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Ertelt M, Mulligan VK, Maguire JB, Lyskov S, Moretti R, Schiffner T, Meiler J, Schoeder CT. Combining machine learning with structure-based protein design to predict and engineer post-translational modifications of proteins. PLoS Comput Biol 2024; 20:e1011939. [PMID: 38484014 DOI: 10.1371/journal.pcbi.1011939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Revised: 03/26/2024] [Accepted: 02/20/2024] [Indexed: 03/27/2024] Open
Abstract
Post-translational modifications (PTMs) of proteins play a vital role in their function and stability. These modifications influence protein folding, signaling, protein-protein interactions, enzyme activity, binding affinity, aggregation, degradation, and much more. To date, over 400 types of PTMs have been described, representing chemical diversity well beyond the genetically encoded amino acids. Such modifications pose a challenge to the successful design of proteins, but also represent a major opportunity to diversify the protein engineering toolbox. To this end, we first trained artificial neural networks (ANNs) to predict eighteen of the most abundant PTMs, including protein glycosylation, phosphorylation, methylation, and deamidation. In a second step, these models were implemented inside the computational protein modeling suite Rosetta, which allows flexible combination with existing protocols to model the modified sites and understand their impact on protein stability as well as function. Lastly, we developed a new design protocol that either maximizes or minimizes the predicted probability of a particular site being modified. We find that this combination of ANN prediction and structure-based design can enable the modification of existing, as well as the introduction of novel, PTMs. The potential applications of our work include, but are not limited to, glycan masking of epitopes, strengthening protein-protein interactions through phosphorylation, as well as protecting proteins from deamidation liabilities. These applications are especially important for the design of new protein therapeutics where PTMs can drastically change the therapeutic properties of a protein. Our work adds novel tools to Rosetta's protein engineering toolbox that allow for the rational design of PTMs.
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Affiliation(s)
- Moritz Ertelt
- Institute for Drug Discovery, Leipzig University Medical Faculty, Leipzig, Germany
- Center for Scalable Data Analytics and Artificial Intelligence ScaDS.AI, Dresden/Leipzig, Germany
| | - Vikram Khipple Mulligan
- Center for Computational Biology, Flatiron Institute, New York, New York, United States of America
| | - Jack B Maguire
- Program in Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Sergey Lyskov
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Rocco Moretti
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, United States of America
- Center for Structural Biology, Vanderbilt University, Nashville, Tennessee, United States of America
| | - Torben Schiffner
- Institute for Drug Discovery, Leipzig University Medical Faculty, Leipzig, Germany
| | - Jens Meiler
- Institute for Drug Discovery, Leipzig University Medical Faculty, Leipzig, Germany
- Center for Scalable Data Analytics and Artificial Intelligence ScaDS.AI, Dresden/Leipzig, Germany
- Department of Chemistry, Vanderbilt University, Nashville, Tennessee, United States of America
- Center for Structural Biology, Vanderbilt University, Nashville, Tennessee, United States of America
| | - Clara T Schoeder
- Institute for Drug Discovery, Leipzig University Medical Faculty, Leipzig, Germany
- Center for Scalable Data Analytics and Artificial Intelligence ScaDS.AI, Dresden/Leipzig, Germany
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Beheshtizadeh N, Gharibshahian M, Bayati M, Maleki R, Strachan H, Doughty S, Tayebi L. Vascular endothelial growth factor (VEGF) delivery approaches in regenerative medicine. Biomed Pharmacother 2023; 166:115301. [PMID: 37562236 DOI: 10.1016/j.biopha.2023.115301] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 07/28/2023] [Accepted: 08/05/2023] [Indexed: 08/12/2023] Open
Abstract
The utilization of growth factors in the process of tissue regeneration has garnered significant interest and has been the subject of extensive research. However, despite the fervent efforts invested in recent clinical trials, a considerable number of these studies have produced outcomes that are deemed unsatisfactory. It is noteworthy that the trials that have yielded the most satisfactory outcomes have exhibited a shared characteristic, namely, the existence of a mechanism for the regulated administration of growth factors. Despite the extensive exploration of drug delivery vehicles and their efficacy in delivering certain growth factors, the development of a reliable predictive approach for the delivery of delicate growth factors like Vascular Endothelial Growth Factor (VEGF) remains elusive. VEGF plays a crucial role in promoting angiogenesis; however, the administration of VEGF demands a meticulous approach as it necessitates precise localization and transportation to a specific target tissue. This process requires prolonged and sustained exposure to a low concentration of VEGF. Inaccurate administration of drugs, either through off-target effects or inadequate delivery, may heighten the risk of adverse reactions and potentially result in tumorigenesis. At present, there is a scarcity of technologies available for the accurate encapsulation of VEGF and its subsequent sustained and controlled release. The objective of this review is to present and assess diverse categories of VEGF administration mechanisms. This paper examines various systems, including polymeric, liposomal, hydrogel, inorganic, polyplexes, and microfluidic, and evaluates the appropriate dosage of VEGF for multiple applications.
