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Murphy CS, DeMambro VE, Fadel S, Fairfield H, Garter CA, Rodriguez P, Qiang YW, Vary CPH, Reagan MR. Inhibition of Acyl-CoA Synthetase Long Chain Isozymes Decreases Multiple Myeloma Cell Proliferation and Causes Mitochondrial Dysfunction. bioRxiv 2024:2024.03.13.583708. [PMID: 38559245 PMCID: PMC10979990 DOI: 10.1101/2024.03.13.583708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Multiple myeloma (MM) is an incurable cancer of plasma cells with a 5-year survival rate of 59%. Dysregulation of fatty acid (FA) metabolism is associated with MM development and progression; however, the underlying mechanisms remain unclear. Acyl-CoA synthetase long-chain family members (ACSLs) convert free long-chain fatty acids into fatty acyl-CoA esters and play key roles in catabolic and anabolic fatty acid metabolism. The Cancer Dependency Map data suggested that ACSL3 and ACSL4 were among the top 25% Hallmark Fatty Acid Metabolism genes that support MM fitness. Here, we show that inhibition of ACSLs in human myeloma cell lines using the pharmacological inhibitor Triascin C (TriC) causes apoptosis and decreases proliferation in a dose- and time-dependent manner. RNA-seq of MM.1S cells treated with TriC for 24 h showed a significant enrichment in apoptosis, ferroptosis, and ER stress. Proteomics of MM.1S cells treated with TriC for 48 h revealed that mitochondrial dysfunction and oxidative phosphorylation were significantly enriched pathways of interest, consistent with our observations of decreased mitochondrial membrane potential and increased mitochondrial superoxide levels. Interestingly, MM.1S cells treated with TriC for 24 h also showed decreased mitochondrial ATP production rates and overall lower cellular respiration.
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Affiliation(s)
- Connor S Murphy
- Center for Molecular Medicine, MaineHealth Institute for Research, Scarborough, ME, USA
- University of Maine, University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA
| | - Victoria E DeMambro
- Center for Molecular Medicine, MaineHealth Institute for Research, Scarborough, ME, USA
- University of Maine, University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA
| | - Samaa Fadel
- Center for Molecular Medicine, MaineHealth Institute for Research, Scarborough, ME, USA
- University of New England, Biddeford, ME, USA
| | - Heather Fairfield
- Center for Molecular Medicine, MaineHealth Institute for Research, Scarborough, ME, USA
- University of Maine, University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA
- Tufts University School of Medicine, Boston MA, USA
| | - Carlos A Garter
- Center for Molecular Medicine, MaineHealth Institute for Research, Scarborough, ME, USA
- University of Maine, University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA
| | | | - Ya-Wei Qiang
- Center for Molecular Medicine, MaineHealth Institute for Research, Scarborough, ME, USA
| | - Calvin P H Vary
- Center for Molecular Medicine, MaineHealth Institute for Research, Scarborough, ME, USA
- University of Maine, University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA
- Tufts University School of Medicine, Boston MA, USA
| | - Michaela R Reagan
- Center for Molecular Medicine, MaineHealth Institute for Research, Scarborough, ME, USA
- University of Maine, University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA
- Tufts University School of Medicine, Boston MA, USA
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Farrell M, Fairfield H, Karam M, D'Amico A, Murphy CS, Falank C, Pistofidi RS, Cao A, Marinac CR, Dragon JA, McGuinness L, Gartner CG, Iorio RD, Jachimowicz E, DeMambro V, Vary C, Reagan MR. Targeting the fatty acid binding proteins disrupts multiple myeloma cell cycle progression and MYC signaling. eLife 2023; 12:e81184. [PMID: 36880649 PMCID: PMC9995119 DOI: 10.7554/elife.81184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Accepted: 02/13/2023] [Indexed: 03/08/2023] Open
Abstract
Multiple myeloma is an incurable plasma cell malignancy with only a 53% 5-year survival rate. There is a critical need to find new multiple myeloma vulnerabilities and therapeutic avenues. Herein, we identified and explored a novel multiple myeloma target: the fatty acid binding protein (FABP) family. In our work, myeloma cells were treated with FABP inhibitors (BMS3094013 and SBFI-26) and examined in vivo and in vitro for cell cycle state, proliferation, apoptosis, mitochondrial membrane potential, cellular metabolism (oxygen consumption rates and fatty acid oxidation), and DNA methylation properties. Myeloma cell responses to BMS309403, SBFI-26, or both, were also assessed with RNA sequencing (RNA-Seq) and proteomic analysis, and confirmed with western blotting and qRT-PCR. Myeloma cell dependency on FABPs was assessed using the Cancer Dependency Map (DepMap). Finally, MM patient datasets (CoMMpass and GEO) were mined for FABP expression correlations with clinical outcomes. We found that myeloma cells treated with FABPi or with FABP5 knockout (generated via CRISPR/Cas9 editing) exhibited diminished proliferation, increased apoptosis, and metabolic changes in vitro. FABPi had mixed results in vivo, in two pre-clinical MM mouse models, suggesting optimization of in vivo delivery, dosing, or type of FABP inhibitors will be needed before clinical applicability. FABPi negatively impacted mitochondrial respiration and reduced expression of MYC and other key signaling pathways in MM cells in vitro. Clinical data demonstrated worse overall and progression-free survival in patients with high FABP5 expression in tumor cells. Overall, this study establishes the FABP family as a potentially new target in multiple myeloma. In MM cells, FABPs have a multitude of actions and cellular roles that result in the support of myeloma progression. Further research into the FABP family in MM is warrented, especially into the effective translation of targeting these in vivo.
