1
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Singer JM, Novotney S, Strickland D, Haddox HK, Leiby N, Rocklin GJ, Chow CM, Roy A, Bera AK, Motta FC, Cao L, Strauch EM, Chidyausiku TM, Ford A, Ho E, Zaitzeff A, Mackenzie CO, Eramian H, DiMaio F, Grigoryan G, Vaughn M, Stewart LJ, Baker D, Klavins E. Large-scale design and refinement of stable proteins using sequence-only models. PLoS One 2022; 17:e0265020. [PMID: 35286324 PMCID: PMC8920274 DOI: 10.1371/journal.pone.0265020] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 02/18/2022] [Indexed: 12/25/2022] Open
Abstract
Engineered proteins generally must possess a stable structure in order to achieve their designed function. Stable designs, however, are astronomically rare within the space of all possible amino acid sequences. As a consequence, many designs must be tested computationally and experimentally in order to find stable ones, which is expensive in terms of time and resources. Here we use a high-throughput, low-fidelity assay to experimentally evaluate the stability of approximately 200,000 novel proteins. These include a wide range of sequence perturbations, providing a baseline for future work in the field. We build a neural network model that predicts protein stability given only sequences of amino acids, and compare its performance to the assayed values. We also report another network model that is able to generate the amino acid sequences of novel stable proteins given requested secondary sequences. Finally, we show that the predictive model—despite weaknesses including a noisy data set—can be used to substantially increase the stability of both expert-designed and model-generated proteins.
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Affiliation(s)
- Jedediah M. Singer
- Two Six Technologies, Arlington, Virginia, United States of America
- * E-mail:
| | - Scott Novotney
- Two Six Technologies, Arlington, Virginia, United States of America
| | - Devin Strickland
- Department of Electrical and Computer Engineering, University of Washington, Seattle, Washington, United States of America
| | - Hugh K. Haddox
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Nicholas Leiby
- Two Six Technologies, Arlington, Virginia, United States of America
| | - Gabriel J. Rocklin
- Department of Pharmacology and Center for Synthetic Biology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, United States of America
| | - Cameron M. Chow
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Anindya Roy
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Asim K. Bera
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Francis C. Motta
- Department of Mathematical Sciences, Florida Atlantic University, Boca Raton, Florida, United States of America
| | - Longxing Cao
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Eva-Maria Strauch
- Department of Pharmaceutical and Biomedical Sciences, University of Georgia, Athens, Georgia, United States of America
| | - Tamuka M. Chidyausiku
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Alex Ford
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Ethan Ho
- Texas Advanced Computing Center, Austin, Texas, United States of America
| | | | - Craig O. Mackenzie
- Quantitative Biomedical Sciences Graduate Program, Dartmouth College, Hanover, New Hampshire, United States of America
| | - Hamed Eramian
- Netrias, Cambridge, Massachusetts, United States of America
| | - Frank DiMaio
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Gevorg Grigoryan
- Departments of Computer Science and Biological Sciences, Dartmouth College, Hanover, New Hampshire, United States of America
| | - Matthew Vaughn
- Texas Advanced Computing Center, Austin, Texas, United States of America
| | - Lance J. Stewart
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - David Baker
- Department of Biochemistry and Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Eric Klavins
- Department of Electrical and Computer Engineering, University of Washington, Seattle, Washington, United States of America
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Cirillo AI, Tomaiuolo G, Guido S. Membrane Fouling Phenomena in Microfluidic Systems: From Technical Challenges to Scientific Opportunities. MICROMACHINES 2021; 12:820. [PMID: 34357230 PMCID: PMC8305447 DOI: 10.3390/mi12070820] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 07/08/2021] [Accepted: 07/09/2021] [Indexed: 12/13/2022]
Abstract
The almost ubiquitous, though undesired, deposition and accumulation of suspended/dissolved matter on solid surfaces, known as fouling, represents a crucial issue strongly affecting the efficiency and sustainability of micro-scale reactors. Fouling becomes even more detrimental for all the applications that require the use of membrane separation units. As a matter of fact, membrane technology is a key route towards process intensification, having the potential to replace conventional separation procedures, with significant energy savings and reduced environmental impact, in a broad range of applications, from water purification to food and pharmaceutical industries. Despite all the research efforts so far, fouling still represents an unsolved problem. The complex interplay of physical and chemical mechanisms governing its evolution is indeed yet to be fully unraveled and the role played by foulants' properties or operating conditions is an area of active research where microfluidics can play a fundamental role. The aim of this review is to explore fouling through microfluidic systems, assessing the fundamental interactions involved and how microfluidics enables the comprehension of the mechanisms characterizing the process. The main mathematical models describing the fouling stages will also be reviewed and their limitations discussed. Finally, the principal dynamic investigation techniques in which microfluidics represents a key tool will be discussed, analyzing their employment to study fouling.
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Affiliation(s)
- Andrea Iginio Cirillo
- Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, University of Naples Federico, 80125 Naples, Italy; (A.I.C.); (S.G.)
