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Thormann W, Mosher RA. Dynamic computer simulations of electrophoresis: 2010-2020. Electrophoresis 2021; 43:10-36. [PMID: 34287996 PMCID: PMC9292373 DOI: 10.1002/elps.202100191] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 07/12/2021] [Accepted: 07/15/2021] [Indexed: 02/05/2023]
Abstract
The transport of components in liquid media under the influence of an applied electric field can be described with the continuity equation. It represents a nonlinear conservation law that is based upon the balance laws of continuous transport processes and can be solved in time and space numerically. This procedure is referred to as dynamic computer simulation. Since its inception four decades ago, the state of dynamic computer simulation software and its use has progressed significantly. Dynamic models are the most versatile tools to explore the fundamentals of electrokinetic separations and provide insights into the behavior of buffer systems and sample components of all electrophoretic separation methods, including moving boundary electrophoresis, CZE, CGE, ITP, IEF, EKC, ACE, and CEC. This article is a continuation of previous reviews (Electrophoresis 2009, 30, S16–S26 and Electrophoresis 2010, 31, 726–754) and summarizes the progress and achievements made during the 2010 to 2020 time period in which some of the existing dynamic simulators were extended and new simulation packages were developed. This review presents the basics and extensions of the three most used one‐dimensional simulators, provides a survey of new one‐dimensional simulators, outlines an overview of multi‐dimensional models, and mentions models that were briefly reported in the literature. A comprehensive discussion of simulation applications and achievements of the 2010 to 2020 time period is also included.
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Affiliation(s)
- Wolfgang Thormann
- Institute for Infectious Diseases, University of Bern, Bern, Switzerland
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Thormann W, Mosher RA. Instabilities of the pH gradient in carrier ampholyte-based isoelectric focusing: Elucidation of the contributing electrokinetic processes by computer simulation. Electrophoresis 2020; 42:814-833. [PMID: 33184847 DOI: 10.1002/elps.202000269] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 10/22/2020] [Accepted: 11/05/2020] [Indexed: 11/05/2022]
Abstract
Electrokinetic processes that lead to pH gradient instabilities in carrier ampholyte-based IEF are reviewed. In addition to electroosmosis, there are four of electrophoretic nature, namely (i) the stabilizing phase with the plateau phenomenon, (ii) the gradual isotachophoretic loss of carrier ampholytes at the two column ends in presence of electrode solutions, (iii) the inequality of the mobilities of positively and negatively charged species of ampholytes, and (iv) the continuous penetration of carbonate from the catholyte into the focusing column. The impact of these factors to cathodic and anodic drifts was analyzed by simulation of carrier ampholyte-based focusing in closed and open columns. Focusing under realistic conditions within a 5 cm long capillary in which three amphoteric low molecular mass dyes were focused in a pH 3-10 gradient formed by 140 carrier ampholytes was investigated. In open columns, electroosmosis displaces the entire gradient toward the cathode or anode whereas the electrophoretic processes act bidirectionally with a transition around pH 4 (drifts for pI > 4 and pI < 4 typically toward the cathode and anode, respectively). The data illustrate that focused zones of carrier ampholytes have an electrophoretic flux and that dynamic simulation can be effectively used to assess the magnitude of each of the electrokinetic destabilizing factors and the resulting drift for a combination of these effects. Predicted drifts of focused marker dyes are compared to those observed experimentally in a setup with coated capillary and whole column optical imaging.
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Affiliation(s)
- Wolfgang Thormann
- Institute for Infectious Diseases, University of Bern, Bern, Switzerland
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Mikkonen S, Thormann W, Emmer Å. Computer simulations of sample preconcentration in carrier-free systems and isoelectric focusing in microchannels using simple ampholytes. Electrophoresis 2015; 36:2386-95. [PMID: 26036978 DOI: 10.1002/elps.201500120] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2015] [Revised: 04/27/2015] [Accepted: 05/12/2015] [Indexed: 01/05/2023]
Abstract
In this work, electrophoretic preconcentration of protein and peptide samples in microchannels was studied theoretically using the 1D dynamic simulator GENTRANS, and experimentally combined with MS. In all configurations studied, the sample was uniformly distributed throughout the channel before power application, and driving electrodes were used as microchannel ends. In the first part, previously obtained experimental results from carrier-free systems are compared to simulation results, and the effects of atmospheric carbon dioxide and impurities in the sample solution are examined. Simulation provided insight into the dynamics of the transport of all components under the applied electric field and revealed the formation of a pure water zone in the channel center. In the second part, the use of an IEF procedure with simple well defined amphoteric carrier components, i.e. amino acids, for concentration and fractionation of peptides was investigated. By performing simulations a qualitative description of the analyte behavior in this system was obtained. Neurotensin and [Glu1]-Fibrinopeptide B were separated by IEF in microchannels featuring a liquid lid for simple sample handling and placement of the driving electrodes. Component distributions in the channel were detected using MALDI- and nano-ESI-MS and data were in agreement with those obtained by simulation. Dynamic simulations are demonstrated to represent an effective tool to investigate the electrophoretic behavior of all components in the microchannel.
