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Sharif SM, Hydock D. Insights into mitochondrial creatine kinase: examining preventive role of creatine supplement in doxorubicin-induced cardiotoxicity. Toxicol Mech Methods 2024:1-10. [PMID: 39169611 DOI: 10.1080/15376516.2024.2393825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Revised: 07/10/2024] [Accepted: 08/13/2024] [Indexed: 08/23/2024]
Abstract
Doxorubicin (Dox) is an effective and commonly used anticancer drug; however, it leads to several side effects including cardiotoxicity which contributes to poor quality of life for cancer patients. Creatine (Cr) is a promising intervention to alleviate Dox-induced cardiotoxicity. This study aimed to examine the effects of Cr beforeDox on cardiac mitochondrial creatine kinase (MtCK). Male rats were randomly assigned to one of two 4-week Cr feeding interventions (standard Cr diet or Cr loading diet) or a control diet (Con, n = 20). Rats in the standard Cr diet (Cr1, n = 20) were fed 2% Cr for 4-weeks. Rats in the Cr loading diet (Cr2, n = 20) were fed 4% Cr for 1-week followed by 2% Cr for 3-weeks. After 4-weeks, rats received either a bolus injection of 15 mg/kg Dox or a placebo saline injection (Sal). Five days post-injections left ventricle (LV) was excised and analyzed for MtCK expression using Western blot and ELISA. A significant drug effect was observed for LV mass (p < 0.05), post hoc testing revealed LV mass of Con + Dox and Cr2 + Dox was significantly lower than Con + Sal (p < 0.05). A significant drug effect was observed for MtCK (p = 0.03) through Western blot. A significant drug effect (p = 0.03) and interaction (p = 0.02) was observed for MtCK using ELISA. Post hoc testing revealed that Cr2 + Dox had significantly higher MtCK than Cr1 + Sal and Cr2 + Sal. Data suggest that a reduction in LV mass and MtCK may contribute to Dox-induced cardiotoxicity, and Cr supplementation may play a potential role in mitigating cardiotoxicity by preserving mitochondrial CK.
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Affiliation(s)
- Salaheddin M Sharif
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - David Hydock
- Department of Kinesiology, Nutrition, and Dietetics, University of Northern Colorado, Greeley, Colorado, USA
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2
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Guo Q, Li Q, Liang W, Zhang Y, Jiang C, Zhang Y, Tan J, Zhao H. Asiatic acid and madecassic acid cause cardiotoxicity via inflammation and production of excessive reactive oxygen species in zebrafish. J Appl Toxicol 2024; 44:1028-1039. [PMID: 38527925 DOI: 10.1002/jat.4602] [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: 02/10/2024] [Revised: 03/01/2024] [Accepted: 03/05/2024] [Indexed: 03/27/2024]
Abstract
Centella asiatica (L.) Urban is a famous Chinese traditional medicine, which is widely used for treating various chronic inflammatory diseases. Although there are reports that Centella total glycosides exhibit heart-protective properties, our previous experiment showed that it has cardiac toxic effects in zebrafish. The components of Centella total glycosides are complex, so we recommend further research to determine their key components and mechanisms. In this study, sample quantification was done using liquid chromatography-tandem mass spectrometry. The cardiotoxicity of Centella total glycosides, asiaticoside, madecassoside, asiatic acid, and madecassic acid was evaluated using zebrafish and cell models. The zebrafish oxidative stress model and myocarditis model were used to explore further the mechanisms through which cardiotoxicity is achieved. Asiatic acid and madecassic acid caused zebrafish cardiotoxicity and H9C2 cell death. However, no toxicity effects were observed for asiaticoside and madecassoside in zebrafish, until the solution was saturated. The results from the cell model study showed that asiatic acid and madecassic acid changed the expression of apoptosis-related genes in myocardial cells. In the zebrafish model, high concentrations of these components raised the levels of induced systemic inflammation, neutrophils gathered in the heart, and oxidative stress injury. Asiatic acid and madecassic acid are the main components causing cardiotoxicity in zebrafish. This may be due to enhanced inflammation and reactive oxygen species injury, which causes myocardial cell apoptosis, which further leads to cardiac toxicity.