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Affiliation(s)
- Mariah Farrell
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
- Graduate School of Biomedical Science and Engineering, University of MaineOronoUnited States
- Tufts University School of MedicineBostonUnited States
| | - Heather Fairfield
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
- Graduate School of Biomedical Science and Engineering, University of MaineOronoUnited States
- Tufts University School of MedicineBostonUnited States
| | - Michelle Karam
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
| | - Anastasia D'Amico
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
| | - Connor S Murphy
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
- Graduate School of Biomedical Science and Engineering, University of MaineOronoUnited States
| | - Carolyne Falank
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
| | | | - Amanda Cao
- Dana-Farber Cancer InstituteBostonUnited States
- Harvard Medical SchoolBostonUnited States
| | - Catherine R Marinac
- Dana-Farber Cancer InstituteBostonUnited States
- Harvard Medical SchoolBostonUnited States
| | | | - Lauren McGuinness
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
- University of New EnglandBiddefordUnited States
| | - Carlos G Gartner
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
- Graduate School of Biomedical Science and Engineering, University of MaineOronoUnited States
- Tufts University School of MedicineBostonUnited States
| | - Reagan Di Iorio
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
- University of New EnglandBiddefordUnited States
| | - Edward Jachimowicz
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
| | - Victoria DeMambro
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
- Graduate School of Biomedical Science and Engineering, University of MaineOronoUnited States
| | - Calvin Vary
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
- Graduate School of Biomedical Science and Engineering, University of MaineOronoUnited States
- Tufts University School of MedicineBostonUnited States
| | - Michaela R Reagan
- Center for Molecular Medicine, Maine Health Institute for ResearchScarboroughUnited States
- Graduate School of Biomedical Science and Engineering, University of MaineOronoUnited States
- Tufts University School of MedicineBostonUnited States
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Costa S, Fairfield H, Farrell M, Murphy CS, Soucy A, Vary C, Holdsworth G, Reagan MR. Sclerostin antibody increases trabecular bone and bone mechanical properties by increasing osteoblast activity damaged by whole-body irradiation in mice. Bone 2021; 147:115918. [PMID: 33737193 PMCID: PMC8076093 DOI: 10.1016/j.bone.2021.115918] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Revised: 02/22/2021] [Accepted: 03/11/2021] [Indexed: 12/16/2022]
Abstract
Irradiation therapy causes bone deterioration and increased risk for skeletal-related events. Irradiation interferes with trabecular architecture through increased osteoclastic activity, decreased osteoblastic activity, and increased adipocyte expansion in the bone marrow (BM), which further compounds bone-related disease. Neutralizing antibodies to sclerostin (Scl-Ab) increase bone mass and strength by increasing bone formation and reducing bone resorption. We hypothesized that treatment with Scl-Ab would attenuate the adverse effects of irradiation by increasing bone volume and decreasing BM adipose tissue (BMAT), resulting in better quality bone. In this study, 12-week-old female C57BL/6J mice were exposed to 6 Gy whole-body irradiation or were non-irradiated, then administered Scl-Ab (25 mg/kg) or vehicle weekly for 5 weeks. Femoral μCT analysis confirmed that the overall effect of IR significantly decreased trabecular bone volume/total volume (Tb.BV/TV) (2-way ANOVA, p < 0.0001) with a -43.8% loss in Tb.BV/TV in the IR control group. Scl-Ab independently increased Tb.BV/TV by 3.07-fold in non-irradiated and 3.6-fold in irradiated mice (2-way ANOVA, p < 0.0001). Irradiation did not affect cortical parameters, although Scl-Ab increased cortical thickness and area significantly in both irradiated and non-irradiated mice (2-way ANOVA, p < 0.0001). Femoral mechanical testing confirmed Scl-Ab significantly increased bending rigidity and ultimate moment independently of irradiation (2-way ANOVA, p < 0.0001). Static and dynamic histomorphometry of the femoral metaphysis revealed osteoblast vigor, not number, was significantly increased in the irradiated mice treated with Scl-Ab. Systemic alterations were assessed through serum lipidomic analysis, which showed that Scl-Ab normalized lipid profiles in the irradiated group. This data supports the theory of sclerostin as a novel contributor to the regulation of osteoblast activity after irradiation. Overall, our data support the hypothesis that Scl-Ab ameliorates the deleterious effects of whole-body irradiation on bone and adipose tissue in a mouse model. Our findings suggest that future research into localized and systemic therapies after irradiation exposure is warranted.
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Affiliation(s)
- Samantha Costa
- Maine Medical Center Research Institute, Scarborough, ME, USA; University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA; Tufts University School of Medicine, Boston, MA, USA
| | - Heather Fairfield
- Maine Medical Center Research Institute, Scarborough, ME, USA; University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA; Tufts University School of Medicine, Boston, MA, USA
| | - Mariah Farrell
- Maine Medical Center Research Institute, Scarborough, ME, USA; University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA; Tufts University School of Medicine, Boston, MA, USA
| | - Connor S Murphy
- Maine Medical Center Research Institute, Scarborough, ME, USA; University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA; Tufts University School of Medicine, Boston, MA, USA
| | - Ashley Soucy
- Maine Medical Center Research Institute, Scarborough, ME, USA; University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA
| | - Calvin Vary
- Maine Medical Center Research Institute, Scarborough, ME, USA; University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA; Tufts University School of Medicine, Boston, MA, USA
| | | | - Michaela R Reagan
- Maine Medical Center Research Institute, Scarborough, ME, USA; University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME, USA; Tufts University School of Medicine, Boston, MA, USA.
