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Matboli M, Al-Amodi HS, Khaled A, Khaled R, Roushdy MMS, Ali M, Diab GI, Elnagar MF, Elmansy RA, TAhmed HH, Ahmed EME, Elzoghby DMA, M.Kamel HF, Farag MF, ELsawi HA, Farid LM, Abouelkhair MB, Habib EK, Fikry H, Saleh LA, Aboughaleb IH. Comprehensive machine learning models for predicting therapeutic targets in type 2 diabetes utilizing molecular and biochemical features in rats. Front Endocrinol (Lausanne) 2024; 15:1384984. [PMID: 38854687 PMCID: PMC11157016 DOI: 10.3389/fendo.2024.1384984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2024] [Accepted: 05/03/2024] [Indexed: 06/11/2024] Open
Abstract
Introduction With the increasing prevalence of type 2 diabetes mellitus (T2DM), there is an urgent need to discover effective therapeutic targets for this complex condition. Coding and non-coding RNAs, with traditional biochemical parameters, have shown promise as viable targets for therapy. Machine learning (ML) techniques have emerged as powerful tools for predicting drug responses. Method In this study, we developed an ML-based model to identify the most influential features for drug response in the treatment of type 2 diabetes using three medicinal plant-based drugs (Rosavin, Caffeic acid, and Isorhamnetin), and a probiotics drug (Z-biotic), at different doses. A hundred rats were randomly assigned to ten groups, including a normal group, a streptozotocin-induced diabetic group, and eight treated groups. Serum samples were collected for biochemical analysis, while liver tissues (L) and adipose tissues (A) underwent histopathological examination and molecular biomarker extraction using quantitative PCR. Utilizing five machine learning algorithms, we integrated 32 molecular features and 12 biochemical features to select the most predictive targets for each model and the combined model. Results and discussion Our results indicated that high doses of the selected drugs effectively mitigated liver inflammation, reduced insulin resistance, and improved lipid profiles and renal function biomarkers. The machine learning model identified 13 molecular features, 10 biochemical features, and 20 combined features with an accuracy of 80% and AUC (0.894, 0.93, and 0.896), respectively. This study presents an ML model that accurately identifies effective therapeutic targets implicated in the molecular pathways associated with T2DM pathogenesis.
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Affiliation(s)
- Marwa Matboli
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Hiba S. Al-Amodi
- Biochemistry Department, Faculty of Medicine, Umm Al-Qura University, Makkah, Saudi Arabia
| | - Abdelrahman Khaled
- Bioinformatics Group, Center of Informatics Sciences (CIS), School of Information Technology and Computer Sciences, Nile University, Giza, Egypt
| | - Radwa Khaled
- Biotechnology/Biomolecular Chemistry Department, Faculty of Science, Cairo University, Cairo, Egypt
- Medicinal Biochemistry and Molecular Biology Department, Modern University for Technology and Information, Cairo, Egypt
| | - Marian M. S. Roushdy
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Marwa Ali
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | | | | | - Rasha A. Elmansy
- Anatomy Unit, Department of Basic Medical Sciences, College of Medicine and Medical Sciences, Qassim University, Buraydah, Saudi Arabia
- Department of Anatomy and Cell Biology, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Hagir H. TAhmed
- Anatomy Unit, Department of Basic Medical Sciences, College of Medicine and Medical Sciences, AlNeelain University, Khartoum, Sudan
| | - Enshrah M. E. Ahmed
- Pathology Unit, Department of Basic Medical Sciences, College of Medicine and Medical Sciences, Gassim University, Buraydah, Saudi Arabia
| | | | - Hala F. M.Kamel
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
- Biochemistry Department, Faculty of Medicine, Umm Al-Qura University, Makkah, Saudi Arabia
| | - Mohamed F. Farag
- Medical Physiology Department, Armed Forces College of Medicine, Cairo, Egypt
| | - Hind A. ELsawi
- Department of Internal Medicine, Badr University in Cairo, Badr, Egypt
| | - Laila M. Farid
- Pathology Department, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | | | - Eman K. Habib
- Department of Anatomy and Cell Biology, Faculty of Medicine, Galala University, Attaka, Suez Governorate, Egypt
| | - Heba Fikry
- Department of Histology, Faculty of Medicine, Ain Shams University, Cairo, Egypt
| | - Lobna A. Saleh
- Department of Clinical Pharmacology, Faculty of Medicine, Ain Shams University, Cairo, Egypt
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Samidurai A, Olex AL, Ockaili R, Kraskauskas D, Roh SK, Kukreja RC, Das A. Integrated Analysis of lncRNA-miRNA-mRNA Regulatory Network in Rapamycin-Induced Cardioprotection against Ischemia/Reperfusion Injury in Diabetic Rabbits. Cells 2023; 12:2820. [PMID: 38132140 PMCID: PMC10742118 DOI: 10.3390/cells12242820] [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: 09/12/2023] [Revised: 12/01/2023] [Accepted: 12/06/2023] [Indexed: 12/23/2023] Open
Abstract
The inhibition of mammalian target of rapamycin (mTOR) with rapamycin (RAPA) provides protection against myocardial ischemia/reperfusion (I/R) injury in diabetes. Since interactions between transcripts, including long non-coding RNA (lncRNA), microRNA(miRNA) and mRNA, regulate the pathophysiology of disease, we performed unbiased miRarray profiling in the heart of diabetic rabbits following I/R injury with/without RAPA treatment to identify differentially expressed (DE) miRNAs and their predicted targets of lncRNAs/mRNAs. Results showed that among the total of 806 unique miRNAs targets, 194 miRNAs were DE after I/R in diabetic rabbits. Specifically, eight miRNAs, including miR-199a-5p, miR-154-5p, miR-543-3p, miR-379-3p, miR-379-5p, miR-299-5p, miR-140-3p, and miR-497-5p, were upregulated and 10 miRNAs, including miR-1-3p, miR-1b, miR-29b-3p, miR-29c-3p, miR-30e-3p, miR-133c, miR-196c-3p, miR-322-5p, miR-499-5p, and miR-672-5p, were significantly downregulated after I/R injury. Interestingly, RAPA treatment significantly reversed these changes in miRNAs. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis indicated the participation of miRNAs in the regulation of several signaling pathways related to I/R injury, including MAPK signaling and apoptosis. Furthermore, in diabetic hearts, the expression of lncRNAs, HOTAIR, and GAS5 were induced after I/R injury, but RAPA suppressed these lncRNAs. In contrast, MALAT1 was significantly reduced following I/R injury, with the increased expression of miR-199a-5p and suppression of its target, the anti-apoptotic protein Bcl-2. RAPA recovered MALAT1 expression with its sponging effect on miR-199-5p and restoration of Bcl-2 expression. The identification of novel targets from the transcriptome analysis in RAPA-treated diabetic hearts could potentially lead to the development of new therapeutic strategies for diabetic patients with myocardial infarction.
