1
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Jarand C, McLeod MJ, Reed WF. Dialysis Monitoring of Ionic Strength and Denaturant Effects, and Their Reversibility, for Various Classes of Macromolecules. Biomacromolecules 2024; 25:5198-5211. [PMID: 39073603 PMCID: PMC11323022 DOI: 10.1021/acs.biomac.4c00583] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 07/20/2024] [Accepted: 07/22/2024] [Indexed: 07/30/2024]
Abstract
Monitoring membrane-mediated dialysis in real time with static and dynamic light scattering revealed distinctive differences, including reversibility/irreversibility, in the effects of ionic strength (NaCl) and the denaturant guanidine-HCl (Gd) on a synthetic polyelectrolyte and several types of biomacromolecules: protein, polysaccharide, and polyampholyte. Dialysis cycles against aqueous NaCl and Gd, and reverse back to the original aqueous solution, were monitored. The behavior of Na-polystyrenesulfonate was reversible and yielded a detailed polymer physics description. The biomacromolecules additionally showed hydrogen-bonding/hydrophobic (HP) interactions. An interpretive model was developed that considers the interplay among polyelectrolyte, polyampholyte, and HP potential energies in determining the different associative, aggregative, and dissociative behaviors. NaCl isolated purely electrostatic effects, whereas Gd combined electrostatic and HP effects. Some macromolecules showed partially reversible behavior, and others were completely irreversible. The dialysis monitoring method should prove useful for investigating fundamental macromolecular and colloid properties and for drug formulation and stability optimization.
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Affiliation(s)
| | | | - Wayne F. Reed
- Tulane University, New Orleans, Louisiana 70115, United States
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2
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Hada S, Burlakoti U, Kim KH, Han JS, Kim MJ, Kim NA, Jeong SH. A comprehensive evaluation of arginine and its derivatives as protein formulation stabilizers. Int J Pharm 2023; 647:123545. [PMID: 37871869 DOI: 10.1016/j.ijpharm.2023.123545] [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: 07/07/2023] [Revised: 10/14/2023] [Accepted: 10/21/2023] [Indexed: 10/25/2023]
Abstract
Arginine and its derivatives (such as arginine ethyl ester and acetyl arginine) have varying degrees of protein aggregation suppressor effect across different protein solutions. To understand this performance ambiguity, we evaluated the activity of arginine, acetyl arginine, and arginine ethyl ester for aggregation suppressor effect against human intravenous immunoglobulin G (IgG) solution at pH 4.8. Both arginine and its cationic derivative arginine ethyl ester in their hydrochloride salt forms significantly reduced the colloidal and conformational stability (reduced kd and Tm) of IgG. Consequently, the monomer content was decreased with an increase in subvisible particulates after agitation or thermal stress. Furthermore, compared to arginine, arginine ethyl ester with one more cationic charge and hydrochloride salt form readily precipitated IgG at temperatures higher than 25 °C. On the contrary, acetyl arginine, which mostly exists in a neutral state at pH 4.8, efficiently suppressed the formation of subvisible particles retaining a high amount of monomer owing to its higher colloidal and conformational stability. Concisely, the charged state of additives significantly impacts protein stability. This study demonstrated that contrary to popular belief, arginine and its derivatives may either enhance or suppress protein aggregation depending on their net charge and concentration.
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Affiliation(s)
- Shavron Hada
- BK21 FOUR Team and Integrated Research Institute for Drug Development, College of Pharmacy, Dongguk University, Gyeonggi 10326, Republic of Korea.
| | - Urmila Burlakoti
- BK21 FOUR Team and Integrated Research Institute for Drug Development, College of Pharmacy, Dongguk University, Gyeonggi 10326, Republic of Korea.
| | - Ki Hyun Kim
- BK21 FOUR Team and Integrated Research Institute for Drug Development, College of Pharmacy, Dongguk University, Gyeonggi 10326, Republic of Korea.
| | - Ji Soo Han
- Department of Pharmacy, College of Pharmacy, Mokpo National University, Muan 58554, Republic of Korea.
| | - Min Ji Kim
- Department of Pharmacy, College of Pharmacy, Mokpo National University, Muan 58554, Republic of Korea.
| | - Nam Ah Kim
- Department of Pharmacy, College of Pharmacy, Mokpo National University, Muan 58554, Republic of Korea; Department of Biomedicine, Health & Life Convergence Sciences, BK21 Four, Biomedical and Healthcare Research Institute, Mokpo National University, Muan 58554, Republic of Korea.
| | - Seong Hoon Jeong
- BK21 FOUR Team and Integrated Research Institute for Drug Development, College of Pharmacy, Dongguk University, Gyeonggi 10326, Republic of Korea.
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3
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Austerberry JI, Thistlethwaite A, Fisher K, Golovanov AP, Pluen A, Esfandiary R, van der Walle CF, Warwicker J, Derrick JP, Curtis R. Arginine to Lysine Mutations Increase the Aggregation Stability of a Single-Chain Variable Fragment through Unfolded-State Interactions. Biochemistry 2019; 58:3413-3421. [DOI: 10.1021/acs.biochem.9b00367] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- James I. Austerberry
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester M13 9PT, United Kingdom
- Manchester Institute of Biotechnology, University of Manchester, Manchester M1 7DN, United Kingdom
| | - Angela Thistlethwaite
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester M13 9PT, United Kingdom
| | - Karl Fisher
- Manchester Institute of Biotechnology, University of Manchester, Manchester M1 7DN, United Kingdom
| | - Alexander P. Golovanov
- Manchester Institute of Biotechnology, University of Manchester, Manchester M1 7DN, United Kingdom
- School of Chemistry, University of Manchester, Manchester M1 7DN, United Kingdom
| | - Alain Pluen
- Manchester Pharmacy School, University of Manchester, Manchester M13 9PL, United Kingdom
| | - Reza Esfandiary
- Dosage Form Design & Development, AstraZeneca, Gaithersburg, Maryland 20878, United States
| | | | - Jim Warwicker
- Manchester Institute of Biotechnology, University of Manchester, Manchester M1 7DN, United Kingdom
- School of Chemistry, University of Manchester, Manchester M1 7DN, United Kingdom
| | - Jeremy P. Derrick
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester M13 9PT, United Kingdom
| | - Robin Curtis
- Manchester Institute of Biotechnology, University of Manchester, Manchester M1 7DN, United Kingdom
- School of Chemical Engineering and Analytical Science, University of Manchester, Manchester M1 7DN, United Kingdom
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4
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Svilenov H, Winter G. The ReFOLD assay for protein formulation studies and prediction of protein aggregation during long-term storage. Eur J Pharm Biopharm 2019; 137:131-139. [DOI: 10.1016/j.ejpb.2019.02.018] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2018] [Revised: 02/19/2019] [Accepted: 02/22/2019] [Indexed: 11/28/2022]
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5
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Senga Y, Imamura H, Ogura T, Honda S. In-Solution Microscopic Imaging of Fractal Aggregates of a Stressed Therapeutic Antibody. Anal Chem 2019; 91:4640-4648. [PMID: 30888793 DOI: 10.1021/acs.analchem.8b05979] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Aggregates of therapeutic proteins that can contaminate drug products during manufacture is a growing concern for the pharmaceutical industry because the aggregates are potentially immunogenic. Electron microscopy is a typical, indispensable method for imaging nanometer- to micrometer-sized structures. Nevertheless, it is not ideal because it must be performed with ex situ monitoring under high-vacuum conditions, where the samples could be altered by staining and drying. Here, we introduce a scanning electron-assisted dielectric microscopy (SE-ADM) technique for in-solution imaging of monoclonal immunoglobulin G (IgG) aggregates without staining and drying. Remarkably, SE-ADM allowed assessment of the size and morphology of the IgG aggregates in solution by completely excluding drying-induced artifacts. SE-ADM was also beneficial to study IgG aggregation caused by temporary acid exposure followed by neutralization, pH-shift stress. A box-counting analysis of the SE-ADM images provided fractal dimensions of the larger aggregates, which complemented the fractal dimensions of the smaller aggregates measured by light scattering. The scale-free or self-similarity nature of the fractal aggregates indicated that a common mechanism for antibody aggregation existed between the smaller and larger aggregates. Consequently, SE-ADM is a useful method for characterizing protein aggregates to bridge the gaps that occur among conventional analytical methods, such as those related to in situ/ ex situ techniques or size/morphology assessments.
