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The Differential Metabolic Signature of Breast Cancer Cellular Response to Olaparib Treatment. Cancers (Basel) 2022; 14:cancers14153661. [PMID: 35954325 PMCID: PMC9367310 DOI: 10.3390/cancers14153661] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 07/21/2022] [Accepted: 07/26/2022] [Indexed: 01/25/2023] Open
Abstract
Simple Summary Breast cancer remains a leading cause of female cancer related mortality worldwide. Loss of genomic stability and dysregulation of cellular metabolism are well-recognized features of breast cancer, presenting an opportunity to study the drivers of breast cancer progression and resistance to chemotherapy. The overarching goal of this work is to perform combined analysis of DNA damage repair and cellular metabolism in response to olaparib treatment in a panel of breast cancer cell lines. By applying a combined untargeted metabolomics and molecular biology approach, our findings show dysregulation of amino acid metabolism and metabolic reprogramming from glycolysis to amino acid utilization to be a common feature in all breast cancer cell lines examined, some of which are consistent with findings from the analysis of clinical breast cancer tumours. Functional assessment of genetic alterations offers the scope to design new prognostic tools and inform the design of new chemotherapies or drug combinations. Abstract Metabolic reprogramming and genomic instability are key hallmarks of cancer, the combined analysis of which has gained recent popularity. Given the emerging evidence indicating the role of oncometabolites in DNA damage repair and its routine use in breast cancer treatment, it is timely to fingerprint the impact of olaparib treatment in cellular metabolism. Here, we report the biomolecular response of breast cancer cell lines with DNA damage repair defects to olaparib exposure. Following evaluation of olaparib sensitivity in breast cancer cell lines, we immunoprobed DNA double strand break foci and evaluated changes in cellular metabolism at various olaparib treatment doses using untargeted mass spectrometry-based metabolomics analysis. Following identification of altered features, we performed pathway enrichment analysis to measure key metabolic changes occurring in response to olaparib treatment. We show a cell-line-dependent response to olaparib exposure, and an increased susceptibility to DNA damage foci accumulation in triple-negative breast cancer cell lines. Metabolic changes in response to olaparib treatment were cell-line and dose-dependent, where we predominantly observed metabolic reprogramming of glutamine-derived amino acids and lipids metabolism. Our work demonstrates the effectiveness of combining molecular biology and metabolomics studies for the comprehensive characterisation of cell lines with different genetic profiles. Follow-on studies are needed to map the baseline metabolism of breast cancer cells and their unique response to drug treatment. Fused with genomic and transcriptomics data, such readout can be used to identify key oncometabolites and inform the rationale for the design of novel drugs or chemotherapy combinations.
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Kapur A, Mehta P, Simmons AD, Ericksen SS, Mehta G, Palecek SP, Felder M, Stenerson Z, Nayak A, Dominguez JMA, Patankar M, Barroilhet LM. Atovaquone: An Inhibitor of Oxidative Phosphorylation as Studied in Gynecologic Cancers. Cancers (Basel) 2022; 14:cancers14092297. [PMID: 35565426 PMCID: PMC9102822 DOI: 10.3390/cancers14092297] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2022] [Revised: 03/12/2022] [Accepted: 04/29/2022] [Indexed: 11/18/2022] Open
Abstract
Oxidative phosphorylation is an active metabolic pathway in cancer. Atovaquone is an oral medication that inhibits oxidative phosphorylation and is FDA-approved for the treatment of malaria. We investigated its potential anti-cancer properties by measuring cell proliferation in 2D culture. The clinical formulation of atovaquone, Mepron, was given to mice with ovarian cancers to monitor its effects on tumor and ascites. Patient-derived cancer stem-like cells and spheroids implanted in NSG mice were treated with atovaquone. Atovaquone inhibited the proliferation of cancer cells and ovarian cancer growth in vitro and in vivo. The effect of atovaquone on oxygen radicals was determined using flow and imaging cytometry. The oxygen consumption rate (OCR) in adherent cells was measured using a Seahorse XFe96 Extracellular Flux Analyzer. Oxygen consumption and ATP production were inhibited by atovaquone. Imaging cytometry indicated that the majority of the oxygen radical flux triggered by atovaquone occurred in the mitochondria. Atovaquone decreased the viability of patient-derived cancer stem-like cells and spheroids implanted in NSG mice. NMR metabolomics showed shifts in glycolysis, citric acid cycle, electron transport chain, phosphotransfer, and metabolism following atovaquone treatment. Our studies provide the mechanistic understanding and preclinical data to support the further investigation of atovaquone's potential as a gynecologic cancer therapeutic.
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Affiliation(s)
- Arvinder Kapur
- Department of Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, WI 53705, USA; (A.K.); (M.F.); (Z.S.)
| | - Pooja Mehta
- Department of Materials Science and Engineering, University of Michigan, Ann Arbor, MI 48109, USA; (P.M.); (G.M.)
| | - Aaron D Simmons
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA; (A.D.S.); (S.P.P.)
| | - Spencer S. Ericksen
- Drug Development Core, Carbone Cancer Center, University of Wisconsin-Madison, Madison, WI 53705, USA;
| | - Geeta Mehta
- Department of Materials Science and Engineering, University of Michigan, Ann Arbor, MI 48109, USA; (P.M.); (G.M.)