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Affiliation(s)
- Arun Samidurai
- Division of Cardiology, Pauley Heart Center, Internal Medicine, Virginia Commonwealth University, Richmond, VA 23298, USA; (A.S.); (R.O.); (D.K.); (S.K.R.)
| | - Amy L. Olex
- Wright Center for Clinical and Translational Research, Virginia Commonwealth University, Richmond, VA 23298, USA;
| | - Ramzi Ockaili
- Division of Cardiology, Pauley Heart Center, Internal Medicine, Virginia Commonwealth University, Richmond, VA 23298, USA; (A.S.); (R.O.); (D.K.); (S.K.R.)
| | - Donatas Kraskauskas
- Division of Cardiology, Pauley Heart Center, Internal Medicine, Virginia Commonwealth University, Richmond, VA 23298, USA; (A.S.); (R.O.); (D.K.); (S.K.R.)
| | - Sean K. Roh
- Division of Cardiology, Pauley Heart Center, Internal Medicine, Virginia Commonwealth University, Richmond, VA 23298, USA; (A.S.); (R.O.); (D.K.); (S.K.R.)
| | - Rakesh C. Kukreja
- Division of Cardiology, Pauley Heart Center, Internal Medicine, Virginia Commonwealth University, Richmond, VA 23298, USA; (A.S.); (R.O.); (D.K.); (S.K.R.)
| | - Anindita Das
- Division of Cardiology, Pauley Heart Center, Internal Medicine, Virginia Commonwealth University, Richmond, VA 23298, USA; (A.S.); (R.O.); (D.K.); (S.K.R.)
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Saha S, Fang X, Green CD, Das A. mTORC1 and SGLT2 Inhibitors-A Therapeutic Perspective for Diabetic Cardiomyopathy. Int J Mol Sci 2023; 24:15078. [PMID: 37894760 PMCID: PMC10606418 DOI: 10.3390/ijms242015078] [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: 09/01/2023] [Revised: 09/27/2023] [Accepted: 10/04/2023] [Indexed: 10/29/2023] Open
Abstract
Diabetic cardiomyopathy is a critical diabetes-mediated co-morbidity characterized by cardiac dysfunction and heart failure, without predisposing hypertensive or atherosclerotic conditions. Metabolic insulin resistance, promoting hyperglycemia and hyperlipidemia, is the primary cause of diabetes-related disorders, but ambiguous tissue-specific insulin sensitivity has shed light on the importance of identifying a unified target paradigm for both the glycemic and non-glycemic context of type 2 diabetes (T2D). Several studies have indicated hyperactivation of the mammalian target of rapamycin (mTOR), specifically complex 1 (mTORC1), as a critical mediator of T2D pathophysiology by promoting insulin resistance, hyperlipidemia, inflammation, vasoconstriction, and stress. Moreover, mTORC1 inhibitors like rapamycin and their analogs have shown significant benefits in diabetes and related cardiac dysfunction. Recently, FDA-approved anti-hyperglycemic sodium-glucose co-transporter 2 inhibitors (SGLT2is) have gained therapeutic popularity for T2D and diabetic cardiomyopathy, even acknowledging the absence of SGLT2 channels in the heart. Recent studies have proposed SGLT2-independent drug mechanisms to ascertain their cardioprotective benefits by regulating sodium homeostasis and mimicking energy deprivation. In this review, we systematically discuss the role of mTORC1 as a unified, eminent target to treat T2D-mediated cardiac dysfunction and scrutinize whether SGLT2is can target mTORC1 signaling to benefit patients with diabetic cardiomyopathy. Further studies are warranted to establish the underlying cardioprotective mechanisms of SGLT2is under diabetic conditions, with selective inhibition of cardiac mTORC1 but the concomitant activation of mTORC2 (mTOR complex 2) signaling.