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Affiliation(s)
- Nima Beheshtizadeh
- Department of Tissue Engineering, School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Iran; Regenerative Medicine group (REMED), Universal Scientific Education and Research Network (USERN), Tehran, Iran.
| | - Maliheh Gharibshahian
- Department of Tissue Engineering, School of Medicine, Shahroud University of Medical Sciences, Shahroud, Iran; Regenerative Medicine group (REMED), Universal Scientific Education and Research Network (USERN), Tehran, Iran
| | - Mohammad Bayati
- Department of Phytochemistry, Medicinal Plants and Drugs Research Institute, Shahid Beheshti University, Tehran, Iran
| | - Reza Maleki
- Department of Chemical Technologies, Iranian Research Organization for Science and Technology (IROST), P.O. Box 33535111, Tehran, Iran.
| | - Hannah Strachan
- Marquette University School of Dentistry, Milwaukee, WI 53233, USA
| | - Sarah Doughty
- Marquette University School of Dentistry, Milwaukee, WI 53233, USA
| | - Lobat Tayebi
- Marquette University School of Dentistry, Milwaukee, WI 53233, USA
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Mohajeri S, Chen F, de Prinse M, Phung T, Burke-Kleinman J, Maurice DH, Amsden BG. Liquid Degradable Poly(trimethylene-carbonate-co-5-hydroxy-trimethylene carbonate): An Injectable Drug Delivery Vehicle for Acid-Sensitive Drugs. Mol Pharm 2020; 17:1363-1376. [DOI: 10.1021/acs.molpharmaceut.0c00064] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Sara Mohajeri
- Department of Chemical Engineering, Queen’s University, Kingston, Ontario K7L 3N6, Canada
- Human Mobility Research Centre, Kingston General Hospital, Kingston, Ontario K7L 2V7, Canada
| | - Fei Chen
- Department of Chemical Engineering, Queen’s University, Kingston, Ontario K7L 3N6, Canada
- Human Mobility Research Centre, Kingston General Hospital, Kingston, Ontario K7L 2V7, Canada
- Institute of Synthetic Biology, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
| | - Mitchell de Prinse
- Department of Chemical Engineering, Queen’s University, Kingston, Ontario K7L 3N6, Canada
- Human Mobility Research Centre, Kingston General Hospital, Kingston, Ontario K7L 2V7, Canada
| | - Ta Phung
- Department of Chemical Engineering, Queen’s University, Kingston, Ontario K7L 3N6, Canada
- Human Mobility Research Centre, Kingston General Hospital, Kingston, Ontario K7L 2V7, Canada
| | - Jonah Burke-Kleinman
- Department of Biomedical and Molecular Sciences, Queen’s University, Kingston K7L 3N6, Canada
| | - Donald H. Maurice
- Department of Biomedical and Molecular Sciences, Queen’s University, Kingston K7L 3N6, Canada
| | - Brian G. Amsden
- Department of Chemical Engineering, Queen’s University, Kingston, Ontario K7L 3N6, Canada
- Human Mobility Research Centre, Kingston General Hospital, Kingston, Ontario K7L 2V7, Canada
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Takacova M, Hlouskova G, Zatovicova M, Benej M, Sedlakova O, Kopacek J, Pastorek J, Lacik I, Pastorekova S. Encapsulation of anti-carbonic anhydrase IX antibody in hydrogel microspheres for tumor targeting. J Enzyme Inhib Med Chem 2016; 31:110-118. [PMID: 27140748 DOI: 10.1080/14756366.2016.1177523] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022] Open
Abstract
Encapsulation is a well-established method of biomaterial protection, controlled release, and efficient delivery. Here we evaluated encapsulation of monoclonal antibody M75 directed to tumor biomarker carbonic anhydrase IX (CA IX) into alginate microbeads (SA-beads) or microcapsules made of sodium alginate, cellulose sulfate, and poly(methylene-co-guanidine) (PMCG). M75 antibody release was quantified using ELISA and its binding properties were assessed by immunodetection methods. SA-beads showed rapid M75 antibody release in the first hour, followed by steady release during the whole experiment of 7 days. In contrast, the M75 release from PMCG capsules was gradual, reaching the maximum concentration on the 7th day. The release was more efficient at pH 6.8 compared to pH 7.4. The released antibody could recognize CA IX, and target the CA IX-positive cells in 3D spheroids. In conclusion, SA-beads and PMCG microcapsules can be considered as promising antibody reservoirs for targeting of cancer cells.