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Affiliation(s)
- Yukako Senga
- Biomedical Research Institute , National Institute of Advanced Industrial Science and Technology (AIST) , Higashi, Tsukuba , Ibaraki 305-8566 , Japan
| | - Hiroshi Imamura
- Biomedical Research Institute , National Institute of Advanced Industrial Science and Technology (AIST) , Higashi, Tsukuba , Ibaraki 305-8566 , Japan
| | - Toshihiko Ogura
- Biomedical Research Institute , National Institute of Advanced Industrial Science and Technology (AIST) , Higashi, Tsukuba , Ibaraki 305-8566 , Japan
| | - Shinya Honda
- Biomedical Research Institute , National Institute of Advanced Industrial Science and Technology (AIST) , Higashi, Tsukuba , Ibaraki 305-8566 , Japan
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6
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Commentary: New perspectives on protein aggregation during Biopharmaceutical development. Int J Pharm 2018; 552:1-6. [DOI: 10.1016/j.ijpharm.2018.09.049] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2018] [Revised: 09/18/2018] [Accepted: 09/19/2018] [Indexed: 11/18/2022]
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7
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Senga Y, Honda S. Suppression of Aggregation of Therapeutic Monoclonal Antibodies during Storage by Removal of Aggregation Precursors Using a Specific Adsorbent of Non-Native IgG Conformers. Bioconjug Chem 2018; 29:3250-3261. [PMID: 30264991 DOI: 10.1021/acs.bioconjchem.8b00360] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The quality of preparations of therapeutic IgG molecules, widely used for the treatment of various diseases, should be maintained during storage and administration. Nevertheless, recent studies demonstrate that IgG aggregation is one of the most critical immunogenicity risk factors that compromises safety and efficacy of therapeutic IgG molecules in the clinical setting. During the IgG manufacturing process, 0.22-μm membrane filters are commonly used to remove aggregates. However, particles with a diameter below 0.22 μm (small aggregates) are not removed from the final product. The residual species may grow into large aggregates during the storage period. In the current study, we devised a strategy to suppress IgG aggregate growth by removing aggregation precursors using the artificial protein AF.2A1. This protein efficiently binds the Fc region of non-native IgG conformers generated under chemical and physical stresses. Magnetic beads conjugated with AF.2A1 were used to remove non-native monomers and aggregates from solutions of native IgG and from native IgG solutions spiked with stressed IgG. The time-dependent growth of aggregates after the removal treatment was monitored. The removal of aggregation precursors, i.e., non-native monomers and nanometer aggregates (<100 nm), suppressed the aggregate growth. The presented findings demonstrate that a removal treatment with a specific adsorbent of non-native IgG conformers enables long-term stable storage of therapeutic IgG molecules and will facilitate mitigation of the immunogenicity of IgG preparations.
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Affiliation(s)
- Yukako Senga
- Biomedical Research Institute , National Institute of Advanced Industrial Science and Technology (AIST) , Higashi, Tsukuba , Ibaraki 305-8566 , Japan
| | - Shinya Honda
- Biomedical Research Institute , National Institute of Advanced Industrial Science and Technology (AIST) , Higashi, Tsukuba , Ibaraki 305-8566 , Japan
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8
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Gomes D, Kalman RK, Pagels RK, Rodrigues MA, Roberts CJ. Parallel chromatography and in situ scattering to interrogate competing protein aggregation pathways. Protein Sci 2018; 27:1325-1333. [PMID: 29717515 PMCID: PMC6032348 DOI: 10.1002/pro.3435] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2018] [Revised: 04/26/2018] [Accepted: 04/27/2018] [Indexed: 02/06/2023]
Abstract
Protein aggregation can follow different pathways, and these can result in different net aggregation rates and kinetic profiles. α-chymotypsinogen A (aCgn) was used as a model system to quantitatively and qualitatively assess an approach that combines ex situ size-exclusion chromatography (SEC) with in situ laser scattering (LS) to monitor aggregation vs. time. Aggregation was monitored for a series of temperatures and initial dimer (ID) levels for starting conditions that were primarily (> 97%) monomer, and under initial-rate conditions (limited to low monomer conversion-less than 20% monomer mass loss), as these conditions are of most to interest to many pharmaceutical and biotechnology applications. SEC results show that modest decreases of ID levels can greatly reduce monomer loss rates, but do not affect the effective activation energy for aggregation. The normalized aggregation rates determined from LS were typically ∼ 1 order of magnitude higher than the corresponding rates from SEC. Furthermore, LS signals vs. time became variable and highly nonlinear with decreasing ID level, temperature, and/or total protein concentration. Temperature-cycling LS experiments showed this corresponded to conditions where dimer/oligomer "seeding" was suppressed, and high levels of reversible oligomers ("prenuclei") were formed prior to "nucleation" and growth of stable aggregates. In those conditions, aggregation rates inferred from LS and SEC are greatly different, as the techniques monitor different stages of the aggregation process. Overall, the results illustrate an approach for interrogating non-native protein aggregation pathways, and potential pitfalls if one relies on a single method to monitor aggregation-this holds more generally than the particular methods here.
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Affiliation(s)
- Diana Gomes
- Department of Chemical and Biomolecular EngineeringUniversity of DelawareNewarkDelaware
- Centro de Química Estrutural, Department of Chemical EngineeringInstituto Superior Técnico, Universidade de LisboaLisboaPortugal
| | - Rebecca K. Kalman
- Department of Chemical and Biomolecular EngineeringUniversity of DelawareNewarkDelaware
| | - Rebecca K. Pagels
- Department of Chemical and Biomolecular EngineeringUniversity of DelawareNewarkDelaware
| | - Miguel A. Rodrigues
- Centro de Química Estrutural, Department of Chemical EngineeringInstituto Superior Técnico, Universidade de LisboaLisboaPortugal
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9
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Abstract
Huntington's disease (HD) is an autosomal dominant progressive neurological disorder characterized by motor, cognitive, and psychiatric symptoms that typically present later on in life, although juvenile cases do exist. The identification of the disease-causing mutation, a CAG triplet repeat expansion in the HTT gene, in 1993 generated numerous investigations into the cellular and molecular pathways underlying the disorder. HD mouse models have played a prominent role in these studies, and the use of these mouse models of HD in the development and evaluation of novel therapeutic strategies is reviewed in this chapter. As new interventions and therapeutic approaches are evaluated and implemented, genetic mouse models will continue to be used with the hope of developing effective treatments for HD.
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Affiliation(s)
- Natalia Kosior
- Centre for Molecular Medicine and Therapeutics, and Department of Medical Genetics, BC Children's Hospital Research Institute, University of British Columbia, Vancouver, BC, Canada
| | - Blair R Leavitt
- Centre for Molecular Medicine and Therapeutics, and Department of Medical Genetics, BC Children's Hospital Research Institute, University of British Columbia, Vancouver, BC, Canada.
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10
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Senga Y, Imamura H, Miyafusa T, Watanabe H, Honda S. AlphaScreen-based homogeneous assay using a pair of 25-residue artificial proteins for high-throughput analysis of non-native IgG. Sci Rep 2017; 7:12466. [PMID: 28963557 PMCID: PMC5622108 DOI: 10.1038/s41598-017-12693-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2017] [Accepted: 09/18/2017] [Indexed: 12/24/2022] Open
Abstract
Therapeutic IgG becomes unstable under various stresses in the manufacturing process. The resulting non-native IgG molecules tend to associate with each other and form aggregates. Because such aggregates not only decrease the pharmacological effect but also become a potential risk factor for immunogenicity, rapid analysis of aggregation is required for quality control of therapeutic IgG. In this study, we developed a homogeneous assay using AlphaScreen and AF.2A1. AF.2A1 is a 25-residue artificial protein that binds specifically to non-native IgG generated under chemical and physical stresses. This assay is performed in a short period of time. Our results show that AF.2A1-AlphaScreen may be used to evaluate the various types of IgG, as AF.2A1 recognizes the non-native structure in the constant region (Fc region) of IgG. The assay was effective for detection of non-native IgG, with particle size up to ca. 500 nm, generated under acid, heat, and stirring conditions. In addition, this technique is suitable for analyzing non-native IgG in CHO cell culture supernatant and mixed with large amounts of native IgG. These results indicate the potential of AF.2A1-AlphaScreen to be used as a high-throughput evaluation method for process monitoring as well as quality testing in the manufacturing of therapeutic IgG.
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Affiliation(s)
- Yukako Senga
- Biomedical Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 1-1-1 Higashi, Tsukuba, Ibaraki, 305-8566, Japan
| | - Hiroshi Imamura
- Biomedical Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 1-1-1 Higashi, Tsukuba, Ibaraki, 305-8566, Japan
| | - Takamitsu Miyafusa
- Biomedical Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 1-1-1 Higashi, Tsukuba, Ibaraki, 305-8566, Japan
| | - Hideki Watanabe
- Biomedical Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 1-1-1 Higashi, Tsukuba, Ibaraki, 305-8566, Japan
| | - Shinya Honda
- Biomedical Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 1-1-1 Higashi, Tsukuba, Ibaraki, 305-8566, Japan.