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Affiliation(s)
- Qingquan Guo
- Guangdong University of Technology, Guangzhou, China
| | - Qiuru Li
- Guangdong University of Technology, Guangzhou, China
| | - Wenyao Liang
- Guangzhou Quality Supervision and Testing Institute, Guangzhou, China
| | - Yudong Zhang
- Guangdong University of Technology, Guangzhou, China
| | | | - Yihan Zhang
- BYHEALTH Institute of Nutrition and Health, Guangzhou, China
| | - Jianhua Tan
- Guangzhou Quality Supervision and Testing Institute, Guangzhou, China
| | - Haishan Zhao
- Guangdong Provincial People's Hospital, Guangzhou, China
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3
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Wang F, Yan X, Yue A, Zhang K, Li P, Xu J, Sun K, Zhang Q, Li Y. Apigenin alleviates doxorubicin-induced myocardial pyroptosis by inhibiting glycogen synthase kinase-3β in vitro and in vivo. Drug Dev Res 2024; 85:e22196. [PMID: 38812449 DOI: 10.1002/ddr.22196] [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: 11/29/2023] [Revised: 03/01/2024] [Accepted: 05/03/2024] [Indexed: 05/31/2024]
Abstract
Apigenin, a natural flavonoid compound found in chamomile (Matricaia chamomilla L.) from the Asteraceae family, has been shown in our previous study to possess antimyocardial hypertrophy and anti-cardiac fibrosis effects. However, its effects and mechanisms on the pyroptosis of cardiomyocytes induced by doxorubicin (DOX) are poorly understood. The objective of this study was to investigate the role of GSK-3β and the effects of apigenin in DOX-induced cardiotoxicity. H9c2 cells stimulated with DOX were treated with SB216763 and apigenin. Additionally, a mouse model of DOX-induced cardiotoxicity was prepared and further treated with apigenin and SB216763 for 30 days. The findings revealed that treatment with SB216763 or apigenin resulted in a significant reduction in the levels of pyroptosis-related factors. Furthermore, the phosphorylation of GSK-3β was enhanced while the phosphorylation of nuclear factor-kB (NF-κB) p65 was reduced following treatment with either SB216763 or apigenin. Conversely, the effects of apigenin treatment were nullified in siRNA-GSK-3β-transfected cells. Results from computer simulation and molecular docking analysis supported that apigenin could directly target the regulation of GSK-3β. Therefore, our study confirmed that the inhibition of GSK-3β and treatment with apigenin effectively suppressed the pyroptosis of cardiomyocytes in both DOX-stimulated H9c2 cells and mice. These benefits may be attributed in part to the decrease in GSK-3β expression and subsequent reduction in NF-κB p65 activation. Overall, our findings revealed that the pharmacological targeting of GSK-3β may offer a promising therapeutic approach for alleviating DOX-induced cardiotoxicity.
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Affiliation(s)
- Feng Wang
- Department of Pharmacy, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, Jiangsu, China
| | - Xinxin Yan
- Department of Pharmacy, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, Jiangsu, China
| | - Anna Yue
- Department of Cardiology, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, Jiangsu, China
| | - Kaiyu Zhang
- Department of Cardiology, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, Jiangsu, China
| | - Ping Li
- Department of Central Laboratory, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, Jiangsu, China
| | - Jingyi Xu
- Department of Central Laboratory, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, Jiangsu, China
| | - Kangyun Sun
- Department of Cardiology, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, Jiangsu, China
| | - Qian Zhang
- Department of Pharmacy, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, Jiangsu, China
| | - Yuan Li
- Department of Cardiology, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou, Jiangsu, China
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Berlanga-Acosta J, Cibrian D, Valiente-Mustelier J, Suárez-Alba J, García-Ojalvo A, Falcón-Cama V, Jiang B, Wang L, Guillén-Nieto G. Growth hormone releasing peptide-6 (GHRP-6) prevents doxorubicin-induced myocardial and extra-myocardial damages by activating prosurvival mechanisms. Front Pharmacol 2024; 15:1402138. [PMID: 38873418 PMCID: PMC11169835 DOI: 10.3389/fphar.2024.1402138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Accepted: 05/06/2024] [Indexed: 06/15/2024] Open
Abstract
Introduction: Dilated cardiomyopathy (DCM) is a fatal myocardial condition with ventricular structural changes and functional deficits, leading to systolic dysfunction and heart failure (HF). DCM is a frequent complication in oncologic patients receiving Doxorubicin (Dox). Dox is a highly cardiotoxic drug, whereas its damaging spectrum affects most of the organs by multiple pathogenic cascades. Experimentally reproduced DCM/HF through Dox administrations has shed light on the pathogenic drivers of cardiotoxicity. Growth hormone (GH) releasing peptide 6 (GHRP-6) is a GH secretagogue with expanding and promising cardioprotective pharmacological properties. Here we examined whether GHRP-6 administration concomitant to Dox prevented the onset of DCM/HF and multiple organs damages in otherwise healthy rats. Methods: Myocardial changes were sequentially evaluated by transthoracic echocardiography. Autopsy was conducted at the end of the administration period when ventricular dilation was established. Semiquantitative histopathologic study included heart and other internal organs samples. Myocardial tissue fragments were also addressed for electron microscopy study, and characterization of the transcriptional expression ratio between Bcl-2 and Bax. Serum samples were destined for REDOX system balance assessment. Results and discussion: GHRP-6 administration in parallel to Dox prevented myocardial fibers consumption and ventricular dilation, accounting for an effective preservation of the LV systolic function. GHRP-6 also attenuated extracardiac toxicity preserving epithelial organs integrity, inhibiting interstitial fibrosis, and ultimately reducing morbidity and mortality. Mechanistically, GHRP-6 proved to sustain cellular antioxidant defense, upregulate prosurvival gene Bcl-2, and preserve cardiomyocyte mitochondrial integrity. These evidences contribute to pave potential avenues for the clinical use of GHRP-6 in Dox-treated subjects.
