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Alajmi M, Roy S. An evolutionary differential game for regulating the role of monoclonal antibodies in treating signalling pathways in oesophageal cancer. ROYAL SOCIETY OPEN SCIENCE 2024; 11:240347. [PMID: 39086820 PMCID: PMC11289643 DOI: 10.1098/rsos.240347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 05/21/2024] [Accepted: 06/11/2024] [Indexed: 08/02/2024]
Abstract
This work presents a new framework for a competitive evolutionary game between monoclonal antibodies and signalling pathways in oesophageal cancer. The framework is based on a novel dynamical model that takes into account the dynamic progression of signalling pathways, resistance mechanisms and monoclonal antibody therapies. This game involves a scenario in which signalling pathways and monoclonal antibodies are the players competing against each other, where monoclonal antibodies use Brentuximab and Pembrolizumab dosages as strategies to counter the evolutionary resistance strategy implemented by the signalling pathways. Their interactions are described by the dynamical model, which serves as the game's playground. The analysis and computation of two game-theoretic strategies, Stackelberg and Nash equilibria, are conducted within this framework to ascertain the most favourable outcome for the patient. By comparing Stackelberg equilibria with Nash equilibria, numerical experiments show that the Stackelberg equilibria are superior for treating signalling pathways and are critical for the success of monoclonal antibodies in improving oesophageal cancer patient outcomes.
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Affiliation(s)
- Mesfer Alajmi
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX76019-0407, USA
| | - Souvik Roy
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX76019-0407, USA
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2
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Roy S, Pan Z, Abu Qarnayn N, Alajmi M, Alatawi A, Alghamdi A, Alshaoosh I, Asiri Z, Batista B, Chaturvedi S, Dehinsilu O, Edduweh H, El-Adawy R, Hossen E, Mojra B, Rana J. A robust optimal control framework for controlling aberrant RTK signaling pathways in esophageal cancer. J Math Biol 2024; 88:14. [PMID: 38180543 DOI: 10.1007/s00285-023-02033-0] [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: 04/02/2023] [Revised: 09/18/2023] [Accepted: 11/27/2023] [Indexed: 01/06/2024]
Abstract
This study presents a new framework for obtaining personalized optimal treatment strategies targeting aberrant signaling pathways in esophageal cancer, such as the epidermal growth factor (EGF) and vascular endothelial growth factor (VEGF) signaling pathways. A new pharmacokinetic model is developed taking into account specific heterogeneities of these signaling mechanisms. The optimal therapies are designed to be obtained using a three step process. First, a finite-dimensional constrained optimization problem is solved to obtain the parameters of the pharmacokinetic model, using discrete patient data measurements. Next, a sensitivity analysis is carried out to determine which of the parameters are sensitive to the evolution of the variants of EGF receptors and VEGF receptors. Finally, a second optimal control problem is solved based on the sensitivity analysis results, using a modified pharmacokinetic model that incorporates two representative drugs Trastuzumab and Bevacizumab, targeting EGF and VEGF, respectively. Numerical results with the combination of the two drugs demonstrate the efficiency of the proposed framework.
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Affiliation(s)
- Souvik Roy
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA.
| | - Zui Pan
- College of Nursing and Health Innovation, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Naif Abu Qarnayn
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Mesfer Alajmi
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Ali Alatawi
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Asma Alghamdi
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Ibrahem Alshaoosh
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Zahra Asiri
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Berlinda Batista
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Shreshtha Chaturvedi
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Olusola Dehinsilu
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Hussein Edduweh
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Rodina El-Adawy
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Emran Hossen
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Bardia Mojra
- Department of Computer Science, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
| | - Jashmon Rana
- Department of Mathematics, The University of Texas at Arlington, Arlington, TX, 76019-0407, USA
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Tao M, Shi Y, Chen H, Li J, Wang Y, Ma X, Du L, Wang Y, Yang X, Hu Y, Zhou X, Zhong Q, Yan D, Qiu A, Zhuang S, Liu N. The disruptor of telomeric silencing 1-like (DOT1L) promotes peritoneal fibrosis through the upregulation and activation of protein tyrosine kinases. MOLECULAR BIOMEDICINE 2024; 5:3. [PMID: 38172378 PMCID: PMC10764708 DOI: 10.1186/s43556-023-00161-z] [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: 08/12/2023] [Accepted: 11/27/2023] [Indexed: 01/05/2024] Open
Abstract
The disruptor of telomeric silencing 1-like (DOT1L), a specific histone methyltransferase that catalyzed methylation of histone H3 on lysine 79, was associated with the pathogenesis of many diseases, but its role in peritoneal fibrosis remained unexplored. Here, we examined the role of DOT1L in the expression and activation of protein tyrosine kinases and development of peritoneal fibrosis. We found that a significant rise of DOT1L expression in the fibrotic peritoneum tissues from long-term PD patients and mice. Inhibition of DOT1L significantly attenuated the profibrotic phenotypic differentiation of mesothelial cells and macrophages, and alleviated peritoneal fibrosis. Mechanistically, RNA sequencing and proteomic analysis indicated that DOT1L was mainly involved in the processes of protein tyrosine kinase binding and extracellular matrix structural constituent in the peritoneum. Chromatin immunoprecipitation (ChIP) showed that intranuclear DOT1L guided H3K79me2 to upregulate EGFR in mesothelial cells and JAK3 in macrophages. Immunoprecipitation and immunofluorescence showed that extranuclear DOT1L could interact with EGFR and JAK3, and maintain the activated signaling pathways. In summary, DOT1L promoted the expression and activation of tyrosine kinases (EGFR in mesothelial cells and JAK3 in macrophages), promoting cells differentiate into profibrotic phenotype and thus peritoneal fibrosis. We provide the novel mechanism of dialysis-related peritoneal fibrosis (PF) and the new targets for clinical drug development. DOT1L inhibitor had the PF therapeutic potential.