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11
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Fate of a Stressed Therapeutic Antibody Tracked by Fluorescence Correlation Spectroscopy: Folded Monomers Survive Aggregation. J Phys Chem B 2017; 121:8085-8093. [DOI: 10.1021/acs.jpcb.7b05603] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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12
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Austerberry JI, Dajani R, Panova S, Roberts D, Golovanov AP, Pluen A, van der Walle CF, Uddin S, Warwicker J, Derrick JP, Curtis R. The effect of charge mutations on the stability and aggregation of a human single chain Fv fragment. Eur J Pharm Biopharm 2017; 115:18-30. [DOI: 10.1016/j.ejpb.2017.01.019] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Revised: 01/14/2017] [Accepted: 01/15/2017] [Indexed: 01/10/2023]
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13
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Stratton A, Ericksen M, Harris TV, Symmonds N, Silverstein TP. Mercury(II) binds to both of chymotrypsin's histidines, causing inhibition followed by irreversible denaturation/aggregation. Protein Sci 2017; 26:292-305. [PMID: 27859834 PMCID: PMC5275735 DOI: 10.1002/pro.3082] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2016] [Revised: 11/14/2016] [Accepted: 11/16/2016] [Indexed: 11/10/2022]
Abstract
The toxicity of mercury is often attributed to its tight binding to cysteine thiolate anions in vital enzymes. To test our hypothesis that Hg(II) binding to histidine could be a significant factor in mercury's toxic effects, we studied the enzyme chymotrypsin, which lacks free cysteine thiols; we found that chymotrypsin is not only inhibited, but also denatured by Hg(II). We followed the aggregation of denatured enzyme by the increase in visible absorbance due to light scattering. Hg(II)-induced chymotrypsin precipitation increased dramatically above pH 6.5, and free imidazole inhibited this precipitation, implicating histidine-Hg(II) binding in the process of chymotrypsin denaturation/aggregation. Diethylpyrocarbonate (DEPC) blocked chymotrypsin's two histidines (his40 and his57 ) quickly and completely, with an IC50 of 35 ± 6 µM. DEPC at 350 µM reduced the hydrolytic activity of chymotrypsin by 90%, suggesting that low concentrations of DEPC react with his57 at the active site catalytic triad; furthermore, DEPC below 400 µM enhanced the Hg(II)-induced precipitation of chymotrypsin. We conclude that his57 reacts readily with DEPC, causing enzyme inhibition and enhancement of Hg(II)-induced aggregation. Above 500 µM, DEPC inhibited Hg(II)-induced precipitation, and [DEPC] >2.5 mM completely protected chymotrypsin against precipitation. This suggests that his40 reacts less readily with DEPC, and that chymotrypsin denaturation is caused by Hg(II) binding specifically to the his40 residue. Finally, we show that Hg(II)-histidine binding may trigger hemoglobin aggregation as well. Because of results with these two enzymes, we suggest that metal-histidine binding may be key to understanding all heavy metal-induced protein aggregation.
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Affiliation(s)
| | | | | | - Nick Symmonds
- Chemistry DepartmentWillamette UniversitySalemOregon97301
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14
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Ghosh R, Calero-Rubio C, Saluja A, Roberts CJ. Relating Protein-Protein Interactions and Aggregation Rates From Low to High Concentrations. J Pharm Sci 2016; 105:1086-96. [PMID: 26928400 DOI: 10.1016/j.xphs.2016.01.004] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2015] [Revised: 12/22/2015] [Accepted: 01/06/2016] [Indexed: 11/29/2022]
Abstract
At low protein concentrations (c2), non-native protein aggregation rates are known to be sensitive to changes in conformational stability and "weak" or "colloidal" protein-protein interactions. Protein-protein interactions are also known to be strong functions of c2. In the present work, protein-protein interactions and rates of aggregation were quantified systematically for a monoclonal antibody (MAb) across a broad range of c2 at pH 5.1 and 6.5, with or without 5 wt/wt % sucrose or 100 mM NaCl present. Aggregation rates were determined from initial-rate analysis with size-exclusion chromatography, and interactions were quantified with static and dynamic laser light scattering. A number of hypotheses were tested regarding whether changes in protein-protein interactions can be predictive of changes in aggregation rates versus c2. Hypotheses were based on (i) changes in thermodynamic activity; (ii) statistical mechanical fluctuation theory; and (iii) surface-contact probabilities. Arguments based on (i) and (ii) were qualitatively inconsistent with experimental rates and scattering. Hypothesis (iii) was reasonably successful and resulted in a semiquantitative correlation between rates and protein-protein interactions across almost 2 orders of magnitude in c2. However, (iii) requires one to assume that the concentration-dependent protein-protein Kirkwood-Buff integral is a reasonable surrogate for contact probabilities.
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Affiliation(s)
- Ranendu Ghosh
- Department of Chemical & Biomolecular Engineering, University of Delaware, Newark, Delaware 19716
| | - Cesar Calero-Rubio
- Department of Chemical & Biomolecular Engineering, University of Delaware, Newark, Delaware 19716
| | - Atul Saluja
- Department of Drug Product Science and Technology, Bristol-Myers Squibb, New Brunswick, New Jersey 08901
| | - Christopher J Roberts
- Department of Chemical & Biomolecular Engineering, University of Delaware, Newark, Delaware 19716.
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15
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Barnett GV, Drenski M, Razinkov V, Reed WF, Roberts CJ. Identifying protein aggregation mechanisms and quantifying aggregation rates from combined monomer depletion and continuous scattering. Anal Biochem 2016; 511:80-91. [PMID: 27510552 PMCID: PMC5004974 DOI: 10.1016/j.ab.2016.08.002] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2016] [Revised: 07/30/2016] [Accepted: 08/01/2016] [Indexed: 12/13/2022]
Abstract
Parallel temperature initial rates (PTIR) from chromatographic separation of aggregating protein solutions are combined with continuous simultaneous multiple sample light scattering (SMSLS) to make quantitative deductions about protein aggregation kinetics and mechanisms. PTIR determines the rates at which initially monomeric proteins are converted to aggregates over a range of temperatures, under initial-rate conditions. Using SMSLS for the same set of conditions provides time courses of the absolute Rayleigh scattering ratio, IR(t), from which a potentially different measure of aggregation rates can be quantified. The present report compares these measures of aggregation rates across a range of solution conditions that result in different aggregation mechanisms for anti-streptavidin (AS) immunoglobulin gamma-1 (IgG1). The results illustrate how the two methods provide complementary information when deducing aggregation mechanisms, as well as cases where they provide new mechanistic details that were not possible to deduce in previous work. Criteria are presented for when the two techniques are expected to give equivalent results for quantitative rates, the potential limitations when solution non-idealities are large, as well as a comparison of the temperature dependence of AS-IgG1 aggregation rates with published data for other antibodies.
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Affiliation(s)
- Gregory V Barnett
- Department of Chemical & Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA
| | - Michael Drenski
- Department of Physics, Tulane University, New Orleans, LA 70118, USA
| | | | - Wayne F Reed
- Department of Physics, Tulane University, New Orleans, LA 70118, USA.
| | - Christopher J Roberts
- Department of Chemical & Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA.
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16
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O'Brien C, Blanco M, Costanzo J, Enterline M, Fernandez E, Robinson A, Roberts C. Modulating non-native aggregation and electrostatic protein-protein interactions with computationally designed single-point mutations. Protein Eng Des Sel 2016; 29:231-243. [PMID: 27160179 PMCID: PMC4867096 DOI: 10.1093/protein/gzw010] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2015] [Revised: 02/29/2016] [Accepted: 03/28/2016] [Indexed: 11/14/2022] Open
Abstract
Non-native protein aggregation is a ubiquitous challenge in the production, storage and administration of protein-based biotherapeutics. This study focuses on altering electrostatic protein-protein interactions as a strategy to modulate aggregation propensity in terms of temperature-dependent aggregation rates, using single-charge variants of human γ-D crystallin. Molecular models were combined to predict amino acid substitutions that would modulate protein-protein interactions with minimal effects on conformational stability. Experimental protein-protein interactions were quantified by the Kirkwood-Buff integrals (G22) from laser scattering, and G22 showed semi-quantitative agreement with model predictions. Experimental initial-rates for aggregation showed that increased (decreased) repulsive interactions led to significantly increased (decreased) aggregation resistance, even based solely on single-point mutations. However, in the case of a particular amino acid (E17), the aggregation mechanism was altered by substitution with R or K, and this greatly mitigated improvements in aggregation resistance. The results illustrate that predictions based on native protein-protein interactions can provide a useful design target for engineering aggregation resistance; however, this approach needs to be balanced with consideration of how mutations can impact aggregation mechanisms.