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Affiliation(s)
- Martina Takacova
- a Department of Molecular Medicine , Institute of Virology, Biomedical Research Center, Slovak Academy of Sciences , Bratislava , Slovakia.,b Regional Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute , Brno , Czech Republic , and
| | - Gabriela Hlouskova
- c Department for Biomaterials Research , Polymer Institute, Slovak Academy of Sciences , Bratislava , Slovakia
| | - Miriam Zatovicova
- a Department of Molecular Medicine , Institute of Virology, Biomedical Research Center, Slovak Academy of Sciences , Bratislava , Slovakia
| | - Martin Benej
- a Department of Molecular Medicine , Institute of Virology, Biomedical Research Center, Slovak Academy of Sciences , Bratislava , Slovakia
| | - Olga Sedlakova
- a Department of Molecular Medicine , Institute of Virology, Biomedical Research Center, Slovak Academy of Sciences , Bratislava , Slovakia
| | - Juraj Kopacek
- a Department of Molecular Medicine , Institute of Virology, Biomedical Research Center, Slovak Academy of Sciences , Bratislava , Slovakia
| | - Jaromir Pastorek
- a Department of Molecular Medicine , Institute of Virology, Biomedical Research Center, Slovak Academy of Sciences , Bratislava , Slovakia
| | - Igor Lacik
- c Department for Biomaterials Research , Polymer Institute, Slovak Academy of Sciences , Bratislava , Slovakia
| | - Silvia Pastorekova
- a Department of Molecular Medicine , Institute of Virology, Biomedical Research Center, Slovak Academy of Sciences , Bratislava , Slovakia.,b Regional Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute , Brno , Czech Republic , and
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Babasola IO, Rooney M, Amsden BG. Corelease of bioactive VEGF and HGF from viscous liquid poly(5-ethylene ketal ε-caprolactone-co-D,L-lactide). Mol Pharm 2013; 10:4552-9. [PMID: 24188107 DOI: 10.1021/mp400361m] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
The potential of a viscous liquid injectable delivery system composed of poly(5-ethylene ketal ε-caprolactone-co-D,L-lactide) (PEKCDLLA) to release bioactive vascular endothelial growth factor (VEGF) and hepatocyte growth factor (HGF) using an osmotic pressure release mechanism for the purpose of treating critical limb ischemia was investigated. VEGF and HGF were lyophilized separately with trehalose and bovine serum albumin (BSA) and incorporated into the polymer by simple mixing. VEGF and HGF were released by convective flow through superhydrated regions formed within the polymer as a result of the osmotic activity generated upon dissolution of the particles, along with the contributions of polymer degradation at later time points. A sustained release of highly bioactive VEGF and HGF for over 40 days with minimal burst was achieved under conditions of multidirectional delivery. The solubility of the growth factors in the concentrated trehalose solution formed upon dissolution of the particle within the polymer was determined to be a key parameter governing the rate and extent of growth factor release. This formulation approach, of using a low viscosity polymer delivery vehicle, is potentially useful for localized delivery of acid and temperature sensitive proteins, such as VEGF and HGF. This system may also serve as a platform for controlled and predictable delivery patterns for other therapeutic proteins in other clinical settings.