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Affiliation(s)
- Saara Mikkonen
- Department of Chemistry, Analytical Chemistry, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Wolfgang Thormann
- Clinical Pharmacology Laboratory, Institute for Infectious Diseases, University of Bern, Bern, Switzerland
| | - Åsa Emmer
- Department of Chemistry, Analytical Chemistry, KTH Royal Institute of Technology, Stockholm, Sweden
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Marengo E, Robotti E. A new algorithm for the simulation of SDS 2D-PAGE datasets. Methods Mol Biol 2012; 869:407-425. [PMID: 22585505 DOI: 10.1007/978-1-61779-821-4_34] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
This chapter describes a new software for the generation of simulated realistic sodium dodecyl sulfate two-dimensional polyacrylamide gel electrophoresis (SDS 2D-PAGE) images. In order to choose the simulation strategy to provide realistic 2D-PAGE maps the statistical characteristics of such images were taken into account, such as the distributions of sizes, intensities, and volumes of the spots. Also, the low reproducibility typical of replicated SDS 2D-PAGE maps of the same sample was simulated. This approach can be used to generate simulated datasets useful in the development and performance evaluation of new classification and/or image analysis algorithms applied to two-dimensional electrophoresis datasets, given the usually small number of experimental replications available.
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Affiliation(s)
- Emilio Marengo
- Department of Sciences and Technological Innovation, University of Eastern Piedmont, Alessandria, Italy.
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Thormann W, Breadmore MC, Caslavska J, Mosher RA. Dynamic computer simulations of electrophoresis: A versatile research and teaching tool. Electrophoresis 2010; 31:726-54. [DOI: 10.1002/elps.200900613] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Thormann W, Caslavska J, Breadmore MC, Mosher RA. Dynamic computer simulations of electrophoresis: Three decades of active research. Electrophoresis 2009; 30 Suppl 1:S16-26. [DOI: 10.1002/elps.200900058] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Righetti PG. TheAlpher, Bethe andGamow of IEF, the alpha-Centaury of electrokinetic methodologies. Part II: Immobilized pH gradients. Electrophoresis 2007; 28:545-55. [PMID: 17304493 DOI: 10.1002/elps.200600256] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The present review (a follow up of Electrophoresis 2006, 27, 923-938 on conventional IEF) highlights the developmental steps of the IPG technology, from a nebulous start limiting the technique to just 1 pH unit intervals up to the description of extended pH gradients, encompassing as much as 8.5 pH units. Although computer algorithms had been developed for optimizing recipes so as to obtain the most precise and most linear pH gradients, it was also realized that nonlinear pH intervals, covering the pH 3-10 range, would be extremely beneficial in 2-D map analysis, since they would follow the pI distribution of proteins in living systems. The synthesis of a number of Immobiline chemicals (the acrylamido weak acids and bases meant to be incorporated into the nascent polyacrylamide chains) is also reported. The review ends with preparative aspects of IPGs, with the introduction of multicompartment electrolyzers with Immobiline membranes.
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Affiliation(s)
- Pier Giorgio Righetti
- Politecnico di Milano, Department of Chemistry, Materials and Engineering Chemistry Giulio Natta, Milano, Italy.
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Sebastiano R, Simó C, Mendieta ME, Antonioli P, Citterio A, Cifuentes A, Peltre G, Righetti PG. Mass distribution and focusing properties of carrier ampholytes for isoelectric focusing: I. Novel and unexpected results. Electrophoresis 2006; 27:3919-34. [PMID: 16991205 DOI: 10.1002/elps.200600170] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
In an attempt to prepare quasi-isoelectric buffers as BGEs for CE, carrier ampholytes (CAs) (Ampholine, pH 7-9; Servalyt, pH 7-9; Bio-Lyte, pH 8-10 and Pharmalyte, pH 8-10.5) have been subdivided with the Rotofor into 20 fractions, of ca. 0.1 pH unit span, whose composition has been studied by CZE-MS. The results have allowed identifying the number of different molecular mass compounds present in every commercial brand, as well as the number of isoforms (having identical mass, but representing positional isomers) associated with a given M(r) value. Ampholine is composed of 29 species, for a total of 85 different isoforms; Bio-Lyte is made of 43 compounds, for a total of 136 isoforms; Pharmalyte comprises 58 different M(r) chemicals, for a total of 102 isoforms and Servalyt is constituted by 65 species, for a total of 306 compounds (all of these values to be considered as minimum numbers, as detected by the present methodology). Surprisingly, and contrary to theory, a very large proportion (up to 70%) of these species are 'poor carrier ampholytes', in that they are unable to focus and are evenly distributed along the generated pH gradient in the electric field. Paradoxically, the pH gradient is created and sustained by the minority of species (30% for three brands, up to 50% for Pharmalyte) that appear to focus at their pI position into reasonably sharp zones. Even in the narrowest pI fraction, up to 20 different compounds can be detected. It is concluded that very few amines with different useful pK values are utilized for the synthesis and that a new generation of CAs with a more diversified population of amines with proper pK values within the given pH intervals should be sought. Ampholine, the poorest of the commercial brands, appears to be still made with the original synthesis devised by Vesterberg, i.e. by reacting a concoction of oligoamines with alpha,beta-unsaturated acids.