- CEINGE Advanced Biotechnologies, 80131 Naples, Italy
| | - Giovanna Tomaiuolo
- Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, University of Naples Federico, 80125 Naples, Italy; (A.I.C.); (S.G.)
- CEINGE Advanced Biotechnologies, 80131 Naples, Italy
| | - Stefano Guido
- Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, University of Naples Federico, 80125 Naples, Italy; (A.I.C.); (S.G.)
- CEINGE Advanced Biotechnologies, 80131 Naples, Italy
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3
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Bacchin P, Snisarenko D, Stamatialis D, Aimar P, Causserand C. Combining fluorescence and permeability measurements in a membrane microfluidic device to study protein sorption mechanisms. J Memb Sci 2020. [DOI: 10.1016/j.memsci.2020.118485] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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4
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α-Lactalbumin, Amazing Calcium-Binding Protein. Biomolecules 2020; 10:biom10091210. [PMID: 32825311 PMCID: PMC7565966 DOI: 10.3390/biom10091210] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Revised: 08/14/2020] [Accepted: 08/17/2020] [Indexed: 02/06/2023] Open
Abstract
α-Lactalbumin (α-LA) is a small (Mr 14,200), acidic (pI 4–5), Ca2+-binding protein. α-LA is a regulatory component of lactose synthase enzyme system functioning in the lactating mammary gland. The protein possesses a single strong Ca2+-binding site, which can also bind Mg2+, Mn2+, Na+, K+, and some other metal cations. It contains several distinct Zn2+-binding sites. Physical properties of α-LA strongly depend on the occupation of its metal binding sites by metal ions. In the absence of bound metal ions, α-LA is in the molten globule-like state. The binding of metal ions, and especially of Ca2+, increases stability of α-LA against the action of heat, various denaturing agents and proteases, while the binding of Zn2+ to the Ca2+-loaded protein decreases its stability and causes its aggregation. At pH 2, the protein is in the classical molten globule state. α-LA can associate with membranes at neutral or slightly acidic pH at physiological temperatures. Depending on external conditions, α-LA can form amyloid fibrils, amorphous aggregates, nanoparticles, and nanotubes. Some of these aggregated states of α-LA can be used in practical applications such as drug delivery to tissues and organs. α-LA and some of its fragments possess bactericidal and antiviral activities. Complexes of partially unfolded α-LA with oleic acid are cytotoxic to various tumor and bacterial cells. α-LA in the cytotoxic complexes plays a role of a delivery carrier of cytotoxic fatty acid molecules into tumor and bacterial cells across the cell membrane. Perhaps in the future the complexes of α-LA with oleic acid will be used for development of new anti-cancer drugs.
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5
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ter Beek O, Pavlenko D, Suck M, Helfrich S, Bolhuis-Versteeg L, Snisarenko D, Causserand C, Bacchin P, Aimar P, van Oerle R, Wetzels R, Verhezen P, Henskens Y, Stamatialis D. New membranes based on polyethersulfone – SlipSkin™ polymer blends with low fouling and high blood compatibility. Sep Purif Technol 2019. [DOI: 10.1016/j.seppur.2019.05.049] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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6
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Milk Protein Polymer and Its Application in Environmentally Safe Adhesives. Polymers (Basel) 2016; 8:polym8090324. [PMID: 30974597 PMCID: PMC6432148 DOI: 10.3390/polym8090324] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2016] [Revised: 08/22/2016] [Accepted: 08/23/2016] [Indexed: 11/17/2022] Open
Abstract
Milk proteins (caseins and whey proteins) are important protein sources for human nutrition; in addition, they possess important natural polymers. These protein molecules can be modified by physical, chemical, and/or enzymatic means. Casein is one of the oldest natural polymers, used for adhesives, dating back to thousands years ago. Research on milk-protein-based adhesives is still ongoing. This article deals with the chemistry and structure of milk protein polymers, and examples of uses in environmentally-safe adhesives. These are promising routes in the exploration of the broad application of milk proteins.
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Woods KN, Pfeffer J. Using THz Spectroscopy, Evolutionary Network Analysis Methods, and MD Simulation to Map the Evolution of Allosteric Communication Pathways in c-Type Lysozymes. Mol Biol Evol 2016; 33:40-61. [PMID: 26337549 PMCID: PMC4693973 DOI: 10.1093/molbev/msv178] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
It is now widely accepted that protein function is intimately tied with the navigation of energy landscapes. In this framework, a protein sequence is not described by a distinct structure but rather by an ensemble of conformations. And it is through this ensemble that evolution is able to modify a protein's function by altering its landscape. Hence, the evolution of protein functions involves selective pressures that adjust the sampling of the conformational states. In this work, we focus on elucidating the evolutionary pathway that shaped the function of individual proteins that make-up the mammalian c-type lysozyme subfamily. Using both experimental and computational methods, we map out specific intermolecular interactions that direct the sampling of conformational states and accordingly, also underlie shifts in the landscape that are directly connected with the formation of novel protein functions. By contrasting three representative proteins in the family we identify molecular mechanisms that are associated with the selectivity of enhanced antimicrobial properties and consequently, divergent protein function. Namely, we link the extent of localized fluctuations involving the loop separating helices A and B with shifts in the equilibrium of the ensemble of conformational states that mediate interdomain coupling and concurrently moderate substrate binding affinity. This work reveals unique insights into the molecular level mechanisms that promote the progression of interactions that connect the immune response to infection with the nutritional properties of lactation, while also providing a deeper understanding about how evolving energy landscapes may define present-day protein function.
