insight into the fundamental behaviors of residual and recurrent disease. IMPLICATIONS: This study demonstrates these functional fluorescent probes' ability to report metabolic adaptations during primary tumor growth, regression, residual disease, and regrowth in Her2 breast tumors.
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Affiliation(s)
- Megan C Madonna
- Department of Biomedical Engineering, Duke University, Durham, North Carolina.
| | - Douglas B Fox
- Department of Pharmacology & Cancer Biology, School of Medicine, Duke University, Durham, North Carolina
| | - Brian T Crouch
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Jihong Lee
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Caigang Zhu
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Amy F Martinez
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - James V Alvarez
- Department of Pharmacology & Cancer Biology, School of Medicine, Duke University, Durham, North Carolina
| | - Nirmala Ramanujam
- Department of Biomedical Engineering, Duke University, Durham, North Carolina.,Department of Pharmacology & Cancer Biology, School of Medicine, Duke University, Durham, North Carolina
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17
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Nelson B. Seeing the signs of cancer's metabolic changes: More and more, researchers are visualizing metabolic markers to provide details regarding how cancer cells react to changing conditions and treatments. Cancer Cytopathol 2019; 127:67-68. [PMID: 30762975 DOI: 10.1002/cncy.22105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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18
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Turk M, Naumenko V, Mahoney DJ, Jenne CN. Tracking Cell Recruitment and Behavior within the Tumor Microenvironment Using Advanced Intravital Imaging Approaches. Cells 2018; 7:cells7070069. [PMID: 29970845 PMCID: PMC6071013 DOI: 10.3390/cells7070069] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 06/18/2018] [Accepted: 06/29/2018] [Indexed: 12/15/2022] Open
Abstract
Recent advances in imaging technology have made it possible to track cellular recruitment and behavior within the vasculature of living animals in real-time. Using approaches such as resonant scanning confocal and multiphoton intravital microscopy (IVM), we are now able to observe cells within the intact tumor microenvironment of a mouse. We are able to follow these cells for extended periods of time (hours) and can characterize how specific cell types (T cells, neutrophils, monocytes) interact with the tumor vasculature and cancer cells. This approach provides greater insight into specific cellular behaviors and cell–cell interactions than conventional techniques such as histology and flow cytometry. In this report, we describe the surgical preparation of animals to expose the tumor and both resonant scanning confocal and multiphoton imaging approaches used to track leukocyte recruitment, adhesion, and behavior within the tumor microenvironment. We present techniques for the measurement and quantification of leukocyte behavior within the bloodstream and tumor interstitium. The use of IVM to study leukocyte behavior within the tumor microenvironment provides key information not attainable with other approaches, that will help shape the development of better, more effective anticancer drugs and therapeutic approaches.
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Affiliation(s)
- Madison Turk
- Department of Microbiology, Immunology and Infectious Diseases, Faculty of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada.
| | - Victor Naumenko
- Department of Microbiology, Immunology and Infectious Diseases, Faculty of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada.
- National University of Science and Technology "MISIS", Leninskiy Prospect 4, 119991 Moscow, Russia.
| | - Douglas J Mahoney
- Department of Microbiology, Immunology and Infectious Diseases, Faculty of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada.
- Alberta Children's Hospital Research Institute, Calgary, AB T2N 4N1, Canada.
- Arnie Charbonneau Cancer Institute, Calgary, AB T2N 4N1, Canada.
- Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada.
| | - Craig N Jenne
- Department of Microbiology, Immunology and Infectious Diseases, Faculty of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada.
- Department of Critical Care Medicine, Faculty of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada.
