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Mills BJ, Godamudunage MP, Ren S, Laha M. Predictive Nature of High-Throughput Assays in ADC Formulation Screening. J Pharm Sci 2023; 112:1821-1831. [PMID: 37037342 DOI: 10.1016/j.xphs.2023.03.021] [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: 12/19/2022] [Revised: 03/28/2023] [Accepted: 03/29/2023] [Indexed: 04/12/2023]
Abstract
Utilization of high-throughput biophysical screening techniques during early screening studies is warranted due to the limited amount of material and large number of samples. But the predictability of the data to longer-term storage stability is critical as the high-throughput methods assist in defining the design space for the longer-term studies. In this study, the biophysical properties of two ADCs in 16 formulation conditions were evaluated using high-throughput techniques. Conformational stability and colloidal stability were evaluated by determining Tm values, kD, B22, and Tagg. In addition, the samples were placed on stability and the extent of aggregate formation over the 8-week interval was determined. The rank order of the 16 different formulations in the high-throughput assays was compared to the rank order observed during the stability studies to assess the predictive capabilities of the screening methods. It was demonstrated that similar rank orders can be expected between high-throughput physical stability indicating assays such as Tagg and B22 and traditional aggregation by SEC data, whereas conformational stability read-outs (Tm) are less predictive. In addition, the high-throughput assays appropriately identified the poor performing formulation conditions, which is ultimately what is desired of screening assays.
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Affiliation(s)
- Brittney J Mills
- Biologics CMC Drug Product Development, AbbVie Inc., 1 N Waukegan Road, North Chicago, IL 60064, United States.
| | - Malika P Godamudunage
- Biologics CMC Drug Product Development, AbbVie Inc., 1 N Waukegan Road, North Chicago, IL 60064, United States
| | - Siyuan Ren
- Biologics CMC Drug Product Development, AbbVie Inc., 1 N Waukegan Road, North Chicago, IL 60064, United States
| | - Malabika Laha
- Biologics CMC Drug Product Development, AbbVie Inc., 1 N Waukegan Road, North Chicago, IL 60064, United States
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2
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Hansen J, Moll CJ, López Flores L, Castañeda-Priego R, Medina-Noyola M, Egelhaaf SU, Platten F. Phase separation and dynamical arrest of protein solutions dominated by short-range attractions. J Chem Phys 2023; 158:024904. [PMID: 36641409 DOI: 10.1063/5.0128643] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
The interplay of liquid-liquid phase separation (LLPS) and dynamical arrest can lead to the formation of gels and glasses, which is relevant for such diverse fields as condensed matter physics, materials science, food engineering, and the pharmaceutical industry. In this context, protein solutions exhibit remarkable equilibrium and non-equilibrium behaviors. In the regime where attractive and repulsive forces compete, it has been demonstrated, for example, that the location of the dynamical arrest line seems to be independent of ionic strength, so that the arrest lines at different ionic screening lengths overlap, in contrast to the LLPS coexistence curves, which strongly depend on the salt concentration. In this work, we show that the same phenomenology can also be observed when the electrostatic repulsions are largely screened, and the range and strength of the attractions are varied. In particular, using lysozyme in brine as a model system, the metastable gas-liquid binodal and the dynamical arrest line as well as the second virial coefficient have been determined for various solution conditions by cloud-point measurements, optical microscopy, centrifugation experiments, and light scattering. With the aim of understanding this new experimental phenomenology, we apply the non-equilibrium self-consistent generalized Langevin equation theory to a simple model system with only excluded volume plus short-range attractions, to study the dependence of the predicted arrest lines on the range of the attractive interaction. The theoretical predictions find a good qualitative agreement with experiments when the range of the attraction is not too small compared with the size of the protein.
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Affiliation(s)
- Jan Hansen
- Condensed Matter Physics Laboratory, Heinrich Heine University, Düsseldorf, Germany
| | - Carolyn J Moll
- Condensed Matter Physics Laboratory, Heinrich Heine University, Düsseldorf, Germany
| | - Leticia López Flores
- Instituto de Física "Manuel Sandoval Vallarta," Universidad Autónoma de San Luis Potosí, Álvaro Obregón 64, 78000 San Luis Potosí, Mexico
| | | | - Magdaleno Medina-Noyola
- Instituto de Física "Manuel Sandoval Vallarta," Universidad Autónoma de San Luis Potosí, Álvaro Obregón 64, 78000 San Luis Potosí, Mexico
| | - Stefan U Egelhaaf
- Condensed Matter Physics Laboratory, Heinrich Heine University, Düsseldorf, Germany
| | - Florian Platten
- Condensed Matter Physics Laboratory, Heinrich Heine University, Düsseldorf, Germany
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3
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Kwan TOC, Reis R, Siligardi G, Hussain R, Cheruvara H, Moraes I. Selection of Biophysical Methods for Characterisation of Membrane Proteins. Int J Mol Sci 2019; 20:E2605. [PMID: 31137900 PMCID: PMC6566885 DOI: 10.3390/ijms20102605] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2019] [Revised: 05/22/2019] [Accepted: 05/24/2019] [Indexed: 02/01/2023] Open
Abstract
Over the years, there have been many developments and advances in the field of integral membrane protein research. As important pharmaceutical targets, it is paramount to understand the mechanisms of action that govern their structure-function relationships. However, the study of integral membrane proteins is still incredibly challenging, mostly due to their low expression and instability once extracted from the native biological membrane. Nevertheless, milligrams of pure, stable, and functional protein are always required for biochemical and structural studies. Many modern biophysical tools are available today that provide critical information regarding to the characterisation and behaviour of integral membrane proteins in solution. These biophysical approaches play an important role in both basic research and in early-stage drug discovery processes. In this review, it is not our objective to present a comprehensive list of all existing biophysical methods, but a selection of the most useful and easily applied to basic integral membrane protein research.
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Affiliation(s)
- Tristan O C Kwan
- National Physical Laboratory, Hampton Road, Teddington TW11 0LW, UK.
- Research Complex at Harwell, Rutherford Appleton Laboratory, Harwell Science and Innovation Campus, Didcot OX11 0FA, UK.
| | - Rosana Reis
- National Physical Laboratory, Hampton Road, Teddington TW11 0LW, UK.
- Research Complex at Harwell, Rutherford Appleton Laboratory, Harwell Science and Innovation Campus, Didcot OX11 0FA, UK.
| | - Giuliano Siligardi
- Diamond Light Source Ltd., Harwell Science and Innovation Campus, Didcot OX11 0DE, UK.
| | - Rohanah Hussain
- Diamond Light Source Ltd., Harwell Science and Innovation Campus, Didcot OX11 0DE, UK.
| | - Harish Cheruvara
- Research Complex at Harwell, Rutherford Appleton Laboratory, Harwell Science and Innovation Campus, Didcot OX11 0FA, UK.
- Diamond Light Source Ltd., Harwell Science and Innovation Campus, Didcot OX11 0DE, UK.
| | - Isabel Moraes
- National Physical Laboratory, Hampton Road, Teddington TW11 0LW, UK.
- Research Complex at Harwell, Rutherford Appleton Laboratory, Harwell Science and Innovation Campus, Didcot OX11 0FA, UK.
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Lankhorst PP, Voogt B, Tuinier R, Lefol B, Pellerin P, Virone C. Prevention of Tartrate Crystallization in Wine by Hydrocolloids: The Mechanism Studied by Dynamic Light Scattering. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2017; 65:8923-8929. [PMID: 28972743 DOI: 10.1021/acs.jafc.7b01854] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Young wines are supersaturated in potassium bitartrate, which induces rather uncontrolled crystallization processes. Delayed crystallization may occur even after bottling of the young wines, which is undesirable because it gives rise to a visual defect in the wine. Colloids such as mannoproteins, metatartaric acid, and carboxymethylcellulose are available on the market and may be added to delay crystallization. It has been a matter of debate whether such hydrocolloids prevent nucleation, growth of crystals, or both. It was the objective of this investigation to study the crystallization event by a new approach using dynamic light scattering and to clarify the mode of action of these hydrocolloids. To achieve this, model solutions and standardized wines were enriched with potassium bitartrate (KHT) to trigger crystallization. In this way, it was possible to distinguish between the influence of the hydrocolloids on nucleation and on crystal growth. It was found that the hydrocolloids do not prevent KHT nucleation. Instead, these compounds delay or even arrest the outgrowth of the crystals to a macroscopic, visual size.
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Affiliation(s)
- Peter P Lankhorst
- DSM Biotechnology Centre , P.O. Box 1, 2600 MA Delft, The Netherlands
| | - Benjamin Voogt
- DSM AHEAD, ACES , Geleen, P.O. Box 18, 6160 MD Geleen, The Netherlands
| | - Remco Tuinier
- DSM AHEAD, ACES , Geleen, P.O. Box 18, 6160 MD Geleen, The Netherlands
- Van't Hoff Laboratory for Physical and Colloid Chemistry, Department of Chemistry and Debye Institute, Utrecht University , Padualaan 8, 3584 CH Utrecht, The Netherlands
| | - Blandine Lefol
- Oenobrands , Parc Scientifique Agropolis II, bât 5, 2196 bd de la Lironde CS 34603, 34397 Montpellier Cedex 5, France
| | - Patrice Pellerin
- Oenobrands , Parc Scientifique Agropolis II, bât 5, 2196 bd de la Lironde CS 34603, 34397 Montpellier Cedex 5, France
| | - Cristiana Virone
- DSM AHEAD, ACES , Geleen, P.O. Box 18, 6160 MD Geleen, The Netherlands
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Schermeyer MT, Wöll AK, Kokke B, Eppink M, Hubbuch J. Characterization of highly concentrated antibody solution - A toolbox for the description of protein long-term solution stability. MAbs 2017; 9:1169-1185. [PMID: 28617076 PMCID: PMC5627599 DOI: 10.1080/19420862.2017.1338222] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2017] [Revised: 05/30/2017] [Accepted: 05/30/2017] [Indexed: 12/21/2022] Open
Abstract
High protein titers are gaining importance in biopharmaceutical industry. A major challenge in the development of highly concentrated mAb solutions is their long-term stability and often incalculable viscosity. The complexity of the molecule itself, as well as the various molecular interactions, make it difficult to describe their solution behavior. To study the formulation stability, long- and short-range interactions and the formation of complex network structures have to be taken into account. For a better understanding of highly concentrated solutions, we combined established and novel analytical tools to characterize the effect of solution properties on the stability of highly concentrated mAb formulations. In this study, monoclonal antibody solutions in a concentration range of 50-200 mg/ml at pH 5-9 with and without glycine, PEG4000, and Na2SO4 were analyzed. To determine the monomer content, analytical size-exclusion chromatography runs were performed. ζ-potential measurements were conducted to analyze the electrophoretic properties in different solutions. The melting and aggregation temperatures were determined with the help of fluorescence and static light scattering measurements. Additionally, rheological measurements were conducted to study the solution viscosity and viscoelastic behavior of the mAb solutions. The so-determined analytical parameters were scored and merged in an analytical toolbox. The resulting scoring was then successfully correlated with long-term storage (40 d of incubation) experiments. Our results indicate that the sensitivity of complex rheological measurements, in combination with the applied techniques, allows reliable statements to be made with respect to the effect of solution properties, such as protein concentration, ionic strength, and pH shift, on the strength of protein-protein interaction and solution colloidal stability.