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8
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Sodium dodecyl sulphate (SDS) induced changes in propensity and kinetics of α-lactalbumin fibrillation. Int J Biol Macromol 2015; 81:754-8. [PMID: 26358551 DOI: 10.1016/j.ijbiomac.2015.09.007] [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: 05/30/2015] [Revised: 09/02/2015] [Accepted: 09/04/2015] [Indexed: 11/21/2022]
Abstract
Understanding surfactants induced changes on protein folding, aggregation, and fibrillation has a lot of implications in their laboratory and industrial applications. The effect of an anionic surfactant, sodium dodecyl sulphate (SDS), on fibrillation of an acidic protein α-lactalbumin (α-LA) at neutral pH condition was investigated. SDS at lower concentrations increased the lag time by nearly two-fold whereas the fibril elongation rate was not significantly altered. At the concentrations above 0.2mM, SDS lengthened the lag time by many-fold (∼60), but fibril elongation was accelerated by 3-6 fold. At the concentrations above 2mM, SDS inhibited α-LA fibrillation and led it to the formation of amorphous aggregates. These results were compared with the effect of SDS on the fibrillation of lysozyme, a basic protein. Though fibril inhibition was observed on both the proteins at the micellar concentrations of SDS, there were differences in the effect on lag time and elongation rate at the lower concentrations of SDS. This suggests that the inhibition of protein fibrillation by SDS-micelles might be a common mechanism irrespective of the surface charges on protein.
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9
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Sharma GS, Mittal S, Singh LR. Effect of Dextran 70 on the thermodynamic and structural properties of proteins. Int J Biol Macromol 2015; 79:86-94. [DOI: 10.1016/j.ijbiomac.2015.04.051] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2015] [Revised: 04/20/2015] [Accepted: 04/22/2015] [Indexed: 01/21/2023]
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10
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Mittal S, Singh LR. Macromolecular crowding induces holo α-lactalbumin aggregation by converting to its apo form. PLoS One 2014; 9:e114029. [PMID: 25437004 PMCID: PMC4250181 DOI: 10.1371/journal.pone.0114029] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2014] [Accepted: 11/04/2014] [Indexed: 12/04/2022] Open
Abstract
Macromolecular crowding has been shown to have an exacerbating effect on the aggregation propensity of amyloidogenic proteins; while having an inhibitory effect on the non-amyloidogenic proteins. However, the results concerning aggregation propensity of non-amyloidogenic proteins have not been convincing due to the contrasting effect on holo-LA, which despite being a non-amyloidogenic protein was observed to aggregate under crowded conditions. In the present study, we have extensively characterized the crowding-induced holo-LA aggregates and investigated the possible mechanism responsible for the aggregation process. We discovered that macromolecular crowding reduces the calcium binding affinity of holo-LA resulting in the formation of apo-LA (the calcium-depleted form of holo-LA) leading to aggregate formation. Another finding is that calcium acts as a chaperone capable of inhibiting and dissociating crowding-induced holo-LA aggregates. The study has a direct implication to Alzheimer Disease as the results invoke a new mechanism to prevent Aβ fibrillation.
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Affiliation(s)
- Shruti Mittal
- Dr. B. R. Ambedkar Center for Biomedical Research, University of Delhi, Delhi, India
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11
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Denatured state structural property determines protein stabilization by macromolecular crowding: a thermodynamic and structural approach. PLoS One 2013; 8:e78936. [PMID: 24265729 PMCID: PMC3827121 DOI: 10.1371/journal.pone.0078936] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2013] [Accepted: 09/26/2013] [Indexed: 11/19/2022] Open
Abstract
Understanding of protein structure and stability gained to date has been acquired through investigations made under dilute conditions where total macromolecular concentration never surpasses 10 g l−1. However, biological macromolecules are known to evolve and function under crowded intracellular environments that comprises of proteins, nucleic acids, ribosomes and carbohydrates etc. Crowded environment is known to result in altered biological properties including thermodynamic, structural and functional aspect of macromolecules as compared to the macromolecules present in our commonly used experimental dilute buffers (for example, Tris HCl or phosphate buffer). In this study, we have investigated the thermodynamic and structural consequences of synthetic crowding agent (Ficoll 70) on three different proteins (Ribonuclease-A, lysozyme and holo α-lactalbumin) at different pH values. We report here that the effect of crowding is protein dependent in terms of protein thermal stability and structure. We also observed that the structural characteristics of the denatured state determines if crowding will have an effect or not on the protein stability.