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19
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Zhu C, Martin HL, Crouch BT, Martinez AF, Li M, Palmer GM, Dewhirst MW, Ramanujam N. Near-simultaneous quantification of glucose uptake, mitochondrial membrane potential, and vascular parameters in murine flank tumors using quantitative diffuse reflectance and fluorescence spectroscopy. BIOMEDICAL OPTICS EXPRESS 2018; 9:3399-3412. [PMID: 29984105 PMCID: PMC6033552 DOI: 10.1364/boe.9.003399] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/20/2018] [Revised: 06/14/2018] [Accepted: 06/18/2018] [Indexed: 05/24/2023]
Abstract
The shifting metabolic landscape of aggressive tumors, with fluctuating oxygenation conditions and temporal changes in glycolysis and mitochondrial metabolism, is a critical phenomenon to study in order to understand negative treatment outcomes. Recently, we have demonstrated near-simultaneous optical imaging of mitochondrial membrane potential (MMP) and glucose uptake in non-tumor window chambers, using the fluorescent probes tetramethylrhodamine ethyl ester (TMRE) and 2-N-(7-nitrobenz-2-oxa-1,3-diazol-4-yl)amino)-2-deoxyglucose (2-NBDG). Here, we demonstrate a complementary technique to perform near-simultaneous in vivo optical spectroscopy of tissue vascular parameters, glucose uptake, and MMP in a solid tumor model that is most often used for therapeutic studies. Our study demonstrates the potential of optical spectroscopy as an effective tool to quantify the vascular and metabolic characteristics of a tumor, which is an important step towards understanding the mechanisms underlying cancer progression, metastasis, and resistance to therapies.
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Affiliation(s)
- Caigang Zhu
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
| | - Hannah L. Martin
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
| | - Brian T. Crouch
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
| | - Amy F. Martinez
- Currently with Office of Research, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Martin Li
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
| | - Gregory M. Palmer
- Department of Radiation Oncology, Duke University, Durham, NC 27710, USA
| | - Mark W. Dewhirst
- Department of Radiation Oncology, Duke University, Durham, NC 27710, USA
| | - Nimmi Ramanujam
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
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20
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Zhu C, Martinez AF, Martin HL, Li M, Crouch BT, Carlson DA, Haystead TAJ, Ramanujam N. Near-simultaneous intravital microscopy of glucose uptake and mitochondrial membrane potential, key endpoints that reflect major metabolic axes in cancer. Sci Rep 2017; 7:13772. [PMID: 29062013 PMCID: PMC5653871 DOI: 10.1038/s41598-017-14226-x] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2017] [Accepted: 10/06/2017] [Indexed: 12/19/2022] Open
Abstract
While the demand for metabolic imaging has increased in recent years, simultaneous in vivo measurement of multiple metabolic endpoints remains challenging. Here we report on a novel technique that provides in vivo high-resolution simultaneous imaging of glucose uptake and mitochondrial metabolism within a dynamic tissue microenvironment. Two indicators were leveraged; 2-[N-(7-nitrobenz-2-oxa-1, 3-diazol-4-yl) amino]-2-deoxy-D-glucose (2-NBDG) reports on glucose uptake and Tetramethylrhodamine ethyl ester (TMRE) reports on mitochondrial membrane potential. Although we demonstrated that there was neither optical nor chemical crosstalk between 2-NBDG and TMRE, TMRE uptake was significantly inhibited by simultaneous injection with 2-NBDG in vivo. A staggered delivery scheme of the two agents (TMRE injection was followed by 2-NBDG injection after a 10-minute delay) permitted near-simultaneous in vivo microscopy of 2-NBDG and TMRE at the same tissue site by mitigating the interference of 2-NBDG with normal glucose usage. The staggered delivery strategy was evaluated under both normoxic and hypoxic conditions in normal tissues as well as in a murine breast cancer model. The results were consistent with those expected for independent imaging of 2-NBDG and TMRE. This optical imaging technique allows for monitoring of key metabolic endpoints with the unique benefit of repeated, non-destructive imaging within an intact microenvironment.
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Affiliation(s)
- Caigang Zhu
- Department of Biomedical Engineering, Duke University, Durham, NC, 27708, USA
| | - Amy F Martinez
- Department of Biomedical Engineering, Duke University, Durham, NC, 27708, USA
| | - Hannah L Martin
- Department of Biomedical Engineering, Duke University, Durham, NC, 27708, USA
| | - Martin Li
- Department of Biomedical Engineering, Duke University, Durham, NC, 27708, USA
| | - Brian T Crouch
- Department of Biomedical Engineering, Duke University, Durham, NC, 27708, USA
| | - David A Carlson
- Department of Pharmacology and Cancer Biology, Duke University, Durham, NC, 27710, USA
| | - Timothy A J Haystead
- Department of Pharmacology and Cancer Biology, Duke University, Durham, NC, 27710, USA
| | - Nimmi Ramanujam
- Department of Biomedical Engineering, Duke University, Durham, NC, 27708, USA.
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