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Affiliation(s)
- Sumit Saha
- Department of Biochemistry and Molecular Biology, Virginia Commonwealth University, Richmond, VA 23298, USA; (S.S.); (X.F.); (C.D.G.)
| | - Xianjun Fang
- Department of Biochemistry and Molecular Biology, Virginia Commonwealth University, Richmond, VA 23298, USA; (S.S.); (X.F.); (C.D.G.)
| | - Christopher D. Green
- Department of Biochemistry and Molecular Biology, Virginia Commonwealth University, Richmond, VA 23298, USA; (S.S.); (X.F.); (C.D.G.)
| | - Anindita Das
- Division of Cardiology, Pauley Heart Center, Department of Internal Medicine, Virginia Commonwealth University, Richmond, VA 23298, USA
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Pálóczi J, Paál Á, Pigler J, Kiss B, Rhoden A, Varga ZV, Ferdinandy P, Eschenhagen T, Görbe A. Organ-specific model of simulated ischemia/reperfusion and hyperglycemia based on engineered heart tissue. Vascul Pharmacol 2023; 152:107208. [PMID: 37572973 DOI: 10.1016/j.vph.2023.107208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 08/03/2023] [Accepted: 08/10/2023] [Indexed: 08/14/2023]
Abstract
Here we aimed to establish an in vitro engineered heart tissue (EHT) co-morbidity mimicking model of ischemia-reperfusion injury and diabetes. EHTs were generated from primary neonatal rat cardiomyocytes. Hyperglycemic conditions or hyperosmolar controls were applied for one day to model acute hyperglycemia and for seven days to model chronic hyperglycemia. 120 min' simulated ischemia (SI) was followed by 120 min' reperfusion (R) and 1-day follow-up reperfusion (FR). Normoxic controls (N) were not subjected to SI/R. Half of the EHTs was paced, the other half was left unpaced. To assess cell injury, lactate-dehydrogenase (LDH) concentration was measured. Beating force and activity (frequency) were monitored as cardiomyocyte functional parameters. LDH-release indicated relevant cell injury after SI/N in each experimental condition, with much higher effects in the chronically hyperglycemic/hyperosmolar groups. SI stopped beating of EHTs in each condition, which returned during reperfusion, with weaker recovery in chronic conditions than in acute conditions. Acutely treated EHTs showed small LDH-release and ∼80% recovery of force during reperfusion and follow-up, while chronically treated EHTs showed a marked LDH-release, only ∼30% recovery with reperfusion and complete loss of beating activity during 24 h follow-up reperfusion. We conclude that EHTs respond differently to SI/R injury in acute and chronic hyperglycemia/hyperosmolarity, and that our EHT model is a novel in vitro combination of diabetes and ischemia-reperfusion.
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Affiliation(s)
- J Pálóczi
- Cardiovascular Research Group, Department of Biochemistry, University of Szeged, Szeged H-6720, Hungary; Pharmahungary Group, Szeged H-6722, Hungary
| | - Á Paál
- MTA-SE System Pharmacology Research Group, Department of Pharmacology and Pharmacotherapy, Semmelweis University, Budapest H-1089, Hungary
| | - J Pigler
- Cardiovascular Research Group, Department of Biochemistry, University of Szeged, Szeged H-6720, Hungary
| | - B Kiss
- MTA-SE System Pharmacology Research Group, Department of Pharmacology and Pharmacotherapy, Semmelweis University, Budapest H-1089, Hungary
| | - A Rhoden
- Department of Experimental Pharmacology and Toxicology, Cardiovascular Research Center, DZHK (German Centre for Cardiovascular Research) Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany; DiNAQOR Deutschland GmbH, Start-up Labs Bahrenfeld, Luruper Hauptstrasse 1, Hamburg 22547, Germany
| | - Z V Varga
- MTA-SE System Pharmacology Research Group, Department of Pharmacology and Pharmacotherapy, Semmelweis University, Budapest H-1089, Hungary
| | - P Ferdinandy
- MTA-SE System Pharmacology Research Group, Department of Pharmacology and Pharmacotherapy, Semmelweis University, Budapest H-1089, Hungary; Pharmahungary Group, Szeged H-6722, Hungary
| | - T Eschenhagen
- Department of Experimental Pharmacology and Toxicology, Cardiovascular Research Center, DZHK (German Centre for Cardiovascular Research) Partner Site Hamburg/Kiel/Lübeck, Hamburg, Germany
| | - A Görbe
- MTA-SE System Pharmacology Research Group, Department of Pharmacology and Pharmacotherapy, Semmelweis University, Budapest H-1089, Hungary; Pharmahungary Group, Szeged H-6722, Hungary.