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4
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Fairfield H, Costa S, Falank C, Farrell M, Murphy CS, D’Amico A, Driscoll H, Reagan MR. Multiple Myeloma Cells Alter Adipogenesis, Increase Senescence-Related and Inflammatory Gene Transcript Expression, and Alter Metabolism in Preadipocytes. Front Oncol 2021; 10:584683. [PMID: 33680918 PMCID: PMC7930573 DOI: 10.3389/fonc.2020.584683] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 12/23/2020] [Indexed: 12/27/2022] Open
Abstract
Within the bone marrow microenvironment, mesenchymal stromal cells (MSCs) are an essential precursor to bone marrow adipocytes and osteoblasts. The balance between this progenitor pool and mature cells (adipocytes and osteoblasts) is often skewed by disease and aging. In multiple myeloma (MM), a cancer of the plasma cell that predominantly grows within the bone marrow, as well as other cancers, MSCs, preadipocytes, and adipocytes have been shown to directly support tumor cell survival and proliferation. Increasing evidence supports the idea that MM-associated MSCs are distinct from healthy MSCs, and their gene expression profiles may be predictive of myeloma patient outcomes. Here we directly investigate how MM cells affect the differentiation capacity and gene expression profiles of preadipocytes and bone marrow MSCs. Our studies reveal that MM.1S cells cause a marked decrease in lipid accumulation in differentiating 3T3-L1 cells. Also, MM.1S cells or MM.1S-conditioned media altered gene expression profiles of both 3T3-L1 and mouse bone marrow MSCs. 3T3-L1 cells exposed to MM.1S cells before adipogenic differentiation displayed gene expression changes leading to significantly altered pathways involved in steroid biosynthesis, the cell cycle, and metabolism (oxidative phosphorylation and glycolysis) after adipogenesis. MM.1S cells induced a marked increase in 3T3-L1 expression of MM-supportive genes including Il-6 and Cxcl12 (SDF1), which was confirmed in mouse MSCs by qRT-PCR, suggesting a forward-feedback mechanism. In vitro experiments revealed that indirect MM exposure prior to differentiation drives a senescent-like phenotype in differentiating MSCs, and this trend was confirmed in MM-associated MSCs compared to MSCs from normal donors. In direct co-culture, human mesenchymal stem cells (hMSCs) exposed to MM.1S, RPMI-8226, and OPM-2 prior to and during differentiation, exhibited different levels of lipid accumulation as well as secreted cytokines. Combined, our results suggest that MM cells can inhibit adipogenic differentiation while stimulating expression of the senescence associated secretory phenotype (SASP) and other pro-myeloma molecules. This study provides insight into a novel way in which MM cells manipulate their microenvironment by altering the expression of supportive cytokines and skewing the cellular diversity of the marrow.
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Affiliation(s)
- Heather Fairfield
- Center for Molecular Medicine, Maine Medical Center Research Institute, Scarborough, ME, United States,School of Medicine, Tufts University, Boston, MA, United States,Graduate School of Biomedical Science and Engineering, University of Maine, Orono, ME, United States
| | - Samantha Costa
- Center for Molecular Medicine, Maine Medical Center Research Institute, Scarborough, ME, United States,School of Medicine, Tufts University, Boston, MA, United States,Graduate School of Biomedical Science and Engineering, University of Maine, Orono, ME, United States
| | - Carolyne Falank
- Center for Molecular Medicine, Maine Medical Center Research Institute, Scarborough, ME, United States,School of Medicine, Tufts University, Boston, MA, United States,Graduate School of Biomedical Science and Engineering, University of Maine, Orono, ME, United States
| | - Mariah Farrell
- Center for Molecular Medicine, Maine Medical Center Research Institute, Scarborough, ME, United States,School of Medicine, Tufts University, Boston, MA, United States,Biology Department, University of Southern Maine, Portland, ME, United States
| | - Connor S. Murphy
- Center for Molecular Medicine, Maine Medical Center Research Institute, Scarborough, ME, United States,School of Medicine, Tufts University, Boston, MA, United States,Graduate School of Biomedical Science and Engineering, University of Maine, Orono, ME, United States
| | - Anastasia D’Amico
- Center for Molecular Medicine, Maine Medical Center Research Institute, Scarborough, ME, United States,School of Medicine, Tufts University, Boston, MA, United States,Biology Department, University of Southern Maine, Portland, ME, United States
| | - Heather Driscoll
- Biology Department, Norwich University, Northfield, VT, United States
| | - Michaela R. Reagan
- Center for Molecular Medicine, Maine Medical Center Research Institute, Scarborough, ME, United States,School of Medicine, Tufts University, Boston, MA, United States,Graduate School of Biomedical Science and Engineering, University of Maine, Orono, ME, United States,Biology Department, University of Southern Maine, Portland, ME, United States,*Correspondence: Michaela R. Reagan,
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5
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Fairfield H, Dudakovic A, Khatib CM, Farrell M, Costa S, Falank C, Hinge M, Murphy CS, DeMambro V, Pettitt JA, Lary CW, Driscoll HE, McDonald MM, Kassem M, Rosen C, Andersen TL, van Wijnen AJ, Jafari A, Reagan MR. Myeloma-Modified Adipocytes Exhibit Metabolic Dysfunction and a Senescence-Associated Secretory Phenotype. Cancer Res 2020; 81:634-647. [PMID: 33218968 PMCID: PMC7854508 DOI: 10.1158/0008-5472.can-20-1088] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Revised: 10/05/2020] [Accepted: 11/09/2020] [Indexed: 11/16/2022]
Abstract
Bone marrow adipocytes (BMAd) have recently been implicated in accelerating bone metastatic cancers, such as acute myelogenous leukemia and breast cancer. Importantly, bone marrow adipose tissue (BMAT) expands with aging and obesity, two key risk factors in multiple myeloma disease prevalence, suggesting that BMAds may influence and be influenced by myeloma cells in the marrow. Here, we provide evidence that reciprocal interactions and cross-regulation of myeloma cells and BMAds play a role in multiple myeloma pathogenesis and treatment response. Bone marrow biopsies from patients with multiple myeloma revealed significant loss of BMAT with myeloma cell infiltration of the marrow, whereas BMAT was restored after treatment for multiple myeloma. Myeloma cells reduced BMAT in different preclinical murine models of multiple myeloma and in vitro using myeloma cell-adipocyte cocultures. In addition, multiple myeloma cells altered adipocyte gene expression and cytokine secretory profiles, which were also associated with bioenergetic changes and induction of a senescent-like phenotype. In vivo, senescence markers were also increased in the bone marrow of tumor-burdened mice. BMAds, in turn, provided resistance to dexamethasone-induced cell-cycle arrest and apoptosis, illuminating a new possible driver of myeloma cell evolution in a drug-resistant clone. Our findings reveal that bidirectional interactions between BMAds and myeloma cells have significant implications for the pathogenesis and treatment of multiple myeloma. Targeting senescence in the BMAd or other bone marrow cells may represent a novel therapeutic approach for treatment of multiple myeloma. SIGNIFICANCE: This study changes the foundational understanding of how cancer cells hijack the bone marrow microenvironment and demonstrates that tumor cells induce senescence and metabolic changes in adipocytes, potentially driving new therapeutic directions.