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12
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Kramer RM, Shende VR, Motl N, Pace CN, Scholtz JM. Toward a molecular understanding of protein solubility: increased negative surface charge correlates with increased solubility. Biophys J 2012; 102:1907-15. [PMID: 22768947 DOI: 10.1016/j.bpj.2012.01.060] [Citation(s) in RCA: 221] [Impact Index Per Article: 18.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2011] [Revised: 01/14/2012] [Accepted: 01/30/2012] [Indexed: 10/28/2022] Open
Abstract
Protein solubility is a problem for many protein chemists, including structural biologists and developers of protein pharmaceuticals. Knowledge about how intrinsic factors influence solubility is limited due to the difficulty of obtaining quantitative solubility measurements. Solubility measurements in buffer alone are difficult to reproduce, because gels or supersaturated solutions often form, making it impossible to determine solubility values for many proteins. Protein precipitants can be used to obtain comparative solubility measurements and, in some cases, estimations of solubility in buffer alone. Protein precipitants fall into three broad classes: salts, long-chain polymers, and organic solvents. Here, we compare the use of representatives from two classes of precipitants, ammonium sulfate and polyethylene glycol 8000, by measuring the solubility of seven proteins. We find that increased negative surface charge correlates strongly with increased protein solubility and may be due to strong binding of water by the acidic amino acids. We also find that the solubility results obtained for the two different precipitants agree closely with each other, suggesting that the two precipitants probe similar properties that are relevant to solubility in buffer alone.
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Affiliation(s)
- Ryan M Kramer
- Department of Biochemistry and Biophysics, Texas A&M Health Science Center, Texas A&M University, College Station, Texas, USA
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13
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Santos MJ, Teixeira JA, Rodrigues LR. Fractionation of the major whey proteins and isolation of β-Lactoglobulin variants by anion exchange chromatography. Sep Purif Technol 2012. [DOI: 10.1016/j.seppur.2012.02.030] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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14
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Aghera N, Earanna N, Udgaonkar JB. Equilibrium unfolding studies of monellin: the double-chain variant appears to be more stable than the single-chain variant. Biochemistry 2011; 50:2434-44. [PMID: 21351752 DOI: 10.1021/bi101955f] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
To improve our understanding of the contributions of different stabilizing interactions to protein stability, including that of residual structure in the unfolded state, the small sweet protein monellin has been studied in both its two variant forms, the naturally occurring double-chain variant (dcMN) and the artificially created single-chain variant (scMN). Equilibrium guanidine hydrochloride-induced unfolding studies at pH 7 show that the standard free energy of unfolding, ΔG°(U), of dcMN to unfolded chains A and B and its dependence on guanidine hydrochloride (GdnHCl) concentration are both independent of protein concentration, while the midpoint of unfolding has an exponential dependence on protein concentration. Hence, the unfolding of dcMN like that of scMN can be described as two-state unfolding. The free energy of dissociation, ΔG°(d), of the two free chains, A and B, from dcMN, as measured by equilibrium binding studies, is significantly lower than ΔG°(U), apparently because of the presence of residual structure in free chain B. The value of ΔG°(U), at the standard concentration of 1 M, is found to be ∼5.5 kcal mol(-1) higher for dcMN than for scMN in the range from pH 4 to 9, over which unfolding appears to be two-state. Hence, dcMN appears to be more stable than scMN. It seems that unfolded scMN is stabilized by residual structure that is absent in unfolded dcMN and/or that native scMN is destabilized by strain that is relieved in native dcMN. The value of ΔG°(U) for both protein variants decreases with an increase in pH from 4 to 9, apparently because of the thermodynamic coupling of unfolding to the protonation of a buried carboxylate side chain whose pK(a) shifts from 4.5 in the unfolded state to 9 in the native state. Finally, it is shown that although the thermodynamic stabilities of dcMN and scMN are very different, their kinetic stabilities with respect to unfolding in GdnHCl are very similar.
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Affiliation(s)
- Nilesh Aghera
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore 560065, India
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15
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Dynamic and supramolecular organisation of α-lactalbumin/lysozyme microspheres: A microscopic study. Biophys Chem 2010; 146:30-5. [DOI: 10.1016/j.bpc.2009.10.001] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2009] [Revised: 10/02/2009] [Accepted: 10/04/2009] [Indexed: 11/23/2022]
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16
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Pettersson-Kastberg J, Mossberg AK, Trulsson M, Yong YJ, Min S, Lim Y, O'Brien JE, Svanborg C, Mok KH. α-Lactalbumin, Engineered to be Nonnative and Inactive, Kills Tumor Cells when in Complex with Oleic Acid: A New Biological Function Resulting from Partial Unfolding. J Mol Biol 2009; 394:994-1010. [DOI: 10.1016/j.jmb.2009.09.026] [Citation(s) in RCA: 58] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2009] [Revised: 08/18/2009] [Accepted: 09/14/2009] [Indexed: 11/28/2022]
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17
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Abstract
The stability of camel α-lactalbumin (α-la) against heat denaturation was measured, using circular dichroism (CD) and fluorescence spectroscopy, as well as differential scanning calorimetry (DSC). The experiments were performed in the presence of saturating concentrations of calcium as well as in the presence of EDTA, yielding to the apo form of α-la. The change in heat capacity (ΔCp) suggests a greater contribution of hydrophobic interactions to the stability of holo camel α-la than in its bovine counterpart. Overall the results obtained in this study suggest a greater stability of camel α-la than the bovine protein in both holo and apo states. Also CD experiments showed similar secondary structure for camel and bovine α-la and secondary structure of camel α-la was better preserved than that of bovine α-la during heat denaturation. The differences in thermal stability between the proteins from two species can be primarily ascribed to the difference in the quantity of hydrophobic interactions involved in their folding.