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Samidurai A, Saravanan M, Ockaili R, Kraskauskas D, Lau SYV, Kodali V, Ramasamy S, Bhoopathi K, Nair M, Roh SK, Kukreja RC, Das A. Single-Dose Treatment with Rapamycin Preserves Post-Ischemic Cardiac Function through Attenuation of Fibrosis and Inflammation in Diabetic Rabbit. Int J Mol Sci 2023; 24:8998. [PMID: 37240345 PMCID: PMC10218967 DOI: 10.3390/ijms24108998] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 05/09/2023] [Accepted: 05/12/2023] [Indexed: 05/28/2023] Open
Abstract
Robust activation of mTOR (mammalian target of rapamycin) signaling in diabetes exacerbates myocardial injury following lethal ischemia due to accelerated cardiomyocyte death with cardiac remodeling and inflammatory responses. We examined the effect of rapamycin (RAPA, mTOR inhibitor) on cardiac remodeling and inflammation following myocardial ischemia/reperfusion (I/R) injury in diabetic rabbits. Diabetic rabbits (DM) were subjected to 45 min of ischemia and 10 days of reperfusion by inflating/deflating a previously implanted hydraulic balloon occluder. RAPA (0.25 mg/kg, i.v.) or DMSO (vehicle) was infused 5 min before the onset of reperfusion. Post-I/R left ventricular (LV) function was assessed by echocardiography and fibrosis was evaluated by picrosirius red staining. Treatment with RAPA preserved LV ejection fraction and reduced fibrosis. Immunoblot and real-time PCR revealed that RAPA treatment inhibited several fibrosis markers (TGF-β, Galectin-3, MYH, p-SMAD). Furthermore, immunofluorescence staining revealed the attenuation of post-I/R NLRP3-inflammasome formation with RAPA treatment as shown by reduced aggregation of apoptosis speck-like protein with a caspase recruitment domain and active-form of caspase-1 in cardiomyocytes. In conclusion, our study suggests that acute reperfusion therapy with RAPA may be a viable strategy to preserve cardiac function with the alleviation of adverse post-infarct myocardial remodeling and inflammation in diabetic patients.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Rakesh C. Kukreja
- Division of Cardiology, Pauley Heart Center, Internal Medicine, Virginia Commonwealth University, Richmond, VA 23298, USA; (A.S.)
| | - Anindita Das
- Division of Cardiology, Pauley Heart Center, Internal Medicine, Virginia Commonwealth University, Richmond, VA 23298, USA; (A.S.)
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Khalid A, Naseem I. Antidiabetic and antiglycating potential of chrysin is enhanced after nano formulation: An in vitro approach. J Mol Struct 2022. [DOI: 10.1016/j.molstruc.2022.132906] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Samidurai A, Ockaili R, Cain C, Roh SK, Filippone SM, Kraskauskas D, Kukreja RC, Das A. Preclinical model of type 1 diabetes and myocardial ischemia/reperfusion injury in conscious rabbits-demonstration of cardioprotection with rapamycin. STAR Protoc 2021; 2:100772. [PMID: 34485939 PMCID: PMC8403684 DOI: 10.1016/j.xpro.2021.100772] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022] Open
Abstract
We developed a preclinical model of myocardial ischemia/reperfusion (I/R) injury in conscious diabetic rabbits to identify an early pharmacological intervention for patients with diabetes and acute myocardial infarction (AMI). Here, we describe a reproducible protocol for induction of diabetes with subsequent manifestation of myocardial I/R injury in conscious rabbits to mimic the real-life scenario observed in clinical settings. Further, we demonstrate the efficacy of rapamycin at the onset of reperfusion to limit the adverse effect of AMI. For complete details on the use and execution of this protocol, please refer to Samidurai et al. (2020). Detailed protocol for the generation of type 1 diabetic rabbit model Method for ischemia/reperfusion injury in conscious diabetic rabbit Measurement of cardiac function, myocardial infarction, cardiac troponin, and apoptosis Reperfusion therapy with rapamycin
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Affiliation(s)
- Arun Samidurai
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Ramzi Ockaili
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Chad Cain
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Sean K Roh
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Scott M Filippone
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Donatas Kraskauskas
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Rakesh C Kukreja
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA 23298, USA
| | - Anindita Das
- Division of Cardiology, Pauley Heart Center, Virginia Commonwealth University, Richmond, VA 23298, USA
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Samidurai A, Ockaili R, Cain C, Roh SK, Filippone SM, Kraskauskas D, Kukreja RC, Das A. Differential Regulation of mTOR Complexes with miR-302a Attenuates Myocardial Reperfusion Injury in Diabetes. iScience 2020; 23:101863. [PMID: 33319180 PMCID: PMC7725936 DOI: 10.1016/j.isci.2020.101863] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Revised: 09/07/2020] [Accepted: 11/20/2020] [Indexed: 01/11/2023] Open
Abstract
Persistent activation of mTOR (mammalian target of rapamycin) in diabetes increases the vulnerability of the heart to ischemia/reperfusion (I/R) injury. We show here that infusion of rapamycin (mTOR inhibitor) at reperfusion following ischemia reduced myocardial infarct size and apoptosis with restoration of cardiac function in type 1 diabetic rabbits. Likewise, treatment with rapamycin protected hyperglycemic human-pluripotent-stem-cells-derived cardiomyocytes (HG-hiPSC-CMs) following simulated ischemia (SI) and reoxygenation (RO). Phosphorylation of S6 (mTORC1 marker) was increased, whereas AKT phosphorylation (mTORC2 marker) and microRNA-302a were reduced with concomitant increase of its target, PTEN, following I/R injury in diabetic heart and HG-hiPSC-CMs. Rapamycin inhibited mTORC1 and PTEN, but augmented mTORC2 with restoration of miRNA-302a under diabetic conditions. Inhibition of miRNA-302a blocked mTORC2 and abolished rapamycin-induced protection against SI/RO injury in HG-hiPSC-CMs. We conclude that rapamycin attenuates reperfusion injury in diabetic heart through inhibition of PTEN and mTORC1 with restoration of miR-302a-mTORC2 signaling. miR-302a and AKT phosphorylation are suppressed in post-ischemic diabetic heart Negative regulator of insulin signaling, PTEN, is induced after ischemia reperfusion miRNA-302a-mimic abolishes ischemic injury in hyperglycemic human iPS cardiocytes Rapamycin treatment restores miR-302a-mTORC2 cardioprotective signaling in diabetes