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Affiliation(s)
- Roberto Sebastiano
- Politecnico di Milano, Department of Chemistry, Materials and Engineering Chemistry Giulio Natta, Milano, Italy
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Righetti PG. The Alpher, Bethe, Gamow of isoelectric focusing, the alpha-Centaury of electrokinetic methodologies. Part I. Electrophoresis 2006; 27:923-38. [PMID: 16440396 DOI: 10.1002/elps.200500525] [Citation(s) in RCA: 35] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The birth and evolution of IEF in conventional carrier ampholyte buffers is reviewed here, from a shaky start during World War II, via desperate attempts of Svensson to create pH gradients by stationary electrolysis of salts, to the development of the IEF theory and the solution of the steady-state equation. The remarkable synthetic process of Ampholines, as ingeniously devised by Vesterberg, is additionally recalled, with a thorough description of the fundamental properties of these amphoteric buffers, creating and maintaining the pH gradient under strong electric fields. The review ends with a mention of the major contributions of B. J. Radola to this field, namely analytical and preparative IEF in granulated Sephadex layers and the development of ultrathin IEF, in polyacrylamide gels as thin as 20-100 mum. The latter technique paved the way to DNA sequencing gels and to CZE. The symptoms of decay are here presented through the simulations of Mosher and Thormann, clearly indicating an isotachophoretic mechanism for pH gradient decay with time. The decay of IEF was the birth of IPGs.
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Affiliation(s)
- Pier Giorgio Righetti
- Politecnico di Milano, Department of Chemistry, Materials and Engineering Chemistry Giulio Natta, Milano, Italy.
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Stoyanov AV, Righetti PG. Steady-state concentration distribution of ampholytes in isoelectric focusing in a linear immobilized pH gradient. Electrophoresis 1998; 19:1596-600. [PMID: 9719532 DOI: 10.1002/elps.1150191013] [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: 11/08/2022]
Abstract
The equation of balance between electrophoretic and diffusional mass flows in the steady state of isoelectric focusing is analyzed. To create the pH gradient, a model system composed of only one Immobiline is used. The solution is found for the case of a small sample concentration, but without assumptions about linear "focusing force" and constant (linear) conductivity profiles. The effect of sample concentration on the final concentration profile is also evaluated. At high sample concentrations, it is demonstrated that the steady-state distribution is essentially non-Gaussian and results in a considerably lower concentration maximum as compared with low sample levels.
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Affiliation(s)
- A V Stoyanov
- Institute of Gene Biology, Russian Academy of Sciences, Moscow
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Stoyanov AV, Righetti PG. Fundamental properties of isoelectric buffers for capillary zone electrophoresis. J Chromatogr A 1997. [DOI: 10.1016/s0021-9673(97)00737-1] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Wasinger VC, Bjellqvist B, Humphery-Smith I. Proteomic 'contigs' of Ochrobactrum anthropi, application of extensive pH gradients. Electrophoresis 1997; 18:1373-83. [PMID: 9298651 DOI: 10.1002/elps.1150180812] [Citation(s) in RCA: 43] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
The most extensive linear pH gradients yet employed in combination with two-dimensional gel electrophoresis are described, along with their application in proteome analysis. A significant proportion of the protein compliment of bacterial species is believed to be accessible using an extended linear pH gradient of 2.3 to 11.0. Protein standards with predicted isoelectric points (pI) ranging from 3.24 to 9.56 were used to confirm focusing positions with respect to the immobilised pH gradients (IPG) prior to mapping studies of Ochrobactrum anthropi. Multiple gel images were used to construct contiguous windows of protein expression ('proteomic contigs') within 18 cm pH gradients 2.3-5, 4-7, and 6-11 in conjunction with 15% T and 7.5% T acrylamide gels, the latter being used to resolve higher molecular weight (M(r)) proteins. Each IPG had a 5 cm region of similar pH gradient overlap at pH 4-5 and pH 6-7 that was used to construct an image of protein expression characteristic of whole cell lysates. This is reminiscent of genomic sequencing initiatives whereby portions are combined to form a contiguous picture of the whole. The protein maps obtained demonstrated a means of resolving the many tens of thousands of cellular proteins likely to occur in eukaryotic systems, but also highlighted the need to further optimise protein extraction, equilibration buffers, and separation conditions of higher M(r) proteins occurring at extreme pI. Theoretical 2-D protein maps were constructed for five organisms for which the total DNA sequence is now available. In all cases, higher M(r) acidic and basic proteins were shown to be common.