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Affiliation(s)
- C.J. O'Brien
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA
| | - M.A. Blanco
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA
| | - J.A. Costanzo
- Department of Chemical Engineering, University of Virginia, Charlottesville, VA 22903, USA
| | - M. Enterline
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA
| | - E.J. Fernandez
- Department of Chemical Engineering, University of Virginia, Charlottesville, VA 22903, USA
| | - A.S. Robinson
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA
- Department of Chemical and Biomolecular Engineering, Tulane University, New Orleans, LA 70118, USA
| | - C.J. Roberts
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA
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17
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Barnett GV, Qi W, Amin S, Lewis EN, Razinkov VI, Kerwin BA, Liu Y, Roberts CJ. Structural Changes and Aggregation Mechanisms for Anti-Streptavidin IgG1 at Elevated Concentration. J Phys Chem B 2015; 119:15150-63. [PMID: 26563591 DOI: 10.1021/acs.jpcb.5b08748] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Non-native protein aggregation may occur during manufacturing and storage of protein therapeutics, and this may decrease drug efficacy or jeopardize patient safety. From a regulatory perspective, changes in higher order structure due to aggregation are of particular interest but can be difficult to monitor directly at elevated protein concentrations. The present report focuses on non-native aggregation of antistreptavidin (AS) IgG1 at 30 mg/mL under solution conditions that prior work at dilute concentrations (e.g., 1 mg/mL) indicated would result in different aggregation mechanisms. Time-dependent aggregation and structural changes were monitored in situ with dynamic light scattering, small-angle neutron scattering, and Raman scattering and ex situ with far-UV circular dichroism and second-derivative UV spectroscopy. The effects of adding 0.15 M (∼5 w/w %) sucrose were also assessed. The addition of sucrose decreased monomer loss rates but did not change protein-protein interactions, aggregation mechanism(s), or aggregate structure and morphology. Consistent with prior results, altering the pD or salt concentration had the primary effect of changing the aggregation mechanism. Overall, the results provide a comparison of aggregate structure and morphology created via different growth mechanisms using orthogonal techniques and show that the techniques agree at least qualitatively. Interestingly, AS-IgG1 aggregates created at pD 5.3 with no added salt formed the smallest aggregates but had the largest structural changes compared to other solution conditions. The observation that the larger aggregates were also those with less structural perturbation compared to folded AS-IgG1 might be expected to extend to other proteins if the same strong electrostatic repulsions that mediate aggregate growth also mediate structural changes of the constituent proteins within aggregates.
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Affiliation(s)
- Gregory V Barnett
- Department of Chemical and Biomolecular Engineering, University of Delaware , Newark, Delaware 19716, United States
| | - Wei Qi
- Malvern Biosciences Incorporated, Columbia, Maryland 21046, United States
| | - Samiul Amin
- Malvern Biosciences Incorporated, Columbia, Maryland 21046, United States
| | - E Neil Lewis
- Malvern Biosciences Incorporated, Columbia, Maryland 21046, United States
| | - Vladimir I Razinkov
- Drug Product Development, Amgen Incorporated, Seattle, Washington 98119, United States
| | - Bruce A Kerwin
- Drug Product Development, Amgen Incorporated, Seattle, Washington 98119, United States
| | - Yun Liu
- Department of Chemical and Biomolecular Engineering, University of Delaware , Newark, Delaware 19716, United States.,Center for Neutron Science, National Institutes of Standards and Technology , Gaithersburg, Maryland 20899, United States
| | - Christopher J Roberts
- Department of Chemical and Biomolecular Engineering, University of Delaware , Newark, Delaware 19716, United States
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Ruff KM, Khan SJ, Pappu RV. A coarse-grained model for polyglutamine aggregation modulated by amphipathic flanking sequences. Biophys J 2015; 107:1226-1235. [PMID: 25185558 DOI: 10.1016/j.bpj.2014.07.019] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2014] [Revised: 06/25/2014] [Accepted: 07/09/2014] [Indexed: 02/06/2023] Open
Abstract
The aggregation of proteins with expanded polyglutamine (polyQ) tracts is directly relevant to the formation of neuronal intranuclear inclusions in Huntington's disease. In vitro studies have uncovered the effects of flanking sequences as modulators of the driving forces and mechanisms of polyQ aggregation in sequence segments associated with HD. Specifically, a seventeen-residue amphipathic stretch (N17) that is directly N-terminal to the polyQ tract in huntingtin decreases the overall solubility, destabilizes nonfibrillar aggregates, and accelerates fibril formation. Published results from atomistic simulations showed that the N17 module reduces the frequency of intermolecular association. Our reanalysis of these simulation results demonstrates that the N17 module also reduces interchain entanglements between polyQ domains. These two effects, which are observed on the smallest lengthscales, are incorporated into phenomenological pair potentials and used in coarse-grained Brownian dynamics simulations to investigate their impact on large-scale aggregation. We analyze the results from Brownian dynamics simulations using the framework of diffusion-limited cluster aggregation. When entanglements prevail, which is true in the absence of N17, small spherical clusters and large linear aggregates form on distinct timescales, in accord with in vitro experiments. Conversely, when entanglements are quenched and a barrier to intermolecular associations is introduced, both of which are attributable to N17, the timescales for forming small species and large linear aggregates become similar. Therefore, the combination of a reduction of interchain entanglements through homopolymeric polyQ and barriers to intermolecular associations appears to be sufficient for providing a minimalist phenomenological rationalization of in vitro observations regarding the effects of N17 on polyQ aggregation.
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Affiliation(s)
- Kiersten M Ruff
- Department of Biomedical Engineering and Center for Biological Systems Engineering, Washington University in St. Louis, St. Louis, Missouri; Division of Biology and Biomedical Sciences, Computational and Systems Biology Program, Washington University in St. Louis, St. Louis, Missouri
| | - Siddique J Khan
- Department of Biomedical Engineering and Center for Biological Systems Engineering, Washington University in St. Louis, St. Louis, Missouri
| | - Rohit V Pappu
- Department of Biomedical Engineering and Center for Biological Systems Engineering, Washington University in St. Louis, St. Louis, Missouri.
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19
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Barnett GV, Qi W, Amin S, Neil Lewis E, Roberts CJ. Aggregate structure, morphology and the effect of aggregation mechanisms on viscosity at elevated protein concentrations. Biophys Chem 2015; 207:21-9. [PMID: 26284891 DOI: 10.1016/j.bpc.2015.07.002] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2015] [Revised: 07/07/2015] [Accepted: 07/07/2015] [Indexed: 01/04/2023]
Abstract
Non-native aggregation is a common issue in a number of degenerative diseases and during manufacturing of protein-based therapeutics. There is a growing interest to monitor protein stability at intermediate to high protein concentrations, which are required for therapeutic dosing of subcutaneous injections. An understanding of the impact of protein structural changes and interactions on the protein aggregation mechanisms and resulting aggregate size and morphology may lead to improved strategies to reduce aggregation and solution viscosity. This report investigates non-native aggregation of a model protein, α-chymotrypsinogen, under accelerated conditions at elevated protein concentrations. Far-UV circular dichroism and Raman scattering show structural changes during aggregation. Size exclusion chromatography and laser light scattering are used to monitor the progression of aggregate growth and monomer loss. Monomer loss is concomitant with increased β-sheet structures as monomers are added to aggregates, which illustrate a transition from a native monomeric state to an aggregate state. Aggregates grow predominantly through monomer-addition, resulting in a semi-flexible polymer morphology. Analysis of aggregation growth kinetics shows that pH strongly affects the characteristic timescales for nucleation (τn) and growth (τg), while the initial protein concentration has only minor effects on τn or τg. Low-shear viscosity measurements follow a common scaling relationship between average aggregate molecular weight (Mw(agg)) and concentration (σ), which is consistent with semi-dilute polymer-solution theory. The results establish a link between aggregate growth mechanisms, which couple Mw(agg) and σ, to increases in solution viscosity even at these intermediate protein concentrations (less than 3w/v %).
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Affiliation(s)
- Gregory V Barnett
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA
| | - Wei Qi
- Malvern Biosciences Inc., Columbia, MD 21046, USA
| | - Samiul Amin
- Malvern Biosciences Inc., Columbia, MD 21046, USA
| | - E Neil Lewis
- Malvern Biosciences Inc., Columbia, MD 21046, USA
| | - Christopher J Roberts
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA.
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Lewis EN, Qi W, Kidder LH, Amin S, Kenyon SM, Blake S. Combined dynamic light scattering and Raman spectroscopy approach for characterizing the aggregation of therapeutic proteins. Molecules 2014; 19:20888-905. [PMID: 25514228 PMCID: PMC6271152 DOI: 10.3390/molecules191220888] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2014] [Revised: 12/02/2014] [Accepted: 12/05/2014] [Indexed: 11/16/2022] Open
Abstract
Determination of the physicochemical properties of protein therapeutics and their aggregates is critical for developing formulations that enhance product efficacy, stability, safety and manufacturability. Analytical challenges are compounded for materials: (1) that are formulated at high concentration, (2) that are formulated with a variety of excipients, and (3) that are available only in small volumes. In this article, a new instrument is described that measures protein secondary and tertiary structure, as well as molecular size, over a range of concentrations and formulation conditions of low volume samples. Specifically, characterization of colloidal and conformational stability is obtained through a combination of two well-established analytical techniques: dynamic light scattering (DLS) and Raman spectroscopy, respectively. As the data for these two analytical modalities are collected on the same sample at the same time, the technique enables direct correlation between them, in addition to the more straightforward benefit of minimizing sample usage by providing multiple analytical measurements on the same aliquot non-destructively. The ability to differentiate between unfolding and aggregation that the combination of these techniques provides enables insights into underlying protein aggregation mechanisms. The article will report on mechanistic insights for aggregation that have been obtained from the application of this technique to the characterization of lysozyme, which was evaluated as a function of concentration and pH.