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Affiliation(s)
- Heather Fairfield
- Maine Medical Center Research Institute, Scarborough, Maine.,Tufts University School of Medicine, Boston, Massachusetts.,University of Maine Graduate School of Biomedical Science and Engineering, Orono, Maine
| | - Amel Dudakovic
- Departments of Orthopedic Surgery and Biochemistry & Molecular Biology, Mayo Clinic, Rochester, Minnesota
| | - Casper M Khatib
- Department of Cellular and Molecular Medicine, Novo Nordisk Foundation Center for Stem Cell Biology (DanStem), University of Copenhagen, Copenhagen, Denmark
| | - Mariah Farrell
- Maine Medical Center Research Institute, Scarborough, Maine.,Tufts University School of Medicine, Boston, Massachusetts.,University of Maine Graduate School of Biomedical Science and Engineering, Orono, Maine
| | - Samantha Costa
- Maine Medical Center Research Institute, Scarborough, Maine.,Tufts University School of Medicine, Boston, Massachusetts.,University of Maine Graduate School of Biomedical Science and Engineering, Orono, Maine
| | - Carolyne Falank
- Maine Medical Center Research Institute, Scarborough, Maine.,Tufts University School of Medicine, Boston, Massachusetts.,University of Maine Graduate School of Biomedical Science and Engineering, Orono, Maine
| | - Maja Hinge
- Division of Haematology, Department of Internal Medicine, Vejle Hospital, Vejle, Denmark
| | - Connor S Murphy
- Maine Medical Center Research Institute, Scarborough, Maine.,Tufts University School of Medicine, Boston, Massachusetts.,University of Maine Graduate School of Biomedical Science and Engineering, Orono, Maine
| | - Victoria DeMambro
- Maine Medical Center Research Institute, Scarborough, Maine.,Tufts University School of Medicine, Boston, Massachusetts.,University of Maine Graduate School of Biomedical Science and Engineering, Orono, Maine
| | - Jessica A Pettitt
- The Garvan Institute of Medical Research, Sydney, New South Wales, Australia
| | | | | | - Michelle M McDonald
- The Garvan Institute of Medical Research, Sydney, New South Wales, Australia
| | - Moustapha Kassem
- Department of Cellular and Molecular Medicine, Novo Nordisk Foundation Center for Stem Cell Biology (DanStem), University of Copenhagen, Copenhagen, Denmark.,Molecular Endocrinology & Stem Cell Research Unit (KMEB), Department of Endocrinology and Metabolism, Odense University Hospital & University of Southern Denmark, Odense, Denmark
| | - Clifford Rosen
- Maine Medical Center Research Institute, Scarborough, Maine.,Tufts University School of Medicine, Boston, Massachusetts.,University of Maine Graduate School of Biomedical Science and Engineering, Orono, Maine
| | - Thomas L Andersen
- Clinical Cell Biology, Department of Regional Health Research, Vejle/Lillebaelt Hospital, University of Southern Denmark, Vejle, Denmark.,Clinical Cell Biology, Department of Pathology, Odense University Hospital - Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Andre J van Wijnen
- Departments of Orthopedic Surgery and Biochemistry & Molecular Biology, Mayo Clinic, Rochester, Minnesota
| | - Abbas Jafari
- Department of Cellular and Molecular Medicine, Novo Nordisk Foundation Center for Stem Cell Biology (DanStem), University of Copenhagen, Copenhagen, Denmark.
| | - Michaela R Reagan
- Maine Medical Center Research Institute, Scarborough, Maine. .,Tufts University School of Medicine, Boston, Massachusetts.,University of Maine Graduate School of Biomedical Science and Engineering, Orono, Maine
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Abstract
BACKGROUND Adipose tissue is a vital tissue in mammals that functions to insulate our bodies, regulate our internal thermostat, protect our organs, store energy (and burn energy, in the case of beige and brown fat), and provide endocrine signals to other organs in the body. Tissue engineering of adipose and other soft tissues may prove essential for people who have lost this tissue from trauma or disease. MAIN TEXT In this review, we discuss the applications of tissue-engineered adipose tissue specifically for disease modeling applications. We provide a basic background to adipose depots and describe three-dimensional (3D) in vitro adipose models for obesity, diabetes, and cancer research applications. CONCLUSIONS The approaches to engineering 3D adipose models are diverse in terms of scaffold type (hydrogel-based, silk-based and scaffold-free), species of origin (H. sapiens and M. musculus) and cell types used, which allows researchers to choose a model that best fits their application, whether it is optimization of adipocyte differentiation or studying the interaction of adipocytes and other cell types like endothelial cells. In vitro 3D adipose tissue models support discoveries into the mechanisms of adipose-related diseases and thus support the development of novel anti-cancer or anti-obesity/diabetes therapies.