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Affiliation(s)
- V C Wasinger
- Centre for Proteome Research and Gene-Product Mapping, National Innovation Centre, Eveleigh, Australia
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Stoyanov AV, Gelfi C, Righetti PG. Capillary zone electrophoresis of oligonucleotides in isoelectric buffers and against a stationary pH gradient. Electrophoresis 1997; 18:717-23. [PMID: 9194596 DOI: 10.1002/elps.1150180510] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Capillary zone electrophoresis of oligonucleotides in a background electrolyte of two different types of stationary buffers is proposed: single, isoelectric amphoteres and focused carrier ampholytes. In the first case, two zwitterionic molecules are evaluated: lysine and histidine. Although the former has a five times higher buffering power (beta) at the pI (9.74) than the latter (pI 7.47), due to the favorable delta pK value (1.6 vs. 3) and thus should be the preferred species, a new parameter for evaluating the performance of isoelectric buffers is proposed: the beta/lambda ratio, i.e., the ratio between the buffering power and its conductivity. Ideal buffers are those with the highest beta/lambda ratio, since this allows delivering very high voltage gradients with minimal Joule effects. Since the pI of Lys is situated in a pH region (9.74) where bulk water begins to conduct, whereas His has a pI close to neutrality, the beta/lambda ratio is more favorable for His than for Lys. In the second case (zone electrophoresis of oligonucleotides against a preformed pH gradient), it is shown that migration against a pH 6.5-10 Pharmalyte carrier ampholyte pH gradient offers a unique analyte resolution. This is possibly due to two effects: (i) When injected at the alkaline extreme (ca. pH 10) of the pH gradient, the oligonucleotide zones undergo a stacking effect, with consequent zone sharpening, due to modulation of their free mobility via protonation of the -OH group (enolate ion) in the hetero aromatic rings of G and T, which undergo a lactam-lactim transition. (ii) As the zones migrate down the pH gradient, they transit through a pH 6.5-8.5 zone where, for Pharmalytes, the beta/lambda ratio reaches a maximum and is constant as well. This last condition allows high voltage gradients (typically 1000 V/cm, even in 75 microm capillaries) to be delivered, thus greatly reducing the analysis time and maintaining peak sharpness, due to limited diffusion.
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Affiliation(s)
- A V Stoyanov
- Institute of Gene Biology, Russian Academy of Sciences, Moscow
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Righetti PG, Bossi A. Isoelectric focusing in immobilized pH gradients: recent analytical and preparative developments. Anal Biochem 1997; 247:1-10. [PMID: 9126363 DOI: 10.1006/abio.1997.2000] [Citation(s) in RCA: 51] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Isoelectric focusing in immobilized pH gradients (IPG), covering both analytical and preparative aspects, is here reviewed. An extensive introduction covers the development of the technique from its inception in 1982 to present day methodology, with particular emphasis on the development of computer programs able to calculate and optimize linear and nonlinear pH gradients, spanning as much as 9 pH units, from a mixture of as many as 10 different buffering ions and titrants. The unique resolving power of IPGs is illustrated with the resolution of fetal globin chains differing by an Ala/Gly substitution in residue 75, this bringing about a minute difference in pI value of only 0.001 pH units. IPG runs, performed under denaturing conditions, allow an excellent correlation between experimental and theoretical protein pIs, to the extent that outliers were found to be polypeptide chains which had undergone post-synthetic modifications. The IPG methodology allows easy interfacing with mass spectrometry, due to the fact that proteins eluted from an IPG gel are isoionic as well as isoelectric, and thus are not contaminated by any buffer ion. The review ends with an excursus on preparative aspects of IPGs: a novel apparatus, based on the principle of isoelectric, buffering membranes, allows pilot-scale purification of r-DNA proteins to extreme purity, with recovery in a liquid vein. Isoelectric membranes have a selectivity based on a continuous titration process, and thus act as isoelectric traps for individual protein species. This same preparative apparatus can be used as a novel immobilized enzyme reactor, with superior performance compared to conventional types of reactors.
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Affiliation(s)
- P G Righetti
- Department of Agricultural and Industrial Biotechnologies, University of Verona, Italy.
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Stoyanov AV, Righetti PG. pH changes in Immobiline gels due to low-molecular mass ion adsorption and conditions for salt front formation during electrophoretic desorption. Electrophoresis 1997; 18:344-8. [PMID: 9150912 DOI: 10.1002/elps.1150180308] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
A simple theoretical model of low molecular mass ion adsorption on a weak exchanger is proposed. For a system containing immobilized charges in uniform concentration the pH change values connected with neutral salt addition and followed by further washing and voltage application are evaluated. The question of stability of the moving boundary, arising in the area near the electrodes, is considered for the constant current stabilization at different values of Immobiline concentration, pK values of Immoboline and salt concentration. The threshold values of ion mobility capable of providing a sharp salt front formation are also evaluated for conditions of strong adsorption. We found that, with extremely acidic Immobilines, a sharp salt front does not arise under the latter condition, even in the case of very high Immobiline concentrations.
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Affiliation(s)
- A V Stoyanov
- Institute of Gene Biology, Russian Academy of Sciences, Moscow, Russia
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Bossi A, Righetti PG, Vecchio G, Severinsen S. Focusing of alkaline proteases (subtilisins) in pH 10-12 immobilized gradients. Electrophoresis 1994; 15:1535-40. [PMID: 7720691 DOI: 10.1002/elps.11501501221] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Isoelectric focusing in very alkaline immobilized pH gradients (IPG) was adopted for checking the purity and assessing the pI value of two strongly alkaline proteases: Savinase and Durazym. The first enzyme (known to be the most alkaline) contains 5 Asp, 5 Glu, 7 His, 7 Tyr, 5 Lys, no Cys and 8 Arg residues and should have a theoretical pI of 9.7. Yet, when focused in a pH 9-11 IPG interval, it was lost in the cathodic compartment. After repeated attempts at creating even more alkaline pH intervals, a pH 10-12 IPG range was finally optimized and proved successful in focusing both enzymes midway between the two electrodic compartments. The pI of Savinase was measured as 11.15 +/- 0.15; that of Durazym as 10.95 +/- 0.20 and that of the pI marker cytochrome c as 10.6 +/- 0.17. Both enzymes (and a number of minor components in each preparation) were proven to be active by an in situ zymogram consisting of a casein/agar overlay. The discrepancy between theoretical and experimental pI values could not be fully reconciled: when correcting for pK values of amino acids in proteins at 10 degrees C, instead of the tabulated values at 25 degrees C, the pI should increase to a value of 10. Differential UV spectra showed that ca. 1/2 Tyr are buried in the protein interior and are thus unable to contribute to surface charge. This further increases the pI value by 0.3 pH units to a value of 10.3, still quite removed from the experimentally assessed pI value (in the gel, at 10 degrees C) of 11.15.