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Affiliation(s)
- Arun Samidurai
- Division of Cardiology, Pauley Heart Center, Box 980204, Virginia Commonwealth University Medical Center, 1101 East Marshall Street, Sanger Hall, Room 7020d & 7020b, Richmond, VA 23298-0204, USA
| | - Ramzi Ockaili
- Division of Cardiology, Pauley Heart Center, Box 980204, Virginia Commonwealth University Medical Center, 1101 East Marshall Street, Sanger Hall, Room 7020d & 7020b, Richmond, VA 23298-0204, USA
| | - Chad Cain
- Division of Cardiology, Pauley Heart Center, Box 980204, Virginia Commonwealth University Medical Center, 1101 East Marshall Street, Sanger Hall, Room 7020d & 7020b, Richmond, VA 23298-0204, USA
| | - Sean K Roh
- Division of Cardiology, Pauley Heart Center, Box 980204, Virginia Commonwealth University Medical Center, 1101 East Marshall Street, Sanger Hall, Room 7020d & 7020b, Richmond, VA 23298-0204, USA
| | - Scott M Filippone
- Division of Cardiology, Pauley Heart Center, Box 980204, Virginia Commonwealth University Medical Center, 1101 East Marshall Street, Sanger Hall, Room 7020d & 7020b, Richmond, VA 23298-0204, USA
| | - Donatas Kraskauskas
- Division of Cardiology, Pauley Heart Center, Box 980204, Virginia Commonwealth University Medical Center, 1101 East Marshall Street, Sanger Hall, Room 7020d & 7020b, Richmond, VA 23298-0204, USA
| | - Rakesh C Kukreja
- Division of Cardiology, Pauley Heart Center, Box 980204, Virginia Commonwealth University Medical Center, 1101 East Marshall Street, Sanger Hall, Room 7020d & 7020b, Richmond, VA 23298-0204, USA
| | - Anindita Das
- Division of Cardiology, Pauley Heart Center, Box 980204, Virginia Commonwealth University Medical Center, 1101 East Marshall Street, Sanger Hall, Room 7020d & 7020b, Richmond, VA 23298-0204, USA
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Liu R, Chen L, Wang Z, Zheng X, Hou Z, Zhao D, Long J, Liu J. Omega-3 polyunsaturated fatty acids prevent obesity by improving tricarboxylic acid cycle homeostasis. J Nutr Biochem 2020; 88:108503. [PMID: 32956825 DOI: 10.1016/j.jnutbio.2020.108503] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Revised: 08/29/2020] [Accepted: 09/03/2020] [Indexed: 02/08/2023]
Abstract
The beneficial effects of omega-3 polyunsaturated fatty acids (n-3 PUFAs) on preventing obesity are well known; however, the underlying mechanism by which n-3 PUFAs influence tricarboxylic acid (TCA) cycle under obesity remains unclear. We randomly divided male C57BL/6 mice into 5 groups (n=10) and fed for 12 weeks as follows: mice fed a normal diet (Con, 10% kcal); mice fed a high-fat diet (HFD, lard, 60% kcal); and mice fed a high-fat diet (60% kcal) substituting half the lard with safflower oil (SO), safflower oil and fish oil (SF) and fish oil (FO), respectively. Then we treated HepG2 cells with palmitic acid and DHA for 24 h. We found that body weight in FO group was significantly lower than it in HFD and SO groups. N-3 PUFAs reduced the transcription and translation of TCA cycle enzymes, including IDH1, IDH2, SDHA, FH and MDH2, to enhance mitochondrial function in vivo and vitro. DHA significantly inhibited protein expression of the mTORC1 signaling pathway, increased p-AKT protein expression to alleviate insulin resistance and improved mitochondrial oxygen consumption rate and glycolysis ability in HepG2 cells. In addition, the expressions of IDH2 and SDHB were reduced by rapamycin. N-3 PUFAs could prevent obesity by improving TCA cycle homeostasis and mTORC1 signaling pathway may be upstream.
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Affiliation(s)
- Run Liu
- Center for Mitochondrial Biology and Medicine, The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an 710049, China
| | - Lei Chen
- Institute of Nutrition & Health, Qingdao University, 308 Ningxia Road, Qingdao 266071, China; Center for Mitochondrial Biology and Medicine, The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an 710049, China
| | - Zhen Wang
- Center for Mitochondrial Biology and Medicine, The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an 710049, China
| | - Xuewei Zheng
- The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an 710049, China
| | - Zhanwu Hou
- Center for Mitochondrial Biology and Medicine, The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an 710049, China
| | - Daina Zhao
- Center for Mitochondrial Biology and Medicine, The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an 710049, China
| | - Jiangang Long
- Center for Mitochondrial Biology and Medicine, The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an 710049, China
| | - Jiankang Liu
- Center for Mitochondrial Biology and Medicine, The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an 710049, China.
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Fan C, Joshi J, Li F, Xu B, Khan M, Yang J, Zhu W. Nanoparticle-Mediated Drug Delivery for Treatment of Ischemic Heart Disease. Front Bioeng Biotechnol 2020; 8:687. [PMID: 32671049 PMCID: PMC7326780 DOI: 10.3389/fbioe.2020.00687] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Accepted: 06/02/2020] [Indexed: 12/26/2022] Open
Abstract
The regenerative capacity of an adult cardiac tissue is insufficient to repair the massive loss of heart tissue, particularly cardiomyocytes (CMs), following ischemia or other catastrophic myocardial injuries. The delivery methods of therapeutics agents, such as small molecules, growth factors, exosomes, cells, and engineered tissues have significantly advanced in medical science. Furthermore, with the controlled release characteristics, nanoparticle (NP) systems carrying drugs are promising in enhancing the cardioprotective potential of drugs in patients with cardiac ischemic events. NPs can provide sustained exposure precisely to the infarcted heart via direct intramyocardial injection or intravenous injection with active targets. In this review, we present the recent advances and challenges of different types of NPs loaded with agents for the repair of myocardial infarcted heart tissue.