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18
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Large-scale modulation of thermodynamic protein folding barriers linked to electrostatics. Proc Natl Acad Sci U S A 2008; 105:8625-30. [PMID: 18550823 DOI: 10.1073/pnas.0709881105] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Protein folding barriers, which range from zero to the tens of RT that result in classical two-state kinetics, are primarily determined by protein size and structural topology [Plaxco KW, Simons KT, Baker D (1998) J Mol Biol 277:985-994]. Here, we investigate the thermodynamic folding barriers of two relatively large proteins of the same size and topology: bovine alpha-lactalbumin (BLA) and hen-egg-white lysozyme (HEWL). From the analysis of differential scanning calorimetry experiments with the variable-barrier model [Muñoz V, Sanchez-Ruiz JM (2004) Proc Natl Acad Sci USA 101:17646-17651] we obtain a high barrier for HEWL and a marginal folding barrier for BLA. These results demonstrate a remarkable tuning range of at least 30 kJ/mol (i.e., five to six orders of magnitude in population) within a unique protein scaffold. Experimental and theoretical analyses on these proteins indicate that the surprisingly small thermodynamic folding barrier of BLA arises from the stabilization of partially unfolded conformations by electrostatic interactions. Interestingly, there is clear reciprocity between the barrier height and the biological function of the two proteins, suggesting that the marginal barrier of BLA is a product of natural selection. Electrostatic surface interactions thus emerge as a mechanism for the modulation of folding barriers in response to special functional requirements within a given structural fold.
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Nigen M, Croguennec T, Madec MN, Bouhallab S. Apo alpha-lactalbumin and lysozyme are colocalized in their subsequently formed spherical supramolecular assembly. FEBS J 2007; 274:6085-93. [PMID: 17970750 DOI: 10.1111/j.1742-4658.2007.06130.x] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
We have reported previously that the calcium-depleted form of bovine alpha-lactalbumin (apo alpha-LA) interacts with hen egg-white lysozyme (LYS) to form spherical supramolecular structures. These supramolecular structures contain an equimolar ratio of the two proteins. We further explore here the organization of these structures. The spherical morphology and size of the assembled LYS/apo alpha-LA supramolecular structures were demonstrated using confocal scanning laser microscopy and scanning electron microscopy. From confocal scanning laser microscopy experiments with labelled proteins, it was found that LYS and apo alpha-LA were perfectly colocalized and homogeneously distributed throughout the entire three-dimensional structure of the microspheres formed. The spatial colocalization of the two proteins was also confirmed by the occurrence of a fluorescence resonance energy transfer phenomenon between labelled apo alpha-LA and labelled LYS. Polarized light microscopy analysis revealed that the microspheres formed differ from spherulites, a higher order semicrystalline structure. As the molecular mechanism initiating the formation of these microspheres is still unknown, we discuss the potential involvement of a LYS/apo alpha-LA heterodimer as a starting block for such a supramolecular assembly.
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20
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Sánchez IE, Tejero J, Gómez-Moreno C, Medina M, Serrano L. Point mutations in protein globular domains: contributions from function, stability and misfolding. J Mol Biol 2006; 363:422-32. [PMID: 16978645 DOI: 10.1016/j.jmb.2006.08.020] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2006] [Revised: 07/25/2006] [Accepted: 08/08/2006] [Indexed: 11/25/2022]
Abstract
Several contrasting hypotheses have been formulated about the influence of functional and conformational properties, like stability and avoidance of misfolding, on the evolution of protein globular domains. Selection at functional sites has been suggested to be detrimental to stability or coupled to it. Avoidance of misfolding may be achieved by discarding misfolding-prone sequences or by maintaining a stable native state and thus destabilizing partially or fully unfolded states from which misfolding can take place. We have performed a hierarchical analysis of a large database of point mutations to dissect the relative contributions of function, stability and misfolding in the evolution of natural sequences. We show that at catalytic sites, selection for function overrules selection for stability but find no evidence for an anticorrelation between function and stability. Selection for stability plays a secondary role at binding sites, but is not fully coupled to selection for function. Remarkably, we did not find a selective pressure against misfolding-prone sequences in globular proteins at the level of individual positions. We suggest that such a selection would compromise native-state stability due to a correlation between the stabilities of native and misfolded states. Stabilization of the native state is the most frequent way in which natural proteins avoid misfolding.