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Affiliation(s)
- A Bossi
- Chair of Biochemistry, Faculty of Science, University of Calábria, Italy
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Bossi A, Gelfi C, Orsi A, Righetti PG. Isoelectric focusing of histones in extremely alkaline immobilized pH gradients: comparison with capillary electrophoresis. J Chromatogr A 1994. [DOI: 10.1016/s0021-9673(94)89013-7] [Citation(s) in RCA: 25] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Bossi A, Righetti PG, Chiari M. Immobilized pH gradients: new pK values of acrylamido buffers in poly(N-acryloylaminoethoxyethanol) matrices. Electrophoresis 1994; 15:1112-7. [PMID: 7859716 DOI: 10.1002/elps.11501501167] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
A novel matrix consisting of N-acryloylaminoethoxyethanol, a hydrophilic monomer extremely resistant to hydrolysis, was recently reported by Chiari et al. (Electrophoresis, 1994, 15, 177-186). When using it as a matrix for grafting immobilized pH gradients for isoelectric focusing, a shift in protein spot position was noticed. This was attributed to a shift in pK values of the Immobiline buffers when changing from the standard poly(acrylamide) to a poly(N-acryloylaminoethoxyethanol) matrix. A series of 1 pH unit gradients was constructed, where a single buffering Immobiline was used and titrated with a counterion having a pK removed by at least 3 pH units from the nearest extreme of the generated pH interval. It was noted that all compounds became weaker acids and bases, with a delta pK ranging from -0.02 to -0.06 for the acids (pK 3.6, 4.4, and 4.6) and a delta pK ranging from -0.12 tp -0.20 for the bases. The new pK values for the seven commercially available buffers are thus pK 3.6-->pK 3.58, pK 4.4-->pK 4.36, pK 4.51-->4.45, pK 6.21-->6.09, pK 7.06-->6.94, pK 8.50-->pK 8.37, and pK 9.59-->pK 9.39. These values refer to 10 degrees C in the gel phase, the first value in poly(acrylamide) and the second in poly(N-acryloylaminoethoxyethanol).
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Affiliation(s)
- A Bossi
- Chair of Biochemistry, Faculty of Pharmacy, University of Milano, Italy
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Righetti PG, Giaffreda E. Immobilized buffers for isoelectric focusing: from gradient gels to membranes. Electrophoresis 1994; 15:1040-3. [PMID: 7859705 DOI: 10.1002/elps.11501501155] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Some major improvements to a pH gradient simulator for isoelectric focusing in immobilized buffers are here described. They allow creation of graphs (giving the profiles of pH gradient, deviation from ideal shape, buffering power and ionic strength) with up to 200 increments (which, in a 1 pH unit span means mapping of pH intervals at barely 0.005 pH increments per step). In addition, for preparative purification protocols, utilizing multicompartment electrolyzers with isoelectric, buffering membranes, this modified program allows easy calculation of the precise pI value at any point along the pH gradient used for the analytical assessment of the pI values of the proteins to be purified. At the desired pH value, reached by moving the cursor along the pH gradient, a simple clicking of the mouse button allows the display of the instant Immobiline composition responsible for that pH value. The molarity ratio of the various Immobilines present at this precise point of the pH scale in fact gives the composition (with the accompanying value of buffering power and ionic strength) of the membrane to be utilized as a pH-stat in the preparative scale run. This is the only method that allows reproducible and valid scaling up from the analytical to the preparative scale.
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Affiliation(s)
- P G Righetti
- Faculty of Pharmacy, University of Milano, Italy
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Wenisch E, Schneider P, Hansen SA, Rezzonico R, Righetti PG. Isoelectric focusing in a multicompartment electrolyzer with zwitterionic membranes, exemplified by purification of glucoamylase. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1993; 27:199-213. [PMID: 8258640 DOI: 10.1016/0165-022x(93)90004-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
A highly purified preparation of glucoamylase G1 from Aspergillus niger was found, by isoelectric focusing in immobilized pH gradients, to contain a major form with a pI of 3.50 and a number of minor, more acidic and more basic contaminants. The major isoform was purified to homogeneity by recycling isoelectric focusing in a multicompartment electrolyzer, by confining this form in between two zwitterionic membranes, with pI 3.49 at the anodic side and pI 3.52 at the cathodic side. Recoveries were high (90%) and, notwithstanding the rather low operational pH, the electrosmotic flow was minimal and no protein precipitation occurred up to concentrations of 2.5 mg/ml (at the isoelectric point). The forms resolved in an analytical focusing gel were subjected to two types of in situ enzyme detections, by the glucose oxidase peroxidase (GOP) test and by the starch-iodine test. By both criteria all resolved zones exhibited enzyme activity, the GOP assay, however, following more closely the Coomassie blue stained protein profile. By computer modelling, it is shown that it is impossible to obtain linear pH gradients at such low pH values (pH 2.5-4.5 intervals) when the mixture has a low buffering power (beta = 2.0 mequiv.l-1 pH-1). When the beta power was gradually raised (beta = 4, beta = 6, beta = 8) the pH gradient became progressively linear until, in a recipe with beta = 10 mequiv.l-1 pH-1 full linearity of the pH gradient could be obtained. This is shown to be due to the substantial buffering power of bulk water in the pH 2.5-3.5 region.
