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Dorvash M, Farahmandnia M, Mosaddeghi P, Farahmandnejad M, Saber H, Khorraminejad-Shirazi M, Azadi A, Tavassoly I. Dynamic modeling of signal transduction by mTOR complexes in cancer. J Theor Biol 2019; 483:109992. [PMID: 31493485 DOI: 10.1016/j.jtbi.2019.109992] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Revised: 08/05/2019] [Accepted: 09/02/2019] [Indexed: 02/07/2023]
Abstract
Signal integration has a crucial role in the cell fate decision and dysregulation of the cellular signaling pathways is a primary characteristic of cancer. As a signal integrator, mTOR shows a complex dynamical behavior which determines the cell fate at different cellular processes levels, including cell cycle progression, cell survival, cell death, metabolic reprogramming, and aging. The dynamics of the complex responses to rapamycin in cancer cells have been attributed to its differential time-dependent inhibitory effects on mTORC1 and mTORC2, the two main complexes of mTOR. Two explanations were previously provided for this phenomenon: 1-Rapamycin does not inhibit mTORC2 directly, whereas it prevents mTORC2 formation by sequestering free mTOR protein (Le Chatelier's principle). 2-Components like Phosphatidic Acid (PA) further stabilize mTORC2 compared with mTORC1. To understand the mechanism by which rapamycin differentially inhibits the mTOR complexes in the cancer cells, we present a mathematical model of rapamycin mode of action based on the first explanation, i.e., Le Chatelier's principle. Translating the interactions among components of mTORC1 and mTORC2 into a mathematical model revealed the dynamics of rapamycin action in different doses and time-intervals of rapamycin treatment. This model shows that rapamycin has stronger effects on mTORC1 compared with mTORC2, simply due to its direct interaction with free mTOR and mTORC1, but not mTORC2, without the need to consider other components that might further stabilize mTORC2. Based on our results, even when mTORC2 is less stable compared with mTORC1, it can be less inhibited by rapamycin.
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Affiliation(s)
- Mohammadreza Dorvash
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran; Cell and Molecular Medicine Student Research Group, Faculty of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohammad Farahmandnia
- Cell and Molecular Medicine Student Research Group, Faculty of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran; Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Pouria Mosaddeghi
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran; Cell and Molecular Medicine Student Research Group, Faculty of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran; Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mitra Farahmandnejad
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran; Cell and Molecular Medicine Student Research Group, Faculty of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran; Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Hosein Saber
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran; Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohammadhossein Khorraminejad-Shirazi
- Cell and Molecular Medicine Student Research Group, Faculty of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran; Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Amir Azadi
- Pharmaceutical Sciences Research Center, Shiraz University of Medical Sciences, Shiraz, Iran; Department of Pharmaceutics, School of Pharmacy, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Iman Tavassoly
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, 1425 Madison Ave, New York, NY 10029, USA.
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Abstract
The development of coimmobilized multi-enzymatic systems is increasingly driven by economic and environmental constraints that provide an impetus to develop alternatives to conventional multistep synthetic methods. As in nature, enzyme-based systems work cooperatively to direct the formation of desired products within the defined compartmentalization of a cell. In an attempt to mimic biology, coimmobilization is intended to immobilize a number of sequential or cooperating biocatalysts on the same support to impart stability and enhance reaction kinetics by optimizing catalytic turnover. There are three primary reasons for the utilization of coimmobilized enzymes: to enhance the efficiency of one of the enzymes by the in-situ generation of its substrate, to simplify a process that is conventionally carried out in several steps and/or to eliminate undesired by-products of an enzymatic reaction. As such, coimmobilization provides benefits that span numerous biotechnological applications, from biosensing of molecules to cofactor recycling and to combination of multiple biocatalysts for the synthesis of valuable products.
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Affiliation(s)
- Lorena Betancor
- Madrid Institute for Advanced Studies, Campus Universitario de Cantoblanco, Madrid, Spain.