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Cheng W, Curti E, Rezende WC, Kwityn C, Zhan B, Gillespie P, Plieskatt J, Joshi SB, Volkin DB, Hotez PJ, Middaugh CR, Bottazzi ME. Biophysical and formulation studies of the Schistosoma mansoni TSP-2 extracellular domain recombinant protein, a lead vaccine candidate antigen for intestinal schistosomiasis. Hum Vaccin Immunother 2013; 9:2351-61. [PMID: 23880663 DOI: 10.4161/hv.25788] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
A candidate vaccine to prevent human schistosomiasis is under development. The vaccine is comprised of a recombinant 9 kDa antigen protein corresponding to the large extracellular domain of a tetraspanin surface antigen protein of Schistosoma mansoni, Sm-TSP-2. Here, we describe the biophysical profile of the purified, recombinant Sm-TSP-2 produced in the yeast PichiaPink, which in preclinical studies in mice was shown to be an effective vaccine against intestinal schistosomiasis. Biophysical techniques including circular dichroism, intrinsic and extrinsic fluorescence and light scattering were employed to generate an empirical phase diagram, a color based map of the physical stability of the vaccine antigen over a wide range of temperatures and pH. From these studies a pH range of 6.0-8.0 was determined to be optimal for maintaining the stability and conformation of the protein at temperatures up to 25 °C. Sorbitol, sucrose and trehalose were selected as excipients that prevented physical degradation during storage. The studies described here provide guidance for maximizing the stability of soluble recombinant Sm-TSP-2 in preparation of its further development as a vaccine.
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Affiliation(s)
- Weiqiang Cheng
- Macromolecule and Vaccine Stabilization Center; Department of Pharmaceutical Chemistry; University of Kansas; Lawrence, KS USA
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Depreter F, Pilcer G, Amighi K. Inhaled proteins: Challenges and perspectives. Int J Pharm 2013; 447:251-80. [DOI: 10.1016/j.ijpharm.2013.02.031] [Citation(s) in RCA: 81] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2013] [Accepted: 02/12/2013] [Indexed: 12/26/2022]
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The three-dimensional vascularization of growth factor-releasing hybrid scaffold of poly (epsilon-caprolactone)/collagen fibers and hyaluronic acid hydrogel. Biomaterials 2011; 32:8108-17. [PMID: 21807407 DOI: 10.1016/j.biomaterials.2011.07.022] [Citation(s) in RCA: 130] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2011] [Accepted: 07/08/2011] [Indexed: 01/04/2023]
Abstract
A significant stumbling block in the creation of functional three-dimensional (3D) engineered tissues is the proper vascularization of the constructs. Furthermore, in the context of electrospinning, the development of 3D constructs using this technique has been hindered by the limited infiltration of cells into their structure. In an attempt to address these issues, a hybrid mesh of poly (ɛ-caprolactone)-collagen blend (PCL/Col) and hyaluronic acid (HA) hydrogel, Heprasil™ was created via a dual electrodeposition system. Simultaneous deposition of HA and PCL/Col allowed the dual loading and controlled release of two potent angiogenic growth factors VEGF(165) and PDGF-BB over a period of five weeks in vitro. Furthermore, this manner of loading sustained the bioactivity of the two growth factors. Utilizing an in-house developed 3D co-culture assay model of human umbilical vein endothelial cells and lung fibroblasts, the growth factor-loaded hybrid meshes was shown to not only support cellular attachment, but also their infiltration and the recapitulation of primitive capillary network in the scaffold's architecture. Thus, the creation of a PCL/Col-Heprasil hybrid scaffold is a step forward toward the attainment of a 3D bio-functionalized, vascularized tissue engineering construct.
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Amsden BG, Timbart L, Marecak D, Chapanian R, Tse MY, Pang SC. VEGF-induced angiogenesis following localized delivery via injectable, low viscosity poly(trimethylene carbonate). J Control Release 2010; 145:109-15. [DOI: 10.1016/j.jconrel.2010.03.029] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2010] [Revised: 03/09/2010] [Accepted: 03/30/2010] [Indexed: 10/19/2022]
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Trivedi MV, Laurence JS, Siahaan TJ. The role of thiols and disulfides on protein stability. Curr Protein Pept Sci 2010; 10:614-25. [PMID: 19538140 DOI: 10.2174/138920309789630534] [Citation(s) in RCA: 269] [Impact Index Per Article: 19.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2008] [Accepted: 05/23/2009] [Indexed: 01/20/2023]
Abstract
There has been a tremendous increase in the number of approved drugs derived from recombinant proteins; however, their development as potential drugs has been hampered by their instability that causes difficulty to formulate them as therapeutic agents. It has been shown that the reactivity of thiol and disulfide functional groups could catalyze chemical (i.e., oxidation and beta-elimination reactions) and physical (i.e., aggregation and precipitation) degradations of proteins. Because most proteins contain a free Cys residue or/and a disulfide bond, this review is focused on their roles in the physical and chemical stability of proteins. The effect of introducing a disulfide bond to improve physical stability of proteins and the mechanisms of degradation of disulfide bond were discussed. The qualitative/quantitative methods to determine the presence of thiol in the Cys residue and various methods to derivatize thiol group for improving protein stability were also illustrated.