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Affiliation(s)
- E Wenisch
- Institute of Applied Microbiology, School of Food and Biotechnology, University of Agriculture and Forestry, Vienna, Austria
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Giaffreda E, Tonani C, Righetti PG. pH gradient simulator for electrophoretic techniques in a windows environment. J Chromatogr A 1993. [DOI: 10.1016/0021-9673(93)80468-n] [Citation(s) in RCA: 52] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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Rilbe H. On the use of dimension-less parameters in acid-base theory. I. The buffer capacity of simple ampholyte solutions. Electrophoresis 1992; 13:811-6. [PMID: 1483421 DOI: 10.1002/elps.11501301180] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
A complete mathematical account of the buffer capacity of bivalent ampholytes is given. The consistent use of dimensionless parameters makes it possible to obtain very neat expressions and equations. Direct proof of the well-known condition K1 > or = 4 K2 is presented. Since water is also an ampholyte, its buffer capacity is considered as well.
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Sinha P, Köttgen E, Westermeier R, Righetti PG. Immobilized pH 2.5-11 gradients for two-dimensional electrophoresis. Electrophoresis 1992; 13:210-4. [PMID: 1628600 DOI: 10.1002/elps.1150130143] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Extremely wide immobilized pH gradients, pH 2.5-11, for isoelectric separation of complex protein mixtures are described. These pH gradients are theoretically and practically the maximum that can be achieved at present with the available acrylamido buffers and titrants. Conditions are described for reducing conductivity and electroendosmosis in extreme pH ranges. Furthermore, new conditions are described for the separation of proteins in the second dimension. Using this protocol, nearly all the possible cellular products can be separated in one single two-dimensional map.
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Affiliation(s)
- P Sinha
- Institute of Clinical Chemistry and Biochemistry, Universitätsklinikum Rudolf Virchow, Berlin
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Tonani C, Righetti PG. Immobilized pH gradients (IPG) simulator--an additional step in pH gradient engineering: I. Linear pH gradients. Electrophoresis 1991; 12:1011-21. [PMID: 1815952 DOI: 10.1002/elps.1150121204] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
A new computer program, called immobilized pH gradients (IPG) simulator, is proposed for calculating and optimizing any recipe for use in isoelectric focusing in immobilized pH gradients. Unlike our previous monoprotic electrolyte gradient simulation (MGS) and polyelectrolyte gradient simulation (PGS) programs, based on minimizing CV(beta), the present program has a target function the minimization of the quadratic moment around zero of the residuals (mu 2). With this algorithm it is possible to formulate IPG recipes which have deviations from linearity well below 1% of the given pH interval (a limit set with the previous MGS and PGS programs), in fact, as small as 0.1-0.2% (in pH units). The new simulator performs 2-3 times better than the previous ones in the pH 4-10 range, and is absolutely necessary when working outside this range, at extreme pH values, where CV(beta) cannot work against the buffering power of bulk water, thus generating pH recipes with huge deviations from linearity. In the latter cases, mu 2 performs 10 times better than CV(beta). When utilizing strong titrants for extended pH intervals, the "all or none" rule has been discovered: such titrants should always be used in tandem, since omission of one of the two at either the acidic or basic extremes produces strongly distorted pH profiles. Our new, most powerful simulator also contains equations for creating nonlinear gradients, notably: concave and convex exponentials and sigmoidal (see the companion paper: Righetti, P. G. and Tonani, C., Electrophoresis 1991, 12, 1021-1027).
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Affiliation(s)
- C Tonani
- Department of Biomedical Sciences and Technologies, University of Milano, Italy
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Celentano FC, Gianazza E, Righetti PG. On the computational approach to immobilized pH gradients. Electrophoresis 1991; 12:693-703. [PMID: 1802687 DOI: 10.1002/elps.1150121003] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
The unified treatment for computing the pH of complex mixtures of mono- and polyprotic buffers, including ampholytes, as utilized in the gradient simulation program PGS, is presented. Its ability to compute pH, buffering power and ionic strength is shown by discussing a few simulations. The problems arising in the automatic formulation of optimal mixtures are presented, as well as the merits and limits of several target functions utilized in such optimizations. It is shown that no universal target function exists and that a proper optimization method should account for the fact that more than one formulation is possible for a given pH range.
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Tonani C, Faupel M, Righetti PG. Isoelectric membrane simulator: a computational approach for isoelectric immobiline membranes. Electrophoresis 1991; 12:631-6. [PMID: 1752243 DOI: 10.1002/elps.1150120906] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Isoelectric membrane simulator (IMS) is a computer program meant for computation of pH, buffering power (beta), ionic strength (I) and dissociation degree (a) of a mixture of up to 3 buffering and 1 titrant Immobilines, for generating in a reproducible manner isoelectric membranes. Such membranes, of precise isoelectric point, are then used for large-scale protein purification by isoelectric focusing in multicompartment electrolyzers. IMS can be used, in a more general application, for titrating mixtures of buffers to a desired pH value. This versatile program is written in M.Q.BASIC rel. 2.5 and it runs on any IBM hardware or compatible machine supported by MS-DOS. An example of purification of superoxide dismutase in a multicompartment electrolyzer with a set of fixed pI membranes of widely differing composition is shown.