- Department of Biomedical Engineering, Macromolecular Sciences and Engineering, Precision Health, Rogel Cancer Center, University of Michigan, Ann Arbor, MI 48109, USA
| | - Sean P. Palecek
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA; (A.D.S.); (S.P.P.)
| | - Mildred Felder
- Department of Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, WI 53705, USA; (A.K.); (M.F.); (Z.S.)
| | - Zach Stenerson
- Department of Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, WI 53705, USA; (A.K.); (M.F.); (Z.S.)
| | - Amruta Nayak
- Department of Molecular Genetics and Cell Biology, University of Chicago, Chicago, IL 60637, USA;
| | | | - Manish Patankar
- Department of Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, WI 53705, USA; (A.K.); (M.F.); (Z.S.)
- Correspondence: (M.P.); (L.M.B.); Tel.: +1-608-263-1210 (M.P.); +1-608-265-2319 (L.M.B.)
| | - Lisa M. Barroilhet
- Department of Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, WI 53705, USA; (A.K.); (M.F.); (Z.S.)
- Correspondence: (M.P.); (L.M.B.); Tel.: +1-608-263-1210 (M.P.); +1-608-265-2319 (L.M.B.)
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Cucchi D, Gibson A, Martin SA. The emerging relationship between metabolism and DNA repair. Cell Cycle 2021; 20:943-959. [PMID: 33874857 PMCID: PMC8172156 DOI: 10.1080/15384101.2021.1912889] [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: 10/23/2020] [Revised: 03/16/2021] [Accepted: 03/30/2021] [Indexed: 10/21/2022] Open
Abstract
The DNA damage response (DDR) consists of multiple specialized pathways that recognize different insults sustained by DNA and repairs them where possible to avoid the accumulation of mutations. While loss of activity of genes in the DDR has been extensively associated with cancer predisposition and progression, in recent years it has become evident that there is a relationship between the DDR and cellular metabolism. The activity of the metabolic pathways can influence the DDR by regulating the availability of substrates required for the repair process and the function of its players. Additionally, proteins of the DDR can regulate the metabolic flux through the major pathways such as glycolysis, tricarboxylic acid cycle (TCA) and pentose phosphate pathway (PPP) and the production of reactive oxygen species (ROS). This newly discovered connection bears great importance in the biology of cancer and represents a new therapeutic opportunity. Here we describe the nature of the relationship between DDR and metabolism and its potential application in the treatment of cancer. Keywords: DNA repair, metabolism, mitochondria.
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Affiliation(s)
- Danilo Cucchi
- Centre for Cancer Cell and Molecular Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Amy Gibson
- Centre for Cancer Cell and Molecular Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Sarah a Martin
- Centre for Cancer Cell and Molecular Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
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Lee WH, Bhute VJ, Higuchi H, Ikeda S, Palecek SP, Ikeda A. Metabolic alterations caused by the mutation and overexpression of the Tmem135 gene. Exp Biol Med (Maywood) 2020; 245:1571-1583. [PMID: 32515224 DOI: 10.1177/1535370220932856] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
IMPACT STATEMENT Mitochondria are dynamic organelles undergoing fission and fusion. Proper regulation of this process is important for healthy aging process, as aberrant mitochondrial dynamics are associated with several age-related diseases/pathologies. However, it is not well understood how imbalanced mitochondrial dynamics may lead to those diseases and pathologies. Here, we aimed to determine metabolic alterations in tissues and cells from mouse models with over-fused (fusion > fission) and over-fragmented (fusion < fission) mitochondria that display age-related disease pathologies. Our results indicated tissue-dependent sensitivity to these mitochondrial changes, and metabolic pathways likely affected by aberrant mitochondrial dynamics. This study provides new insights into how dysregulated mitochondrial dynamics could lead to functional abnormalities of tissues and cells.
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Affiliation(s)
- Wei-Hua Lee
- Department of Medical Genetics, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Vijesh J Bhute
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Hitoshi Higuchi
- Department of Medical Genetics, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Sakae Ikeda
- Department of Medical Genetics, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Sean P Palecek
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Akihiro Ikeda
- Department of Medical Genetics, University of Wisconsin-Madison, Madison, WI 53706, USA
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Andor N, Lau BT, Catalanotti C, Sathe A, Kubit M, Chen J, Blaj C, Cherry A, Bangs CD, Grimes SM, Suarez CJ, Ji HP. Joint single cell DNA-seq and RNA-seq of gastric cancer cell lines reveals rules of in vitro evolution. NAR Genom Bioinform 2020; 2:lqaa016. [PMID: 32215369 PMCID: PMC7079336 DOI: 10.1093/nargab/lqaa016] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 02/16/2020] [Accepted: 03/09/2020] [Indexed: 01/01/2023] Open
Abstract
Cancer cell lines are not homogeneous nor are they static in their genetic state and biological properties. Genetic, transcriptional and phenotypic diversity within cell lines contributes to the lack of experimental reproducibility frequently observed in tissue-culture-based studies. While cancer cell line heterogeneity has been generally recognized, there are no studies which quantify the number of clones that coexist within cell lines and their distinguishing characteristics. We used a single-cell DNA sequencing approach to characterize the cellular diversity within nine gastric cancer cell lines and integrated this information with single-cell RNA sequencing. Overall, we sequenced the genomes of 8824 cells, identifying between 2 and 12 clones per cell line. Using the transcriptomes of more than 28 000 single cells from the same cell lines, we independently corroborated 88% of the clonal structure determined from single cell DNA analysis. For one of these cell lines, we identified cell surface markers that distinguished two subpopulations and used flow cytometry to sort these two clones. We identified substantial proportions of replicating cells in each cell line, assigned these cells to subclones detected among the G0/G1 population and used the proportion of replicating cells per subclone as a surrogate of each subclone's growth rate.