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Affiliation(s)
- Maulik V Trivedi
- Department of Pharmaceutical Chemistry, The University of Kansas, Simons Research Laboratories, 2095 Constant Ave., Lawrence, Kansas 66047, USA
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Povey JF, Perez-Moral N, Noel TR, Parker R, Howard MJ, Smales CM. Investigating variables and mechanisms that influence protein integrity in low water content amorphous carbohydrate matrices. Biotechnol Prog 2009; 25:1217-27. [DOI: 10.1002/btpr.207] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Huang M, Vitharana SN, Peek LJ, Coop T, Berkland C. Polyelectrolyte Complexes Stabilize and Controllably Release Vascular Endothelial Growth Factor. Biomacromolecules 2007; 8:1607-14. [PMID: 17428030 DOI: 10.1021/bm061211k] [Citation(s) in RCA: 84] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Angiogenesis has long been a desired therapeutic approach to improve clinical outcomes of conditions typified by ischemia. Vascular endothelial growth factor (VEGF) has demonstrated the ability to generate new blood vessels in vivo, but trials using intravenous delivery have not yet produced clinical success. Localized, sustained delivery of VEGF has been proven necessary to generate blood vessels as demonstrated by implantable, controlled release devices. Ultimately, nanoparticles delivered by intravenous injection may be designed to accumulate in target tissues and sustain the local VEGF concentration; however, injectable nanosuspensions that control the release of stabilized VEGF must first be developed. In this study, we utilize the heparin binding domain of VEGF to bind the polyanion dextran sulfate, resulting in an enhanced thermal stability of VEGF. Coacervation of the VEGF-bound dextran sulfate with selected polycations (chitosan, polyethylenimine, or poly-L-lysine) produced nanoparticles approximately 250 nm in diameter with high VEGF encapsulation efficiency (50-85%). Release of VEGF from these formulations persisted for >10 days and maintained high VEGF activity as determined by ELISA and a mitogenic bioassay. Chitosan-dextran sulfate complexes were preferred because of their biodegradability, desirable particle size ( approximately 250 nm), entrapment efficiency ( approximately 85%), controlled release (near linear for 10 days), and mitogenic activity.
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Affiliation(s)
- Min Huang
- Department of Pharmaceutical Chemistry, The University of Kansas, Lawrence, Kansas 66047, USA
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Wakankar AA, Borchardt RT. Formulation considerations for proteins susceptible to asparagine deamidation and aspartate isomerization. J Pharm Sci 2006; 95:2321-36. [PMID: 16960822 DOI: 10.1002/jps.20740] [Citation(s) in RCA: 178] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The asparagine (Asn) deamidation and aspartate (Asp) isomerization reactions are nonenzymatic intra-molecular reactions occurring in peptides and proteins that are a source of major stability concern in the formulation of these biomolecules. The mechanisms for the deamidation and isomerization reactions are similar since they both proceed through an intra-molecular cyclic imide (Asu) intermediate. The formation of the Asu intermediate, which involves the attack by nitrogen of the peptide backbone on the carbonyl carbon of the Asn or the Asp side chain, is the rate-limiting step in both the deamidation and the isomerization reactions at physiological pH. In this article, the influence of factors such as formulation conditions, protein primary sequence, and protein structure on the reactivity of Asn and Asp residues in proteins are reviewed. The importance of formulation conditions such as pH and solvent dielectric in influencing deamidation and isomerization reaction rates is addressed. Formulation strategies that could improve the stability of proteins to deamidation and isomerization reactions are described. The review is intended to provide information to formulation scientists, based on protein sequence and structure, to predict potential degradative sites on a protein molecule and to enable formulation scientists to set appropriate formulation conditions to minimize reactivity of Asn and Asp residues in protein therapeutics.
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Affiliation(s)
- Aditya A Wakankar
- Department of Pharmaceutical Chemistry, The University of Kansas, Lawrence, Kansas 66047, USA.