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Affiliation(s)
- C Tonani
- Department of Biomedical Sciences and Technologies, University of Milano, Italy
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Espinosa G, Wenisch E, Danner H, Katinger H, Righetti PG. Isoelectric focusing in immobilized pH gradients of phosphoglucomutase and esterases from the spiny lobster. Electrophoresis 1990; 11:810-2. [PMID: 2150371 DOI: 10.1002/elps.1150111006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
A method is described for detecting polymorphisms of cephalothorax and tail homogenates of 25 puerulus staged Panulirus argus in phosphoglucomutase (PGM) and esterases. Isoelectric focusing in immobilized pH gradients was used. In the pH 6.0-8.0 interval for phosphoglucomutase and in the pH 3.5-5.0 and 4.2-4.9 ranges for esterases, both enzymes appeared as polymorphic band patterns. These could be explained by one locus with 2 alleles for phosphoglucomutase and 3 loci with 2, 3 and 4 alleles for esterases. Esterases exhibit a more extensive polymorphism in immobilized pH gradients than in polyacrylamide gel electrophoresis.
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Affiliation(s)
- G Espinosa
- Faculty of Biology, University of Habana
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Chiari M, Pagani L, Righetti PG, Jain T, Shorr R, Rabilloud T. Synthesis of an hydrophilic, pK 8.05 buffer for isoelectric focusing in immobilized pH gradients. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1990; 21:165-72. [PMID: 2273201 DOI: 10.1016/0165-022x(90)90063-i] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
The synthesis of a new, pK 8.05 acrylamido weak base for isoelectric focusing in immobilized pH gradients (IPG) is here reported. This compound N,N-bis(2-hydroxyethyl)-N'-acryloyl-1,3-diaminopropane is strongly hydrophilic, and thus inhibits any potential hydrophobic interaction among proteins and the grafted basic groups in an IPG matrix. In addition, this novel buffer represents a step ahead towards the goal of closing the 'gap' between the commercially available Immobilines, pK 7.0 and 8.5. Owing to the large distance between these two neighboring pK values, it is difficult to arrange for linear narrow pH gradients in this region. IPG compositions obtained with this new buffer give highly linear pH gradients and protein profiles identical to those obtained with commercial Immobilines.
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Affiliation(s)
- M Chiari
- Department of Biomedical Sciences and Technologies, University of Milano, Italy
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Sinha PK, Praus M, Köttgen E, Gianazza E, Righetti PG. Two-dimensional maps in the most extended (pH 2.5-11) immobilized pH gradient interval. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1990; 21:173-9. [PMID: 2273202 DOI: 10.1016/0165-022x(90)90064-j] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
In conventional isoelectric focusing in soluble, amphoteric buffers, it has been quite difficult to produce two-dimensional (2-D) separations in pH intervals greater than pH 4-8. In general more alkaline proteins were analyzed by non-equilibrium IEF in the first dimension. Even with the advent of immobilized pH gradients (IPG), separations could be extended to pH gradients not wider than pH 3-10, due to a lack of suitable buffers. Since more acidic and more alkaline acrylamido buffers have recently been synthesized, we have been able to optimize what is believed to be the widest possible immobilized pH gradient, a pH 2.5-11 span. We report here for the first time 2-D separations of total tissue lysates in such extended pH 2.5-11 gradients. It appears that, with the IPG technique, close to 100% of all possible cell products can be displayed in a single 2-D map.
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Affiliation(s)
- P K Sinha
- Institute of Clinical Chemistry and Biochemistry, Freie Universität Berlin, Universitätklinikum Rudolf Virchow, F.R.G
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Sinha PK, Köttgen E, Stöffler-Meilicke M, Gianazza E, Righetti PG. Two-dimensional maps in very acidic immobilized pH gradients. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1990; 20:345-52. [PMID: 2365950 DOI: 10.1016/0165-022x(90)90096-u] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Up to the present time it has been impossible to perform two-dimensional (2-D) separations in very acidic immobilized pH gradients (IPG), due to the lack of suitable buffering acrylamido derivatives to be incorporated into the polyacrylamide matrix. The advent of the pK 3.1 buffer (2-acrylamido glycolic acid; Righetti et al., J. Biochem. Biophys. Methods 16, 1988, 185-192) allowed the formulation of such acidic gradients. We report here separations in IPG pH 2.8-5.0 intervals of polypeptide chains from total lysates of rat intestinal and liver cells and 30S and 50S ribosomal proteins from Halobacterium marismortui. Conditions are given for highly reproducible first and second dimension gels and for a proper silver staining of 2-D maps with practically no background deposition.