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Affiliation(s)
- Chengming Fan
- Department of Cardiovascular Surgery, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Jyotsna Joshi
- Department of Cardiovascular Diseases, Mayo Clinic, Scottsdale, AZ, United States
| | - Fan Li
- Department of Cardiovascular Diseases, Mayo Clinic, Scottsdale, AZ, United States
| | - Bing Xu
- Department of Cardiovascular Diseases, Mayo Clinic, Scottsdale, AZ, United States
| | - Mahmood Khan
- Department of Emergency Medicine, The Ohio State University Wexner Medical Center, Columbus, OH, United States
| | - Jinfu Yang
- Department of Cardiovascular Surgery, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Wuqiang Zhu
- Department of Cardiovascular Diseases, Mayo Clinic, Scottsdale, AZ, United States.,Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, United States
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11
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Mendez-Fernandez A, Cabrera-Fuentes HA, Velmurugan B, Irei J, Boisvert WA, Lu S, Hausenloy DJ. Nanoparticle delivery of cardioprotective therapies. CONDITIONING MEDICINE 2020; 3:18-30. [PMID: 34268485 PMCID: PMC8279025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Acute myocardial infarction (AMI), and the heart failure (HF) that often follows, are leading causes of death and disability worldwide. Crucially, there are currently no effective treatments, other than myocardial reperfusion, for reducing myocardial infarct (MI) size and preventing HF following AMI. Thus, there is an unmet need to discover novel cardioprotective therapies to reduce MI size, and prevent HF in AMI patients. Although a large number of therapies have been shown to reduce MI size in experimental studies, the majority have failed to benefit AMI patients. Failure to deliver cardioprotective therapy to the ischemic heart in sufficient concentrations following AMI is a major factor for the lack of success observed in previous clinical cardioprotection studies. Therefore, new strategies are needed to improve the delivery of cardioprotective therapies to the ischemic heart following AMI. In this regard, nanoparticles have emerged as drug delivery systems for improving the bioavailability, delivery, and release of cardioprotective therapies, and should result in improved efficacy in terms of reducing MI size and preventing HF. In this article, we provide a review of currently available nanoparticles, some of which have been FDA-approved, in terms of their use as drug delivery systems in cardiovascular disease and cardioprotection.
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Affiliation(s)
- Abraham Mendez-Fernandez
- Tecnologico de Monterrey, Centro de Biotecnologia-FEMSA, Nuevo Leon, Mexico
- National Heart Research Institute Singapore, National Heart Centre, Singapore
| | - Hector A Cabrera-Fuentes
- Tecnologico de Monterrey, Centro de Biotecnologia-FEMSA, Nuevo Leon, Mexico
- National Heart Research Institute Singapore, National Heart Centre, Singapore
- SingHealth Duke-NUS Cardiovascular Sciences Academic Clinical Programme, Duke-National University of Singapore Medical School, Singapore
- Cardiovascular and Metabolic Disorders Program, Duke-National University of Singapore Medical School, Singapore
- Institute of Fundamental Medicine and Biology, Kazan (Volga Region) Federal University, Russian Federation
- Institute of Physiology, Medical School, Justus-Liebig-University, Germany
| | - Bhaarathy Velmurugan
- National Heart Research Institute Singapore, National Heart Centre, Singapore
- Cardiovascular and Metabolic Disorders Program, Duke-National University of Singapore Medical School, Singapore
| | - Jason Irei
- Center for Cardiovascular Research, John A. Burns School of Medicine, University of Hawaii, USA
| | - William A. Boisvert
- Center for Cardiovascular Research, John A. Burns School of Medicine, University of Hawaii, USA
| | - Shengjie Lu
- National Heart Research Institute Singapore, National Heart Centre, Singapore
- SingHealth Duke-NUS Cardiovascular Sciences Academic Clinical Programme, Duke-National University of Singapore Medical School, Singapore
| | - Derek J Hausenloy
- National Heart Research Institute Singapore, National Heart Centre, Singapore
- SingHealth Duke-NUS Cardiovascular Sciences Academic Clinical Programme, Duke-National University of Singapore Medical School, Singapore
- Cardiovascular and Metabolic Disorders Program, Duke-National University of Singapore Medical School, Singapore
- The Hatter Cardiovascular Institute, Institute of Cardiovascular Science, University College London, UK
- Yong Loo Lin School of Medicine, National University Singapore, Singapore
- Cardiovascular Research Center, College of Medical and Health Sciences, Asia University, Taiwan
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12
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Unnikrishnan A, Kurup K, Salmon AB, Richardson A. Is Rapamycin a Dietary Restriction Mimetic? J Gerontol A Biol Sci Med Sci 2020; 75:4-13. [PMID: 30854544 PMCID: PMC6909904 DOI: 10.1093/gerona/glz060] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2018] [Accepted: 02/28/2019] [Indexed: 01/21/2023] Open
Abstract
Since the initial suggestion that rapamycin, an inhibitor of target of rapamycin (TOR) nutrient signaling, increased lifespan comparable to dietary restriction, investigators have viewed rapamycin as a potential dietary restriction mimetic. Both dietary restriction and rapamycin increase lifespan across a wide range of evolutionarily diverse species (including yeast, Caenorhabditis elegans, Drosophila, and mice) as well as reducing pathology and improving physiological functions that decline with age in mice. The purpose of this article is to review the research comparing the effect of dietary restriction and rapamycin in mice. The current data show that dietary restriction and rapamycin have different effects on many pathways and molecular processes. In addition, these interventions affect the lifespan of many genetically manipulated mouse models differently. In other words, while dietary restriction and rapamycin may have similar effects on some pathways and processes; overall, they affect many pathways/processes quite differently. Therefore, rapamycin is likely not a true dietary restriction mimetic. Rather dietary restriction and rapamycin appear to be increasing lifespan and retarding aging largely through different mechanisms/pathways, suggesting that a combination of dietary restriction and rapamycin will have a greater effect on lifespan than either manipulation alone.