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Affiliation(s)
- Min Tao
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Yingfeng Shi
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Hui Chen
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Jinqing Li
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Yi Wang
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Xiaoyan Ma
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Lin Du
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Yishu Wang
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Xinyu Yang
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Yan Hu
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Xun Zhou
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Qin Zhong
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Danying Yan
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Andong Qiu
- Shanghai Key Laboratory of Maternal and Fetal Medicine, Clinical and Translational Research Center of Shanghai First Maternity & Infant Hospital, School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Shougang Zhuang
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
- Department of Medicine, Rhode Island Hospital and Alpert Medical School, Brown University, Providence, RI, USA
| | - Na Liu
- Department of Nephrology, Pudong New District, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China.
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Ballini A, Zhurakivska K, Troiano G, Lo Muzio L, Caponio VCA, Spirito F, Porro R, Rella M, Cantore S, Arrigoni R, Dioguardi M. Dietary Polyphenols against Oxidative Stress in Head and Neck Cancer: What's New, What's Next. J Cancer 2024; 15:293-308. [PMID: 38169656 PMCID: PMC10758035 DOI: 10.7150/jca.90545] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 10/24/2023] [Indexed: 01/05/2024] Open
Abstract
Head and neck cancers (HNC) are a worldwide health problem, accounting for over 5% of all types of cancers. Their varied nature makes it sometimes difficult to find clear explanations for the molecular mechanisms that underline their onset and development. While chemio- and radiotherapy are clearly not to be dismissed, we cannot undervalue the effect that polyphenols - especially dietary polyphenols - can have in helping us to cope with this medical emergency. By influencing several different proteins involved in numerous different metabolic pathways, polyphenols can have a broad spectrum of biological action and can hopefully act synergistically to tackle down head and neck cancer. Moreover, being natural molecules, polyphenols does not present any side effects and can even enhance drugs efficacy, making our clinical therapy against head and neck cancer more and more effective. Certainly, oxidative stress plays an important role, altering several molecular pathways, lowering the body's defenses, and ultimately helping to create a microenvironment conducive to the appearance and development of the tumor. In this regard, the regular and constant intake of foods rich in polyphenols can help counteract the onset of oxidative stress, improving the health of the general population. In this review, we highlight the role of polyphenols in managing oxidative stress, with such positive effects that they can be considered new tools to use in our anti-head and neck cancer strategy.