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Bhattacharya SK. Towards a matrix mechanics framework for dynamic protein network. SYSTEMS AND SYNTHETIC BIOLOGY 2010; 4:139-44. [PMID: 20805933 PMCID: PMC2923300 DOI: 10.1007/s11693-009-9051-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/18/2009] [Revised: 12/18/2009] [Accepted: 12/29/2009] [Indexed: 12/31/2022]
Abstract
Protein-protein interaction networks are currently visualized by software generated interaction webs based upon static experimental data. Current state is limited to static, mostly non-compartmental network and non time resolved protein interactions. A satisfactory mathematical foundation for particle interactions within a viscous liquid state (situation within the cytoplasm) does not exist nor do current computer programs enable building dynamic interaction networks for time resolved interactions. Building mathematical foundation for intracellular protein interactions can be achieved in two increments (a) trigger and capture the dynamic molecular changes for a select subset of proteins using several model systems and high throughput time resolved proteomics and, (b) use this information to build the mathematical foundation and computational algorithm for a compartmentalized and dynamic protein interaction network. Such a foundation is expected to provide benefit in at least two spheres: (a) understanding physiology enabling explanation of phenomenon such as incomplete penetrance in genetic disorders and (b) enabling several fold increase in biopharmaceutical production using impure starting materials.
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Affiliation(s)
- Sanjoy K. Bhattacharya
- Bascom Palmer Eye Institute, University of Miami, 1638 NW 10th Avenue, Suite 706A, Miami, FL 33136 USA
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De D, Dutta D, Kundu M, Mahato S, Schiavone MT, Chaudhuri S, Giri A, Gupta V, Bhattacharya SK. Inactive enzymatic mutant proteins (phosphoglycerate mutase and enolase) as sugar binders for ribulose-1,5-bisphosphate regeneration reactors. Microb Cell Fact 2005; 4:5. [PMID: 15689239 PMCID: PMC548675 DOI: 10.1186/1475-2859-4-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2004] [Accepted: 02/02/2005] [Indexed: 11/12/2022] Open
Abstract
Background Carbon dioxide fixation bioprocess in reactors necessitates recycling of D-ribulose1,5-bisphosphate (RuBP) for continuous operation. A radically new close loop of RuBP regenerating reactor design has been proposed that will harbor enzyme-complexes instead of purified enzymes. These reactors will need binders enabling selective capture and release of sugar and intermediate metabolites enabling specific conversions during regeneration. In the current manuscript we describe properties of proteins that will act as potential binders in RuBP regeneration reactors. Results We demonstrate specific binding of 3-phosphoglycerate (3PGA) and 3-phosphoglyceraldehyde (3PGAL) from sugar mixtures by inactive mutant of yeast enzymes phosphoglycerate mutase and enolase. The reversibility in binding with respect to pH and EDTA has also been shown. No chemical conversion of incubated sugars or sugar intermediate metabolites were found by the inactive enzymatic proteins. The dissociation constants for sugar metabolites are in the micromolar range, both proteins showed lower dissociation constant (Kd) for 3-phosphoglycerate (655–796 μM) compared to 3-phosphoglyceraldehyde (822–966 μM) indicating higher affinity for 3PGA. The proteins did not show binding to glucose, sucrose or fructose within the sensitivity limits of detection. Phosphoglycerate mutase showed slightly lower stability on repeated use than enolase mutants. Conclusions The sugar and their intermediate metabolite binders may have a useful role in RuBP regeneration reactors. The reversibility of binding with respect to changes in physicochemical factors and stability when subjected to repeated changes in these conditions are expected to make the mutant proteins candidates for in-situ removal of sugar intermediate metabolites for forward driving of specific reactions in enzyme-complex reactors.