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Affiliation(s)
- Noemi Andor
- Integrated Mathematical Oncology, Moffitt Cancer Center, Tampa, 33612 FL, USA
| | - Billy T Lau
- Stanford Genome Technology Center, Stanford University, Palo Alto, 94304 CA, USA
| | | | - Anuja Sathe
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, 94305 CA, USA
| | - Matthew Kubit
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, 94305 CA, USA
| | - Jiamin Chen
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, 94305 CA, USA
| | - Cristina Blaj
- Department of Molecular and Cell Biology, University of California, Berkeley, 94720 CA, USA
| | - Athena Cherry
- Department of Pathology, Stanford University School of Medicine, Stanford, 94305 CA, USA
| | - Charles D Bangs
- Department of Pathology, Stanford University School of Medicine, Stanford, 94305 CA, USA
| | - Susan M Grimes
- Stanford Genome Technology Center, Stanford University, Palo Alto, 94304 CA, USA
| | - Carlos J Suarez
- Department of Pathology, Stanford University School of Medicine, Stanford, 94305 CA, USA
| | - Hanlee P Ji
- Stanford Genome Technology Center, Stanford University, Palo Alto, 94304 CA, USA
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, 94305 CA, USA
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Murata MM, Kong X, Moncada E, Chen Y, Imamura H, Wang P, Berns MW, Yokomori K, Digman MA. NAD+ consumption by PARP1 in response to DNA damage triggers metabolic shift critical for damaged cell survival. Mol Biol Cell 2019; 30:2584-2597. [PMID: 31390283 PMCID: PMC6740200 DOI: 10.1091/mbc.e18-10-0650] [Citation(s) in RCA: 91] [Impact Index Per Article: 18.2] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
DNA damage signaling is critical for the maintenance of genome integrity and cell fate decision. Poly(ADP-ribose) polymerase 1 (PARP1) is a DNA damage sensor rapidly activated in a damage dose- and complexity-dependent manner playing a critical role in the initial chromatin organization and DNA repair pathway choice at damage sites. However, our understanding of a cell-wide consequence of its activation in damaged cells is still limited. Using the phasor approach to fluorescence lifetime imaging microscopy and fluorescence-based biosensors in combination with laser microirradiation, we found a rapid cell-wide increase of the bound NADH fraction in response to nuclear DNA damage, which is triggered by PARP-dependent NAD+ depletion. This change is linked to the metabolic balance shift to oxidative phosphorylation (oxphos) over glycolysis. Inhibition of oxphos, but not glycolysis, resulted in parthanatos due to rapid PARP-dependent ATP deprivation, indicating that oxphos becomes critical for damaged cell survival. The results reveal the novel prosurvival response to PARP activation through a change in cellular metabolism and demonstrate how unique applications of advanced fluorescence imaging and laser microirradiation-induced DNA damage can be a powerful tool to interrogate damage-induced metabolic changes at high spatiotemporal resolution in a live cell.
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Affiliation(s)
- Michael M Murata
- Department of Biomedical Engineering, School of Engineering, University of California, Irvine, Irvine, CA 92697
| | - Xiangduo Kong
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA 92697
| | - Emmanuel Moncada
- Beckman Laser Institute and Medical Clinic, University of California, Irvine, Irvine, CA 92697
| | - Yumay Chen
- Department of Medicine, School of Medicine, University of California, Irvine, Irvine, CA 92697.,UC Irvine Diabetes Center, University of California, Irvine, Irvine, CA 92697
| | - Hiromi Imamura
- Graduate School of Biostudies, Kyoto University, Kyoto 606-8501, Japan
| | - Ping Wang
- Department of Medicine, School of Medicine, University of California, Irvine, Irvine, CA 92697.,UC Irvine Diabetes Center, University of California, Irvine, Irvine, CA 92697
| | - Michael W Berns
- Department of Biomedical Engineering, School of Engineering, University of California, Irvine, Irvine, CA 92697.,Beckman Laser Institute and Medical Clinic, University of California, Irvine, Irvine, CA 92697
| | - Kyoko Yokomori
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA 92697
| | - Michelle A Digman
- Department of Biomedical Engineering, School of Engineering, University of California, Irvine, Irvine, CA 92697
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Bunik VI. Redox-Driven Signaling: 2-Oxo Acid Dehydrogenase Complexes as Sensors and Transmitters of Metabolic Imbalance. Antioxid Redox Signal 2019; 30:1911-1947. [PMID: 30187773 DOI: 10.1089/ars.2017.7311] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
SIGNIFICANCE This article develops a holistic view on production of reactive oxygen species (ROS) by 2-oxo acid dehydrogenase complexes. Recent Advances: Catalytic and structural properties of the complexes and their components evolved to minimize damaging effects of side reactions, including ROS generation, simultaneously exploiting the reactions for homeostatic signaling. CRITICAL ISSUES Side reactions of the complexes, characterized in vitro, are analyzed in view of protein interactions and conditions in vivo. Quantitative data support prevalence of the forward 2-oxo acid oxidation over the backward NADH oxidation in feeding physiologically significant ROS production by the complexes. Special focus on interactions between the active sites within 2-oxo acid dehydrogenase complexes highlights the central relevance of the complex-bound thiyl radicals in regulation of and signaling by complex-generated ROS. The thiyl radicals arise when dihydrolipoyl residues of the complexes regenerate FADH2 from the flavin semiquinone coproduced with superoxide anion radical in 1e- oxidation of FADH2 by molecular oxygen. FUTURE DIRECTIONS Interaction of 2-oxo acid dehydrogenase complexes with thioredoxins (TRXs), peroxiredoxins, and glutaredoxins mediates scavenging of the thiyl radicals and ROS generated by the complexes, underlying signaling of disproportional availability of 2-oxo acids, CoA, and NAD+ in key metabolic branch points through thiol/disulfide exchange and medically important hypoxia-inducible factor, mammalian target of rapamycin (mTOR), poly (ADP-ribose) polymerase, and sirtuins. High reactivity of the coproduced ROS and thiyl radicals to iron/sulfur clusters and nitric oxide, peroxynitrite reductase activity of peroxiredoxins and transnitrosylating function of thioredoxin, implicate the side reactions of 2-oxo acid dehydrogenase complexes in nitric oxide-dependent signaling and damage.