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Affiliation(s)
- E Neil Lewis
- Malvern Biosciences Inc., 7221 Lee Deforest Drive, Suite 300, Columbia, MD 21046, USA.
| | - Wei Qi
- Malvern Biosciences Inc., 7221 Lee Deforest Drive, Suite 300, Columbia, MD 21046, USA.
| | - Linda H Kidder
- Malvern Biosciences Inc., 7221 Lee Deforest Drive, Suite 300, Columbia, MD 21046, USA.
| | - Samiul Amin
- Malvern Biosciences Inc., 7221 Lee Deforest Drive, Suite 300, Columbia, MD 21046, USA.
| | - Stacy M Kenyon
- Malvern Biosciences Inc., 7221 Lee Deforest Drive, Suite 300, Columbia, MD 21046, USA.
| | - Steven Blake
- Malvern Biosciences Inc., 7221 Lee Deforest Drive, Suite 300, Columbia, MD 21046, USA.
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Roberts CJ. Protein aggregation and its impact on product quality. Curr Opin Biotechnol 2014; 30:211-7. [PMID: 25173826 DOI: 10.1016/j.copbio.2014.08.001] [Citation(s) in RCA: 224] [Impact Index Per Article: 20.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2014] [Revised: 08/02/2014] [Accepted: 08/09/2014] [Indexed: 01/24/2023]
Abstract
Protein pharmaceutical products are typically active as folded monomers that are composed of one or more protein chains, such as the heavy and light chains in monoclonal antibodies that are a mainstay of current drug pipelines. There are numerous possible aggregated states for a given protein, some of which are potentially useful, while most of which are considered deleterious from the perspective of pharmaceutical product quality and performance. This review provides an overview of how and why different aggregated states of proteins occur, how this potentially impacts product quality and performance, fundamental approaches to control aggregate formation, and the practical approaches that are currently used in the pharmaceutical industry.
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Affiliation(s)
- Christopher J Roberts
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA.
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Liu P, Shang L, Li H, Cui Y, Qin Y, Wu Y, Hiltunen JK, Chen Z, Shen J. Synthesis of fluorescent α-chymotrypsin A-functionalized gold nanoclusters and their application to blot-based technology for Hg2+detection. RSC Adv 2014. [DOI: 10.1039/c4ra05686h] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
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23
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Roberts CJ. Therapeutic protein aggregation: mechanisms, design, and control. Trends Biotechnol 2014; 32:372-80. [PMID: 24908382 DOI: 10.1016/j.tibtech.2014.05.005] [Citation(s) in RCA: 328] [Impact Index Per Article: 29.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2014] [Revised: 05/08/2014] [Accepted: 05/13/2014] [Indexed: 11/28/2022]
Abstract
Although it is well known that proteins are only marginally stable in their folded states, it is often less well appreciated that most proteins are inherently aggregation-prone in their unfolded or partially unfolded states, and the resulting aggregates can be extremely stable and long-lived. For therapeutic proteins, aggregates are a significant risk factor for deleterious immune responses in patients, and can form via a variety of mechanisms. Controlling aggregation using a mechanistic approach may allow improved design of therapeutic protein stability, as a complement to existing design strategies that target desired protein structures and function. Recent results highlight the importance of balancing protein environment with the inherent aggregation propensities of polypeptide chains.
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Affiliation(s)
- Christopher J Roberts
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, USA.
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24
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Blanco MA, Perevozchikova T, Martorana V, Manno M, Roberts CJ. Protein-protein interactions in dilute to concentrated solutions: α-chymotrypsinogen in acidic conditions. J Phys Chem B 2014; 118:5817-31. [PMID: 24810917 PMCID: PMC4051245 DOI: 10.1021/jp412301h] [Citation(s) in RCA: 70] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Protein-protein interactions were investigated for α-chymotrypsinogen by static and dynamic light scattering (SLS and DLS, respectively), as well as small-angle neutron scattering (SANS), as a function of protein and salt concentration at acidic conditions. Net protein-protein interactions were probed via the Kirkwood-Buff integral G22 and the static structure factor S(q) from SLS and SANS data. G22 was obtained by regressing the Rayleigh ratio versus protein concentration with a local Taylor series approach, which does not require one to assume the underlying form or nature of intermolecular interactions. In addition, G22 and S(q) were further analyzed by traditional methods involving fits to effective interaction potentials. Although the fitted model parameters were not always physically realistic, the numerical values for G22 and S(q → 0) were in good agreement from SLS and SANS as a function of protein concentration. In the dilute regime, fitted G22 values agreed with those obtained via the osmotic second virial coefficient B22 and showed that electrostatic interactions are the dominant contribution for colloidal interactions in α-chymotrypsinogen solutions. However, as protein concentration increases, the strength of protein-protein interactions decreases, with a more pronounced decrease at low salt concentrations. The results are consistent with an effective "crowding" or excluded volume contribution to G22 due to the long-ranged electrostatic repulsions that are prominent even at the moderate range of protein concentrations used here (<40 g/L). These apparent crowding effects were confirmed and quantified by assessing the hydrodynamic factor H(q → 0), which is obtained by combining measurements of the collective diffusion coefficient from DLS data with measurements of S(q → 0). H(q → 0) was significantly less than that for a corresponding hard-sphere system and showed that hydrodynamic nonidealities can lead to qualitatively incorrect conclusions regarding B22, G22, and static protein-protein interactions if one uses only DLS to assess protein interactions.
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Affiliation(s)
- Marco A Blanco
- Department of Chemical and Biomolecular Engineering, University of Delaware , Newark, Delaware 19716, United States
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25
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Weiss WF, Zhang A, Ivanova MI, Sahin E, Jordan JL, Fernandez EJ, Roberts CJ. Reduction of the C191-C220 disulfide of α-chymotrypsinogen A reduces nucleation barriers for aggregation. Biophys Chem 2013; 185:79-87. [PMID: 24374388 DOI: 10.1016/j.bpc.2013.11.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2013] [Revised: 11/05/2013] [Accepted: 11/14/2013] [Indexed: 10/26/2022]
Abstract
Proper disulfide formation can be essential for the conformational stability of natively folded proteins. For proteins that must unfold in order to aggregate, disruption of native disulfides may therefore promote aggregation. This study characterizes differences in the aggregation process for wild-type (WT) α-chymostrypsinogen A (aCgn) and the same molecule with one of its native disulfides (C191-C220) reduced to free thiols (aCgnSH) at acidic pH, where WT aCgn forms semi-flexible amyloid polymers. Loss of the disulfide leads to no discernable differences in folded monomer secondary or tertiary structure based on circular dichroism (CD) or intrinsic fluorescence (FL), and causes a small decrease in the free energy change upon unfolding. After unfolding-mediated aggregation, the resulting amyloid morphology and structure are similar or indistinguishable for aCgn and aCgnSH by CD, FL, ThT binding, multi-angle laser light scattering, and transmission electron microscopy. Aggregates of aCgn and aCgnSH are also able to cross-seed with monomers of the other species. However, aggregates of aCgnSH are more resistive than aCgn aggregates to urea-mediated dissociation, suggesting some degree of structural differences in the aggregated species that was not resolvable in detail without higher resolution methods. Mechanistic analyses of aggregation kinetics indicate that the initiation or nucleation of new aggregates from aCgnSH involves a mono-molecular rate limiting step, possibly the unfolding step. In contrast, that for aCgn involves an oligomeric intermediate, suggesting native disulfide linkages help to hinder non-native protein aggregation by providing conformational barriers to key nucleation event(s).
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Affiliation(s)
- William F Weiss
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, United States
| | - Aming Zhang
- Department of Chemical Engineering, University of Virginia, Charlottesville, VA 22904, United States
| | - Magdalena I Ivanova
- Molecular Biology Institute, University of California, Los Angeles, CA 90095, United States
| | - Erinc Sahin
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, United States
| | - Jacob L Jordan
- Department of Chemical Engineering, University of Virginia, Charlottesville, VA 22904, United States
| | - Erik J Fernandez
- Department of Chemical Engineering, University of Virginia, Charlottesville, VA 22904, United States
| | - Christopher J Roberts
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19716, United States.