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Affiliation(s)
- Connor S. Murphy
- Maine Medical Center Research Institute, Scarborough, ME USA
- University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME USA
- Center for Molecular Medicine and Center for Translational Research, 81 Research Drive, Scarborough, ME 04074 USA
| | - Lucy Liaw
- Maine Medical Center Research Institute, Scarborough, ME USA
- University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME USA
- School of Medicine, Tufts University, Boston, MA USA
- Center for Molecular Medicine and Center for Translational Research, 81 Research Drive, Scarborough, ME 04074 USA
| | - Michaela R. Reagan
- Maine Medical Center Research Institute, Scarborough, ME USA
- University of Maine Graduate School of Biomedical Science and Engineering, Orono, ME USA
- School of Medicine, Tufts University, Boston, MA USA
- Center for Molecular Medicine and Center for Translational Research, 81 Research Drive, Scarborough, ME 04074 USA
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Murphy CS, Parker CJ, McCague R, Jordan VC. Structure-activity relationships of nonisomerizable derivatives of tamoxifen: importance of hydroxyl group and side chain positioning for biological activity. Mol Pharmacol 1991; 39:421-8. [PMID: 2005879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
The antiestrogen tamoxifen [(Z)-1(p-beta-dimethylaminoethoxy-phenyl)-1,2-diphenylbut-1-ene] is an effective anticancer agent against estrogen receptor (ER)-positive breast cancer. The alkylaminoethane side chain is essential for antiestrogenic activity, but the potency of the antiestrogen can be increased by para hydroxylation of the phenyl ring on carbon 1 of but-1-ene. This compound, 4-hydroxytamoxifen, is a metabolite of tamoxifen and has a very high binding affinity for ER [J. Endocrinol. 75:305-316 (1977)] because the hydroxyl is located in the equivalent position as the 3-phenolic hydroxyl of 17 beta-estradiol. In this study, we have examined the relationship between the relative positions of the hydroxyl and the alkyl-aminoethane side chain and the pharmacological activity of the ligand. A fixed seven-membered ring derivative of the triphenylethylene was used to prevent isomerization. All compounds were tested, with and without 17 beta-estradiol, for their effects on the growth of estrogen-responsive T47D and MCF-7 human breast cancer cells in vitro. The growth of MDA-MB-231 ER-negative breast cancer cells was not affected by any of the compounds tested, at a concentration (1 microM) that had a profound estrogenic or antiestrogenic action in ER-positive cell lines. The relative binding affinity of the compounds was determined using rat uterine ER and was found to be consistent with the observed potencies in vitro. The compounds found to be antiestrogens in vitro were antiestrogenic against estradiol (0.08 micrograms daily) in the 3-day immature rat uterine weight test. All compounds were partial agonists in vivo. In general, the estrogenic and antiestrogenic results obtained in vivo were consistent with the potency estimates obtained with the breast cancer cells in vitro. The results of this extensive structure-activity relationship study demonstrate that the substitution for 4-hydroxytamoxifen appears to be optimal to produce a potent antiestrogen; all other substitutions produced either estrogenic compounds or less potent antiestrogens. The hydroxyl group appears to be critical to locate the alkyl aminoethoxy side chain in the correct position in the steroid-binding site to block estrogen action. Novel antiestrogens were identified that could have been predicted based upon earlier drug-receptor models for the ER.
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Affiliation(s)
- C S Murphy
- Department of Human Oncology, University of Wisconsin Clinical Cancer Center, Madison 53792
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Murphy CS, Pietenpol JA, Münger K, Howley PM, Moses HL. c-myc and pRB: role in TGF-beta 1 inhibition of keratinocyte proliferation. Cold Spring Harb Symp Quant Biol 1991; 56:129-35. [PMID: 1819482 DOI: 10.1101/sqb.1991.056.01.017] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
The TGF-beta s are potent inhibitors of proliferation of most cell types in culture and in vivo. Previous studies have demonstrated that TGF-beta inhibition of skin keratinocyte proliferation involves suppression of c-myc transcription. Evidence derived from use of expression plasmids for certain DNA viral oncoproteins has suggested that the retinoblastoma gene (RB) may be involved in this process. Transient expression of pRB, like TGF-beta 1, in skin keratinocytes represses expression of a human c-myc reporter plasmid, and the same c-myc promoter region (TCE) is required for repression by either TGF-beta 1 or pRB. We showed here that proliferation and c-myc expression in a cell line lacking normal pRB (DU145 human prostate adenocarcinoma cells) are not inhibited by TGF-beta 1. Oligonucleotides containing the TCE were found to bind to a cellular protein of approximately 106 kD (termed p106) in Southwestern assays, utilizing extracts from both the skin keratinocytes and DU145 cells. TCE binding to p106 was diminished by TGF-beta in TGF-beta-sensitive skin keratinocytes but not in TGF-beta-insensitive SV40-transformed keratinocytes. These data support the hypothesis that pRB is required for TGF-beta 1 suppression of c-myc transcription and suggest the involvement of a cellular factor(s) in addition to pRB in the TGF-beta 1 pathway for inhibition of c-myc transcription and growth inhibition.