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Affiliation(s)
- Victoria I Bunik
- 1 Belozersky Institute of Physicochemical Biology, Lomonosov Moscow State University, Moscow, Russian Federation.,2 Faculty of Bioengineering and Bioinformatics, Lomonosov Moscow State University, Moscow, Russian Federation
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Wesley UV, Bhute VJ, Hatcher JF, Palecek SP, Dempsey RJ. Local and systemic metabolic alterations in brain, plasma, and liver of rats in response to aging and ischemic stroke, as detected by nuclear magnetic resonance (NMR) spectroscopy. Neurochem Int 2019; 127:113-124. [PMID: 30707914 DOI: 10.1016/j.neuint.2019.01.025] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2018] [Accepted: 01/29/2019] [Indexed: 12/12/2022]
Abstract
Metabolic dysfunction impacts stroke incidence and outcome. However, the intricate association between altered metabolic program due to aging, and focal ischemia in brain, circulation, and peripheral organs is not completely elucidated. Here we identified locally and systemically altered metabolites in brain, liver, and plasma as a result of normal aging, ischemic-stroke, and extended time of reperfusion injury. Comprehensive quantitative metabolic profiling was carried out using nuclear magnetic resonance spectroscopy. Aging, but healthy rats showed significant metabolic alterations in the brain, but only a few metabolic changes in the liver and plasma as compared to younger rats. But, ischemic stroke altered metabolites significantly in liver and plasma of older rats during early acute phase. Major metabolic changes were also seen in the brains of younger rats following ischemic stroke during early acute phase of injury. We further report that metabolic changes occur sequentially in a tissue specific manner during extended reperfusion time of late repair phase. First metabolic alterations occurred in brain due to local injury. Next, changes in circulating metabolites in plasma occurred during acute-repair phase transition time. Lastly, the delayed systemic effect was seen in the peripheral organ, liver that exhibited significant and persistent changes in selected metabolites during later reperfusion time. The metabolic pathways involved in energy/glucose, and amino acid metabolism, inflammation, and oxidative stress were mainly altered as a result of aging and ischemia/reperfusion. Biomarker analysis revealed citrate, lysine, and tyrosine as potential age-independent blood metabolic biomarkers of ischemia/reperfusion. Overall, our study elucidates the complex network of metabolic events as a function of normal aging and acute stroke. We further provide evidence for a clear transition from local to systemic metabolic dysfunction due to ischemic injury in a time dependent manner, which may altogether greatly impact the post-stroke outcome.
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Affiliation(s)
- Umadevi V Wesley
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, 53792, USA.
| | - Vijesh J Bhute
- Department of Chemical and Biological Engineering, University of Wisconsin, Madison, WI, 53792, USA
| | - James F Hatcher
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, 53792, USA
| | - Sean P Palecek
- Department of Chemical and Biological Engineering, University of Wisconsin, Madison, WI, 53792, USA
| | - Robert J Dempsey
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, 53792, USA
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Ayuso JM, Gillette A, Lugo-Cintrón K, Acevedo-Acevedo S, Gomez I, Morgan M, Heaster T, Wisinski KB, Palecek SP, Skala MC, Beebe DJ. Organotypic microfluidic breast cancer model reveals starvation-induced spatial-temporal metabolic adaptations. EBioMedicine 2018; 37:144-157. [PMID: 30482722 PMCID: PMC6284542 DOI: 10.1016/j.ebiom.2018.10.046] [Citation(s) in RCA: 58] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Revised: 10/15/2018] [Accepted: 10/16/2018] [Indexed: 01/17/2023] Open
Abstract
BACKGROUND Ductal carcinoma in situ (DCIS) is the earliest stage of breast cancer. During DCIS, tumor cells remain inside the mammary duct, growing under a microenvironment characterized by hypoxia, nutrient starvation, and waste product accumulation; this harsh microenvironment promotes genomic instability and eventually cell invasion. However, there is a lack of biomarkers to predict what patients will transition to a more invasive tumor or how DCIS cells manage to survive in this harsh microenvironment. METHODS In this work, we have developed a microfluidic model that recapitulates the DCIS microenvironment. In the microdevice, a DCIS model cell line was grown inside a luminal mammary duct model, embedded in a 3D hydrogel with mammary fibroblasts. Cell behavior was monitored by confocal microscopy and optical metabolic imaging. Additionally, metabolite profile was studied by NMR whereas gene expression was analyzed by RT-qPCR. FINDINGS DCIS cell metabolism led to hypoxia and nutrient starvation; revealing an altered metabolism focused on glycolysis and other hypoxia-associated pathways. In response to this starvation and hypoxia, DCIS cells modified the expression of multiple genes, and a gradient of different metabolic phenotypes was observed across the mammary duct model. These genetic changes observed in the model were in good agreement with patient genomic profiles; identifying multiple compounds targeting the affected pathways. In this context, the hypoxia-activated prodrug tirapazamine selectively destroyed hypoxic DCIS cells. INTERPRETATION The results showed the capacity of the microfluidic model to mimic the DCIS structure, identifying multiple cellular adaptations to endure the hypoxia and nutrient starvation generated within the mammary duct. These findings may suggest new potential therapeutic directions to treat DCIS. In summary, given the lack of in vitro models to study DCIS, this microfluidic device holds great potential to find new DCIS predictors and therapies and translate them to the clinic.