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Affiliation(s)
- Marie-Therese Schermeyer
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | - Anna K. Wöll
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | - Bas Kokke
- Synthon Biopharmaceuticals B.V., Nijmegen, The Netherlands
| | - Michel Eppink
- Synthon Biopharmaceuticals B.V., Nijmegen, The Netherlands
| | - Jürgen Hubbuch
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
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6
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Baumann P, Schermeyer MT, Burghardt H, Dürr C, Gärtner J, Hubbuch J. Prediction and characterization of the stability enhancing effect of the Cherry-Tag™ in highly concentrated protein solutions by complex rheological measurements and MD simulations. Int J Pharm 2017; 531:360-371. [PMID: 28811118 DOI: 10.1016/j.ijpharm.2017.08.068] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2017] [Revised: 07/31/2017] [Accepted: 08/08/2017] [Indexed: 10/19/2022]
Abstract
Solution stability attributes are one of the key parameters within the production and launching phase of new biopharmaceuticals. Instabilities of active biological compounds can reduce the yield of biopharmaceutical productions, and may induce undesired reactions in patients, such as immunogenic rejections. Protein solution stability thus needs to be engineered and monitored throughout production and storage. In contrast to the gold standard of long-term storage experiments applied in industry, novel experimental and in silico molecular dynamics tools for predicting protein solution stability can be applied within several minutes or hours. Here, a rheological approach in combination with molecular dynamics simulations are presented, for determining and predicting long-term phase behavior of highly concentrated protein solutions. A diversity of liquid phase conditions, including salt type, ionic strength, pH and protein concentration are tested in a Glutathione-S-Transferase (GST) case study, in combination with the enzyme with and without solubility-enhancing Cherry-Tag™. The rheological characterization of GST and Cherry-GST solutions enabled a fast and efficient prediction of protein instabilities without the need of long-term protein phase diagrams. Finally, the strong solubility enhancing properties of the Cherry-Tag™ were revealed by investigating protein surface properties in MD simulations. The tag highly altered the overall surface charge and hydrophobicity of GST, making it less accessible to alteration by the chemical surrounding.
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Affiliation(s)
- Pascal Baumann
- Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany.
| | - Marie-Therese Schermeyer
- Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany.
| | - Hannah Burghardt
- Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | - Cathrin Dürr
- Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | - Jonas Gärtner
- Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
| | - Jürgen Hubbuch
- Biomolecular Separation Engineering, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany.
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7
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Ferreira C, Barbosa S, Taboada P, Rocha FA, Damas AM, Martins PM. The nucleation of protein crystals as a race against time with on- and off-pathways. J Appl Crystallogr 2017. [DOI: 10.1107/s1600576717007312] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
High supersaturation levels are a necessary but insufficient condition for the crystallization of purified proteins. Unlike most small molecules, proteins can take diverse aggregation pathways that make the outcome of crystallization assays quite unpredictable. Here, dynamic light scattering and optical microscopy were used to show that the nucleation of lysozyme crystals is preceded by an initial step of protein oligomerization and by the progressive formation of metastable clusters. Because these steps deplete the concentration of soluble monomers, the probability of obtaining protein crystals decreases as time progresses. Stochastic variations of the induction time are thus amplified to a point where fast crystallization can coexist with unyielding regimes in the same conditions. With an initial hydrodynamic radius of ∼100 nm, the metastable clusters also promote the formation of protein crystals through a mechanism of heterogeneous nucleation. Crystal growth (on-pathway) takes place in parallel with cluster growth (off-pathway). The Janus-faced influence of the mesoscopic clusters is beneficial when it accelerates the formation of the first precrystalline nuclei and is detrimental as it depletes the solution of protein ready to crystallize. Choosing the right balance between the two effects is critical for determining the success of protein crystallization trials. The results presented here suggest that a mild oligomerization degree promotes the formation of a small number of metastable clusters which then catalyze the nucleation of well differentiated crystals.
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8
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Osiro KO, de Camargo BR, Satomi R, Hamann PRV, Silva JP, de Sousa MV, Quirino BF, Aquino EN, Felix CR, Murad AM, Noronha EF. Characterization of Clostridium thermocellum (B8) secretome and purified cellulosomes for lignocellulosic biomass degradation. Enzyme Microb Technol 2017; 97:43-54. [DOI: 10.1016/j.enzmictec.2016.11.002] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2016] [Revised: 11/04/2016] [Accepted: 11/05/2016] [Indexed: 11/16/2022]
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9
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The "Sticky Patch" Model of Crystallization and Modification of Proteins for Enhanced Crystallizability. Methods Mol Biol 2017; 1607:77-115. [PMID: 28573570 DOI: 10.1007/978-1-4939-7000-1_4] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Crystallization of macromolecules has long been perceived as a stochastic process, which cannot be predicted or controlled. This is consistent with another popular notion that the interactions of molecules within the crystal, i.e., crystal contacts, are essentially random and devoid of specific physicochemical features. In contrast, functionally relevant surfaces, such as oligomerization interfaces and specific protein-protein interaction sites, are under evolutionary pressures so their amino acid composition, structure, and topology are distinct. However, current theoretical and experimental studies are significantly changing our understanding of the nature of crystallization. The increasingly popular "sticky patch" model, derived from soft matter physics, describes crystallization as a process driven by interactions between select, specific surface patches, with properties thermodynamically favorable for cohesive interactions. Independent support for this model comes from various sources including structural studies and bioinformatics. Proteins that are recalcitrant to crystallization can be modified for enhanced crystallizability through chemical or mutational modification of their surface to effectively engineer "sticky patches" which would drive crystallization. Here, we discuss the current state of knowledge of the relationship between the microscopic properties of the target macromolecule and its crystallizability, focusing on the "sticky patch" model. We discuss state-of-the-art in silico methods that evaluate the propensity of a given target protein to form crystals based on these relationships, with the objective to design variants with modified molecular surface properties and enhanced crystallization propensity. We illustrate this discussion with specific cases where these approaches allowed to generate crystals suitable for structural analysis.
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Ersch C, van der Linden E, Martin A, Venema P. Interactions in protein mixtures. Part II: A virial approach to predict phase behavior. Food Hydrocoll 2016. [DOI: 10.1016/j.foodhyd.2015.07.021] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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11
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Ersch C, Meijvogel LL, van der Linden E, Martin A, Venema P. Interactions in protein mixtures. Part I: Second virial coefficients from osmometry. Food Hydrocoll 2016. [DOI: 10.1016/j.foodhyd.2015.07.020] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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12
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Schermeyer MT, Sigloch H, Bauer KC, Oelschlaeger C, Hubbuch J. Squeeze flow rheometry as a novel tool for the characterization of highly concentrated protein solutions. Biotechnol Bioeng 2015; 113:576-87. [PMID: 26375304 DOI: 10.1002/bit.25834] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2015] [Revised: 08/28/2015] [Accepted: 09/11/2015] [Indexed: 11/06/2022]
Abstract
This study aims at defining rheological parameters for the characterization of highly concentrated protein solutions. As a basis for comparing rheological behavior with protein solution characteristics the protein phase behavior of Lysozyme from chicken egg white with concentrations up to 225 mg/mL, changing pH values and additive concentrations was studied in a microbatch scale format. The prepared phase diagrams, scored after 40 days (t40) give insights into the kind and kinetics of the phase transitions that occur. Oscillatory frequency sweep measurements of samples with exactly the same conditions were conducted immediately after preparation (t0). The protein solutions behave viscoelastic and show a characteristic curve shape of the storage modulus (G') and the loss modulus (G″). The graphs provide information about the cross-linking degree of the respective sample. The measured rheological parameters were sensitive concerning solution composition, protein concentration and solution inner structure. The rheological moduli G' and G″ and especially the ratio of these parameters over a frequency range from 100 to 40000 rad/sec give information about the aggregation tendency of the protein under tested conditions. We succeeded to correlate protein phase behavior with the defined rheological key parameter ωCO. This point represents the frequency value of the intersection point from G' and G″. In our study Lysozyme expressed a ωCO threshold value of 20000 rad/sec as a lower limit for stable protein solutions. The predictability of lysozyme aggregation tendency and crystallization by means of squeeze flow rheometry is shown.
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Affiliation(s)
- Marie-Therese Schermeyer
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Science, Karlsruhe Institute of Technology (KIT), 76131 Karlsruhe, Germany
| | - Heike Sigloch
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Science, Karlsruhe Institute of Technology (KIT), 76131 Karlsruhe, Germany
| | - Katharina C Bauer
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Science, Karlsruhe Institute of Technology (KIT), 76131 Karlsruhe, Germany
| | - Claude Oelschlaeger
- Institute of Mechanical Process Engineering and Mechanics, Karlsruhe Institute of Technology (KIT), 76131 Karlsruhe, Germany
| | - Jürgen Hubbuch
- Institute of Engineering in Life Sciences, Section IV: Biomolecular Separation Science, Karlsruhe Institute of Technology (KIT), 76131 Karlsruhe, Germany.