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Affiliation(s)
- Andrea Ballini
- Department of Clinical and Experimental Medicine, University of Foggia, Foggia, Italy
| | - Khrystyna Zhurakivska
- Department of Clinical and Experimental Medicine, University of Foggia, Foggia, Italy
| | - Giuseppe Troiano
- Department of Clinical and Experimental Medicine, University of Foggia, Foggia, Italy
| | - Lorenzo Lo Muzio
- Department of Clinical and Experimental Medicine, University of Foggia, Foggia, Italy
| | | | - Francesca Spirito
- Department of Clinical and Experimental Medicine, University of Foggia, Foggia, Italy
| | - Rosa Porro
- Department of Informatics, University of Bari “Aldo Moro”, Bari, Italy
| | - Martina Rella
- AULSS4 - Veneto Orientale - Portogruaro, Venice, Italy
| | - Stefania Cantore
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Roberto Arrigoni
- CNR Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies (IBIOM), Bari, Italy
| | - Mario Dioguardi
- Department of Clinical and Experimental Medicine, University of Foggia, Foggia, Italy
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Valimukhametova AR, Lee BH, Topkiran UC, Gries K, Gonzalez-Rodriguez R, Coffer JL, Akkaraju G, Naumov A. Cancer Therapeutic siRNA Delivery and Imaging by Nitrogen- and Neodymium-Doped Graphene Quantum Dots. ACS Biomater Sci Eng 2023; 9:3425-3434. [PMID: 37255435 PMCID: PMC11334710 DOI: 10.1021/acsbiomaterials.3c00369] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
While small interfering RNA (siRNA) technology has become a powerful tool that can enable cancer-specific gene therapy, its translation to the clinic is still hampered by the inability of the genes alone to cell transfection, poor siRNA stability in blood, and the lack of delivery tracking capabilities. Recently, graphene quantum dots (GQDs) have emerged as a novel platform allowing targeted drug delivery and fluorescence image tracking in visible and near-infrared regions. These capabilities can aid in overcoming primary obstacles to siRNA therapeutics. Here, for the first time, we utilize biocompatible nitrogen- and neodymium-doped graphene quantum dots (NGQDs and Nd-NGQDs, respectively) for the delivery of Kirsten rat sarcoma virus (KRAS) and epidermal growth factor receptor (EGFR) siRNA effective against a variety of cancer types. GQDs loaded with siRNA noncovalently facilitate successful siRNA transfection into HeLa cells, confirmed by confocal fluorescence microscopy at biocompatible GQD concentrations of 375 μg/mL. While the GQD platform provides visible fluorescence tracking, Nd doping enables deeper-tissue near-infrared fluorescence imaging suitable for both in vitro and in vivo applications. The therapeutic efficacy of the GQD/siRNA complex is verified by successful protein knockdown in HeLa cells at nanomolar siEGFR and siKRAS concentrations. A range of GQD/siRNA loading ratios and payloads are tested to ultimately provide substantial inhibition of protein expression down to 31-45%, comparable with conventional Lipofectamine-mediated delivery. This demonstrates the promising potential of GQDs for the nontoxic delivery of siRNA and genes in general, complemented by multiwavelength image tracking.
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Affiliation(s)
- Alina R Valimukhametova
- Department of Physics and Astronomy, Texas Christian University, Fort Worth 76129, Texas, United States
| | - Bong Han Lee
- Department of Physics and Astronomy, Texas Christian University, Fort Worth 76129, Texas, United States
| | - Ugur C Topkiran
- Department of Physics and Astronomy, Texas Christian University, Fort Worth 76129, Texas, United States
| | - Klara Gries
- Department of Chemistry and Biochemistry, Heidelberg University, Heidelberg 69117, Germany
| | | | - Jeffery L Coffer
- Department of Chemistry and Biochemistry, Texas Christian University, Fort Worth 76129, Texas, United States
| | - Giridhar Akkaraju
- Department of Biology, Texas Christian University, Fort Worth 76129, Texas, United States
| | - Anton Naumov
- Department of Physics and Astronomy, Texas Christian University, Fort Worth 76129, Texas, United States
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Arrigoni R, Ballini A, Santacroce L, Cantore S, Inchingolo A, Inchingolo F, Di Domenico M, Quagliuolo L, Boccellino M. Another look at dietary polyphenols: challenges in cancer prevention and treatment. Curr Med Chem 2021; 29:1061-1082. [PMID: 34375181 DOI: 10.2174/0929867328666210810154732] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Revised: 06/02/2021] [Accepted: 06/15/2021] [Indexed: 11/22/2022]
Abstract
Cancer is a pathology that impacts in a profound manner people all over the world. The election strategy against cancer often uses chemotherapy and radiotherapy, which more often than not can present many side effects and not always reliable efficacy. By contrast, it is widely known that a diet rich in fruit and vegetables has a protective effect against cancer insurgence and development. Polyphenols are generally believed to be responsible for those beneficial actions, at least partially. In this review, we highlight the metabolic interaction between polyphenols and our metabolism and discuss their potential for anticancer prevention and therapy.
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Affiliation(s)
- Roberto Arrigoni
- CNR Institute of Biomembranes, Bioenergetics and Molecular Biotechnologies (IBIOM), 70124 Bari, Italy
| | - Andrea Ballini
- Department of Biosciences, Biotechnologies and Biopharmaceutics, Campus Universitario "Ernesto Quagliariello", University of Bari "Aldo Moro", 70125 Bari, Italy
| | - Luigi Santacroce
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70124 Bari, Italy
| | - Stefania Cantore
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70124 Bari, Italy
| | - Angelo Inchingolo
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70124 Bari, Italy
| | - Francesco Inchingolo
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70124 Bari, Italy
| | - Marina Di Domenico
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138 Naples, Italy
| | - Lucio Quagliuolo
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138 Naples, Italy
| | - Mariarosaria Boccellino
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138 Naples, Italy
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