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Affiliation(s)
- C S Murphy
- Department of Cell Biology, Vanderbilt University School of Medicine, Nashville, Tennessee 37232
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Murphy CS, Pink JJ, Jordan VC. Characterization of a receptor-negative, hormone-nonresponsive clone derived from a T47D human breast cancer cell line kept under estrogen-free conditions. Cancer Res 1990; 50:7285-92. [PMID: 2224859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
We have established an estrogen receptor- and progesterone receptor-negative, hormone-nonresponsive breast cancer cell line from a receptor-positive, hormone-responsive line grown under estrogen-free conditions. T47D breast cancer cells were cultured under estrogenized conditions (in phenol red-containing medium supplemented with whole fetal bovine serum) and cloned to produce line T47D:A18. The parental T47D line was also estrogen deprived (in phenol red-free medium supplemented with dextran-coated charcoal-treated fetal bovine serum) for more than 1 year and subsequently clone T47D:C4 was established. T47D:A18 was estrogen receptor and progesterone receptor positive as determined by both ligand binding assay analysis and enzyme immunoassay analysis. T47D:C4 cells were estrogen receptor and progesterone receptor negative and mRNA for these receptors was not detected. Incubation of hormone-responsive T47D:A18 cells with 17 beta-estradiol caused a 3-fold increase in cell growth over 8 days when compared to control. This stimulation of growth was completely inhibited by the anti-estrogens 4-hydroxytamoxifen (0.1 microM) and ICI 164,384 (1.0 microM). Receptor-negative T47D:C4 cells were refractory to the effects of both 17 beta-estradiol and the antiestrogens. T47D:A18 cells grown under both estrogen-containing and estrogen-free conditions expressed low levels of transforming growth factor (TGF)-alpha and epidermal growth factor receptor mRNA. In the presence of estrogen, high levels of TGF-beta 1 mRNA were detected in T47D:A18 cells. These levels decreased when T47D:A18 cells were grown in estrogen-free media. Conversely, TGF-beta 2 mRNA was not detected in T47D:A18 cells cultured under estrogenic conditions; however, message was detected after the cells were cultured under estrogen-free conditions. T47D:C4 cells expressed low levels of TGF-alpha, epidermal growth factor receptor, TGF-beta 1, and TGF-beta 2 mRNA. These studies characterize a novel hormone-nonresponsive cell line which has been established from a hormone-responsive cell line grown under estrogen-free and drug-free conditions. Further analysis of these lines should provide valuable information concerning the development of antiestrogen-resistant breast cancer.
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Affiliation(s)
- C S Murphy
- Department of Human Oncology, University of Wisconsin, Madison 53792
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Murphy CS, Langan-Fahey SM, McCague R, Jordan VC. Structure-function relationships of hydroxylated metabolites of tamoxifen that control the proliferation of estrogen-responsive T47D breast cancer cells in vitro. Mol Pharmacol 1990; 38:737-43. [PMID: 2233701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Several hydroxylated derivatives of tamoxifen were tested for their effects on the growth of T47D human breast cancer cells in vitro. Compounds containing a fused seven-membered ring were used to prevent isomerization of the triphenyl-ethylenes at the double bond. This stable structure permitted the determination of the activity of the cis and trans forms of tamoxifen and the true activity of two of its metabolites, 4-hydroxytamoxifen and metabolite E. Estradiol stimulates the growth of T47D cells 3-4-fold over control after 6 days of treatment (EC50 = congruent to 3 x 10(-12) to 3 x 10(-11) M, depending upon the particular experiment). The fixed ring form of the trans isomer of tamoxifen is an antiestrogen, whereas the cis isomer is estrogenic. Fixed ring-trans-4-hydroxytamoxifen is a potent antiestrogen, and its cis isomer is a weak antiestrogen (IC50 congruent to 4 x 10(-8) to 2 x 10(-7) M). The fixed ring form of trans-metabolite E (tamoxifen without the dimethylaminoethane side chain) is only a weak partial estrogen agonist, whereas the fixed ring derivative of its cis isomer is a potent estrogen agonist (EC50 congruent to 4 x 10(-12) to 1 x 10(-11) M). These studies have determined the true biological activities of the hydroxylated derivatives of tamoxifen. This information will be valuable for the development of drug receptor models and will be particularly useful when the three-dimensional structure of the receptor complex is determined.