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Pande A, Mokhor N, Pande J. Deamidation of Human γS-Crystallin Increases Attractive Protein Interactions: Implications for Cataract. Biochemistry 2015; 54:4890-9. [PMID: 26158710 DOI: 10.1021/acs.biochem.5b00185] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Deamidation of proteins is one of the most prevalent post-translational modifications found upon aging, and in age-onset diseases. Specific asparagine and glutamine residues are often selectively deamidated during this process. In the human lens, deamidation has been shown to occur in many crystallins, but it is not clear how these deamidated proteins lead to lens opacity or cataract. Here we have modeled in vitro the effect of deamidation of specific asparagine and glutamine residues in human recombinant γS-crystallin (HGS) on the solution properties of the protein. The residues selected for deamidation in vitro are those that are found to be deamidated in aged and cataractous lenses in vivo. Two derivatives were prepared, one with Asn76 and Asn143 deamidated (2N-HGS) and the other with two additional Gln residues (92 and 120) deamidated (2N2Q-HGS). Isoelectric focusing measurements showed the expected lowering of the pI from 6.9 in HGS to ∼6.5 in 2N-HGS and to ∼6.1 in 2N2Q-HGS. However, spectroscopic studies showed no significant change in the secondary and tertiary structures of the deamidated proteins relative to the wild type. The stability of 2N-HGS and 2N2Q-HGS, as measured by guanidinium hydrochloride unfolding, also remained comparable to that of HGS. The main difference was the altered protein-protein interaction among the three proteins. The net repulsive interactions that are characteristic of HGS are diminished in the deamidated derivatives as evidenced by static light scattering measurements of the second virial coefficient, B2 (B2 values for HGS, 2N-HGS, and 2N2Q-HGS of 8.90 × 10(-4), 7.10 × 10(-4), and 6.65 × 10(-4) mL mol g(-2), respectively). Further substantiation is provided by estimates of the excess binding energy of protein-protein interactions in the condensed phase, obtained from measurements of the PEG-induced liquid-liquid phase separation profiles for the three proteins. The data suggest that enhanced attractive protein-protein interactions, arising from the deamidation of HGS, promote protein aggregation, thereby leading to increased light scattering and opacity over time.
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Affiliation(s)
- Ajay Pande
- Department of Chemistry, Life Sciences 2070, University at Albany, State University of New York, Albany, New York 12222, United States
| | - Natalya Mokhor
- Department of Chemistry, Life Sciences 2070, University at Albany, State University of New York, Albany, New York 12222, United States
| | - Jayanti Pande
- Department of Chemistry, Life Sciences 2070, University at Albany, State University of New York, Albany, New York 12222, United States
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Zheng H, Handing KB, Zimmerman MD, Shabalin IG, Almo SC, Minor W. X-ray crystallography over the past decade for novel drug discovery - where are we heading next? Expert Opin Drug Discov 2015; 10:975-89. [PMID: 26177814 DOI: 10.1517/17460441.2015.1061991] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
INTRODUCTION Macromolecular X-ray crystallography has been the primary methodology for determining the three-dimensional structures of proteins, nucleic acids and viruses. Structural information has paved the way for structure-guided drug discovery and laid the foundations for structural bioinformatics. However, X-ray crystallography still has a few fundamental limitations, some of which may be overcome and complemented using emerging methods and technologies in other areas of structural biology. AREAS COVERED This review describes how structural knowledge gained from X-ray crystallography has been used to advance other biophysical methods for structure determination (and vice versa). This article also covers current practices for integrating data generated by other biochemical and biophysical methods with those obtained from X-ray crystallography. Finally, the authors articulate their vision about how a combination of structural and biochemical/biophysical methods may improve our understanding of biological processes and interactions. EXPERT OPINION X-ray crystallography has been, and will continue to serve as, the central source of experimental structural biology data used in the discovery of new drugs. However, other structural biology techniques are useful not only to overcome the major limitation of X-ray crystallography, but also to provide complementary structural data that is useful in drug discovery. The use of recent advancements in biochemical, spectroscopy and bioinformatics methods may revolutionize drug discovery, albeit only when these data are combined and analyzed with effective data management systems. Accurate and complete data management is crucial for developing experimental procedures that are robust and reproducible.
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Affiliation(s)
- Heping Zheng
- University of Virginia, Department of Molecular Physiology and Biological Physics , 1340 Jefferson Park Avenue, Charlottesville, VA 22908 , USA +1 434 243 6865 ; +1 434 243 2981 ;
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15
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Rakel N, Bauer KC, Galm L, Hubbuch J. From osmotic second virial coefficient (B22 ) to phase behavior of a monoclonal antibody. Biotechnol Prog 2015; 31:438-51. [PMID: 25683855 DOI: 10.1002/btpr.2065] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2014] [Revised: 01/31/2015] [Indexed: 12/14/2022]
Abstract
Antibodies are complex macromolecules and their phase behavior as well as interactions within different solvents and precipitants are still not understood. To shed some light into the processes on a molecular dimension, the occurring self-interactions between antibody molecules were analyzed by means of the osmotic second virial coefficient (B22 ). The determined B22 follows qualitatively the phenomenological Hofmeister series describing the aggregation probability of antibodies for the various solvent compositions. However, a direct correlation between crystallization probability and B22 in form of a crystallization slot does not seem to be feasible for antibodies since the phase behavior is strongly dependent on their anisotropy. Kinetic parameters have to be taken into account due to the molecular size and complexity of the molecules. This is confirmed by a comparison of experimental data with a theoretical phase diagram. On the other hand the solubility is thermodynamically driven and therefore the B22 could be used to establish a universal solubility line for the monoclonal antibody mAb04c and different solvent compositions by using thermodynamic models.
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Affiliation(s)
- Natalie Rakel
- Section IV: Biomolecular Separation Engineering, Inst. of Engineering in Life Sciences, Karlsruhe Inst. of Technology, Engler-Bunte-Ring 1, Karlsruhe, 76131, Germany; Roche Diagnostics GmbH, Mannheim, Germany
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16
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Rupp B. Origin and use of crystallization phase diagrams. ACTA CRYSTALLOGRAPHICA SECTION F-STRUCTURAL BIOLOGY COMMUNICATIONS 2015; 71:247-60. [PMID: 25760697 DOI: 10.1107/s2053230x1500374x] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2015] [Accepted: 02/23/2015] [Indexed: 11/10/2022]
Abstract
Crystallization phase diagrams are frequently used to conceptualize the phase relations and also the processes taking place during the crystallization of macromolecules. While a great deal of freedom is given in crystallization phase diagrams owing to a lack of specific knowledge about the actual phase boundaries and phase equilibria, crucial fundamental features of phase diagrams can be derived from thermodynamic first principles. Consequently, there are limits to what can be reasonably displayed in a phase diagram, and imagination may start to conflict with thermodynamic realities. Here, the commonly used `crystallization phase diagrams' are derived from thermodynamic excess properties and their limitations and appropriate use is discussed.
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Affiliation(s)
- Bernhard Rupp
- Department of Forensic Crystallography, k.-k. Hofkristallamt, 991 Audrey Place, Vista, CA 92084, USA
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17
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Rakel N, Galm L, Bauer KC, Hubbuch J. Influence of macromolecular precipitants on phase behavior of monoclonal antibodies. Biotechnol Prog 2015; 31:145-53. [PMID: 25504581 DOI: 10.1002/btpr.2027] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2014] [Revised: 11/29/2014] [Indexed: 11/10/2022]
Abstract
For the successful application of protein crystallization as a downstream step, a profound knowledge of protein phase behavior in solutions is needed. Therefore, a systematic screening was conducted to analyze the influence of macromolecular precipitants in the form of polyethylene glycol (PEG). First, the influence of molecular weight and concentration of PEG at different pH-values were investigated and analyzed in three-dimensional (3-D) phase diagrams to find appropriate conditions in terms of a fast kinetic and crystal size for downstream processing. In comparison to the use of salts as precipitant, PEG was more suitable to obtain compact 3-D crystals over a broad range of conditions, whereby the molecular weight of PEG is, besides the pH-value, the most important parameter. Second, osmotic second virial coefficients as parameters for protein interactions are experimentally determined with static light scattering to gain a deep insight view in the phase behavior on a molecular basis. The PEG-protein solutions were analyzed as a pseudo-one-compartment system. As the precipitant is also a macromolecule, the new approach of analyzing cross-interactions between the protein and the macromolecule PEG in form of the osmotic second cross-virial coefficient (B23 ) was applied. Both parameters help to understand the protein phase behavior. However, a predictive description of protein phase behavior for systems consisting of monoclonal antibodies and PEG as precipitant is not possible, as kinetic phenomena and concentration dependencies were not taken into account.