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Affiliation(s)
- Jose M Ayuso
- Morgridge Institute for Research, 330 N Orchard street, Madison, WI, USA; Department of Biomedical Engineering, University of Wisconsin, Madison, WI, USA; The University of Wisconsin Carbone Cancer Center, University of Wisconsin, Madison, WI, USA.
| | - Amani Gillette
- Department of Biomedical Engineering, University of Wisconsin, Madison, WI, USA
| | - Karina Lugo-Cintrón
- Department of Biomedical Engineering, University of Wisconsin, Madison, WI, USA
| | | | - Ismael Gomez
- Allergy research group, IdISSC. San Carlos Clinic Hospital, Madrid, Spain; Materials department, Carlos III University. Leganes, Spain
| | - Molly Morgan
- Department of Biomedical Engineering, University of Wisconsin, Madison, WI, USA
| | - Tiffany Heaster
- Department of Biomedical Engineering, University of Wisconsin, Madison, WI, USA
| | - Kari B Wisinski
- The University of Wisconsin Carbone Cancer Center, University of Wisconsin, Madison, WI, USA
| | - Sean P Palecek
- The University of Wisconsin Carbone Cancer Center, University of Wisconsin, Madison, WI, USA; Department of Chemical and Biological Engineering, University of Wisconsin, Madison, USA
| | - Melissa C Skala
- Morgridge Institute for Research, 330 N Orchard street, Madison, WI, USA; Department of Biomedical Engineering, University of Wisconsin, Madison, WI, USA; The University of Wisconsin Carbone Cancer Center, University of Wisconsin, Madison, WI, USA
| | - David J Beebe
- Department of Biomedical Engineering, University of Wisconsin, Madison, WI, USA; The University of Wisconsin Carbone Cancer Center, University of Wisconsin, Madison, WI, USA; Department of Pathology & Laboratory Medicine, University of Wisconsin, MAdison, WI,USA.
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McCartney A, Vignoli A, Biganzoli L, Love R, Tenori L, Luchinat C, Di Leo A. Metabolomics in breast cancer: A decade in review. Cancer Treat Rev 2018; 67:88-96. [PMID: 29775779 DOI: 10.1016/j.ctrv.2018.04.012] [Citation(s) in RCA: 74] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Revised: 04/09/2018] [Accepted: 04/10/2018] [Indexed: 12/27/2022]
Abstract
Breast cancer (BC) is a heterogeneous disease which has been characterised and stratified by many platforms such as clinicopathological risk factors, genomic assays, computer generated models, and various "-omic" technologies. Genomic, proteomic and transcriptomic analysis in breast cancer research is well established, and metabolomics, which can be considered a downstream manifestation of the former disciplines, is of growing interest. The past decade has seen significant progress made within the field of clinical metabolomic BC research, with several groups demonstrating results with significant promise in the setting of BC screening and biological characterisation, as well as future potential for prognostic metabolomic biomarkers.
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Affiliation(s)
- Amelia McCartney
- "Sandro Pitigliani" Medical Oncology Department, Hospital of Prato, Istituto Toscano Tumori, Prato, Italy
| | - Alessia Vignoli
- Centre for Magnetic Resonance (CERM), University of Florence, Via Sacconi 6, Sesto Fiorentino 50019, Italy
| | - Laura Biganzoli
- "Sandro Pitigliani" Medical Oncology Department, Hospital of Prato, Istituto Toscano Tumori, Prato, Italy
| | - Richard Love
- Department of Mathematics, Statistics and Computer Science, Marquette University, Milawaukee, WI, USA
| | - Leonardo Tenori
- Centre for Magnetic Resonance (CERM), University of Florence, Via Sacconi 6, Sesto Fiorentino 50019, Italy; Department of Clinical and Experimental Medicine, University of Florence, Largo Brambilla 3, Florence 50100, Italy
| | - Claudio Luchinat
- Centre for Magnetic Resonance (CERM), University of Florence, Via Sacconi 6, Sesto Fiorentino 50019, Italy; Department of Chemistry, University of Florence, Via della Lastruccia 3, Sesto Fiorentino 50019, Italy
| | - Angelo Di Leo
- "Sandro Pitigliani" Medical Oncology Department, Hospital of Prato, Istituto Toscano Tumori, Prato, Italy.