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Gu F, Neufeld R, Amsden B. Sustained release of bioactive therapeutic proteins from a biodegradable elastomeric device. J Control Release 2006; 117:80-9. [PMID: 17126945 DOI: 10.1016/j.jconrel.2006.09.077] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2006] [Revised: 09/20/2006] [Accepted: 09/22/2006] [Indexed: 11/29/2022]
Abstract
Effective localized delivery of a therapeutic protein requires a biodegradable device capable of delivering active protein at a sustained rate, and at a concentration within its therapeutic window. The objective of this study was to demonstrate that a biodegradable elastomeric device can be made in a cylindrical geometry, and still retain the ability to release a variety of therapeutic proteins at a nearly constant rate in nanomolar concentration with high bioactivity. The elastomers were prepared with cylindrical geometry by photo-cross-linking an acrylated star-poly(epsilon-caprolactone-co-d,l-lactide) macromer. Vascular endothelial growth factor (VEGF), interferon-gamma (IFN-gamma), and interleukin-2 (IL-2) were co-lyophilized with excipients, then entrapped within the elastomer matrix by photo-polymerization. Under identical formulation conditions, these proteins were released at the same, nearly constant rate for a significant part of the release profile (until 70%-80% release depending on formulation characteristics). Decreasing the molecular weight of the acrylated macromer increased the rate of protein release, but did not alter the zero order nature of the release kinetics. Cell based bioactivity assays showed only that 57% of the VEGF released was bioactive. By contrast, both IL-2 and IFN-gamma showed relatively high bioactivity and over 80% of the released proteins were bioactive. The elastomer formulation has potential as a regio-specific protein delivery device.
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Affiliation(s)
- Frank Gu
- Department of Chemical Engineering, Queen's University, Kingston, Ontario, Canada K7L 3N6
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Bar-Or D, Thomas GW, Bar-Or R, Rael LT, Scarborough K, Rao N, Shimonkevitz R. Commercial human albumin preparations for clinical use are immunosuppressive in vitro. Crit Care Med 2006; 34:1707-12. [PMID: 16625113 DOI: 10.1097/01.ccm.0000217923.53680.4c] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE We previously reported significant variations in oxidation status and molecular length among sources and lots of human serum albumin (HSA) commercial preparations intended for clinical use. In this report, we investigated what effect the presence of HSA products have on the immune response in vitro. DESIGN Laboratory study. SETTING Trauma research basic science laboratory. SUBJECTS Activated human peripheral blood mononuclear cells. INTERVENTIONS Six commercial HSA preparations were tested for their effect on cytokine release from activated human peripheral blood mononuclear cells (PBMCs) and T-lymphocytes. Mass spectrometry analysis of aspartyl-alanyl diketopiperazine (DA-DKP) content of HSA and percentage of HSA having lost its amino terminal dipeptide aspartyl alanyl (HSA-DA) were correlated. MEASUREMENTS AND MAIN RESULTS Human PBMCs were cultured in the presence of six commercial HSA preparations and activated via the T-cell receptor complex. A cloned T-lymphocyte cell line, activated with specific antigen, was also cultured with both synthetic DA-DKP and small molecular weight extracts from the commercial HSA tested. Supernatants were quantified by enzyme-linked immunosorbent assay for interferon-gamma and tumor necrosis factor-alpha content. DA-DKP was extracted from HSA by centrifugal filters and quantified by anion exchange liquid chromatography coupled to negative electrospray ionization mass spectrometry. HSA species were determined by reverse phase liquid chromatography coupled to positive electrospray ionization, time of flight mass spectrometry. All HSA preparations significantly inhibited the in vitro production of interferon-gamma and tumor necrosis factor-alpha by activated PBMCs. DA-DKP was detected in all HSA sources at concentrations ranging between 42.0 and 79.6 microM. A synthetic form of DA-DKP possessed similar immunosuppressive qualities in a dose-dependent manner on T lymphocytes. CONCLUSIONS DA-DKP was present in significant concentrations in all HSA sources tested and was partially responsible for the immunosuppressive effects of HSA on activated PBMCs and T-lymphocytes in vitro. In view of these findings, administering HSA to immunocompromised critically ill patients might be reevaluated.