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Affiliation(s)
- Natalie Rakel
- Section IV: Biomolecular Separation Engineering, Inst. of Engineering in Life Sciences, Karlsruhe Inst. of Technology, Engler-Bunte-Ring 1, 76131, Karlsruhe, Germany; Roche Diagnostics GmbH, 68305, Mannheim, Germany
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18
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Roberts D, Keeling R, Tracka M, van der Walle CF, Uddin S, Warwicker J, Curtis R. Specific Ion and Buffer Effects on Protein–Protein Interactions of a Monoclonal Antibody. Mol Pharm 2014; 12:179-93. [DOI: 10.1021/mp500533c] [Citation(s) in RCA: 109] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- D. Roberts
- School
of Chemical Engineering and Analytical Science, The University of Manchester, Sackville Street, Manchester M13 9PL, U.K
| | - R. Keeling
- School
of Chemical Engineering and Analytical Science, The University of Manchester, Sackville Street, Manchester M13 9PL, U.K
| | - M. Tracka
- Formulation
Sciences, MedImmune, Ltd., Aaron Klug Building, Granta Park, Cambridge CB21 6GH, U.K
| | - C. F. van der Walle
- Formulation
Sciences, MedImmune, Ltd., Aaron Klug Building, Granta Park, Cambridge CB21 6GH, U.K
| | - S. Uddin
- Formulation
Sciences, MedImmune, Ltd., Aaron Klug Building, Granta Park, Cambridge CB21 6GH, U.K
| | - J. Warwicker
- School
of Chemical Engineering and Analytical Science, The University of Manchester, Sackville Street, Manchester M13 9PL, U.K
| | - R. Curtis
- School
of Chemical Engineering and Analytical Science, The University of Manchester, Sackville Street, Manchester M13 9PL, U.K
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19
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Calero G, Cohen AE, Luft JR, Newman J, Snell EH. Identifying, studying and making good use of macromolecular crystals. ACTA CRYSTALLOGRAPHICA SECTION F-STRUCTURAL BIOLOGY COMMUNICATIONS 2014; 70:993-1008. [PMID: 25084371 PMCID: PMC4118793 DOI: 10.1107/s2053230x14016574] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/18/2014] [Accepted: 07/16/2014] [Indexed: 11/30/2022]
Abstract
As technology advances, the crystal volume that can be used to collect useful X-ray diffraction data decreases. The technologies available to detect and study growing crystals beyond the optical resolution limit and methods to successfully place the crystal into the X-ray beam are discussed. Structural biology has contributed tremendous knowledge to the understanding of life on the molecular scale. The Protein Data Bank, a depository of this structural knowledge, currently contains over 100 000 protein structures, with the majority stemming from X-ray crystallography. As the name might suggest, crystallography requires crystals. As detectors become more sensitive and X-ray sources more intense, the notion of a crystal is gradually changing from one large enough to embellish expensive jewellery to objects that have external dimensions of the order of the wavelength of visible light. Identifying these crystals is a prerequisite to their study. This paper discusses developments in identifying these crystals during crystallization screening and distinguishing them from other potential outcomes. The practical aspects of ensuring that once a crystal is identified it can then be positioned in the X-ray beam for data collection are also addressed.
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Affiliation(s)
- Guillermo Calero
- Department of Structural Biology, University of Pittsburgh Medical School, Pittsburgh, PA 15261, USA
| | - Aina E Cohen
- Stanford Synchrotron Radiation Lightsource, SLAC National Accelerator Laboratory, Stanford University, Menlo Park, CA 94025, USA
| | - Joseph R Luft
- Hauptman-Woodward Medical Research Institute, 700 Ellicott Street, Buffalo, NY 14203, USA
| | - Janet Newman
- CSIRO Collaborative Crystallisation Centre, 343 Royal Parade, Parkville, Victoria 3052, Australia
| | - Edward H Snell
- Hauptman-Woodward Medical Research Institute, 700 Ellicott Street, Buffalo, NY 14203, USA
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20
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Wilson WW, Delucas LJ. Applications of the second virial coefficient: protein crystallization and solubility. ACTA CRYSTALLOGRAPHICA SECTION F-STRUCTURAL BIOLOGY COMMUNICATIONS 2014; 70:543-54. [PMID: 24817708 PMCID: PMC4014317 DOI: 10.1107/s2053230x1400867x] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/26/2014] [Accepted: 04/16/2014] [Indexed: 11/10/2022]
Abstract
This article begins by highlighting some of the ground-based studies emanating from NASA's Microgravity Protein Crystal Growth (PCG) program. This is followed by a more detailed discussion of the history of and the progress made in one of the NASA-funded PCG investigations involving the use of measured second virial coefficients (B values) as a diagnostic indicator of solution conditions conducive to protein crystallization. A second application of measured B values involves the determination of solution conditions that improve or maximize the solubility of aqueous and membrane proteins. These two important applications have led to several technological improvements that simplify the experimental expertise required, enable the measurement of membrane proteins and improve the diagnostic capability and measurement throughput.
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Affiliation(s)
| | - Lawrence J Delucas
- Center for Structural Biology, University of Alabama at Birmingham, 1720 Second Avenue South, Birmingham, AL 35294, USA
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21
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Singh SN, Yadav S, Shire SJ, Kalonia DS. Dipole-Dipole Interaction in Antibody Solutions: Correlation with Viscosity Behavior at High Concentration. Pharm Res 2014; 31:2549-58. [DOI: 10.1007/s11095-014-1352-0] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2013] [Accepted: 02/27/2014] [Indexed: 11/28/2022]
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22
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Giegé R. A historical perspective on protein crystallization from 1840 to the present day. FEBS J 2013; 280:6456-97. [DOI: 10.1111/febs.12580] [Citation(s) in RCA: 79] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2013] [Revised: 08/30/2013] [Accepted: 09/27/2013] [Indexed: 12/22/2022]
Affiliation(s)
- Richard Giegé
- Institut de Biologie Moléculaire et Cellulaire; Université de Strasourg et CNRS; France
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23
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Saigo M, Tronconi MA, Gerrard Wheeler MC, Alvarez CE, Drincovich MF, Andreo CS. Biochemical approaches to C4 photosynthesis evolution studies: the case of malic enzymes decarboxylases. PHOTOSYNTHESIS RESEARCH 2013; 117:177-187. [PMID: 23832612 DOI: 10.1007/s11120-013-9879-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2013] [Accepted: 06/26/2013] [Indexed: 06/02/2023]
Abstract
C4 photosynthesis enables the capture of atmospheric CO2 and its concentration at the site of RuBisCO, thus counteracting the negative effects of low atmospheric levels of CO2 and high atmospheric levels of O2 (21 %) on photosynthesis. The evolution of this complex syndrome was a multistep process. It did not occur by simply recruiting pre-exiting components of the pathway from C3 ancestors which were already optimized for C4 function. Rather it involved modifications in the kinetics and regulatory properties of pre-existing isoforms of non-photosynthetic enzymes in C3 plants. Thus, biochemical studies aimed at elucidating the functional adaptations of these enzymes are central to the development of an integrative view of the C4 mechanism. In the present review, the most important biochemical approaches that we currently use to understand the evolution of the C4 isoforms of malic enzyme are summarized. It is expected that this information will help in the rational design of the best decarboxylation processes to provide CO2 for RuBisCO in engineering C3 species to perform C4 photosynthesis.
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Affiliation(s)
- Mariana Saigo
- Centro de Estudios Fotosintéticos y Bioquímicos (CEFOBI), Universidad Nacional de Rosario, Suipacha, 531, Rosario, Argentina
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24
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Choudhari SP, Pendleton KP, Ramsey JD, Blanchard TG, Picking WD. A systematic approach toward stabilization of CagL, a protein antigen from Helicobacter pylori that is a candidate subunit vaccine. J Pharm Sci 2013; 102:2508-19. [PMID: 23794457 PMCID: PMC3903303 DOI: 10.1002/jps.23643] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2013] [Revised: 05/30/2013] [Accepted: 05/31/2013] [Indexed: 12/14/2022]
Abstract
An important consideration in the development of subunit vaccines is the loss of activity caused by physical instability of the protein. Such instability often results from suboptimal solution conditions related to pH and temperature. Excipients can help to stabilize vaccines, but it is important to screen and identify excipients that adequately contribute to stabilization of a given formulation. CagL is a protein present in strains of Helicobacter pylori (H. pylori) that possess type IV secretion systems. It contributes to bacterial adherence via α5β1 integrin, thereby making it an attractive subunit vaccine candidate. We characterized the stability of CagL in different pH and temperature conditions using a variety of spectroscopic techniques. Stability was assessed in terms of transition temperature with the accumulated data, and then incorporated into an empirical phase diagram (EPD) that provided an overview of CagL physical stability. These analyses indicated maximum CagL stability at pH 4-6 up to 40°C in the absence of excipient. Using this EPD analysis, aggregation assays were developed to screen a panel of excipients with some found to inhibit CagL aggregation. Candidate stabilizers were selected to confirm their enhanced stabilizing effect. These analyses will help in the formulation of a stable vaccine against H. pylori.
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Affiliation(s)
- Shyamal P. Choudhari
- Department of Microbiology and Molecular Genetics, Oklahoma State University, Stillwater, OK
| | - Kirk P. Pendleton
- Department of Microbiology and Molecular Genetics, Oklahoma State University, Stillwater, OK
| | - Joshua D. Ramsey
- Department of Chemical Engineering, Oklahoma State University, Stillwater, OK
| | - Thomas G. Blanchard
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, MD
| | - William D. Picking
- Department of Microbiology and Molecular Genetics, Oklahoma State University, Stillwater, OK
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25
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Newman J, Burton DR, Caria S, Desbois S, Gee CL, Fazio VJ, Kvansakul M, Marshall B, Mills G, Richter V, Seabrook SA, Wu M, Peat TS. Crystallization reports are the backbone of Acta Cryst. F, but do they have any spine? Acta Crystallogr Sect F Struct Biol Cryst Commun 2013; 69:712-8. [PMID: 23832194 PMCID: PMC3702311 DOI: 10.1107/s1744309113014152] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2013] [Accepted: 05/21/2013] [Indexed: 11/10/2022]
Abstract
Crystallization of macromolecules is famously difficult. By knowing what has worked for others, researchers can ease the process, both in the case where the protein has already been crystallized and in the situation where more general guidelines are needed. The 264 crystallization communications published in Acta Crystallographica Section F in 2012 have been reviewed, and from this analysis some information about trends in crystallization has been gleaned. More importantly, it was found that there are several ways in which the utility of these communications could be increased: to make each individual paper a more complete crystallization record; and to provide a means for taking a snapshot of what the current `best practices' are in the field.
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Affiliation(s)
- Janet Newman
- Materials, Science and Engineering Division, CSIRO, 343 Royal Parade, Parkville, VIC 3052, Australia.