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Maurer RW, Hunter AK, Robinson AS, Roberts CJ. Aggregates of α-chymotrypsinogen anneal to access more stable states. Biotechnol Bioeng 2013; 111:782-91. [PMID: 24122552 DOI: 10.1002/bit.25129] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2013] [Revised: 09/19/2013] [Accepted: 10/02/2013] [Indexed: 11/11/2022]
Abstract
Non-native protein aggregates present a variety of problems in fundamental and applied biochemistry and biotechnology, from quality and safety issues in pharmaceutical development to their association with a number of chronic diseases. The aggregated, often amyloid, protein state is often considered to be more thermodynamically and kinetically stable than (partially) unfolded or folded monomers except under highly denaturing conditions. However, evolution of the structure and stability of aggregated states has received much less attention. Here it is shown that under mildly-denaturing conditions (elevated temperature or [urea]), where the native monomer (N) is slightly favored compared to the unfolded state (U), α-chymotrypsinogen A (aCgn) non-native aggregates undergo a structural relaxation or annealing process to reach even more stable states. The annealed aggregates are more resistant to dissociation than aggregates that do not undergo this relaxation process. Aggregates without annealing dissociate via linear chain depolymerization, and annealing is accelerated under conditions that promote slow dissociation (partially denaturing conditions). This is consistent with a free energy landscape with multiple barriers and local minima that allows for a kinetic competition between aggregate dissociation and structural relaxation to more stable aggregate states. This highlights added complexities for protein refolding or aggregate dissociation processes, and may explain why it is often difficult to completely recover monomeric protein from aggregates.
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Affiliation(s)
- Ronald W Maurer
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware, 19716
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27
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Kroetsch AM, Sahin E, Wang HY, Krizman S, Roberts CJ. Relating particle formation to salt- and pH-dependent phase separation of non-native aggregates of alpha-chymotrypsinogen A. J Pharm Sci 2012; 101:3651-60. [PMID: 22806414 DOI: 10.1002/jps.23264] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2012] [Revised: 06/08/2012] [Accepted: 06/22/2012] [Indexed: 12/24/2022]
Abstract
Visible and subvisible particle formation during the storage of protein solutions is of increasing concern for pharmaceutical products. Previous work (Li Y, Ogunnaike BA, Roberts CJ. 2010. J Pharm Sci 99:645-662) showed that the model protein, alpha-chymotrypsinogen A (aCgn), forms non-native aggregates under accelerated (heated) conditions, but the size and morphology of the resulting aggregates depended sensitively on pH and NaCl. Here, it is shown that aggregates created as high-molecular-weight soluble aggregates undergo a pH- and salt-dependent reversible phase transition to a condensed or insoluble phase of suspended microparticles, whereas monomers remain completely soluble in the same regime. The location of the phase boundary is quantitatively consistent with the different regimes of kinetic behavior observed previously for aCgn. This suggests that the while kinetics is important for controlling the rates of monomer loss during non-native aggregation, it may be possible to tune solution thermodynamics and phase behavior to suppress otherwise soluble aggregates from propagating to form visible or large subvisible particles. Interestingly, the aggregate phase boundary is sensitive to the identity of salt anions in solution, highlighting the importance of electrostatics and preferential salt interactions in mediating aggregate condensation and particle formation.
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Affiliation(s)
- Andrew M Kroetsch
- Department of Chemical and Biomolecular Engineering, and Center for Molecular Thermodynamics, University of Delaware, Newark, Delaware 19716, USA
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28
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Brummitt RK, Andrews JM, Jordan JL, Fernandez EJ, Roberts CJ. Thermodynamics of amyloid dissociation provide insights into aggregate stability regimes. Biophys Chem 2012; 168-169:10-8. [PMID: 22750559 DOI: 10.1016/j.bpc.2012.06.001] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2012] [Revised: 05/31/2012] [Accepted: 06/01/2012] [Indexed: 10/28/2022]
Abstract
Amyloid aggregates have been hypothesized as a global low free energy state for proteins at finite concentrations. Near its midpoint unfolding temperature, α-chymotrypsinogen A (aCgn) spontaneously forms amyloid polymers, indicating the free energy of aggregates (A) is significantly lower than that for unfolded (U) and native (N) monomers at those particular conditions. The relative thermodynamic stability of A, U, and N states was estimated semi-quantitatively as a function of temperature (T) and [urea] via a combination of calorimetry, urea-assisted unfolding and dissociation, aggregation kinetics, and changes in solvent-exposed surface area, combined with thermodynamic integration and a linear transfer free energy model. The results at first suggest that N is more thermodynamically stable than A at sufficiently low T and [urea], but this may be convoluted with kinetic effects. Interestingly, the kinetic stability of aggregates highlights that the practical measure of stability may be the free energy barrier(s) between A and U, as U serves as a key intermediate between N and A states.
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Affiliation(s)
- Rebecca K Brummitt
- Department of Chemical Engineering, University of Delaware, Newark, DE 19716, USA
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Guo J, Yang XQ, He XT, Wu NN, Wang JM, Gu W, Zhang YY. Limited aggregation behavior of β-conglycinin and its terminating effect on glycinin aggregation during heating at pH 7.0. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2012; 60:3782-3791. [PMID: 22429197 DOI: 10.1021/jf300409y] [Citation(s) in RCA: 106] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
In this work, different thermal aggregation behaviors of soy β-conglycinin and glycinin at pH 7.0 were characterized with size exclusion chromatography and low-angle light scattering. Limited aggregation that grew via the consumption of "monomers" was detected in β-conglycinin, forming soluble aggregates. For glycinin, the association between the aggregates that led to the appearance of insoluble materials was observed. Heated with β-conglycinin, the assembly between the glycinin aggregates was terminated and its solubility was recovered. The structure of the soluble and insoluble aggregates was analyzed by small-angle X-ray scattering and dynamic light scattering. Unlike the β-conglycinin soluble aggregates that possessed limited size and less compact conformation, particles with a denser core and a less dense outer shell were found in the glycinin insoluble aggregates. Evidence is presented to reveal the transition between the soluble and insoluble aggregates and the role of β-conglycinin in the solubilization of the soy protein aggregates during heating.
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Affiliation(s)
- Jian Guo
- Protein Research and Development Center, Department of Food Science and Technology, South China University of Technology, Guangzhou, People's Republic of China
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30
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Sahin E, Roberts CJ. Size-exclusion chromatography with multi-angle light scattering for elucidating protein aggregation mechanisms. Methods Mol Biol 2012; 899:403-23. [PMID: 22735967 DOI: 10.1007/978-1-61779-921-1_25] [Citation(s) in RCA: 69] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
Abstract
In this chapter, application of size exclusion chromatography with inline multi-angle light scattering (SEC-MALS) to protein systems is reviewed, in particular for its use in elucidating mechanistic details of net-irreversible aggregation processes. After motivating why SEC-MALS or analogous techniques are natural choices to interrogate such aggregating systems, the individual techniques (SEC and MALS) are reviewed briefly, as needed for the context of the remainder of the chapter. Illustrative examples are provided to highlight when and how SEC-MALS can be applied to test mass-action kinetic models for protein aggregation. Limitations of the technique, as well as recommendations for troubleshooting and potential errors in data interpretation are also provided.
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Affiliation(s)
- Erinc Sahin
- Drug Product Science & Technology R&D, Bristol-Myers Squibb, New Brunswick, NJ, USA
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Top A, Zhong S, Yan C, Roberts CJ, Pochan DJ, Kiick KL. Controlling assembly of helical polypeptides via PEGylation strategies. SOFT MATTER 2011; 20:9758-9766. [PMID: 24039625 PMCID: PMC3769986 DOI: 10.1039/c1sm05686g] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Recent studies in our laboratories have demonstrated that a helical polypeptide (17H6), equipped with a histidine tag and a helical alanine-rich, glutamic-acid-containing domain, exhibits pH-responsive assembly behavior useful in the production of polymorphological nanostructures. In this study, the histidine tag in these polypeptides was replaced by polyethylene glycol (PEG) with different molecular masses (5 kDa, or 10 kDa), and the self-association behavior of 17H6 and the PEGylated conjugates was characterized via dynamic light scattering (DLS), small angle neutron scattering (SANS), and cryogenic transmission electron microscopy (cryo-TEM). DLS experiments illustrated that the polypeptide and its PEG-conjugates undergo reversible assembly under acidic conditions, suggesting that the aggregation state of the polypeptide and the conjugates is controlled by the charged state of the glutamic acid residues. Nanoscale aggregates were detected at polypeptide/conjugate concentrations as low as 20 μM (∼0.3-0.5 mg ml-1) at physiological and ambient temperatures. Scattering and microscopy results showed that the size, the aggregation number, and the morphology of the aggregates can be tuned by the size and the nature of the hydrophilic tag. This tunable nature of the morphology of the aggregates, along with their low critical aggregation concentration, suggests that PEG-alanine-rich polypeptide conjugates may be useful as drug delivery vehicles in which the alanine-rich block serves as a drug attachment domain.