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Affiliation(s)
| | - Danay Cibrian
- Center for Genetic Engineering and Biotechnology, Playa, Cuba
| | | | | | | | | | - Baohong Jiang
- Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
| | - Linlin Wang
- Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
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Shuey A, Patricelli C, Oxford JT, Pu X. Effects of doxorubicin on autophagy in fibroblasts. Hum Exp Toxicol 2024; 43:9603271241231947. [PMID: 38324556 DOI: 10.1177/09603271241231947] [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] [Indexed: 02/09/2024]
Abstract
Objectives: Doxorubicin (DOX) is a highly effective chemotherapeutic used to treat many adult and pediatric cancers, such as solid tumors, leukemia, lymphomas and breast cancer. It can also cause injuries to multiple organs, including the heart, liver, and brain or kidney, although cardiotoxicity is the most prominent side effect of DOX. In this study, we examined the potential effects of DOX on autophagy activity in two different mouse fibroblasts.Methods: Mouse embryonic fibroblasts (NIH3T3) and mouse primary cardiac fibroblasts (CFs) were treated with DOX to assess changes in the expression of two commonly used autophagy protein markers, LC3II and p62. We also examined the effects of DOX the on expression of key genes that encode components of the molecular machinery and regulators modulating autophagy in response to both extracellular and intracellular signals.Results: We observed that LC3II levels increased and p62 levels decreased following the DOX treatment in NIH3T3 cells. However, similar effects were not observed in primary cardiac fibroblasts. In addition, DOX treatment induced the upregulation of a significant number of genes involved in autophagy in NIH3T3 cells, but not in primary cardiac fibroblasts.Conclusions: Taken together, these results indicate that DOX upregulates autophagy in fibroblasts in a cell-specific manner.
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Affiliation(s)
- Anna Shuey
- Biomolecular Sciences Graduate Programs, Boise State University, Boise, ID, USA
| | - Conner Patricelli
- Biomolecular Sciences Graduate Programs, Boise State University, Boise, ID, USA
| | - Julia T Oxford
- Biomolecular Sciences Graduate Programs, Boise State University, Boise, ID, USA
- Biomolecular Research Center, Boise State University, Boise, ID, USA
- Department of Biological Sciences, Boise State University, Boise, ID, USA
| | - Xinzhu Pu
- Biomolecular Research Center, Boise State University, Boise, ID, USA
- Department of Biological Sciences, Boise State University, Boise, ID, USA
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Skaggs C, Nick S, Patricelli C, Bond L, Woods K, Woodbury L, Oxford JT, Pu X. Effects of Doxorubicin on Extracellular Matrix Regulation in Primary Cardiac Fibroblasts from Mice. BMC Res Notes 2023; 16:340. [PMID: 37974221 PMCID: PMC10655342 DOI: 10.1186/s13104-023-06621-7] [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: 09/15/2023] [Accepted: 11/07/2023] [Indexed: 11/19/2023] Open
Abstract
OBJECTIVE Doxorubicin (DOX) is a highly effective chemotherapeutic used to treat many adult and pediatric cancers. However, its use is limited due to a dose-dependent cardiotoxicity, which can lead to lethal cardiomyopathy. In contrast to the extensive research efforts on toxic effects of DOX in cardiomyocytes, its effects and mechanisms on cardiac extracellular matrix (ECM) homeostasis and remodeling are poorly understood. In this study, we examined the potential effects of DOX on cardiac ECM to further our mechanistic understanding of DOX-induced cardiotoxicity. RESULTS DOX-induced significant down-regulation of several ECM related genes in primary cardiac fibroblasts, including Adamts1, Adamts5, Col4a1, Col4a2, Col5a1, Fbln1, Lama2, Mmp11, Mmp14, Postn, and TGFβ. Quantitative proteomics analysis revealed significant global changes in the fibroblast proteome following DOX treatment. A pathway analysis using iPathwayGuide of the differentially expressed proteins revealed changes in a list of biological pathways that involve cell adhesion, cytotoxicity, and inflammation. An apparent increase in Picrosirius red staining indicated that DOX-induced an increase in collagen production in cardiac primary fibroblasts after 3-day treatment. No significant changes in collagen organization nor glycoprotein production were observed.