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Affiliation(s)
- Debojyoti De
- Department of Biotechnology, Haldia Institute of Technology, Haldia, West Bengal, India
| | - Debajyoti Dutta
- Department of Biotechnology, Haldia Institute of Technology, Haldia, West Bengal, India
| | - Moloy Kundu
- Department of Biotechnology, Haldia Institute of Technology, Haldia, West Bengal, India
| | - Sourav Mahato
- Department of Biotechnology, Haldia Institute of Technology, Haldia, West Bengal, India
| | - Marc T Schiavone
- Environmental Biotechnology Division, ABRD Company LLC, 1555 Wood Road, Cleveland, Ohio, 44121, USA
| | - Surabhi Chaudhuri
- Department of Biotechnology, Haldia Institute of Technology, Haldia, West Bengal, India
| | - Ashok Giri
- Plant Molecular Biology Division, National Chemical Laboratory, Pune 411008, India
| | - Vidya Gupta
- Plant Molecular Biology Division, National Chemical Laboratory, Pune 411008, India
| | - Sanjoy K Bhattacharya
- Department of Ophthalmic Research, Cleveland Clinic Foundation, Area I31, 9500 Euclid Avenue, Cleveland, Ohio, 44195, USA
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Bhattacharya S, Nayak A, Schiavone M, K Bhattacharya S. Solubilization and concentration of carbon dioxide: novel spray reactors with immobilized carbonic anhydrase. Biotechnol Bioeng 2004; 86:37-46. [PMID: 15007839 DOI: 10.1002/bit.20042] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Novel spray reactors are described that employ immobilized biocatalyst (carbonic anhydrase), enabling concentration and solubilization of emitted CO(2) by allowing catalytic contact with water spray. The reactors were fed with simulated emission gas. The performance of the reactors was investigated with respect to operation variable: emission flow rate; gas composition in the emission stream; water flow rate; area-to-volume ratio of immobilized reactor core; and the enzyme load within the core. The reactors were also investigated for pressure drop and extractability of CO(2) from the emission with single vs. multiple reactors (of combined equal volume). The biotechnological process of solubilization and concentration of CO(2) from emission exhausts or streams occurring in the spray reactors could be coupled for further biochemical/chemical conversion of the concentrated CO(2).
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Abstract
Biocatalysis is currently employed to produce known substances more economically and for the synthesis of new compounds. Increased production or novel product synthesis can be achieved through the use of mutant organisms, tailored enzymes or novel combinations of enzymes in reactors. These complex biosyntheses, once only in the realm of the biopharmaceutical industry, have now been embraced by the food and textile industries and are finding geochemical and environmental applications. New uses are dictating novel methods of manufacture that utilize knowledge of systems level biology. Increased understanding of the functional interaction of proteins and protein-protein networks is also altering the practice of in vitro biosynthesis.
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Affiliation(s)
- Sanjoy K Bhattacharya
- Department of Ophthalmic Research, I31 Cleveland Clinic Foundation, Ohio 44195, USA.
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Bhattacharya S, Schiavone M, Gomes J, Bhattacharya SK. Cascade of bioreactors in series for conversion of 3-phospho-d-glycerate into d-ribulose-1,5-bisphosphate: kinetic parameters of enzymes and operation variables. J Biotechnol 2004; 111:203-17. [PMID: 15219406 DOI: 10.1016/j.jbiotec.2004.04.002] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2003] [Revised: 03/31/2004] [Accepted: 04/01/2004] [Indexed: 10/26/2022]
Abstract
A novel scheme employing enzymatic catalysts is described enabling conversion of D-ribulose-1,5-bisphosphate (RuBP) from 3-phospho-D-glycerate (3-PGA) without loss of carbon. Bioreactors harboring immobilized enzymes namely, phosphoglycerate kinase (PGK), glycerate phosphate dehydrogenase, triose phosphate isomerase (TIM), aldolase, transketolase (TKL), phosphatase (PTASE/FP), epimerase (EMR) and phosphoribulokinase (PRK), in accordance with this novel scheme were employed. These reactors were designed and constructed based on simulations carried out to study their performance under various operational conditions and allowed production of about 56 +/- 3% RuBP from 3-PGA. This method of synthesis of RuBP from 3-PGA employing immobilized enzyme bioreactors may be used for continuous regeneration of RuBP in biocatalytic carbon dioxide fixation processes from emissions where RuBP acts as acceptor of carbon dioxide to produce 3-PGA, rendering the fixation process continuous.