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Affiliation(s)
- I E Sánchez
- European Molecular Biology Laboratory, Meyerhofstrasse 1, 69117 Heidelberg, Germany.
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21
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Permyakov SE, Makhatadze GI, Owenius R, Uversky VN, Brooks CL, Permyakov EA, Berliner LJ. How to improve nature: study of the electrostatic properties of the surface of alpha-lactalbumin. Protein Eng Des Sel 2005; 18:425-33. [PMID: 16093284 DOI: 10.1093/protein/gzi051] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
It was recently shown that alpha-lactalbumin interacts with histones and simple models of histone proteins such as positively charged polyamino acids, suggesting that some fundamental aspects of the protein surface electrostatics may come into play. In the present work, the energies of charge-charge interaction in apo- and Ca(2+)-loaded alpha-lactalbumin were calculated using a Tanford-Kirkwood algorithm with either solvent accessibility correction or using a finite difference Poisson-Boltzmann method. The analysis revealed two major regions of alpha-lactalbumin that possessed highly unfavorable electrostatic potentials: (a) the Ca(2+)-binding loop and its neighboring residues and (b) the N-terminal region of the protein. Several individual mutants were prepared to neutralize specific individual surface acidic amino acids at both the N-terminus and Ca(2+)-binding loop of bovine alpha-lactalbumin. These mutants were characterized by intrinsic fluorescence, differential scanning microcalorimetry and circular dichroism. The structural and thermodynamic data agree in every case with the theoretical predictions, confirming that the N-terminal region is very sensitive to changes in charge. For example, desMet D14N mutation destabilizes protein and decreases its calcium affinity. On the other hand, desMet E1M and desMet D37N substitutions increase the thermal stability and calcium affinity. The Met E1Q is characterized by a marked increase in protein stability, whereas desMet E7Q and desMet E11L display a slight increase in calcium affinity and thermal stability. Examination of the unfavorable energy contributed by Glu1 and the energetically favorable consequences of neutralizing this residue suggests that nature may have made an error with bovine alpha-lactalbumin from the viewpoint of stabilizing structure and conformation.
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Affiliation(s)
- Serge E Permyakov
- Institute for Biological Instrumentation, Russian Academy of Sciences, Pushchino, Moscow Region, Russia
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22
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Halskau O, Underhaug J, Frøystein NA, Martínez A. Conformational flexibility of alpha-lactalbumin related to its membrane binding capacity. J Mol Biol 2005; 349:1072-86. [PMID: 15913646 DOI: 10.1016/j.jmb.2005.04.020] [Citation(s) in RCA: 35] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2005] [Revised: 04/04/2005] [Accepted: 04/12/2005] [Indexed: 10/25/2022]
Abstract
Different folding states of the small, globular milk protein bovine alpha-lactalbumin (BLA) induced by the anionic surfactant sodium dodecylsulphate (SDS) have been examined by fluorescence spectroscopy, CD and NMR. The solution structure of the protein in the absence of SDS was also determined, indicating fluidity even under native conditions. BLA is partly denatured to a molten globule (MG)-like state by micromolar concentrations of SDS, and the transitions from native to MG-like state are dependent on pH, the protein being more sensitive to the surfactant at pH 6.5. As indicated by measurements of the intrinsic emission fluorescence, the tertiary structure disappears at lower concentrations of SDS than most of the secondary structure, as estimated from CD data. The MG-like state induced by low concentrations of SDS is not observable by NMR, and is probably fluctuating and/or aggregating. At higher concentrations of SDS above the critic concentration of micelles, an NMR-observable state reappears. This micelle-associated conformer was partially assigned, and found to bear strong resemblance to the acid-tri-fluoroethanol state, retaining weakened versions of the A and C helix of native BLA. We discuss the results in terms of the inherent flexibility of the protein, and its ability to form multiple folding states and to bind to membranes. Also, we propose that proteins with stable MG-like conformers can have these states stabilized by low levels of compounds with surfactant properties in vivo.