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Almeida GS, Bawn CM, Galler M, Wilson I, Thomas HD, Kyle S, Curtin NJ, Newell DR, Maxwell RJ. PARP inhibitor rucaparib induces changes in NAD levels in cells and liver tissues as assessed by MRS. NMR IN BIOMEDICINE 2017; 30:e3736. [PMID: 28543772 DOI: 10.1002/nbm.3736] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2016] [Revised: 03/26/2017] [Accepted: 03/29/2017] [Indexed: 06/07/2023]
Abstract
Poly(adenosine diphosphate ribose) polymerases (PARPs) are multifunctional proteins which play a role in many cellular processes. Namely, PARP1 and PARP2 have been shown to be involved in DNA repair, and therefore are valid targets in cancer treatment with PARP inhibitors, such as rucaparib, currently in clinical trials. Proton magnetic resonance spectroscopy (1 H-MRS) was used to study the impact of rucaparib in vitro and ex vivo in liver tissue from mice, via quantitative analysis of nicotinamide adenosine diphosphate (NAD+ ) spectra, to assess the potential of MRS as a biomarker of the PARP inhibitor response. SW620 (colorectal) and A2780 (ovarian) cancer cell lines, and PARP1 wild-type (WT) and PARP1 knock-out (KO) mice, were treated with rucaparib, temozolomide (methylating agent) or a combination of both drugs. 1 H-MRS spectra were obtained from perchloric acid extracts of tumour cells and mouse liver. Both cell lines showed an increase in NAD+ levels following PARP inhibitor treatment in comparison with temozolomide treatment. Liver extracts from PARP1 WT mice showed a significant increase in NAD+ levels after rucaparib treatment compared with untreated mouse liver, and a significant decrease in NAD+ levels in the temozolomide-treated group. The combination of rucaparib and temozolomide did not prevent the NAD+ depletion caused by temozolomide treatment. The 1 H-MRS results show that NAD+ levels can be used as a biomarker of PARP inhibitor and methylating agent treatments, and suggest that in vivo measurement of NAD+ would be valuable.
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Affiliation(s)
- Gilberto S Almeida
- Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Newcastle-upon-Tyne, UK
| | - Carlo M Bawn
- Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Newcastle-upon-Tyne, UK
| | - Martin Galler
- Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Newcastle-upon-Tyne, UK
| | - Ian Wilson
- Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Newcastle-upon-Tyne, UK
| | - Huw D Thomas
- Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Newcastle-upon-Tyne, UK
| | - Suzanne Kyle
- Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Newcastle-upon-Tyne, UK
| | - Nicola J Curtin
- Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Newcastle-upon-Tyne, UK
| | - David R Newell
- Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Newcastle-upon-Tyne, UK
| | - Ross J Maxwell
- Northern Institute for Cancer Research, Paul O'Gorman Building, Medical School, Newcastle University, Newcastle-upon-Tyne, UK
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12
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Genome-wide and protein kinase-focused RNAi screens reveal conserved and novel damage response pathways in Trypanosoma brucei. PLoS Pathog 2017; 13:e1006477. [PMID: 28742144 PMCID: PMC5542689 DOI: 10.1371/journal.ppat.1006477] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2017] [Revised: 08/03/2017] [Accepted: 06/17/2017] [Indexed: 12/21/2022] Open
Abstract
All cells are subject to structural damage that must be addressed for continued growth. A wide range of damage affects the genome, meaning multiple pathways have evolved to repair or bypass the resulting DNA lesions. Though many repair pathways are conserved, their presence or function can reflect the life style of individual organisms. To identify genome maintenance pathways in a divergent eukaryote and important parasite, Trypanosoma brucei, we performed RNAi screens to identify genes important for survival following exposure to the alkylating agent methyl methanesulphonate. Amongst a cohort of broadly conserved and, therefore, early evolved repair pathways, we reveal multiple activities not so far examined functionally in T. brucei, including DNA polymerases, DNA helicases and chromatin factors. In addition, the screens reveal Trypanosoma- or kinetoplastid-specific repair-associated activities. We also provide focused analyses of repair-associated protein kinases and show that loss of at least nine, and potentially as many as 30 protein kinases, including a nuclear aurora kinase, sensitises T. brucei to alkylation damage. Our results demonstrate the potential for synthetic lethal genome-wide screening of gene function in T. brucei and provide an evolutionary perspective on the repair pathways that underpin effective responses to damage, with particular relevance for related kinetoplastid pathogens. By revealing that a large number of diverse T. brucei protein kinases act in the response to damage, we expand the range of eukaryotic signalling factors implicated in genome maintenance activities. Damage to the genome is a universal threat to life. Though the repair pathways used to tackle damage can be widely conserved, lineage-specific specialisations are found, reflecting the differing life styles of extant organisms. Using RNAi coupled with next generation sequencing we have screened for genes that are important for growth of Trypanosoma brucei, a diverged eukaryotic microbe and important parasite, in the presence of alkylation damage caused by methyl methanesulphonate. We reveal both repair pathway conservation relative to characterised eukaryotes and specialisation, including uncharacterised roles for translesion DNA polymerases, DNA helicases and chromatin factors. Furthermore, we demonstrate that loss of around 15% of T. brucei protein kinases sensitises the parasites to alkylation, indicating phosphorylation signalling plays widespread and under-investigated roles in the damage response pathways of eukaryotes.