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Affiliation(s)
- Cameron Skaggs
- Biomolecular Research Center, Boise State University, Boise, ID, 83725, USA
| | - Steve Nick
- Biomolecular Research Center, Boise State University, Boise, ID, 83725, USA
| | - Conner Patricelli
- Biomolecular Research Center, Boise State University, Boise, ID, 83725, USA
- Biomolecular Sciences Graduate Program, Boise State University, Boise, ID, 83725, USA
| | - Laura Bond
- Biomolecular Research Center, Boise State University, Boise, ID, 83725, USA
| | - Kali Woods
- Biomolecular Research Center, Boise State University, Boise, ID, 83725, USA
| | - Luke Woodbury
- Biomolecular Research Center, Boise State University, Boise, ID, 83725, USA
- Biomolecular Sciences Graduate Program, Boise State University, Boise, ID, 83725, USA
| | - Julia Thom Oxford
- Biomolecular Research Center, Boise State University, Boise, ID, 83725, USA
- Biomolecular Sciences Graduate Program, Boise State University, Boise, ID, 83725, USA
- Department of Biological Sciences, Boise State University, Boise, ID, 83725, USA
| | - Xinzhu Pu
- Biomolecular Research Center, Boise State University, Boise, ID, 83725, USA.
- Biomolecular Sciences Graduate Program, Boise State University, Boise, ID, 83725, USA.
- Department of Biological Sciences, Boise State University, Boise, ID, 83725, USA.
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7
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Patricelli C, Lehmann P, Oxford JT, Pu X. Doxorubicin-induced modulation of TGF-β signaling cascade in mouse fibroblasts: insights into cardiotoxicity mechanisms. Sci Rep 2023; 13:18944. [PMID: 37919370 PMCID: PMC10622533 DOI: 10.1038/s41598-023-46216-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 10/30/2023] [Indexed: 11/04/2023] Open
Abstract
Doxorubicin (DOX)-induced cardiotoxicity has been widely observed, yet the specific impact on cardiac fibroblasts is not fully understood. Additionally, the modulation of the transforming growth factor beta (TGF-β) signaling pathway by DOX remains to be fully elucidated. This study investigated DOX's ability to modulate the expression of genes and proteins involved in the TGF-β signaling cascade in mouse fibroblasts from two sources by assessing the impact of DOX treatment on TGF-β inducible expression of pivotal genes and proteins within fibroblasts. Mouse embryonic fibroblasts (NIH3T3) and mouse primary cardiac fibroblasts (CFs) were treated with DOX in the presence of TGF-β1 to assess changes in protein levels by western blot and changes in mRNA levels by quantitative reverse transcriptase polymerase chain reaction (qRT-PCR). Our results revealed a dose-dependent reduction in cellular communication network factor 2 (CCN2) protein levels upon DOX treatment in both NIH3T3 and CFs, suggesting an antifibrotic activity by DOX in these fibroblasts. However, DOX only inhibited the TGF-β1 induced expression of COL1 in NIH3T3 cells but not in CFs. In addition, we observed that DOX treatment reduced the expression of BMP1 in NIH3T3 but not primary cardiac fibroblasts. No significant changes in SMAD2 protein expression and phosphorylation in either cells were observed after DOX treatment. Finally, DOX inhibited the expression of Atf4 gene and increased the expression of Cdkn1a, Id1, Id2, Runx1, Tgfb1, Inhba, Thbs1, Bmp1, and Stat1 genes in NIH3T3 cells but not CFs, indicating the potential for cell-specific responses to DOX and its modulation of the TGF-β signaling pathway.