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Affiliation(s)
- P K Sinha
- Institute of Clinical Chemistry and Biochemistry, Freije Universität Berlin, F.R.G
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Righetti PG, Fazio M, Tonani C, Gianazza E, Celentano FC. pH gradients generated by polyprotic buffers. II. Experimental validation. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1988; 16:129-40. [PMID: 3411079 DOI: 10.1016/0165-022x(88)90025-5] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The experimental validation refers to the computer program reported in the companion paper, able to simulate the course of pH, buffering power (beta) and ionic strength (I) of polyprotic buffers (either singly or in a mixture) titrated over any pH range. With simple oligoamines (up to five nitrogens) it is shown that it is impossible to generate linear pH gradients in the pH 4-10 interval, unless they are mixed in appropriate ratios. With pentaethylene hexamine, when used alone, it is possible to create a linear pH 4-10 interval, provided the molarity ratios are altered in the two chambers of the gradient mixer. The general rule operating for generation of linear pH intervals is constancy of buffering power throughout the titration. Local minima of beta produce steeper gradients, while local beta maxima flatten it. The ideal delta pK to arrange for linear pH gradients during titration is centred around 1 pH unit; thus polyprotic buffers with very large delta pK values (e.g., EDTA) appear to be totally useless for this purpose. The present computing algorithms should be quite efficient for optimizing existing buffer recipes for chromatofocusing or ampholyte displacement chromatography or for creating new, properly tailored, buffer mixtures.
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Affiliation(s)
- P G Righetti
- Department of Biomedical Sciences and Technology, University of Milan, Italy
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Righetti PG, Chiari M, Sinha PK, Santaniello E. Focusing of pepsin in strongly acidic immobilized pH gradients. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1988; 16:185-92. [PMID: 3137251 DOI: 10.1016/0165-022x(88)90029-2] [Citation(s) in RCA: 28] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
A new acrylamido buffer has been synthesized, for use in isoelectric focusing in immobilized pH gradients. This compound (2-acrylamido glycolic acid) has a pK = 3.1 (at 25 degrees C, 20 mM concentration during titration) and is used, by titration with the pK 9.3 Immobiline, to produce a linear pH gradient in the pH 2.5-3.5 interval. Pepsin (from pig stomach) focused in this acidic pH gradient is resolved into four components, two major (with pI values 2.76 and 2.78) and two minor (having pI values 2.89 and 2.90). This is the first time that such strongly acidic proteins could be focused in an immobilized pH gradient. Even in conventional isoelectric focusing in amphoteric buffers it has been impossible to focus reproducibly very-low-pI macromolecules.
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Affiliation(s)
- P G Righetti
- Department of Biomedical Sciences and Technologies, University of Milan, Italy
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Sinha PK, Righetti PG. Isoelectric focusing of basic proteases in immobilized pH gradients. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1987; 15:199-206. [PMID: 3327872 DOI: 10.1016/0165-022x(87)90118-7] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
By exploiting a new, alkaline immobilized pH gradient spanning the pH 10-11 interval, it has been possible to focus and to detect, by in situ zymogramming with cellulose acetate foils impregnated with fluorogenic substrates, 2 alkaline proteases, namely elastase and trypsin. Elastase gave a sharp array of 3 bands, with the following pIs (at 10 degrees C): 10.60 (major component), 10.53 (intermediate species) and 10.45 (minor isoform). Trypsin was resolved into 2, about equally abundant, species having pIs of 10.70 and 10.53. However, the latter enzyme gave smears in between these 2 forms and also anodic to the lower pI species. As hydrophobic interaction with the Immobiline matrix was excluded, it is suggested that these smears represent product of auto-digestion due to the very alkaline pH during the focusing process.
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Affiliation(s)
- P K Sinha
- Universitätsklinikum Charlottenburg, Institut fur Klinische Chemie und Biochemie, Berlin, F.R.G
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Gianazza E, Catto N, Righetti PG, Bianchi-Bosisio A. Alpha-1 acid glycoprotein analysis on immobilized pH gradients. Electrophoresis 1987. [DOI: 10.1002/elps.1150081110] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Wenger P, Javet P. Isoelectric focusing using non-amphoteric buffers in free solution: III. Separation of amino acids. JOURNAL OF BIOCHEMICAL AND BIOPHYSICAL METHODS 1986; 13:289-303. [PMID: 3805579 DOI: 10.1016/0165-022x(86)90106-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Separation of proteins or amino acids by isoelectric focusing in multicompartment devices has been proposed for large-scale purifications of biological mixtures. In the perspective of industrial applications, the present authors built a multicompartment apparatus and studied the pH profiles stabilized by simple non-amphoteric buffers (acetic acid and sodium acetate). Mixtures of two amino acids were separated to test this device. A theoretical model comprising one dimensionless separation parameter is proposed to characterize these separations. This model allows one to calculate the purity of the recovered amino acids, the yield of a separation at steady-state or the time necessary to obtain a given concentration of an amino acid in one of the compartments of the isoelectric focusing cell. The separation parameter contains the physical parameters which intervene in the electric migration and in the diffusion. Values of this separation parameter have been experimentally determined for three amino acids under various experimental conditions. The results confirm the usefulness of this model in designing a multicompartment isoelectric focusing apparatus.
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Rovida E, Gelfi C, Morelli A, Righetiti PG. Conductivity, buffering capacity, concentration and pH profiles of carrier ampholytes focused in narrow-range immobilized pH gradients. J Chromatogr A 1986. [DOI: 10.1016/s0021-9673(01)83735-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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