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26
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Rakel N, Schleining K, Dismer F, Hubbuch J. Self-interaction chromatography in pre-packed columns: A critical evaluation of self-interaction chromatography methodology to determine the second virial coefficient. J Chromatogr A 2013; 1293:75-84. [DOI: 10.1016/j.chroma.2013.03.077] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2012] [Revised: 03/05/2013] [Accepted: 03/31/2013] [Indexed: 11/26/2022]
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27
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Krauss IR, Merlino A, Vergara A, Sica F. An overview of biological macromolecule crystallization. Int J Mol Sci 2013; 14:11643-91. [PMID: 23727935 PMCID: PMC3709751 DOI: 10.3390/ijms140611643] [Citation(s) in RCA: 87] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2013] [Revised: 05/08/2013] [Accepted: 05/20/2013] [Indexed: 12/11/2022] Open
Abstract
The elucidation of the three dimensional structure of biological macromolecules has provided an important contribution to our current understanding of many basic mechanisms involved in life processes. This enormous impact largely results from the ability of X-ray crystallography to provide accurate structural details at atomic resolution that are a prerequisite for a deeper insight on the way in which bio-macromolecules interact with each other to build up supramolecular nano-machines capable of performing specialized biological functions. With the advent of high-energy synchrotron sources and the development of sophisticated software to solve X-ray and neutron crystal structures of large molecules, the crystallization step has become even more the bottleneck of a successful structure determination. This review introduces the general aspects of protein crystallization, summarizes conventional and innovative crystallization methods and focuses on the new strategies utilized to improve the success rate of experiments and increase crystal diffraction quality.
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Affiliation(s)
- Irene Russo Krauss
- Department of Chemical Sciences, University of Naples Federico II, Complesso Universitario di Monte Sant’Angelo, Via Cintia, Napoli I-80126, Italy; E-Mails: (I.R.K.); (A.M.); (A.V.)
| | - Antonello Merlino
- Department of Chemical Sciences, University of Naples Federico II, Complesso Universitario di Monte Sant’Angelo, Via Cintia, Napoli I-80126, Italy; E-Mails: (I.R.K.); (A.M.); (A.V.)
- Institute of Biostructures and Bioimages, C.N.R, Via Mezzocannone 16, Napoli I-80134, Italy
| | - Alessandro Vergara
- Department of Chemical Sciences, University of Naples Federico II, Complesso Universitario di Monte Sant’Angelo, Via Cintia, Napoli I-80126, Italy; E-Mails: (I.R.K.); (A.M.); (A.V.)
- Institute of Biostructures and Bioimages, C.N.R, Via Mezzocannone 16, Napoli I-80134, Italy
| | - Filomena Sica
- Department of Chemical Sciences, University of Naples Federico II, Complesso Universitario di Monte Sant’Angelo, Via Cintia, Napoli I-80126, Italy; E-Mails: (I.R.K.); (A.M.); (A.V.)
- Institute of Biostructures and Bioimages, C.N.R, Via Mezzocannone 16, Napoli I-80134, Italy
- Author to whom correspondence should be addressed; E-Mail: ; Tel.: +39-81-674-479; Fax: +39-81-674-090
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28
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Oberthuer D, Melero-García E, Dierks K, Meyer A, Betzel C, Garcia-Caballero A, Gavira JA. Monitoring and scoring counter-diffusion protein crystallization experiments in capillaries by in situ dynamic light scattering. PLoS One 2012; 7:e33545. [PMID: 22675464 PMCID: PMC3366972 DOI: 10.1371/journal.pone.0033545] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2011] [Accepted: 02/10/2012] [Indexed: 11/18/2022] Open
Abstract
In this paper, we demonstrate the feasibility of using in situ Dynamic Light Scattering (DLS) to monitor counter-diffusion crystallization experiments in capillaries. Firstly, we have validated the quality of the DLS signal in thin capillaries, which is comparable to that obtained in standard quartz cuvettes. Then, we have carried out DLS measurements of a counter-diffusion crystallization experiment of glucose isomerase in capillaries of different diameters (0.1, 0.2 and 0.3 mm) in order to follow the temporal evolution of protein supersaturation. Finally, we have compared DLS data with optical recordings of the progression of the crystallization front and with a simulation model of counter-diffusion in 1D.
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Affiliation(s)
- Dominik Oberthuer
- Institute for Biochemistry and Molecular Biology, Laboratory for Structural Biology of infection and inflammation, University of Hamburg, Hamburg, Germany
| | - Emilio Melero-García
- Laboratorio de Estudios Cristalográficos, IACT (Consejo Superior de Investigaciones Científicas-Universidad de Granada), Granada, Spain
| | - Karsten Dierks
- Institute of Biochemistry, Centre for Structural and Cell Biology in Medicine, University of Lübeck, Lübeck, Germany
| | - Arne Meyer
- Institute of Biochemistry, Centre for Structural and Cell Biology in Medicine, University of Lübeck, Lübeck, Germany
| | - Christian Betzel
- Institute for Biochemistry and Molecular Biology, Laboratory for Structural Biology of infection and inflammation, University of Hamburg, Hamburg, Germany
| | - Alfonso Garcia-Caballero
- Laboratorio de Estudios Cristalográficos, IACT (Consejo Superior de Investigaciones Científicas-Universidad de Granada), Granada, Spain
| | - Jose A. Gavira
- Laboratorio de Estudios Cristalográficos, IACT (Consejo Superior de Investigaciones Científicas-Universidad de Granada), Granada, Spain
- * E-mail:
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29
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Abstract
The crystallization experiment has one main objective: to obtain diffraction quality crystals. This can be achieved through myriad avenues; here the focus will be on crystallization in support of drug discovery. In drug discovery there are two main paradigms for crystallography: high-throughput, and by any means necessary. Each paradigm requires the investigator to formulate strategies based on different priorities. In the high-throughput environment, the emphasis is on rapid prosecution of a large number of protein targets. In the by any means necessary paradigm the target pool is generally smaller and structural information is absolutely necessary for success. The process of growing diffraction quality protein crystals involves deciding on a crystallization method, initial screening, cryoprotection, initial diffraction analysis, and growth optimization. Furthermore, in structure-based drug design it is necessary to obtain crystal structures of protein-ligand complexes.
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30
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Yadav S, Laue TM, Kalonia DS, Singh SN, Shire SJ. The Influence of Charge Distribution on Self-Association and Viscosity Behavior of Monoclonal Antibody Solutions. Mol Pharm 2012; 9:791-802. [DOI: 10.1021/mp200566k] [Citation(s) in RCA: 199] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Sandeep Yadav
- Late Stage
Pharmaceutical Development, Genentech, Inc., 1 DNA Way, South San Francisco, California
94080, United States
| | - Thomas M. Laue
- Department
of Molecular, Cellular
and Biomedical Sciences, University of New Hampshire, Durham, New Hampshire 03824, United States
| | - Devendra S. Kalonia
- Department of Pharmaceutical Sciences, University of Connecticut, Storrs, Connecticut 06268,
United States
| | - Shubhadra N. Singh
- Department of Pharmaceutical Sciences, University of Connecticut, Storrs, Connecticut 06268,
United States
| | - Steven J. Shire
- Late Stage
Pharmaceutical Development, Genentech, Inc., 1 DNA Way, South San Francisco, California
94080, United States
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31
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Braun J, Renggli K, Razumovitch J, Vebert C. Dynamic Light Scattering in Supramolecular Materials Chemistry. Supramol Chem 2012. [DOI: 10.1002/9780470661345.smc039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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32
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Joglekar MV, Quintana Diez PM, Marcus S, Qi R, Espinasse B, Wiesner MR, Pempe E, Liu J, Monroe DM, Arepally GM. Disruption of PF4/H multimolecular complex formation with a minimally anticoagulant heparin (ODSH). Thromb Haemost 2012; 107:717-25. [PMID: 22318669 DOI: 10.1160/th11-11-0795] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2011] [Accepted: 12/24/2011] [Indexed: 11/05/2022]
Abstract
Recent studies have shown that ultra-large complexes (ULCs) of platelet factor 4 (PF4) and heparin (H) play an essential role in the pathogenesis of heparin-induced thrombocytopenia (HIT), an immune-mediated disorder caused by PF4/H antibodies. Because antigenic PF4/H ULCs assemble through non-specific electrostatic interactions, we reasoned that disruption of charge-based interactions can modulate the immune response to antigen. We tested a minimally anticoagulant compound (2-O, 3-O desulfated heparin, ODSH) with preserved charge to disrupt PF4/H complex formation and immunogenicity. We show that ODSH disrupts complexes when added to pre-formed PF4/H ULCs and prevents ULC formation when incubated simultaneously with PF4 and UFH. In other studies, we show that excess ODSH reduces HIT antibody (Ab) binding in immunoassays and that PF4/ODSH complexes do not cross-react with HIT Abs. When ODSH and unfractionated heparin (UFH) are mixed at equimolar concentrations, we show that there is a negligible effect on amount of protamine required for heparin neutralisation and reduced immunogenicity of PF4/UFH in the presence of ODSH. Taken together, these studies suggest that ODSH can be used concurrently with UFH to disrupt PF4/H charge interactions and provides a novel strategy to reduce antibody mediated complications in HIT.
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Affiliation(s)
- M V Joglekar
- Division of Hematology, Duke University Medical Center, Durham, North Carolina, USA
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33
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Yadav S, Shire SJ, Kalonia DS. Viscosity behavior of high-concentration monoclonal antibody solutions: correlation with interaction parameter and electroviscous effects. J Pharm Sci 2011; 101:998-1011. [PMID: 22113861 DOI: 10.1002/jps.22831] [Citation(s) in RCA: 133] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2011] [Revised: 11/02/2011] [Accepted: 11/03/2011] [Indexed: 11/09/2022]
Abstract
The purpose of this work was to understand the viscosity behavior of high-concentration monoclonal antibody (mAb) solutions in a wide range of solution conditions and generate guidelines helpful to formulate products with manageable viscosity. The zeta potential and effective isoelectric point (pI) were determined from electrophoretic mobility measurements. High-frequency rheology studies characterized viscoelasticity at high concentrations. The interaction parameter (k(D) ) obtained from dynamic light scattering quantified intermolecular interactions. Circular dichroism characterized conformational stability upon change in solution pH. Except for mAb-1, all other mAb solutions were found to be more viscous at solution pHs closer to the molecular pI. For mAb-2, mAb-3, and mAb-10,the k(D) indicated intermolecular attractions at the pI, wherein the net molecular charge (Z) was zero, whereas repulsions dominated at pHs away from the pI. At the pI, Z and, hence, the charge-induced repulsions are minimal, whereas the charge distribution becomes most conspicuous. The resulting dominance of nonspecific attractive interactions at the pI increases the self-association or aggregation behavior of protein molecules, leading to a higher viscosity at the pI. mAb-1 is an exception to this general behavior. The k(D) could serve as a qualitative screening tool to predict high-concentration viscosity behavior, whereas the correlation with net charge was inconsistent. A higher negative k(D) generally resulted in a more viscous solution at high concentrations; however, direct quantitative assessment was not possible.