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Shidore T, Broeckling CD, Kirkwood JS, Long JJ, Miao J, Zhao B, Leach JE, Triplett LR. The effector AvrRxo1 phosphorylates NAD in planta. PLoS Pathog 2017; 13:e1006442. [PMID: 28628666 PMCID: PMC5491322 DOI: 10.1371/journal.ppat.1006442] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Revised: 06/29/2017] [Accepted: 06/02/2017] [Indexed: 12/14/2022] Open
Abstract
Gram-negative bacterial pathogens of plants and animals employ type III secreted effectors to suppress innate immunity. Most characterized effectors work through modification of host proteins or transcriptional regulators, although a few are known to modify small molecule targets. The Xanthomonas type III secreted avirulence factor AvrRxo1 is a structural homolog of the zeta toxin family of sugar-nucleotide kinases that suppresses bacterial growth. AvrRxo1 was recently reported to phosphorylate the central metabolite and signaling molecule NAD in vitro, suggesting that the effector might enhance bacterial virulence on plants through manipulation of primary metabolic pathways. In this study, we determine that AvrRxo1 phosphorylates NAD in planta, and that its kinase catalytic sites are necessary for its toxic and resistance-triggering phenotypes. A global metabolomics approach was used to independently identify 3'-NADP as the sole detectable product of AvrRxo1 expression in yeast and bacteria, and NAD kinase activity was confirmed in vitro. 3'-NADP accumulated upon transient expression of AvrRxo1 in Nicotiana benthamiana and in rice leaves infected with avrRxo1-expressing strains of X. oryzae. Mutation of the catalytic aspartic acid residue D193 abolished AvrRxo1 kinase activity and several phenotypes of AvrRxo1, including toxicity in yeast, bacteria, and plants, suppression of the flg22-triggered ROS burst, and ability to trigger an R gene-mediated hypersensitive response. A mutation in the Walker A ATP-binding motif abolished the toxicity of AvrRxo1, but did not abolish the 3'-NADP production, virulence enhancement, ROS suppression, or HR-triggering phenotypes of AvrRxo1. These results demonstrate that a type III effector targets the central metabolite and redox carrier NAD in planta, and that this catalytic activity is required for toxicity and suppression of the ROS burst.
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Affiliation(s)
- Teja Shidore
- Department of Plant Pathology and Ecology, The Connecticut Agricultural Experiment Station, New Haven, CT, United States of America
| | - Corey D. Broeckling
- Proteomics and Metabolomics Facility, Colorado State University, Fort Collins, CO, United States of America
| | - Jay S. Kirkwood
- Proteomics and Metabolomics Facility, Colorado State University, Fort Collins, CO, United States of America
| | - John J. Long
- Department of Bioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, CO, United States of America
| | - Jiamin Miao
- Department of Horticulture, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States of America
| | - Bingyu Zhao
- Department of Horticulture, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States of America
| | - Jan E. Leach
- Department of Bioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, CO, United States of America
| | - Lindsay R. Triplett
- Department of Plant Pathology and Ecology, The Connecticut Agricultural Experiment Station, New Haven, CT, United States of America
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14
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Bhute VJ, Bao X, Dunn KK, Knutson KR, McCurry EC, Jin G, Lee WH, Lewis S, Ikeda A, Palecek SP. Metabolomics Identifies Metabolic Markers of Maturation in Human Pluripotent Stem Cell-Derived Cardiomyocytes. Theranostics 2017; 7:2078-2091. [PMID: 28656061 PMCID: PMC5485423 DOI: 10.7150/thno.19390] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2017] [Accepted: 03/22/2017] [Indexed: 12/18/2022] Open
Abstract
Cardiovascular disease is a leading cause of death worldwide. Human pluripotent stem cell-derived cardiomyocytes (hPSC-CMs) hold immense clinical potential and recent studies have enabled generation of virtually pure hPSC-CMs with high efficiency in chemically defined and xeno-free conditions. Despite these advances, hPSC-CMs exhibit an immature phenotype and are arrhythmogenic in vivo, necessitating development of strategies to mature these cells. hPSC-CMs undergo significant metabolic alterations during differentiation and maturation. A detailed analysis of the metabolic changes accompanying maturation of hPSC-CMs may prove useful in identifying new strategies to expedite hPSC-CM maturation and also may provide biomarkers for testing or validating hPSC-CM maturation. In this study we identified global metabolic changes which take place during long-term culture and maturation of hPSC-CMs derived from three different hPSC lines. We have identified several metabolic pathways, including phospholipid metabolism and pantothenate and Coenzyme A metabolism, which showed significant enrichment upon maturation in addition to fatty acid oxidation and metabolism. We also identified increases in glycerophosphocholine and the glycerophosphocholine:phosphocholine ratio as potential metabolic biomarkers of maturation. These biomarkers were also affected in a similar manner during murine heart development in vivo. These results support that hPSC-CM maturation is associated with extensive metabolic changes in metabolic network utilization and understanding the roles of these metabolic changes has the potential to develop novel approaches to monitor and expedite hPSC-CM maturation.