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Affiliation(s)
- Ayben Top
- Department of Materials Science and Engineering, University of Delaware, Newark, DE, 19716, USA
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32
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Brummitt RK, Nesta DP, Chang L, Chase SF, Laue TM, Roberts CJ. Nonnative Aggregation of an IgG1 Antibody in Acidic Conditions: Part 1. Unfolding, Colloidal Interactions, and Formation of High-Molecular-Weight Aggregates. J Pharm Sci 2011; 100:2087-103. [DOI: 10.1002/jps.22448] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2010] [Revised: 10/09/2010] [Accepted: 11/17/2010] [Indexed: 01/26/2023]
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33
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Brummitt RK, Nesta DP, Chang L, Kroetsch AM, Roberts CJ. Nonnative Aggregation of an IgG1 Antibody in Acidic Conditions, Part 2: Nucleation and Growth Kinetics with Competing Growth Mechanisms. J Pharm Sci 2011; 100:2104-19. [DOI: 10.1002/jps.22447] [Citation(s) in RCA: 69] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2010] [Revised: 10/09/2010] [Accepted: 11/17/2010] [Indexed: 01/22/2023]
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Roberts CJ, Das TK, Sahin E. Predicting solution aggregation rates for therapeutic proteins: approaches and challenges. Int J Pharm 2011; 418:318-33. [PMID: 21497188 DOI: 10.1016/j.ijpharm.2011.03.064] [Citation(s) in RCA: 109] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2011] [Revised: 03/17/2011] [Accepted: 03/24/2011] [Indexed: 01/05/2023]
Abstract
Non-native aggregation is a common concern during therapeutic protein product development and manufacturing, particularly for liquid dosage forms. Because aggregates are often net irreversible under the conditions that they form, controlling aggregate levels requires control of aggregation rates across a range of solution conditions. Rational design of product formulation(s) would therefore benefit greatly from methods to accurately predict aggregation rates. This article focuses on the principles underlying current rate-prediction approaches for non-native aggregation, the limitations and strengths of different approaches, and illustrative examples from the authors' laboratories. The analysis highlights a number of reasons why accurate prediction of aggregation rates remains an outstanding challenge, and suggests some of the important areas for research to ultimately enable improved predictive capabilities in the future.
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Affiliation(s)
- Christopher J Roberts
- Department of Chemical Engineering and Center for Molecular and Engineering Thermodynamics, University of Delaware, Newark, DE 19716, United States.
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Sahin E, Grillo AO, Perkins MD, Roberts CJ. Comparative effects of pH and ionic strength on protein-protein interactions, unfolding, and aggregation for IgG1 antibodies. J Pharm Sci 2011; 99:4830-48. [PMID: 20821389 DOI: 10.1002/jps.22198] [Citation(s) in RCA: 171] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Changes in protein-protein interactions, protein unfolding, and nonnative aggregation were assessed for a series of human IgG1 antibodies as a function of pH and solution ionic strength (I). Unfolding transitions were characterized with differential scanning calorimetry. Protein-protein interactions were characterized with the apparent second virial coefficient (A(2)) from light scattering. Aggregation pathways were assessed using size-exclusion chromatography and multi-angle laser light scattering, aggregation kinetics, and structural changes monitored by circular dichroism spectroscopy and thioflavine T (ThT) binding. Ionic strength had relatively minor qualitative effects on unfolding, while pH had large effects for all four antibodies. A(2) was sensitive to both pH and I, and indicated that electrostatic interactions and nonuniform surface-charge distributions were important near neutral pH. Depending on solution pH and I, distinct aggregation pathways were found for each antibody, and these shared similar patterns versus pH, I, and A(2). Main differences observed across different antibodies included thermal unfolding transitions in DSC and the effects of pH and I on aggregation kinetics and pathways. These correlated strongly with whether aggregates of a given antibody bound ThT, suggesting possible differences with respect to conformational changes and/or regions of the proteins that are structurally involved in stabilizing the aggregates.
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Affiliation(s)
- Erinc Sahin
- Department of Chemical Engineering, Center for Molecular and Engineering Thermodynamics, University of Delaware, Newark, Delaware 19716, USA
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Sahin E, Jordan JL, Spatara ML, Naranjo A, Costanzo JA, Weiss WF, Robinson AS, Fernandez EJ, Roberts CJ. Computational Design and Biophysical Characterization of Aggregation-Resistant Point Mutations for γD Crystallin Illustrate a Balance of Conformational Stability and Intrinsic Aggregation Propensity. Biochemistry 2011; 50:628-39. [DOI: 10.1021/bi100978r] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Affiliation(s)
- Erinc Sahin
- Department of Chemical Engineering
- Center for Molecular and Engineering Thermodynamics
| | - Jacob L. Jordan
- Department of Chemical Engineering, University of Virginia, Charlottesville, Virginia 22904, United States
| | | | | | - Joseph A. Costanzo
- Department of Chemical Engineering, University of Virginia, Charlottesville, Virginia 22904, United States
| | | | | | - Erik J. Fernandez
- Department of Chemical Engineering, University of Virginia, Charlottesville, Virginia 22904, United States
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Fernandez-Lima FA, Blase RC, Russell DH. A Study of Ion-Neutral Collision Cross Section Values for Low Charge States of Peptides, Proteins, and Peptide/Protein Complexes. INTERNATIONAL JOURNAL OF MASS SPECTROMETRY 2010; 298:111-118. [PMID: 21503273 PMCID: PMC3077763 DOI: 10.1016/j.ijms.2009.10.009] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Here, we report ion-helium collision cross sections (CCS) for a number of peptide, small protein, and peptide/protein ionic complexes. The CCS values reported here are compared to previously reported results.[1, 2] We also compare values for low charge state species, i.e., [M + H](+) and [M + 2H](2+), formed by MALDI with values for high charge state species formed by ESI, and the measured CCSs are compared with predicted CCS for solid-state and solution phase structures and calculated structures obtained by using a protein-protein structure algorithm generator, based on a combined Biomolecular complex Generation with Global Evaluation and Ranking[3] and Multi Dimensional Scaling[4].
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Zhang A, Jordan JL, Ivanova MI, Weiss WF, Roberts CJ, Fernandez EJ. Molecular level insights into thermally induced α-chymotrypsinogen A amyloid aggregation mechanism and semiflexible protofibril morphology. Biochemistry 2010; 49:10553-64. [PMID: 21067192 DOI: 10.1021/bi1014216] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Understanding nonnative protein aggregation is critical not only to a number of amyloidosis disorders but also for the development of effective and safe biopharmaceuticals. In a series of previous studies [Weiss et al. (2007) Biophys. J. 93, 4392-4403; Andrews et al. (2007) Biochemistry 46, 7558-7571; Andrews et al. (2008) Biochemistry 47, 2397-2403], α-chymotrypsinogen A (aCgn) and bovine granulocyte colony stimulating factor (bG-CSF) have been shown to exhibit the kinetic and morphological features of other nonnative aggregating proteins at low pH and ionic strength. In this study, we investigated the structural mechanism of aCgn aggregation. The resultant aCgn aggregates were found to be soluble and exhibited semiflexible filamentous aggregate morphology under transmission electron microscopy. In addition, the filamentous aggregates were demonstrated to possess amyloid characteristics by both Congo red binding and X-ray diffraction. Peptide level hydrogen exchange (HX) analysis suggested that a buried native β-sheet comprised of three peptide segments (39-46, 51-64, and 106-114) reorganizes into the cross-β amyloid core of aCgn aggregates and that at least ∼50% of the sequence adopts a disordered structure in the aggregates. Furthermore, the equimolar, bimodal HX labeling distribution observed for three reported peptides (65-102, 160-180, and 229-245) suggested a heterogeneous assembly of two molecular conformations in aCgn aggregates. This demonstrates that extended β-sheet interactions typical of the amyloid are sufficiently strong that a relatively small fraction of polypeptide sequence can drive formation of filamentous aggregates even under conditions favoring colloidal stability.