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Affiliation(s)
- Sandeep Yadav
- Department of Pharmaceutical Sciences, University of Connecticut, Storrs, Connecticut 06269, USA
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34
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Blanco MA, Sahin E, Li Y, Roberts CJ. Reexamining protein-protein and protein-solvent interactions from Kirkwood-Buff analysis of light scattering in multi-component solutions. J Chem Phys 2011; 134:225103. [PMID: 21682538 DOI: 10.1063/1.3596726] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
The classic analysis of Rayleigh light scattering (LS) is re-examined for multi-component protein solutions, within the context of Kirkwood-Buff (KB) theory as well as a more generalized canonical treatment. Significant differences arise when traditional treatments that approximate constant pressure and neglect concentration fluctuations in one or more (co)solvent/co-solute species are compared with more rigorous treatments at constant volume and with all species free to fluctuate. For dilute solutions, it is shown that LS can be used to rigorously and unambiguously obtain values for the osmotic second virial coefficient (B(22)), in contrast with recent arguments regarding protein interactions deduced from LS experiments. For more concentrated solutions, it is shown that conventional analysis over(under)-estimates the magnitude of B(22) for significantly repulsive(attractive) conditions, and that protein-protein KB integrals (G(22)) are the more relevant quantity obtainable from LS. Published data for α-chymotrypsinogen A and a series of monoclonal antibodies at different pH and salt concentrations are re-analyzed using traditional and new treatments. The results illustrate that while traditional analysis may be sufficient if one is interested in only the sign of B(22) or G(22), the quantitative values can be significantly in error. A simple approach is illustrated for determining whether protein concentration (c(2)) is sufficiently dilute for B(22) to apply, and for correcting B(22) values from traditional LS regression at higher c(2) values. The apparent molecular weight M(2, app) obtained from LS is shown to generally not be equal to the true molecular weight, with the differences arising from a combination of protein-solute and protein-cosolute interactions that may, in principle, also be determined from LS.
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Affiliation(s)
- Marco A Blanco
- Department of Chemical Engineering and Center for Molecular and Engineering Thermodynamics, University of Delaware, Newark, Delaware 19716, USA
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Nwe K, Milenic DE, Ray GL, Kim YS, Brechbiel MW. Preparation of cystamine core dendrimer and antibody-dendrimer conjugates for MRI angiography. Mol Pharm 2011; 9:374-81. [PMID: 21882823 DOI: 10.1021/mp2003219] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Herein we report the preparation along with the in vivo and in vitro MRI characterization of two generation four and five cystamine core dendrimers loaded with thirty and fifty-eight derivatized Gd-DOTA (G4SS30, G5SS58) respectively. Likewise the development and characterization of two half-dendrimers conjugated to the F(ab')(2) fragment of the monoclonal antibody (mAb) panitumumab functionalized with a maleimide conjugation functional group site (Ab-(G4S15)(4), Ab-(G5S29)(4)) are also described. The in vitro molar relaxivity of the Ab-(G4S15)(4) conjugate, measured at pH 7.4, 22 °C, and 3T showed a moderate increase in relaxivity as compared to Magnevist (6.7 vs 4.0 mM(-1) s(-1)) while the Ab-(G5S29)(4) conjugate was 2-fold higher (9.1 vs 4.0 mM(-1) s(-1)). The data showed that only a high injection dose (0.050 mmol Gd(3+)/kg) produced a detectable contrast enhanced contrast for the Ab-(G4S15)(4) conjugate while a lower dose (0.035 mmol Gd(3+)/kg) was sufficient for the Ab-(G5S29)(4) conjugate. The antibody-SMCC conjugate was purified by a Sephadex G-100 column, and the antibody-dendrimer-based agents were purified by spin filtration using a Centricon filter (50,000 MCO). The protein assay coupled with cysteine and Ellman's assay indicated an antibody to dendrimer ratio of 1:4. The in vivo blood clearance half-lives of the four agents measured at the jugular vein were ~12-22 min.
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Affiliation(s)
- Kido Nwe
- Radioimmune & Inorganic Chemistry Section, Radiation Oncology Branch, National Cancer Institute, 10 Center Drive, Bethesda, Maryland 20892, United States
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Kim Y, Babnigg G, Jedrzejczak R, Eschenfeldt WH, Li H, Maltseva N, Hatzos-Skintges C, Gu M, Makowska-Grzyska M, Wu R, An H, Chhor G, Joachimiak A. High-throughput protein purification and quality assessment for crystallization. Methods 2011; 55:12-28. [PMID: 21907284 DOI: 10.1016/j.ymeth.2011.07.010] [Citation(s) in RCA: 118] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2011] [Revised: 07/14/2011] [Accepted: 07/14/2011] [Indexed: 12/31/2022] Open
Abstract
The ultimate goal of structural biology is to understand the structural basis of proteins in cellular processes. In structural biology, the most critical issue is the availability of high-quality samples. "Structural biology-grade" proteins must be generated in the quantity and quality suitable for structure determination using X-ray crystallography or nuclear magnetic resonance (NMR) spectroscopy. The purification procedures must reproducibly yield homogeneous proteins or their derivatives containing marker atom(s) in milligram quantities. The choice of protein purification and handling procedures plays a critical role in obtaining high-quality protein samples. With structural genomics emphasizing a genome-based approach in understanding protein structure and function, a number of unique structures covering most of the protein folding space have been determined and new technologies with high efficiency have been developed. At the Midwest Center for Structural Genomics (MCSG), we have developed semi-automated protocols for high-throughput parallel protein expression and purification. A protein, expressed as a fusion with a cleavable affinity tag, is purified in two consecutive immobilized metal affinity chromatography (IMAC) steps: (i) the first step is an IMAC coupled with buffer-exchange, or size exclusion chromatography (IMAC-I), followed by the cleavage of the affinity tag using the highly specific Tobacco Etch Virus (TEV) protease; the second step is IMAC and buffer exchange (IMAC-II) to remove the cleaved tag and tagged TEV protease. These protocols have been implemented on multidimensional chromatography workstations and, as we have shown, many proteins can be successfully produced in large-scale. All methods and protocols used for purification, some developed by MCSG, others adopted and integrated into the MCSG purification pipeline and more recently the Center for Structural Genomics of Infectious Diseases (CSGID) purification pipeline, are discussed in this chapter.
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Affiliation(s)
- Youngchang Kim
- Midwest Center for Structural Genomics, Biosciences Division, Argonne National Laboratory, Argonne, IL 60439, USA
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Staub A, Zurlino D, Rudaz S, Veuthey JL, Guillarme D. Analysis of peptides and proteins using sub-2 μm fully porous and sub 3-μm shell particles. J Chromatogr A 2011; 1218:8903-14. [PMID: 21831381 DOI: 10.1016/j.chroma.2011.07.051] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2011] [Revised: 07/13/2011] [Accepted: 07/14/2011] [Indexed: 11/26/2022]
Abstract
The objective of this study was to evaluate the potential of sub-2 μm totally porous particles and sub-3 μm shell particles for peptide and protein analysis. Specific analytical strategies must be developed for these biomolecules as their importance in the pharmaceutical industry increases and as their structural complexity involves some issues when classical LC conditions are employed. Attention was paid on comparing these different columns in various LC conditions (different temperatures, gradient times, and mobile phase flow rates). The comparison of the different supports was assessed considering columns characteristics (quality of packing, silanol activity, pore size, totally porous or shell particles). In this article, peptides were first analyzed with both column technologies. Similar results to those achieved with low molecular weight compounds were obtained (peak capacity >100 for t(grad) around 3 min and columns dimensions of 2.1 mm id × 50 mm), but specific conditions were required (elevated temperature and the use of a volatile ion-pairing reagent, namely TFA). For peptide analysis following tryptic digestion, the goal was to improve peak capacity and resolution because of the large number of generated peptides. For this purpose, longer columns packed with porous sub-2 μm or shell sub-3 μm particles (i.e., 150 mm) and gradient times (i.e., up to 30 min) were tested. On the other hand, proteins in their intact forms have higher molecular weights (MW>5000 Da) and a tertiary structure, thus requiring different conditions in terms of stationary phase hydrophobicity (C(4)vs. C(18)) and pore size (300 vs. 120 Å). In addition, there were issues with adsorption onto the LC system and/or the column itself. This study showed that proteins with MWs lower than 40,000 Da required chromatographic conditions close to those employed for peptide analysis. For larger proteins, a C(4) 300 Å stationary phase gave the best results, confirming theoretical predictions.
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Affiliation(s)
- Aline Staub
- School of Pharmaceutical Sciences, University of Geneva, University of Lausanne, Bd d'Yvoy 20, 1211 Geneva 4, Switzerland
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Gan SW, Vararattanavech A, Nordin N, Eshaghi S, Torres J. A cost-effective method for simultaneous homo-oligomeric size determination and monodispersity conditions for membrane proteins. Anal Biochem 2011; 416:100-6. [PMID: 21624344 DOI: 10.1016/j.ab.2011.05.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2011] [Revised: 04/29/2011] [Accepted: 05/04/2011] [Indexed: 10/18/2022]
Abstract
The use of blue native polyacrylamide gel electrophoresis (BN-PAGE) has been reported in the literature to retain both water-soluble and membrane protein complexes in their native hetero-oligomeric state and to determine the molecular weight of membrane proteins. However, membrane proteins show abnormal mobility when compared with water-soluble markers. Although one could use membrane proteins as markers or apply a conversion factor to the observed molecular weight to account for the bound Coomassie blue dye, when one just wants to assess homo-oligomeric size, these methods appear to be too time-consuming or might not be generally applicable. Here, during detergent screening studies to identify the best detergent for achieving a monodisperse sample, we observed that under certain conditions membrane proteins tend to form ladders of increasing oligomeric size. Although the ladders themselves contain no indication of which band represents the correct oligomeric size, they provide a scale that can be compared with a single band, representing the native homo-oligomeric size, obtained in other conditions of the screen. We show that this approach works for three membrane proteins: CorA (42 kDa), aquaporin Z (25 kDa), and small hydrophobic (SH) protein from respiratory syncytial virus (8 kDa). In addition, polydispersity results and identification of the most suitable detergent correlate optimally not only with size exclusion chromatography (SEC) but also with results from sedimentation velocity and equilibrium experiments. Because it involves minute quantities of sample and detergent, this method can be used in high-throughput approaches as a low-cost technique.