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Affiliation(s)
- Oyvind Halskau
- Department of Biomedicine, University of Bergen, Jonas Lies vei 91, 5009 Bergen, Norway
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23
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Vanhooren A, Chedad A, Farkas V, Majer Z, Joniau M, Van Dael H, Hanssens I. Tryptophan to phenylalanine substitutions allow differentiation of short- and long-range conformational changes during denaturation of goat α-lactalbumin. Proteins 2005; 60:118-30. [PMID: 15861407 DOI: 10.1002/prot.20496] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
To test the occurrence of local particularities during the unfolding of Ca2+-loaded goat alpha-lactalbumin (GLA) we replaced Trp60 and -118, either one or both, by Phe. In contrast with alternative studies, our recombinant alpha-lactalbumins are expressed in Pichia pastoris and do not contain the extra N-terminal methionine. The substitution of Trp60 leads to a reduction of the global stability. The effect of the Trp118Phe substitution on the conformation and stability of the mutant, however, is negligible. Comparison of the fluorescence spectra of these mutants makes clear that Trp60 and -118 are strongly quenched in the native state. They both contribute to the quenching of Trp26 and -104 emission. By the interplay of these quenching effects, the fluorescence intensity changes upon thermal unfolding of the mutants behave very differently. This is the reason for a discrepancy of the apparent transition temperatures derived from the shift of the emission maxima (Tm,Fl lambda) and those derived from DSC (Tm,DSC). However, the transition temperatures derived from fluorescence intensity (Tm,Fl int) and from DSC (Tm,DSC), respectively, are quite similar, and thus, no local rearrangements are observed upon heat-induced unfolding. At room temperature, the occurrence of specific local rearrangements upon GdnHCl-induced denaturation of the different mutants is deduced from the apparent free energies of their transition state obtained from stopped-flow fluorescence measurements. By phi-value analysis it appears that, while the surroundings of Trp118 are exposed in the kinetic transition state, the surroundings of Trp60 remain native.
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Affiliation(s)
- Ann Vanhooren
- Interdisciplinary Research Center, Katholieke Universiteit Leuven Campus Kortrijk, Kortrijk, Belgium
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24
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McGuffey MK, Epting KL, Kelly RM, Foegeding EA. Denaturation and aggregation of three alpha-lactalbumin preparations at neutral pH. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2005; 53:3182-3190. [PMID: 15826076 DOI: 10.1021/jf048863p] [Citation(s) in RCA: 52] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
The denaturation and aggregation of reagent-grade (Sigmaalpha-La), ion-exchange chromatography purified (IEXalpha-La), and a commercial-grade (Calpha-La) alpha-lactalbumin were studied with differential scanning calorimetry (DSC), polyacrylamide gel electrophoresis, and turbidity measurement. All three preparations had similar thermal denaturation temperatures with an average of 63.7 degrees C. Heating pure preparations of alpha-lactalbumin produced three non-native monomer species and three distinct dimer species. This phenomenon was not observed in Calpha-La. Turbidity development at 95 degrees C (tau95 degrees C) indicated that pure preparations rapidly aggregate at pH 7.0, and evidence suggests that hydrophobic interactions drove this phenomenon. The Calpha-La required 4 times the phosphate or excess Ca2+ concentrations to develop a similar tau95 degrees C to the pure preparations and displayed a complex pH-dependent tau95 degrees C behavior. Turbidity development dramatically decreased when the heating temperature was below 95 degrees C. A mechanism is provided, and the interrelationship between specific electrostatic interactions and hydrophobic attraction, in relation to the formation of disulfide-bonded products, is discussed.
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Affiliation(s)
- Matthew K McGuffey
- Department of Food Science, Southeast Dairy Foods Research Center, North Carolina State University, 236 Schaub Hall, Raleigh, North Carolina 27695-7624, USA
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25
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Bordner AJ, Abagyan RA. Large-scale prediction of protein geometry and stability changes for arbitrary single point mutations. Proteins 2004; 57:400-13. [PMID: 15340927 DOI: 10.1002/prot.20185] [Citation(s) in RCA: 94] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
We have developed a method to both predict the geometry and the relative stability of point mutants that may be used for arbitrary mutations. The geometry optimization procedure was first tested on a new benchmark of 2141 ordered pairs of X-ray crystal structures of proteins that differ by a single point mutation, the largest data set to date. An empirical energy function, which includes terms representing the energy contributions of the folded and denatured proteins and uses the predicted mutant side chain conformation, was fit to a training set consisting of half of a diverse set of 1816 experimental stability values for single point mutations in 81 different proteins. The data included a substantial number of small to large residue mutations not considered by previous prediction studies. After removing 22 (approximately 2%) outliers, the stability calculation gave a standard deviation of 1.08 kcal/mol with a correlation coefficient of 0.82. The prediction method was then tested on the remaining half of the experimental data, giving a standard deviation of 1.10 kcal/mol and covariance of 0.66 for 97% of the test set. A regression fit of the energy function to a subset of 137 mutants, for which both native and mutant structures were available, gave a prediction error comparable to that for the complete training set with predicted side chain conformations. We found that about half of the variation is due to conformation-independent residue contributions. Finally, a fit to the experimental stability data using these residue parameters exclusively suggests guidelines for improving protein stability in the absence of detailed structure information.
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Affiliation(s)
- A J Bordner
- The Scripps Research Institute, 10550 North Torrey Pines Rd., Mail TPC-28, San Diego, California, USA.