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Affiliation(s)
- C S Murphy
- Department of Human Oncology, University of Wisconsin Clinical Cancer Center, Madison 53792
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Affiliation(s)
- V C Jordan
- Department of Human Oncology, University of Wisconsin, Clinical Cancer Center, Madison 53792
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Murphy CS, Meisner LF, Wu SQ, Jordan VC. Short- and long-term estrogen deprivation of T47D human breast cancer cells in culture. Eur J Cancer Clin Oncol 1989; 25:1777-88. [PMID: 2632259 DOI: 10.1016/0277-5379(89)90348-9] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
The effects of short- and long-term estrogen deprivation on T47D human breast cancer cells was studied. Cells were routinely grown in an estrogenized environment in media containing fetal bovine serum with phenol red indicator. Cells were estrogen deprived (grown in media containing dextran-coated charcoal-stripped fetal bovine serum without phenol red) for either 10 days or at least 8 months, and effects on genotype, receptor content, and cell growth responsiveness were studied. Cells grown in an estrogenized environment are hypertetraploid, whereas long-term estrogen-deprived cells have become hyperdiploid. Short-term estrogen-deprived cells exhibit a decreased growth rate and progesterone receptor (PgR) content, while estrogen receptor (ER) content is not significantly altered. ER mRNA levels are significantly decreased in these cells. Incubation of these cells with estradiol (10(-10) M) for 6 days causes a 5-fold stimulation in cell growth and this stimulation can be inhibited by the antiestrogens 4-hydroxytamoxifen (4-OHT), ICI 164,384, and RU 39411. Cells cultured under long-term estrogen deprivation exhibited an increased growth rate and were refractory to the effects of estradiol and of 4-OHT on cell growth. These cells were ER negative with low levels of PgR; however, one clone of this line was found to be ER and PgR negative. No mRNA for the ER was detected in this line or its clone. With these cell lines it is possible to study the biological characteristics necessary for the outgrowth of a receptor negative, hormone nonresponsive cell population from a receptor positive, hormone-responsive population grown in a estrogen-free environment.
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Affiliation(s)
- C S Murphy
- Department of Human Oncology, University of Wisconsin Clinical Cancer Center, Madison 53792
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Abstract
The biological activities of tamoxifen derivatives that contain various side chain alterations were studied using a T47D breast cancer cell growth assay in vitro. We studied the activity of various analogs to determine the important aspects of side chain composition and aryl ring positioning on antiestrogenic activity. Previous studies utilizing a rat pituitary cell prolactin synthesis assay have shown that substitution of the aminoethoxy side chain for an allyl side chain resulted in agonist activity, whereas the addition of a glyceryl side chain produced antiestrogenic activity. In the present study utilizing T47D cells, compounds with alkyl or allyl substitutions were partial agonists, as were compounds with bulky para-substituted benzyl group constituents. A tamoxifen derivative with a side chain containing an ethyl ester was antiestrogenic (IC50 = 2 x 10(-6) M) and effectively inhibited estradiol (10(-10) M) stimulation of growth. However, a compound with a short similar methyl ester-containing side chain did not possess any activity. Compounds with carbinol-containing side chains were antiestrogenic (IC50 = 2.8-3.5 x 10(-7) M). All of the compounds displaying antiestrogenic activity could be "rescued" by incubation with estradiol (10(-8) M) and therefore were not nonspecifically toxic to the cells. These results support the hypothesis that the presence of a lone pair of electrons within the side chain region of tamoxifen may be required for antiestrogenic activity. Also, nonplanar placement of the aryl ring of the triphenylethylene-type of compound is critical for potency.
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Affiliation(s)
- C S Murphy
- Department of Human Oncology, University of Wisconsin Clinical Cancer Center, Madison 53792
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Abstract
It has recently been reported that phenol red, a pH indicator present in most tissue culture media, is a weak estrogen that can stimulate some estrogen-sensitive cells. However, the relative impact of phenol red on various cell lines is controversial. We examined the effect of phenol red on several estrogen-responsive cell systems that we use to study estrogen action. These included estrogenic stimulation of progesterone receptor and growth in human breast cancer-derived MCF-7 cells, stimulation of growth in human breast cancer-derived T47D cells, stimulation of prolactin synthesis in primary cultures of immature rat pituitary cells, and stimulation of progesterone receptor in primary cultures of immature rat uterine cells. Estrogenic responses in MCF-7 cells were the most sensitive to the presence of phenol red, while the other three cell cultures showed lesser effects of the indicator. In addition to intrinsic differences in cell responses, there were several other factors involved. These included differences in the estrogenic activity of phenol red-containing media and phenol red itself from different commercial suppliers, and differences in the concentration of free phenol red in final media due to binding of the indicator by serum. Higher concentrations of serum reduced the impact of phenol red on estrogenic responses in primary pituitary cells. Phenol red added to rat uterine cytosol competed with estradiol for binding to the estrogen receptor (relative binding affinity (RBA) approx. 0.001), and the acidic and basic forms of the indicator showed similar activity. Some commercial phenol red samples inhibited cell growth at levels of 100 mg/l; these effects were toxic rather than antiestrogenic, because growth inhibition could not be competitively reversed by an excess of estradiol. The amount of the indicator bound to serum in the final media, the source of the phenol red and the sensitivity of different cell types to the indicator ultimately determine its influence to the response of cells in tissue culture.
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Affiliation(s)
- W V Welshons
- Department of Human Oncology, University of Wisconsin Clinical Cancer Center, Madison 53792
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Welshons WV, Murphy CS, Koch R, Calaf G, Jordan VC. Stimulation of breast cancer cells in vitro by the environmental estrogen enterolactone and the phytoestrogen equol. Breast Cancer Res Treat 1987; 10:169-75. [PMID: 3427225 DOI: 10.1007/bf01810580] [Citation(s) in RCA: 116] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The phenolic lignans enterolactone and enterodiol appear periodically in women's urine, dependent upon synthesis from plant-derived lignans by the intestinal microflora. The phytoestrogen equol is also present in women's urine, and is also derived from a vegetarian diet. Antiestrogenic or antiproliferative actions of these compounds have been postulated and related to the observation that there is a reduced incidence of breast cancer associated with diet. We evaluated the estrogenic and antiestrogenic activity of these compounds using four sensitive assays in tissue culture, including the use of human breast cancer cell lines T47D and MCF-7. Unexpectedly, we found that enterolactone and enterodiol, as well as equol, are weak estrogens, and that enterolactone and equol could stimulate the growth of estrogen-dependent breast cancer cell lines. We suggest that these environmental agents can promote the growth of breast cancer, particularly hormone-dependent metastases that may be located near the gut or in the mesenteries or liver, where the concentration of these intestinally produced compounds would be highest. Treatment with an antiestrogen such as tamoxifen blocks the estrogenic activity of these compounds. In the absence of treatment with an antiestrogen such as tamoxifen, hormonal therapy to block steroidal estrogen synthesis in a patient with breast cancer could conceivably be circumvented by a vegeterian diet rich in the precursors to estrogenic compounds such as enterolactone and equol.