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Affiliation(s)
- Archana Unnikrishnan
- Reynolds Oklahoma Center on Aging and Department of Biochemistry & Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City
| | - Kavitha Kurup
- Reynolds Oklahoma Center on Aging and Department of Biochemistry & Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City
| | - Adam B Salmon
- Department of Molecular Medicine and the Sam and Ann Barhop Institute for Longevity and Aging Studies, University of Texas Health Science Center at San Antonio,Geratric Research Education and Clinical Center, South Texas Veterans Health Care System, San Antonio
| | - Arlan Richardson
- Reynolds Oklahoma Center on Aging and Department of Biochemistry & Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City,Oklahoma City VA Medical Center, Oklahoma,Address correspondence to: Arlan Richardson, PhD, Department of Geriatric Medicine, University of Oklahoma Health Sciences Center, 975 NE 10th Street, BRC 1372, Oklahoma City, OK 73104. E-mail:
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13
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Xu X, Kobayashi S, Timm D, Huang Y, Zhao F, Shou W, Liang Q. Enhanced mTOR complex 1 signaling attenuates diabetic cardiac injury in OVE26 mice. FASEB J 2019; 33:12800-12811. [PMID: 31469601 DOI: 10.1096/fj.201901206r] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The protein kinase mechanistic target of rapamycin (mTOR) performs diverse cellular functions through 2 distinct multiprotein complexes, mTOR complex (mTORC)1 and 2. Numerous studies using rapamycin, an mTORC1 inhibitor, have implicated a role for mTORC1 in several types of heart disease. People with diabetes are more susceptible to heart failure. mTORC1 activity is increased in the diabetic heart, but its functional significance remains controversial. To investigate the role of mTORC1 in the diabetic heart, we crossed OVE26 type 1 diabetic mice with transgenic mice expressing a constitutively active mTOR (mTORca) or kinase-dead mTOR (mTORkd) in the heart. The expression of mTORca or mTORkd affected only mTORC1 but not mTORC2 activities, with corresponding changes in the activities of autophagy, a cellular degradation pathway negatively regulated by mTORC1. Diabetic cardiac damage in OVE26 mice was dramatically reduced by mTORca but exacerbated by mTORkd expression as assessed by changes in cardiac function, oxidative stress, and myocyte apoptosis. These findings demonstrated that the enhanced mTORC1 signaling in the OVE26 diabetic heart was an adaptive response that limited cardiac dysfunction, suggesting that manipulations that enhance mTORC1 activity may reduce diabetic cardiac injury, in sharp contrast to the results previously obtained with rapamycin.-Xu, X., Kobayashi, S., Timm, D., Huang, Y., Zhao, F., Shou, W., Liang, Q. Enhanced mTOR complex 1 signaling attenuates diabetic cardiac injury in OVE26 mice.
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Affiliation(s)
- Xianmin Xu
- Sanford Research, Sioux Falls, South Dakota, USA
| | - Satoru Kobayashi
- Department of Biomedical Sciences, New York Institute of Technology College of Osteopathic Medicine, Old Westbury, New York, USA
| | - Derek Timm
- Sanford Research, Sioux Falls, South Dakota, USA
| | - Yuan Huang
- Department of Biomedical Sciences, New York Institute of Technology College of Osteopathic Medicine, Old Westbury, New York, USA
| | - Fengyi Zhao
- Department of Endocrinology, The First Affiliated Hospital of Xi'an Jiaotong University Health Science Center, Xi'an, China
| | - Weinian Shou
- Department of Pediatrics, Riley Heart Center, Herman B. Wells Center for Pediatric Research, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Qiangrong Liang
- Department of Biomedical Sciences, New York Institute of Technology College of Osteopathic Medicine, Old Westbury, New York, USA
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14
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Pipicz M, Demján V, Sárközy M, Csont T. Effects of Cardiovascular Risk Factors on Cardiac STAT3. Int J Mol Sci 2018; 19:ijms19113572. [PMID: 30424579 PMCID: PMC6274853 DOI: 10.3390/ijms19113572] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2018] [Revised: 11/01/2018] [Accepted: 11/08/2018] [Indexed: 12/14/2022] Open
Abstract
Nuclear, mitochondrial and cytoplasmic signal transducer and activator of transcription 3 (STAT3) regulates many cellular processes, e.g., the transcription or opening of mitochondrial permeability transition pore, and its activity depends on the phosphorylation of Tyr705 and/or Ser727 sites. In the heterogeneous network of cardiac cells, STAT3 promotes cardiac muscle differentiation, vascular element formation and extracellular matrix homeostasis. Overwhelming evidence suggests that STAT3 is beneficial for the heart, plays a role in the prevention of age-related and postpartum heart failure, protects the heart against cardiotoxic doxorubicin or ischaemia/reperfusion injury, and is involved in many cardioprotective strategies (e.g., ischaemic preconditioning, perconditioning, postconditioning, remote or pharmacological conditioning). Ischaemic heart disease is still the leading cause of death worldwide, and many cardiovascular risk factors contribute to the development of the disease. This review focuses on the effects of various cardiovascular risk factors (diabetes, aging, obesity, smoking, alcohol, depression, gender, comedications) on cardiac STAT3 under non-ischaemic baseline conditions, and in settings of ischaemia/reperfusion injury with or without cardioprotective strategies.