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Affiliation(s)
- David Bar-Or
- Swedish Medical Center, Trauma Research Laboratory, Englewood, CO 80113, USA
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Gu F, Neufeld R, Amsden B. Osmotic-Driven Release Kinetics of Bioactive Therapeutic Proteins from a Biodegradable Elastomer are Linear, Constant, Similar, and Adjustable. Pharm Res 2006; 23:782-9. [PMID: 16550470 DOI: 10.1007/s11095-006-9750-6] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2005] [Accepted: 12/13/2005] [Indexed: 12/21/2022]
Abstract
PURPOSE The aim of the study is to determine whether a biodegradable elastomeric device that uses an osmotic pressure delivery mechanism can release different therapeutic proteins at a nearly constant rate in nanomolar concentrations with high bioactivity, given the same formulation conditions. Vascular endothelial growth factor (VEGF) and interleukin-2 (IL-2) were embedded in the device as sample therapeutic proteins, and their release and bioactivity were compared to that achieved previously with interferon-gamma (IFN-gamma). METHODS A photo-cross-linkable biodegradable macromer consisting of acrylated star(epsilon-caprolactone-co-D,L-lactide) was prepared. VEGF, IL-2, and IFN-gamma were co-lyophilized with serum albumin and trehalose at different ratios and were then embedded into the elastomer by photo-cross-linking the lyophilized particles in a macromer solution. The protein mass and the bioactivity in the release supernatant were measured by enzyme-linked immunosorbent and cell-based assays. RESULTS VEGF, IL-2, and IFN-gamma were released at the same, nearly constant rate of 25.4 ng/day for over 18 days. Using the optimum elastomer formulation, the release profiles of the proteins were essentially identical, and their rates were linear and constant. Cell-based bioactivity assays showed that 70 and 88% of the released VEGF and IL-2, respectively, were bioactive. The rate of protein release can be adjusted by changing the trehalose loading concentration in the elastomer matrix without altering the linear nature of the protein release kinetics. The elastomeric device degraded in PBS buffer within 85 days. CONCLUSIONS The elastomer formulation shows promising potential as a sustained protein drug delivery vehicle for local delivery applications.
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Affiliation(s)
- Frank Gu
- Department of Chemical Engineering, Queen's University, Kingston, Ontario, K7L 3N6, Canada
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Kikwai L, Babu RJ, Kanikkannan N, Singh M. Stability and degradation profiles of Spantide II in aqueous solutions. Eur J Pharm Sci 2006; 27:158-66. [PMID: 16266798 DOI: 10.1016/j.ejps.2005.09.005] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2005] [Revised: 09/12/2005] [Accepted: 09/14/2005] [Indexed: 10/25/2022]
Abstract
Spantide II is an 11 amino acid peptide that has been shown to be a potential anti-inflammatory agent. The stability and degradation profiles of Spantide II in aqueous solutions were evaluated with the long-term objective of developing topical formulations of this compound for various skin disorders. The stability profile of Spantide II at various temperature and pH conditions was monitored by high performance liquid chromatography (HPLC) and the resulting degradation products were identified by liquid chromatography-mass spectroscopy (LC-MS). Forced degradation of Spantide II was performed at extreme acidic (pH <2.0) and alkaline (pH >10.0) conditions and by addition of hydrogen peroxide (oxidizing agent). The degradation pattern of Spantide II followed pseudo first-order kinetics. The shelf life (T90%) of Spantide II in aqueous ethanol (50%) was determined to be 230 days at 25 degrees C. Spantide II was susceptible to degradation at pH <2 and pH >5 and showed maximum stability at pH 3-5. The stability under various pH conditions indicates that Spantide II was most stable at pH 3.0 with a half-life of 95 days at 60 degrees C. Spantide II degradation was attributed to hydrolysis of peptide bonds [Pro2-(pyridyl)Ala3, (nicotinoyl)Lys1-Pro2, Pro4-PheCl2(5), Trp7-Phe8, Phe8-Trp9, Nle11-NH2), racemization of the peptide fragments that resulted from hydrolysis, cleavage and formation of (nicotinoyl)Lys1-Pro2 diketopiperazine. In the presence of an oxidizing agent, Pro(2,4) residues degraded by ring opening to form glutamyl-semialdehyde and by bond cleavage at Pro4 to form 2-pyrrolidone, while Phe(5,8) degraded to form 2-hydroxyphenylalanine. Spantide II was found to be stable in aqueous medium with T90% of 230 days. The major degradation pathways of Spantide II were identified as hydrolysis, racemization, cleavage and formation of diketopiperazine.