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Affiliation(s)
- Siok Wan Gan
- School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
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Nwe K, Milenic D, Bryant LH, Regino CAS, Brechbiel MW. Preparation, characterization and in vivo assessment of Gd-albumin and Gd-dendrimer conjugates as intravascular contrast-enhancing agents for MRI. J Inorg Biochem 2011; 105:722-7. [PMID: 21463567 PMCID: PMC3081896 DOI: 10.1016/j.jinorgbio.2011.01.017] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2010] [Revised: 01/25/2011] [Accepted: 01/31/2011] [Indexed: 01/28/2023]
Abstract
We report in vivo and in vitro MRI properties of six gadolinium-dendrimer and gadolinium-albumin conjugates of derivatized acyclic diethylenetriamine-N,N',N',N″, N″-pentaacetic acid (1B4M) and macrocyclic 1,4,7,10-tetraazacyclododecane-N,N',N″,N‴-tetraacetic acid (C-DOTA). The three albumin-based agents have comparable protein to chelate ratios (1:16-18) as well as molar relaxivity (8.8-10.4 mM(-1) s(-1)). The three dendrimer based agents have blood clearance half-lives ranging from 17 to 66 min while that of the three albumin-based agents are comparable to one another (40-47 min). The dynamic image obtained from use of the albumin conjugate based on the macrocycle (C-DOTA) showed a higher contrast compared to the remaining two albumin based agents. Our conclusion from all of the results is that the macrocyclic-based (DOTA) agents are more suitable than the acyclic-based (1B4M) agent for in vivo use based on their MRI properties combined with the kinetic inertness property associated with the more stable Gd(III) DOTA complex.
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Affiliation(s)
- Kido Nwe
- Radioimmune & Inorganic Chemistry Section, Radiation Oncology Branch, National Cancer Institute, 10 Center Drive, Bethesda, MD 20892
| | - Diane Milenic
- Radioimmune & Inorganic Chemistry Section, Radiation Oncology Branch, National Cancer Institute, 10 Center Drive, Bethesda, MD 20892
| | - L. Henry Bryant
- Laboratory of Diagnostic Radiology Research (CC), National Institutes of Health, Bethesda, Maryland 20892
| | - Celeste A. S. Regino
- Molecular Imaging Program, National Cancer Institute, 10 Center Drive, Bethesda, MD 20892
| | - Martin W. Brechbiel
- Radioimmune & Inorganic Chemistry Section, Radiation Oncology Branch, National Cancer Institute, 10 Center Drive, Bethesda, MD 20892
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40
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Liu J, Yin DC, Guo YZ, Wang XK, Xie SX, Lu QQ, Liu YM. Selecting temperature for protein crystallization screens using the temperature dependence of the second virial coefficient. PLoS One 2011; 6:e17950. [PMID: 21479212 PMCID: PMC3068142 DOI: 10.1371/journal.pone.0017950] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2010] [Accepted: 02/16/2011] [Indexed: 11/19/2022] Open
Abstract
Protein crystals usually grow at a preferable temperature which is however not known for a new protein. This paper reports a new approach for determination of favorable crystallization temperature, which can be adopted to facilitate the crystallization screening process. By taking advantage of the correlation between the temperature dependence of the second virial coefficient (B(22)) and the solubility of protein, we measured the temperature dependence of B(22) to predict the temperature dependence of the solubility. Using information about solubility versus temperature, a preferred crystallization temperature can be proposed. If B(22) is a positive function of the temperature, a lower crystallization temperature is recommended; if B(22) shows opposite behavior with respect to the temperature, a higher crystallization temperature is preferred. Otherwise, any temperature in the tested range can be used.
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Affiliation(s)
- Jun Liu
- Key Laboratory for Space Bioscience and Biotechnology, School of Life Sciences, Northwestern Polytechnical University, Xi'an, Shaanxi, People's Republic of China
| | - Da-Chuan Yin
- Key Laboratory for Space Bioscience and Biotechnology, School of Life Sciences, Northwestern Polytechnical University, Xi'an, Shaanxi, People's Republic of China
- * E-mail:
| | - Yun-Zhu Guo
- Key Laboratory for Space Bioscience and Biotechnology, School of Life Sciences, Northwestern Polytechnical University, Xi'an, Shaanxi, People's Republic of China
| | - Xi-Kai Wang
- Key Laboratory for Space Bioscience and Biotechnology, School of Life Sciences, Northwestern Polytechnical University, Xi'an, Shaanxi, People's Republic of China
| | - Si-Xiao Xie
- Key Laboratory for Space Bioscience and Biotechnology, School of Life Sciences, Northwestern Polytechnical University, Xi'an, Shaanxi, People's Republic of China
| | - Qin-Qin Lu
- Key Laboratory for Space Bioscience and Biotechnology, School of Life Sciences, Northwestern Polytechnical University, Xi'an, Shaanxi, People's Republic of China
| | - Yong-Ming Liu
- Key Laboratory for Space Bioscience and Biotechnology, School of Life Sciences, Northwestern Polytechnical University, Xi'an, Shaanxi, People's Republic of China
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Wanka J, Peukert W. Optimized Production of Protein Crystals: From 1D Crystallization Slot towards 2D Supersaturation B22 Diagram. Chem Eng Technol 2011. [DOI: 10.1002/ceat.201000445] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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42
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Luft JR, Wolfley JR, Snell EH. What's in a drop? Correlating observations and outcomes to guide macromolecular crystallization experiments. CRYSTAL GROWTH & DESIGN 2011; 11:651-663. [PMID: 21643490 PMCID: PMC3106348 DOI: 10.1021/cg1013945] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Observations of crystallization experiments are classified as specific outcomes and integrated through a phase diagram to visualize solubility and thereby direct subsequent experiments. Specific examples are taken from our high-throughput crystallization laboratory which provided a broad scope of data from 20 million crystallization experiments on 12,500 different biological macromolecules. The methods and rationale are broadly and generally applicable in any crystallization laboratory. Through a combination of incomplete factorial sampling of crystallization cocktails, standard outcome classifications, visualization of outcomes as they relate chemically and application of a simple phase diagram approach we demonstrate how to logically design subsequent crystallization experiments.
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Affiliation(s)
- Joseph R. Luft
- Hauptman-Woodward Medical Research Institute, 700 Ellicott St., Buffalo, NY 14203, USA
- Department of Computational and Structural Biology, SUNY Buffalo, 700 Ellicott St., Buffalo, NY 14203, USA
| | - Jennifer R. Wolfley
- Hauptman-Woodward Medical Research Institute, 700 Ellicott St., Buffalo, NY 14203, USA
| | - Edward H. Snell
- Hauptman-Woodward Medical Research Institute, 700 Ellicott St., Buffalo, NY 14203, USA
- Department of Computational and Structural Biology, SUNY Buffalo, 700 Ellicott St., Buffalo, NY 14203, USA
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43
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Yadav S, Shire SJ, Kalonia DS. Factors affecting the viscosity in high concentration solutions of different monoclonal antibodies. J Pharm Sci 2011; 99:4812-29. [PMID: 20821382 DOI: 10.1002/jps.22190] [Citation(s) in RCA: 175] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The viscosity profiles of four different IgG(1) molecules were studied as a function of concentration at pH 6.0. At high concentrations, MAb-H and -A showed significantly higher viscosities as compared to MAb-G and -E. Zeta Potential (ξ) measurements showed that all the IgG(1) molecules carried a net positive charge at this pH. MAb-G showed the highest positive zeta potential followed by MAb-E, -H, and -A. A consistent interpretation of the impact of net charge on viscosity for these MAbs is not possible, suggesting that electroviscous effects cannot explain the differences in viscosity. Values of k(D) (dynamic light scattering) indicated that the intermolecular interactions were repulsive for MAb-E and -G; and attractive for MAb-H and -A. Solution storage modulus (G') in high concentration solutions was consistent with attractive intermolecular interactions for MAb-H and -A, and repulsive interactions for MAb-G and -E. Effect of salt addition on solution G' and k(D) indicated that the interactions were primarily electrostatic in nature. The concentration dependent viscosity data were analyzed using a modified Ross and Minton equation. The analysis explicitly differentiates between the effect of molecular shape, size, self-crowding, and electrostatic intermolecular interactions in governing high concentration viscosity behavior.
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Affiliation(s)
- Sandeep Yadav
- Department of Pharmaceutical Sciences, University of Connecticut, U-3092, Storrs, Connecticut 06269, USA
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Lehermayr C, Mahler HC, Mäder K, Fischer S. Assessment of net charge and protein-protein interactions of different monoclonal antibodies. J Pharm Sci 2011; 100:2551-62. [PMID: 21294130 DOI: 10.1002/jps.22506] [Citation(s) in RCA: 141] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2010] [Revised: 12/22/2010] [Accepted: 01/03/2011] [Indexed: 11/10/2022]
Abstract
The purpose of this work was to compare biophysical properties of different monoclonal antibodies (mAbs). mAbs' theoretical isoelectric point (IEP) and theoretical net charge were compared with experimentally assessed values. IEP was determined by isoelectric focusing capillary electrophoresis, determination of zero electrophoretic mobility, or the minimum mutual diffusion coefficient during pH titration. Net charge was determined using electrophoretic mobility and self-diffusion coefficient. It was found that antibodies differ substantially in their biophysical properties, that is, in IEP, net charge, and zeta potential. Also, the importance of these properties was studied with respect to protein-protein interactions. This was achieved by assessing the second virial coefficient (A(2)) determined by static light scattering (SLS) and dynamic light scattering (DLS). It was found that at low ionic strength formulation conditions [20 mM histidine (His)/His-HCl buffer, pH 6.0] proteins' charge is the main driver for overall repulsive protein interactions. At high ionic strength conditions (20 mM His/His-HCl buffer, pH 6.0, + 150 mM NaCl), where counterions are shielding ionic interactions, proteins' repulsive forces were weakened, but to a different extent. Furthermore, a DLS method was developed allowing fast and easy assessment of A(2) by minimum need of material.