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Affiliation(s)
- Márton Pipicz
- Metabolic Diseases and Cell Signaling (MEDICS) Research Group, Department of Biochemistry, Interdisciplinary Excellence Centre, University of Szeged, Dóm tér. 9., H-6720 Szeged, Hungary.
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15
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Emerging Role of mTOR Signaling-Related miRNAs in Cardiovascular Diseases. OXIDATIVE MEDICINE AND CELLULAR LONGEVITY 2018; 2018:6141902. [PMID: 30305865 PMCID: PMC6165581 DOI: 10.1155/2018/6141902] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/05/2018] [Accepted: 07/04/2018] [Indexed: 12/21/2022]
Abstract
Mechanistic/mammalian target of rapamycin (mTOR), an atypical serine/threonine kinase of the phosphoinositide 3-kinase- (PI3K-) related kinase family, elicits a vital role in diverse cellular processes, including cellular growth, proliferation, survival, protein synthesis, autophagy, and metabolism. In the cardiovascular system, the mTOR signaling pathway integrates both intracellular and extracellular signals and serves as a central regulator of both physiological and pathological processes. MicroRNAs (miRs), a class of short noncoding RNA, are an emerging intricate posttranscriptional modulator of critical gene expression for the development and maintenance of homeostasis across a wide array of tissues, including the cardiovascular system. Over the last decade, numerous studies have revealed an interplay between miRNAs and the mTOR signaling circuit in the different cardiovascular pathophysiology, like myocardial infarction, hypertrophy, fibrosis, heart failure, arrhythmia, inflammation, and atherosclerosis. In this review, we provide a comprehensive state of the current knowledge regarding the mechanisms of interactions between the mTOR signaling pathway and miRs. We have also highlighted the latest advances on mTOR-targeted therapy in clinical trials and the new perspective therapeutic strategies with mTOR-targeting miRs in cardiovascular diseases.
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16
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Samidurai A, Salloum FN, Durrant D, Chernova OB, Kukreja RC, Das A. Chronic treatment with novel nanoformulated micelles of rapamycin, Rapatar, protects diabetic heart against ischaemia/reperfusion injury. Br J Pharmacol 2017; 174:4771-4784. [PMID: 28967097 PMCID: PMC5727242 DOI: 10.1111/bph.14059] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Revised: 08/17/2017] [Accepted: 09/13/2017] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND AND PURPOSE Enhanced mammalian target of rapamycin (mTOR) signalling contributes to the pathogenesis of diabetes and plays a critical role in myocardial ischaemia/reperfusion (I/R) injury. Rapatar is a novel nanoformulated micellar of rapamycin, a putative inhibitor of mTOR that has been rationally designed to increase water solubility of rapamycin to facilitate p.o. administration and enhance bioavailability. We examined the effect of Rapatar on the metabolic status and protection against myocardial I/R injury in type 2 diabetic mice. EXPERIMENTAL APPROACH Adult male db/db mice were treated daily for 10 weeks with Rapatar (0.75 mg·kg-1 ·day-1 , p.o.) or vehicle. Isolated hearts were connected to a Langendorff perfusion system and subjected to global ischaemia (30 min) and reperfusion (1 h). KEY RESULTS Rapatar reduced fasting plasma glucose and triglyceride levels, prevented the gain in body weight and also improved glucose tolerance and insulin sensitivity in db/db mice compared with control. Cardiac function was improved following Rapatar treatment in db/db mice. Myocardial infarct size was reduced in Rapatar-treated mice with improved post-ischaemic rate-force product. Western blot analyses demonstrated a significant inhibition of phosphorylation of ribosomal protein S6 (downstream target of mTORC1), but not Akt (Ser473 , target of mTORC2) following chronic treatment with Rapatar. Rapatar also induced phosphorylation of AMPK, STAT3, ERK1/2 and glycogen synthase kinase 3β, without interfering with phosphorylation of p38. CONCLUSION AND IMPLICATIONS Our studies indicate that chronic treatment with Rapatar improves metabolic status and cardiac function with a reduction of infarct size following myocardial I/R injury in diabetic mice.
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Affiliation(s)
- Arun Samidurai
- Pauley Heart Center, Division of CardiologyVirginia Commonwealth UniversityRichmondVAUSA
| | - Fadi N Salloum
- Pauley Heart Center, Division of CardiologyVirginia Commonwealth UniversityRichmondVAUSA
| | - David Durrant
- Pauley Heart Center, Division of CardiologyVirginia Commonwealth UniversityRichmondVAUSA
| | | | - Rakesh C Kukreja
- Pauley Heart Center, Division of CardiologyVirginia Commonwealth UniversityRichmondVAUSA
| | - Anindita Das
- Pauley Heart Center, Division of CardiologyVirginia Commonwealth UniversityRichmondVAUSA
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