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Affiliation(s)
- Vijesh J. Bhute
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Xiaoping Bao
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Kaitlin K. Dunn
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Kylie R. Knutson
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Eric C. McCurry
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Gyuhyung Jin
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Wei-Hua Lee
- Department of Medical Genetics, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Sarah Lewis
- Department of Medical Genetics, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Akihiro Ikeda
- Department of Medical Genetics, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Sean P. Palecek
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
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15
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Bhute VJ, Ma Y, Bao X, Palecek SP. The Poly (ADP-Ribose) Polymerase Inhibitor Veliparib and Radiation Cause Significant Cell Line Dependent Metabolic Changes in Breast Cancer Cells. Sci Rep 2016; 6:36061. [PMID: 27811964 PMCID: PMC5095763 DOI: 10.1038/srep36061] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2016] [Accepted: 10/04/2016] [Indexed: 12/22/2022] Open
Abstract
Breast tumors are characterized into subtypes based on their surface marker expression, which affects their prognosis and treatment. Poly (ADP-ribose) polymerase (PARP) inhibitors have shown promising results in clinical trials, both as single agents and in combination with other chemotherapeutics, in several subtypes of breast cancer patients. Here, we used NMR-based metabolomics to probe cell line-specific effects of the PARP inhibitor Veliparib and radiation on metabolism in three breast cancer cell lines. Our data reveal several cell line-independent metabolic changes upon PARP inhibition. Pathway enrichment and topology analysis identified that nitrogen metabolism, glycine, serine and threonine metabolism, aminoacyl-tRNA biosynthesis and taurine and hypotaurine metabolism were enriched after PARP inhibition in all three breast cancer cell lines. Many metabolic changes due to radiation and PARP inhibition were cell line-dependent, highlighting the need to understand how these treatments affect cancer cell response via changes in metabolism. Finally, both PARP inhibition and radiation induced a similar metabolic responses in BRCA-mutant HCC1937 cells, but not in MCF7 and MDAMB231 cells, suggesting that radiation and PARP inhibition share similar interactions with metabolic pathways in BRCA mutant cells. Our study emphasizes the importance of differences in metabolic responses to cancer treatments in different subtypes of cancers.
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Affiliation(s)
- Vijesh J Bhute
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Yan Ma
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Xiaoping Bao
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Sean P Palecek
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, WI 53706, USA
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16
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Cossette SM, Bhute VJ, Bao X, Harmann LM, Horswill MA, Sinha I, Gastonguay A, Pooya S, Bordas M, Kumar SN, Mirza SP, Palecek SP, Strande JL, Ramchandran R. Sucrose Nonfermenting-Related Kinase Enzyme-Mediated Rho-Associated Kinase Signaling is Responsible for Cardiac Function. ACTA ACUST UNITED AC 2016; 9:474-486. [PMID: 27780848 DOI: 10.1161/circgenetics.116.001515] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Accepted: 09/28/2016] [Indexed: 11/16/2022]
Abstract
BACKGROUND Cardiac metabolism is critical for the functioning of the heart, and disturbance in this homeostasis is likely to influence cardiac disorders or cardiomyopathy. Our laboratory has previously shown that SNRK (sucrose nonfermenting related kinase) enzyme, which belongs to the AMPK (adenosine monophosphate-activated kinase) family, was essential for cardiac metabolism in mammals. Snrk global homozygous knockout (KO) mice die at postnatal day 0, and conditional deletion of Snrk in cardiomyocytes (Snrk cmcKO) leads to cardiac failure and death by 8 to 10 months. METHODS AND RESULTS We performed additional cardiac functional studies using echocardiography and identified further cardiac functional deficits in Snrk cmcKO mice. Nuclear magnetic resonance-based metabolomics analysis identified key metabolic pathway deficits in SNRK knockdown cardiomyocytes in vitro. Specifically, metabolites involved in lipid metabolism and oxidative phosphorylation are altered, and perturbations in these pathways can result in cardiac function deficits and heart failure. A phosphopeptide-based proteomic screen identified ROCK (Rho-associated kinase) as a putative substrate for SNRK, and mass spec-based fragment analysis confirmed key amino acid residues on ROCK that are phosphorylated by SNRK. Western blot analysis on heart lysates from Snrk cmcKO adult mice and SNRK knockdown cardiomyocytes showed increased ROCK activity. In addition, in vivo inhibition of ROCK partially rescued the in vivo Snrk cmcKO cardiac function deficits. CONCLUSIONS Collectively, our data suggest that SNRK in cardiomyocytes is responsible for maintaining cardiac metabolic homeostasis, which is mediated in part by ROCK, and alteration of this homeostasis influences cardiac function in the adult heart.
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Affiliation(s)
- Stephanie M Cossette
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Vijesh J Bhute
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Xiaoping Bao
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Leanne M Harmann
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Mark A Horswill
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Indranil Sinha
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Adam Gastonguay
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Shabnam Pooya
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Michelle Bordas
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Suresh N Kumar
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Shama P Mirza
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Sean P Palecek
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Jennifer L Strande
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.)
| | - Ramani Ramchandran
- From the Department of Pediatrics (S.M.C., A.G., S. Pooya, M.B., R.R.), OBGYN, Developmental Vascular Biology Program, Children's Research Institute (R.R.), Division of Cardiovascular Medicine, Cardiovascular Center, Clinical and Translational Science Institute (L.M.H.), Division of Cardiovascular Medicine, Department of Cell Biology, Neurobiology and Anatomy, Cardiovascular Center, Clinical and Translational Science Institute (J.L.S.), and Division of Pediatric Pathology, Department of Pathology (S.N.K.), Medical College of Wisconsin, Milwaukee; Department of Chemical and Biological Engineering (V.J.B., X.B., S. Palecek), Morgridge Institute for Research (M.A.H.), University of Wisconsin-Madison; Marginalen Bank, Stockholm, Sweden (I.S.); Department of Chemistry and Biochemistry, University of Wisconsin-Milwaukee (S.P.M.).
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