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Affiliation(s)
- Christian Lehermayr
- Formulation Research, Pharma Research and Early Development F. Hoffmann-La Roche Ltd., Basel 4070, Switzerland
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Chim N, Habel JE, Johnston JM, Krieger I, Miallau L, Sankaranarayanan R, Morse RP, Bruning J, Swanson S, Kim H, Kim CY, Li H, Bulloch EM, Payne RJ, Manos-Turvey A, Hung LW, Baker EN, Lott JS, James MNG, Terwilliger TC, Eisenberg DS, Sacchettini JC, Goulding CW. The TB Structural Genomics Consortium: a decade of progress. Tuberculosis (Edinb) 2011; 91:155-72. [PMID: 21247804 DOI: 10.1016/j.tube.2010.11.009] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2010] [Revised: 11/19/2010] [Accepted: 11/26/2010] [Indexed: 01/03/2023]
Abstract
The TB Structural Genomics Consortium is a worldwide organization of collaborators whose mission is the comprehensive structural determination and analyses of Mycobacterium tuberculosis proteins to ultimately aid in tuberculosis diagnosis and treatment. Congruent to the overall vision, Consortium members have additionally established an integrated facilities core to streamline M. tuberculosis structural biology and developed bioinformatics resources for data mining. This review aims to share the latest Consortium developments with the TB community, including recent structures of proteins that play significant roles within M. tuberculosis. Atomic resolution details may unravel mechanistic insights and reveal unique and novel protein features, as well as important protein-protein and protein-ligand interactions, which ultimately lead to a better understanding of M. tuberculosis biology and may be exploited for rational, structure-based therapeutics design.
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Affiliation(s)
- Nicholas Chim
- Department of Molecular Biology and Biochemistry, University of California, Irvine, CA 92697, USA
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Bora RP, Prabhakar R. Translational, rotational and internal dynamics of amyloid beta-peptides (Abeta40 and Abeta42) from molecular dynamics simulations. J Chem Phys 2010; 131:155103. [PMID: 20568886 DOI: 10.1063/1.3249609] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
In this study, diffusion constants [translational (D(T)) and rotational (D(R))], correlation times [rotational (tau(rot)) and internal (tau(int))], and the intramolecular order parameters (S(2)) of the Alzheimer amyloid-beta peptides Abeta40 and Abeta42 have been calculated from 150 ns molecular dynamics simulations in aqueous solution. The computed parameters have been compared with the experimentally measured values. The calculated D(T) of 1.61 x 10(-6) cm(2)/s and 1.43 x 10(-6) cm(2)/s for Abeta40 and Abeta42, respectively, at 300 K was found to follow the correct trend defined by the Debye-Stokes-Einstein relation that its value should decrease with the increase in the molecular weight. The estimated D(R) for Abeta40 and Abeta42 at 300 K are 0.085 and 0.071 ns(-1), respectively. The rotational (C(rot)(t)) and internal (C(int)(t)) correlation functions of Abeta40 and Abeta42 were observed to decay at nano- and picosecond time scales, respectively. The significantly different time decays of these functions validate the factorization of the total correlation function (C(tot)(t)) of Abeta peptides into C(rot)(t) and C(int)(t). At both short and long time scales, the Clore-Szabo model that was used as C(int)(t) provided the best behavior of C(tot)(t) for both Abeta40 and Abeta42. In addition, an effective rotational correlation time of Abeta40 is also computed at 18 degrees C and the computed value (2.30 ns) is in close agreement with the experimental value of 2.45 ns. The computed S(2) parameters for the central hydrophobic core, the loop region, and C-terminal domains of Abeta40 and Abeta42 are in accord with the previous studies.
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Affiliation(s)
- Ram Prasad Bora
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146, USA
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47
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Lee TV, Lott JS, Johnson RD, Arcus VL. Expression and purification of an adenylation domain from a eukaryotic nonribosomal peptide synthetase: using structural genomics tools for a challenging target. Protein Expr Purif 2010; 74:162-8. [PMID: 20716446 DOI: 10.1016/j.pep.2010.08.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2010] [Revised: 08/04/2010] [Accepted: 08/11/2010] [Indexed: 10/19/2022]
Abstract
Nonribosomal peptide synthetases (NRPSs) are large multimodular and multidomain enzymes that are involved in synthesising an array of molecules that are important in human and animal health. NRPSs are found in both bacteria and fungi but most of the research to date has focused on the bacterial enzymes. This is largely due to the technical challenges in producing active fungal NRPSs, which stem from their large size and multidomain nature. In order to target fungal NRPS domains for biochemical and structural characterisation, we tackled this challenge by using the cloning and expression tools of structural genomics to screen the many variables that can influence the expression and purification of proteins. Using these tools we have screened 32 constructs containing 16 different fungal NRPS domains or domain combinations for expression and solubility. Two of these yielded soluble protein with one, the third adenylation domain of the SidN NRPS (SidNA3) from the grass endophyte Neotyphodium lolii, being tractable for purification using Ni-affinity resin. The initial purified protein exhibited poor solution behaviour but optimisation of the expression construct and the buffer conditions used for purification, resulted in stable recombinant protein suitable for biochemical characterisation, crystallisation and structure determination.
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Affiliation(s)
- T Verne Lee
- AgResearch Structural Biology Laboratory, School of Biological Sciences, University of Auckland, Auckland, New Zealand.
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48
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Johnston JM, Jiang M, Guo Z, Baker EN. Structural and functional analysis of Rv0554 from Mycobacterium tuberculosis: testing a putative role in menaquinone biosynthesis. ACTA CRYSTALLOGRAPHICA SECTION D: BIOLOGICAL CRYSTALLOGRAPHY 2010; 66:909-17. [PMID: 20693690 DOI: 10.1107/s0907444910025771] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2010] [Accepted: 06/30/2010] [Indexed: 05/26/2023]
Abstract
Mycobacterium tuberculosis, the cause of tuberculosis, is a devastating human pathogen against which new drugs are urgently needed. Enzymes from the biosynthetic pathway for menaquinone are considered to be valid drug targets. The protein encoded by the open reading frame Rv0554 has been expressed, purified and subjected to structural and functional analysis to test for a putative role in menaquinone biosynthesis. The crystal structure of Rv0554 has been solved and refined in two different space groups at 2.35 and 1.9 A resolution. The protein is dimeric, with an alpha/beta-hydrolase monomer fold. In each monomer, a large cavity adjacent to the catalytic triad is enclosed by a helical lid. Dimerization is mediated by the lid regions. Small-molecule additives used in crystallization bind in the active site, but no binding of ligands related to menaquinone biosynthesis could be detected and functional assays failed to support possible roles in menaquinone biosynthesis.
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Affiliation(s)
- Jodie M Johnston
- School of Biological Sciences, University of Auckland, Private Bag 92019, Auckland, New Zealand
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Giegé R, Sauter C. Biocrystallography: past, present, future. HFSP JOURNAL 2010; 4:109-21. [PMID: 21119764 PMCID: PMC2929629 DOI: 10.2976/1.3369281] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2009] [Accepted: 03/02/2010] [Indexed: 02/02/2023]
Abstract
The evolution of biocrystallography from the pioneers' time to the present era of global biology is presented in relation to the development of methodological and instrumental advances for molecular sample preparation and structure elucidation over the last 6 decades. The interdisciplinarity of the field that generated cross-fertilization between physics- and biology-focused themes is emphasized. In particular, strategies to circumvent the main bottlenecks of biocrystallography are discussed. They concern (i) the way macromolecular targets are selected, designed, and characterized, (ii) crystallogenesis and how to deal with physical and biological parameters that impact crystallization for growing and optimizing crystals, and (iii) the methods for crystal analysis and 3D structure determination. Milestones that have marked the history of biocrystallography illustrate the discussion. Finally, the future of the field is envisaged. Wide gaps of the structural space need to be filed and membrane proteins as well as intrinsically unstructured proteins still constitute challenging targets. Solving supramolecular assemblies of increasing complexity, developing a "4D biology" for decrypting the kinematic changes in macromolecular structures in action, integrating these structural data in the whole cell organization, and deciphering biomedical implications will represent the new frontiers.
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Affiliation(s)
- Richard Giegé
- Architecture et Réactivité de l’ARN, Université de Strasbourg, CNRS, IBMC, 15 rue René Descartes, 67084 Strasbourg, France
| | - Claude Sauter
- Architecture et Réactivité de l’ARN, Université de Strasbourg, CNRS, IBMC, 15 rue René Descartes, 67084 Strasbourg, France
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Zucker FH, Stewart C, dela Rosa J, Kim J, Zhang L, Xiao L, Ross J, Napuli AJ, Mueller N, Castaneda LJ, Nakazawa Hewitt SR, Arakaki TL, Larson ET, Subramanian E, Verlinde CLMJ, Fan E, Buckner FS, Van Voorhis WC, Merritt EA, Hol WGJ. Prediction of protein crystallization outcome using a hybrid method. J Struct Biol 2010; 171:64-73. [PMID: 20347992 DOI: 10.1016/j.jsb.2010.03.016] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2009] [Revised: 03/18/2010] [Accepted: 03/23/2010] [Indexed: 10/19/2022]
Abstract
The great power of protein crystallography to reveal biological structure is often limited by the tremendous effort required to produce suitable crystals. A hybrid crystal growth predictive model is presented that combines both experimental and sequence-derived data from target proteins, including novel variables derived from physico-chemical characterization such as R(30), the ratio between a protein's DSF intensity at 30°C and at T(m). This hybrid model is shown to be more powerful than sequence-based prediction alone - and more likely to be useful for prioritizing and directing the efforts of structural genomics and individual structural biology laboratories.
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Affiliation(s)
- Frank H Zucker
- Medical Structural Genomics of Pathogenic Protozoa, School of Medicine, University of Washington, Seattle, WA 98195-7742, United States
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