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Affiliation(s)
- Sumana Bhattacharya
- Environmental Biotechnology Division, ABRD Company LLC, 1555 Wood Road, Cleveland, OH 44121, USA
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Mahato S, De D, Dutta D, Kundu M, Bhattacharya S, Schiavone MT, Bhattacharya SK. Potential use of sugar binding proteins in reactors for regeneration of CO2 fixation acceptor D-Ribulose-1,5-bisphosphate. Microb Cell Fact 2004; 3:7. [PMID: 15175111 PMCID: PMC421735 DOI: 10.1186/1475-2859-3-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2004] [Accepted: 06/02/2004] [Indexed: 12/02/2022] Open
Abstract
Sugar binding proteins and binders of intermediate sugar metabolites derived from microbes are increasingly being used as reagents in new and expanding areas of biotechnology. The fixation of carbon dioxide at emission source has recently emerged as a technology with potentially significant implications for environmental biotechnology. Carbon dioxide is fixed onto a five carbon sugar D-ribulose-1,5-bisphosphate. We present a review of enzymatic and non-enzymatic binding proteins, for 3-phosphoglycerate (3PGA), 3-phosphoglyceraldehyde (3PGAL), dihydroxyacetone phosphate (DHAP), xylulose-5-phosphate (X5P) and ribulose-1,5-bisphosphate (RuBP) which could be potentially used in reactors regenerating RuBP from 3PGA. A series of reactors combined in a linear fashion has been previously shown to convert 3-PGA, (the product of fixed CO2 on RuBP as starting material) into RuBP (Bhattacharya et al., 2004; Bhattacharya, 2001). This was the basis for designing reactors harboring enzyme complexes/mixtures instead of linear combination of single-enzyme reactors for conversion of 3PGA into RuBP. Specific sugars in such enzyme-complex harboring reactors requires removal at key steps and fed to different reactors necessitating reversible sugar binders. In this review we present an account of existing microbial sugar binding proteins and their potential utility in these operations.
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Affiliation(s)
- Sourav Mahato
- Department of Biotechnology, Haldia Institute of Technology, Haldia, West Bengal, India
| | - Debojyoti De
- Department of Biotechnology, Haldia Institute of Technology, Haldia, West Bengal, India
| | - Debajyoti Dutta
- Department of Biotechnology, Haldia Institute of Technology, Haldia, West Bengal, India
| | - Moloy Kundu
- Department of Biotechnology, Haldia Institute of Technology, Haldia, West Bengal, India
| | - Sumana Bhattacharya
- Environmental Biotechnology Division, ABRD Company LLC, 1555 Wood Road, Cleveland, Ohio, 44121, USA
| | - Marc T Schiavone
- Environmental Biotechnology Division, ABRD Company LLC, 1555 Wood Road, Cleveland, Ohio, 44121, USA
| | - Sanjoy K Bhattacharya
- Department of Ophthalmic Research, Cleveland Clinic Foundation, Area I31, 9500 Euclid Avenue, Cleveland, Ohio, 44195, USA
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Bhattacharya S, Chakrabarti S, Nayak A, Bhattacharya SK. Metabolic networks of microbial systems. Microb Cell Fact 2003; 2:3. [PMID: 12740044 PMCID: PMC155636 DOI: 10.1186/1475-2859-2-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2003] [Accepted: 04/11/2003] [Indexed: 12/02/2022] Open
Abstract
In contrast to bioreactors the metabolites within the microbial cells are converted in an impure atmosphere, yet the productivity seems to be well regulated and not affected by changes in operation variables. These features are attributed to integral metabolic network within the microorganism. With the advent of neo-integrative proteomic approaches the understanding of integration of metabolic and protein-protein interaction networks have began. In this article we review the methods employed to determine the protein-protein interaction and their integration to define metabolite networks. We further present a review of current understanding of network properties, and benefit of studying the networks. The predictions using network structure, for example, in silico experiments help illustrate the importance of studying the network properties. The cells are regarded as complex system but their elements unlike complex systems interact selectively and nonlinearly to produce coherent rather than complex behaviors.
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Affiliation(s)
- Sumana Bhattacharya
- Environmental Biotechnology Division, ABRD Company LLC, 1555 Wood Road, Cleveland, Ohio 44121, USA
| | - Subhra Chakrabarti
- Environmental Biotechnology Division, ABRD Company LLC, 1555 Wood Road, Cleveland, Ohio 44121, USA
| | - Amiya Nayak
- Environmental Biotechnology Division, ABRD Company LLC, 1555 Wood Road, Cleveland, Ohio 44121, USA
| | - Sanjoy K Bhattacharya
- Dept. of Ophthalmic Research, Cleveland Clinic Foundation, Area I 31, 9500 Euclid Avenue, Cleveland, Ohio 44195, USA
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