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26
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Mizuguchi M, Kobashigawa Y, Kumaki Y, Demura M, Kawano K, Nitta K. Effects of a helix substitution on the folding mechanism of bovine alpha-lactalbumin. Proteins 2002; 49:95-103. [PMID: 12211019 DOI: 10.1002/prot.10185] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
The structure, stability, and unfolding-refolding kinetics of a chimeric protein, in which the amino acid sequence of the flexible loop region (residues 105-110) comes from equine lysozyme and the remainder of the sequence comes from bovine alpha-lactalbumin were studied by circular dichroism spectroscopy and stopped-flow measurements, and the results were compared with those of bovine alpha-lactalbumin. The substitution of the flexible loop in bovine alpha-lactalbumin with the helix D of equine lysozyme destabilizes the molten globule state, although the native state is significantly stabilized by substitution of the flexible loop region. The kinetic refolding and unfolding experiments showed that the chimeric protein refolds significantly faster and unfolds substantially slower than bovine alpha-lactalbumin. To characterize the transition state between the molten globule and the native states, we investigated the guanidine hydrochloride concentration dependence of the rate constants of refolding and unfolding. Despite the significant differences in the stabilities of both the molten globule and native states between the chimeric protein and bovine alpha-lactalbumin, the free energy level of the transition state is not affected by the amino acid substitution in the flexible loop region. Our results suggest that the destabilization in the molten globule state of the chimeric protein is caused by the disruption of the non-native interaction in the flexible loop region and that the disruption of the non-native interaction reduces the free energy barrier of refolding. We conclude that the non-native interaction in the molten globule state may act as a kinetic trap for the folding of alpha-lactalbumin.
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Affiliation(s)
- Mineyuki Mizuguchi
- Division of Biological Sciences, Graduate School of Science, Hokkaido University, Sapporo, Japan
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27
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Engel MFM, van Mierlo CPM, Visser AJWG. Kinetic and structural characterization of adsorption-induced unfolding of bovine alpha -lactalbumin. J Biol Chem 2002; 277:10922-30. [PMID: 11782453 DOI: 10.1074/jbc.m106005200] [Citation(s) in RCA: 83] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Conformational changes of bovine alpha-lactalbumin induced by adsorption on a hydrophobic interface are studied by fluorescence and circular dichroism spectroscopy. Adsorption of bovine alpha-lactalbumin on hydrophobic polystyrene nanospheres induces a non-native state of the protein, which is characterized by preserved secondary structure, lost tertiary structure, and release of calcium. This partially denatured state therefore resembles a molten globule state, which is an intermediate in the folding of bovine alpha-lactalbumin. Stopped-flow fluorescence spectroscopy reveals two kinetic phases during adsorption with rate constants k(1) approximately 50 s(-1) and k(2) approximately 8 s(-1). The rate of partial unfolding is remarkably fast and even faster than unfolding induced by the addition of 5.4 m guanidinium hydrochloride to native alpha-lactalbumin. The large unfolding rates exclude the possibility that unfolding of bovine alpha-lactalbumin to the intermediate state occurs before adsorption takes place. Stopped-flow fluorescence anisotropy experiments show that adsorption of bovine alpha-lactalbumin on polystyrene nanospheres occurs within the dead time (15 ms) of the experiment. This shows that the kinetic processes as determined by stopped-flow fluorescence spectroscopy are not affected by diffusion or association processes but are solely caused by unfolding of bovine alpha-lactalbumin induced by adsorption on the polystyrene surface. A scheme is presented that incorporates the results obtained and describes the adsorption of bovine alpha-lactalbumin.
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Affiliation(s)
- Maarten F M Engel
- Laboratory of Biochemistry, Wageningen University, Dreijenlaan 3, Wageningen, The Netherlands.
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28
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Mizejewski GJ. Alpha-fetoprotein structure and function: relevance to isoforms, epitopes, and conformational variants. Exp Biol Med (Maywood) 2001; 226:377-408. [PMID: 11393167 DOI: 10.1177/153537020122600503] [Citation(s) in RCA: 173] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
Mammalian alpha-fetoprotein (AFP) is classified as a member of the albuminoid gene superfamily consisting of albumin, AFP, vitamin D (Gc) protein, and alpha-albumin. Molecular variants of AFP have long been reported in the biomedical literature. Early studies identified isoelectric pH isoforms and lectin-binding variants of AFP, which differed in their physicochemical properties, but not in amino acid composition. Genetic variants of AFP, differing in mRNA kilobase length, were later extensively described in rodent models during fetal/perinatal stages, carcinogenesis, and organ regeneration. With the advent of monoclonal antibodies in the early 1980s, multiple antigenic epitopes on native AFP were detected and categorized, culminating in the identification of six to seven major epitopes. During this period, various AFP-binding proteins and receptors were reported to inhibit certain AFP immunoreactions. Concomittantly, human and rodent AFP were cloned and the amino acid sequences of the translated proteins were divulged. Once the amino acid composition of the AFP molecule was known, enzymatic fragments could be identified and synthetic peptide segments synthesized. Following discovery of the molten globule form in 1981, the existence of transitory, intermediate forms of AFP were acknowledged and their physiological significance was realized. In the present review, the various isoforms and variants of AFP are discussed in light of their potential biological relevance.
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Affiliation(s)
- G J Mizejewski
- Division of Molecular Medicine, Wadsworth Center, New York State Department of Health, Albany 12201, USA.
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