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Affiliation(s)
- Aming Zhang
- Department of Chemical Engineering, University of Virginia, Charlottesville, Virginia 22904, United States
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Kiese S, Pappenberger A, Friess W, Mahler HC. Equilibrium studies of protein aggregates and homogeneous nucleation in protein formulation. J Pharm Sci 2010; 99:632-44. [DOI: 10.1002/jps.21858] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Li Y, Ogunnaike BA, Roberts CJ. Multi-variate approach to global protein aggregation behavior and kinetics: Effects of pH, NaCl, and temperature for α-chymotrypsinogen A. J Pharm Sci 2010; 99:645-62. [DOI: 10.1002/jps.21869] [Citation(s) in RCA: 80] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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41
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Li Y, Weiss WF, Roberts CJ. Characterization of high-molecular-weight nonnative aggregates and aggregation kinetics by size exclusion chromatography with inline multi-angle laser light scattering. J Pharm Sci 2010; 98:3997-4016. [PMID: 19283773 DOI: 10.1002/jps.21726] [Citation(s) in RCA: 89] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Size exclusion chromatography with an inline multi-angle light scattering detector (SEC-MALS) was assessed as a means to characterize and monitor the formation of soluble, high-molecular-weight (HMW) protein aggregates so as to better quantify and model nonnative aggregation kinetics. Assay configuration and robustness were tested with respect to sample preparation, column type, and assay variability. Independent comparison of SEC-MALS with batch light scattering analysis indicates good agreement between the two methods. Weight-average molecular weight (M(w)), radius of gyration (R(g)), apparent polydispersity, and mass fraction monomer (m) together are shown to provide qualitative and quantitative experimental signatures to distinguish high-MW aggregate growth via chain polymerization versus that via aggregate-aggregate condensation. Mechanistic treatment of aggregation kinetics monitored by SEC-MALS is illustrated by data regression using a recently developed Lumry-Eyring Nucleated Polymerization model that explicitly accounts for aggregate nucleation and competing growth via chain- and condensation-polymerization. The combination of time-dependent M(w) and m data are shown to provide a convenient and robust means to separate and quantify characteristic time scales or rate coefficients for concurrent stages of irreversible aggregation. In addition, the scaling of R(g) with M(w) for HMW aggregates provides useful insights into aggregate morphology and mechanisms of aggregate growth.
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Affiliation(s)
- Yi Li
- Department of Chemical Engineering, University of Delaware, Newark, Delaware 19716, USA
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Fernandez-Lima FA, Wei H, Gao YQ, Russell DH. On the Structure Elucidation Using Ion Mobility Spectrometry and Molecular Dynamics. J Phys Chem A 2009; 113:8221-34. [DOI: 10.1021/jp811150q] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Affiliation(s)
| | - H. Wei
- Department of Chemistry, Texas A&M University, College Station, Texas, 77843
| | - Y. Q. Gao
- Department of Chemistry, Texas A&M University, College Station, Texas, 77843
| | - D. H. Russell
- Department of Chemistry, Texas A&M University, College Station, Texas, 77843
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Shen VK, Cheung JK, Errington JR, Truskett TM. Insights Into Crowding Effects on Protein Stability From a Coarse-Grained Model. J Biomech Eng 2009; 131:071002. [DOI: 10.1115/1.3127259] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Proteins aggregate and precipitate from high concentration solutions in a wide variety of problems of natural and technological interest. Consequently, there is a broad interest in developing new ways to model the thermodynamic and kinetic aspects of protein stability in these crowded cellular or solution environments. We use a coarse-grained modeling approach to study the effects of different crowding agents on the conformational equilibria of proteins and the thermodynamic phase behavior of their solutions. At low to moderate protein concentrations, we find that crowding species can either stabilize or destabilize the native state, depending on the strength of their attractive interaction with the proteins. At high protein concentrations, crowders tend to stabilize the native state due to excluded volume effects, irrespective of the strength of the crowder-protein attraction. Crowding agents reduce the tendency of protein solutions to undergo a liquid-liquid phase separation driven by strong protein-protein attractions. The aforementioned equilibrium trends represent, to our knowledge, the first simulation predictions for how the properties of crowding species impact the global thermodynamic stability of proteins and their solutions.
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Affiliation(s)
- Vincent K. Shen
- Physical and Chemical Properties Division, National Institute of Standards and Technology, Gaithersburg, MD 20899-8380
| | - Jason K. Cheung
- Biological and Sterile Product Development, Schering-Plough Research Institute, Summit, NJ 07091
| | - Jeffrey R. Errington
- Department of Chemical and Biological Engineering, The State University of New York at Buffalo, Buffalo, NY 14260-4200
| | - Thomas M. Truskett
- Department of Chemical Engineering, and Institute for Theoretical Chemistry, The University of Texas at Austin, Austin, TX 78712
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Li Y, Roberts CJ. Lumry-Eyring nucleated-polymerization model of protein aggregation kinetics. 2. Competing growth via condensation and chain polymerization. J Phys Chem B 2009; 113:7020-32. [PMID: 19368365 PMCID: PMC2683240 DOI: 10.1021/jp8083088] [Citation(s) in RCA: 102] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The Lumry-Eyring with nucleated polymerization (LENP) model from part 1 (Andrews, J. M.; Roberts, C. J. J. Phys. Chem. B 2007, 111, 7897-7913) is expanded to explicitly account for kinetic contributions from aggregate-aggregate condensation polymerization. Experimentally accessible quantities described by the resulting model include monomer mass fraction (m), weight-average molecular weight (Mw), and ratio of Mw to number-average molecular weight (Mn) as a function of time (t). Analysis of global model behavior illustrates ways to identify which steps in the overall aggregation process are kinetically important on the basis of the qualitative behavior of m, Mw, and Mw/Mn vs t, and on whether bulk phase separation or precipitation occurs. For cases in which all aggregates remain soluble, moment equations are provided that permit straightforward numerical regression of experimental data to give separate time scales or inverse rate coefficients for nucleation and for growth by chain and condensation polymerization. Analysis of simulated data indicates that it may be possible to neglect condensation reactions if only early time data are considered and also highlights difficulties in conclusively distinguishing between alternative mechanisms of condensation, even when kinetics are monitored with both m and Mw.
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Affiliation(s)
- Yi Li
- Department of Chemical Engineering, 150 Academy St., Colburn Laboratory, University of Delaware, Newark, DE 19716
| | - Christopher J. Roberts
- Department of Chemical Engineering, 150 Academy St., Colburn Laboratory, University of Delaware, Newark, DE 19716
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Spatara M, Roberts C, Robinson A. Kinetic folding studies of the P22 tailspike beta-helix domain reveal multiple unfolded states. Biophys Chem 2009; 141:214-21. [DOI: 10.1016/j.bpc.2009.02.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2008] [Revised: 02/03/2009] [Accepted: 02/05/2009] [Indexed: 10/21/2022]
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46
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Weiss WF, Young TM, Roberts CJ. Principles, approaches, and challenges for predicting protein aggregation rates and shelf life. J Pharm Sci 2009; 98:1246-77. [DOI: 10.1002/jps.21521] [Citation(s) in RCA: 227] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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47
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Morris AM, Watzky MA, Finke RG. Protein aggregation kinetics, mechanism, and curve-fitting: A review of the literature. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2009; 1794:375-97. [DOI: 10.1016/j.bbapap.2008.10.016] [Citation(s) in RCA: 506] [Impact Index Per Article: 31.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/06/2008] [Revised: 10/17/2008] [Accepted: 10/27/2008] [Indexed: 11/25/2022]
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48
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Giurleo JT, He X, Talaga DS. β-Lactoglobulin Assembles into Amyloid through Sequential Aggregated Intermediates. J Mol Biol 2008; 381:1332-48. [DOI: 10.1016/j.jmb.2008.06.043] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2008] [Revised: 05/22/2008] [Accepted: 06/16/2008] [Indexed: 10/21/2022]
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Top A, Kiick KL, Roberts CJ. Modulation of self-association and subsequent fibril formation in an alanine-rich helical polypeptide. Biomacromolecules 2008; 9:1595-603. [PMID: 18452331 PMCID: PMC2606058 DOI: 10.1021/bm800056r] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Thermal unfolding, reversible self-association, and irreversible aggregation were investigated for an alanine-rich helical polypeptide, 17-H-6, with sequence [AAAQEAAAAQAAAQAEAAQAAQ] 6. Dynamic light scattering, transmission electron microscopy, and thermal unfolding measurements indicate that 17-H-6 spontaneously and reversibly self-associates at acidic pH and low temperature. The resulting multimers have a compact, globular morphology with an average hydrodynamic radius approximately 10-20 nm and reversibly dissociate to monomers upon an increase to pH 7.4. Both free monomer and 17-H-6 chains within the multimers are alpha-helical and folded at low temperature. Reversible unfolding of the monomer occurs upon heating of solutions at pH 7.4. At pH 2.3, heating first causes incomplete dissociation and unfolding of the constituent chains. Further incubation at elevated temperature induces additional structural and morphological changes and results in fibrils with a beta-sheet 2 degrees structure and a characteristic diameter of 5-10 nm (7 nm mean). The ability to modulate association and aggregation suggests opportunities for this class of polypeptides in nanotechnology and biomedical applications.
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Affiliation(s)
| | - Kristi L. Kiick
- To whom correspondence should be addressed. Tel.: +302-831-0201(K.L.K.); +302-831-0838(C.J.R.). Fax: +302-831-4545 (K.L.K.); +302-831-1048 (C.J.R.). E-mail: (K.L.K.); (C.J.R.)
| | - Christopher J. Roberts
- To whom correspondence should be addressed. Tel.: +302-831-0201(K.L.K.); +302-831-0838(C.J.R.). Fax: +302-831-4545 (K.L.K.); +302-831-1048 (C.J.R.). E-mail: (K.L.K.); (C.J.R.)
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