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Affiliation(s)
- W V Welshons
- Department of Human Oncology, University of Wisconsin Clinical Cancer Center Madison 53792
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Steinberg RA, Murphy CS, Russell JL, Gorman KB. Cyclic AMP-resistant mutants of S49 mouse lymphoma cells hemizygous for expression of regulatory subunit of type I cyclic AMP-dependent protein kinase. Somat Cell Mol Genet 1987; 13:645-59. [PMID: 2823395 DOI: 10.1007/bf01534485] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
For use in studies of the functional organization of regulatory (R) subunit of type I cAMP-dependent protein kinase, 84 independent cyclic AMP-resistant mutants were isolated from sublines of S49 mouse lymphoma cells that are hemizygous for expression of the R subunit. Mutants were characterized by two-dimensional gel analysis of the R subunits, assays of kinase activation, and assays of cAMP-binding. All but eight of the mutants had kinases with increased apparent Kas for cAMP-dependent activation, and studies with site-selective cAMP analogs revealed considerable phenotypic diversity among these mutants. Forty-nine of the mutants had "charge-shift" lesions that mapped to regions of the R subunit polypeptide implicated in cAMP-binding. Twenty-five of the "charge-shift mutants" expressed only mutant R subunits, and the lesions in most of these isolates inhibited binding of cAMP to mutated cAMP-binding sites. The remainder of the charge-shift mutants expressed both mutant R subunit and R subunit with wild-type gel mobilities. The origin of these "heterozygous" mutants from parental "hemizygous" cells remains a puzzle.
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Affiliation(s)
- R A Steinberg
- Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City 73190
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Steinberg RA, Russell JL, Murphy CS, Yphantis DA. Activation of type I cyclic AMP-dependent protein kinases with defective cyclic AMP-binding sites. J Biol Chem 1987; 262:2664-71. [PMID: 3029091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Two S49 mouse lymphoma cell variants hemizygous for expression of mutant regulatory (R) subunits of type I cyclic AMP-dependent protein kinase were used to investigate functional consequences of lesions in the putative cAMP-binding sites of R subunit. Kinase activation properties of wild-type and mutant enzymes were compared using cAMP and six site-selective analogs of cAMP. Kinases from both mutant sublines were relatively resistant to cyclic nucleotide-dependent activation, but they were fully activable by at least some effectors. Relative resistances of the mutant kinases varied from about 5-fold for analogs selective for their nonmutated sites to as much as 700-fold for analogs selective for their mutated sites; resistance to cAMP was intermediate. Apparent affinities of wild-type and mutant R subunits for [3H]cAMP were not appreciably different, but competition experiments with site-selective analogs of cAMP suggested that binding of cAMP to mutant R subunits was primarily to their nonmutated sites. Analyses of cooperativity in cyclic nucleotide-dependent activation of mutant kinases, synergism between site I- and site II-selective analogs in activating the mutant enzymes, and dissociation of bound cAMP from mutant R subunits provided additional evidence that the mutations in these strains selectively inactivated single classes of cAMP-binding sites: phenomena attributable in wild-type enzyme to intrachain interactions between sites I and II were always absent or severely diminished in experiments with the mutant enzymes. These results confirm that R subunit sequences implicated in cAMP binding by homology with other cyclic nucleotide-binding proteins actually correspond to functional cAMP-binding sites. Furthermore, occupation of either cAMP-binding site I or II is apparently sufficient for activation of cAMP-dependent protein kinase. The presence of four functional cAMP-binding sites in wild-type kinase enhances the cooperativity and sensitivity of cAMP-mediated activation.
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Murphy CS, Steinberg RA. Hotspots for spontaneous and mutagen-induced lesions in regulatory subunit of cyclic AMP-dependent protein kinase in S49 mouse lymphoma cells. Somat Cell Mol Genet 1985; 11:605-15. [PMID: 3000002 DOI: 10.1007/bf01534725] [Citation(s) in RCA: 25] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
From an S49 mouse lymphoma cell subline that carries an electrophoretic marker mutation in one allele for a regulatory (R) subunit of cyclic AMP-dependent protein kinase, 130 cyclic AMP-resistant mutants were isolated and characterized. Of the 77 independent spontaneous and mutagen-induced isolates identified, 74 had kinases with increased apparent activation constants (KaS) for cyclic AMP-dependent activation. The "Ka" phenotype was invariably correlated with an apparent structural lesion in one R subunit allele. "Charge-shift" lesions in 43 independent isolates were mapped to small regions within the R subunit by two-dimensional gel analysis of partial proteolysis peptides. Nine Ka mutations were distinguished by differences in charge or peptide maps of mutant R subunits, and the mutations were clustered in two regions associated with the cyclic AMP-binding sites of the R subunit. The relative frequencies of different mutations differed among spontaneous, ethyl methanesulfonate-induced, and N-methyl-N'-nitro-N-nitrosoguanidine-induced isolates. Mutation frequencies were also markedly different for the two R subunit alleles; this allele preference was strongest for mutagen-induced lesions in the more carboxy terminal cyclic AMP-binding site.
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