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Affiliation(s)
- Loice Kikwai
- Division of Pharmaceutics, College of Pharmacy and Pharmaceutical Sciences, Florida A&M University, Tallahassee, FL 32307, USA
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Gu F, Amsden B, Neufeld R. Sustained delivery of vascular endothelial growth factor with alginate beads. J Control Release 2004; 96:463-72. [PMID: 15120902 DOI: 10.1016/j.jconrel.2004.02.021] [Citation(s) in RCA: 168] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2003] [Accepted: 02/26/2004] [Indexed: 10/26/2022]
Abstract
Therapeutic angiogenesis is the growth of blood vessels from a pre-existing vasculature for clinical applications such as treating myocardial and limb ischemia. Vascular endothelial growth factor (VEGF) is a potent signal transduction molecule that acts specifically on vascular endothelial cells. Encapsulation of VEGF in a polymer matrix not only protects protein against enzymatic degradation in the body, but also allows proteins to be released at a controllable rate into a localized area. In this study, VEGF was encapsulated in calcium alginate beads by the extrusion/external gelation method, and was subsequently released in PBS and in serum media. The objective was to optimize VEGF encapsulation yield and obtain VEGF release at a constant rate from alginate matrices in vitro. The incorporation of low concentrations of VEGF and NaCl can increase encapsulation yield to 97%. The rate of VEGF release from alginate beads was higher in serum than in PBS, which was due to the capacity of the serum in reducing the electrostatic interaction between alginate and VEGF. The presence of CaCl(2) in the release supernatant can shield the alginate interaction with VEGF, and a constant release rate of 6 ng/ml/day may be sustained for 14 days. These results suggest that the alginate-VEGF delivery system may be useful in the development of vascular tissue engineering and wound healing applications.
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Affiliation(s)
- Frank Gu
- Department of Chemical Engineering, Queen's University, Kingston, ON, Canada K7L 3N6
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Robinson NE, Robinson AB. Deamidation of human proteins. Proc Natl Acad Sci U S A 2001; 98:12409-13. [PMID: 11606750 PMCID: PMC60067 DOI: 10.1073/pnas.221463198] [Citation(s) in RCA: 211] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2001] [Accepted: 08/31/2001] [Indexed: 11/18/2022] Open
Abstract
Deamidation of asparaginyl and glutaminyl residues causes time-dependent changes in charge and conformation of peptides and proteins. Quantitative and experimentally verified predictive calculations of the deamidation rates of 1,371 asparaginyl residues in a representative collection of 126 human proteins have been performed. These rates suggest that deamidation is a biologically relevant phenomenon in a remarkably large percentage of human proteins.
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Affiliation(s)
- N E Robinson
- Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, CA 91125, USA.
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Cleland JL, Duenas ET, Park A, Daugherty A, Kahn J, Kowalski J, Cuthbertson A. Development of poly-(D,L-lactide--coglycolide) microsphere formulations containing recombinant human vascular endothelial growth factor to promote local angiogenesis. J Control Release 2001; 72:13-24. [PMID: 11389981 DOI: 10.1016/s0168-3659(01)00258-9] [Citation(s) in RCA: 165] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Although preclinical animal studies have demonstrated the utility of recombinant human vascular endothelial growth factor (rhVEGF) in promoting neovascularization in regions of ischemia, rhVEGF systemic administration did not provide clinical benefit to patients in recent placebo-controlled Phase II clinical trials. The amount of rhVEGF localized in the ischemic region after systemic administration is minimal and does not persist for more than 1 day. A greater persistence of rhVEGF at the region of ischemia may provide an increased angiogenesis with the eventual formation of patent blood vessels to restore nourishment to the tissues. We sought to develop a formulation of rhVEGF in poly(D,L-lactide--co-glycolide) (PLG) microspheres that would provide a continuous local delivery of intact protein. A stable formulation of rhVEGF for encapsulation contained a small amount of a stabilizing sugar, trehalose. Addition of excess trehalose increased the rate of release from the PLG. In addition, PLG with free acid end groups appeared to retard the initial release of rhVEGF by associating with it through ionic interactions at the positively charged heparin binding domain. rhVEGF was released continuously for 21 days with a very low (less than 10%) initial burst. The released rhVEGF aggregated and hydrolyzed over time and lost heparin affinity but not receptor affinity. The compression molding of rhVEGF PLG microspheres into disks yielded formulations with a low initial release and a lag of 10 days followed by complete release. The PLG microsphere formulations were assessed in the corneal implant model of angiogenesis and generated a dose-dependent angiogenic response. These formulations were also administered intravitreally and subretinally, generating local neovascularization comparable to the human disease states, vitroretinopathy and age-related macular degeneration, respectively. The rhVEGF PLG formulations may increase local angiogenesis without systemic side effects and may also be useful in the development of ocular disease models.
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Affiliation(s)
- J L Cleland
- Department of Pharmaceutical R & D, Genentech, Inc., 1 DNA Way S., San Francisco, CA 94080, USA.
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