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Affiliation(s)
- Conner Patricelli
- Biomolecular Sciences Graduate Programs, Boise State University, Boise, ID, 83725-1512, USA
| | - Parker Lehmann
- Idaho College of Osteopathic Medicine, Meridian, ID, 83642-8046, USA
| | - Julia Thom Oxford
- Biomolecular Sciences Graduate Programs, Boise State University, Boise, ID, 83725-1512, USA
- Biomolecular Research Center, Boise State University, Boise, ID, 83725-1511, USA
- Department of Biological Sciences, Boise State University, Boise, ID, 83725-1515, USA
| | - Xinzhu Pu
- Biomolecular Research Center, Boise State University, Boise, ID, 83725-1511, USA.
- Department of Biological Sciences, Boise State University, Boise, ID, 83725-1515, USA.
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Ahmed Z, LoGiudice K, Mays G, Schorr A, Rowey R, Yang H, Trivedi S, Srivastava V. Increasing Chemotherapeutic Efficacy Using pH-Modulating and Doxorubicin-Releasing Injectable Chitosan-Poly(ethylene glycol) Hydrogels. ACS APPLIED MATERIALS & INTERFACES 2023; 15:45626-45639. [PMID: 37729014 DOI: 10.1021/acsami.3c09733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/22/2023]
Abstract
Modulation of pH is crucial to maintaining the chemical homeostasis of biological environments. The irregular metabolic pathways exhibited by cancer cells result in the production of acidic byproducts that are excreted and accumulate in the extracellular tumor microenvironment, reducing the pH. As a consequence of the lower pH in tumors, cancer cells increase the expression of metastatic phenotypes and chemotherapeutic resistance. A significant limitation in current cancer therapies is the inability to locally deliver chemotherapeutics, leading to significant damage to healthy cells in systemic administration. To overcome these challenges, we present an injectable chitosan-poly(ethylene glycol) hydrogel that is dual-loaded with doxorubicin and sodium bicarbonate providing alkaline buffering of extracellular acidity and simultaneous chemotherapeutic delivery to increase chemotherapeutic efficacy. We conducted in vitro studies of weak base chemotherapeutic and alkaline buffer release from the hydrogel. The release of doxorubicin from hydrogels increased in a low-pH environment and was dependent on the encapsulated sodium bicarbonate concentration. We investigated the influence of pH on the doxorubicin efficacy and viability of MCF-7 and MDA-MB-231 breast cancer cell lines. The results show a 2- to 3-fold increase in IC50 values from neutral pH to low pH, showing decreased cancer cell viability at neutral pH as compared to acidic pH. The IC50 results were shown to correlate with a decrease in intracellular uptake of doxorubicin at low pH. The proposed hydrogels were confirmed to be nontoxic to healthy MCF-10A mammary epithelial cells. Rheological studies were performed to verify that the dual-loaded hydrogels were injectable. The mechanical and release properties of the hydrogels were maintained after extended storage. The chemotherapeutic activity of doxorubicin was evaluated in the presence of the proposed pH-regulating hydrogels. The findings suggest a promising nontoxic, biodegradable hydrogel buffer delivery system that can achieve two simultaneous important goals of local acidosis neutralization and chemotherapeutic release.
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Affiliation(s)
- Zahra Ahmed
- School of Engineering, Brown University, Providence, Rhode Island 02912, United States
- Center for Biomedical Engineering, Brown University, Providence, Rhode Island 02912, United States
| | - Kevin LoGiudice
- School of Engineering, Brown University, Providence, Rhode Island 02912, United States
- Center for Biomedical Engineering, Brown University, Providence, Rhode Island 02912, United States
| | - Gavin Mays
- School of Engineering, Brown University, Providence, Rhode Island 02912, United States
- Center for Biomedical Engineering, Brown University, Providence, Rhode Island 02912, United States
| | - Angelina Schorr
- School of Engineering, Brown University, Providence, Rhode Island 02912, United States
- Center for Biomedical Engineering, Brown University, Providence, Rhode Island 02912, United States
| | - Rachel Rowey
- School of Engineering, Brown University, Providence, Rhode Island 02912, United States
- Center for Biomedical Engineering, Brown University, Providence, Rhode Island 02912, United States
| | - Haisong Yang
- School of Engineering, Brown University, Providence, Rhode Island 02912, United States
- Center for Biomedical Engineering, Brown University, Providence, Rhode Island 02912, United States
| | - Shruti Trivedi
- School of Engineering, Brown University, Providence, Rhode Island 02912, United States
| | - Vikas Srivastava
- School of Engineering, Brown University, Providence, Rhode Island 02912, United States
- Center for Biomedical Engineering, Brown University, Providence, Rhode Island 02912, United States
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