Unified superresolution experiments and stochastic theory provide mechanistic insight into protein ion-exchange adsorptive separations

Significance Adsorption of proteins underlies the purification of biopharmaceuticals, as well as therapeutic apheresis, immunoassays, and biosensors. In particular, separation of proteins by interactions with charged ligands on surfaces (ion-exchange chromatography) is an essential tool of the modern pharmaceutical industry. By quantifying the interactions of single proteins with individual charged ligands, we demonstrate that clusters of charges are necessary to create functional adsorption sites and that even chemically identical ligands create sites of varying kinetic properties that depend on steric availability at the interface. Chromatographic protein separations, immunoassays, and biosensing all typically involve the adsorption of proteins to surfaces decorated with charged, hydrophobic, or affinity ligands. Despite increasingly widespread use throughout the pharmaceutical industry, mechanistic detail about the interactions of proteins with individual chromatographic adsorbent sites is available only via inference from ensemble measurements such as binding isotherms, calorimetry, and chromatography. In this work, we present the direct superresolution mapping and kinetic characterization of functional sites on ion-exchange ligands based on agarose, a support matrix routinely used in protein chromatography. By quantifying the interactions of single proteins with individual charged ligands, we demonstrate that clusters of charges are necessary to create detectable adsorption sites and that even chemically identical ligands create adsorption sites of varying kinetic properties that depend on steric availability at the interface. Additionally, we relate experimental results to the stochastic theory of chromatography. Simulated elution profiles calculated from the molecular-scale data suggest that, if it were possible to engineer uniform optimal interactions into ion-exchange systems, separation efficiencies could be improved by as much as a factor of five by deliberately exploiting clustered interactions that currently dominate the ion-exchange process only accidentally.

[1]  W. Müller New ion exchangers for the chromatography of biopolymers , 1990 .

[2]  A. Lenhoff,et al.  Nondiffusive mechanisms enhance protein uptake rates in ion exchange particles , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[3]  A. Cavazzini,et al.  Single-molecule observation and chromatography unified by Lévy process representation. , 2005, Analytical chemistry.

[4]  K. Jandt,et al.  Single‐Molecule Tracking of Fibrinogen Dynamics on Nanostructured Poly(ethylene) Films , 2012 .

[5]  M. Wirth,et al.  Adsorption and Diffusion of Single Molecules at Chromatographic Interfaces , 2003 .

[6]  R. Hochstrasser,et al.  Wide-field subdiffraction imaging by accumulated binding of diffusing probes , 2006, Proceedings of the National Academy of Sciences.

[7]  H. Schellekens How similar do 'biosimilars' need to be? , 2004, Nature Biotechnology.

[8]  Gufeng Wang,et al.  Probing strong adsorption of solute onto C18-silica gel by fluorescence correlation imaging and single-molecule spectroscopy under RPLC conditions. , 2005, Analytical chemistry.

[9]  Massimo Morbidelli,et al.  Model-based design space determination of peptide chromatographic purification processes. , 2013, Journal of chromatography. A.

[10]  F. Simmel,et al.  Single-molecule kinetics and super-resolution microscopy by fluorescence imaging of transient binding on DNA origami. , 2010, Nano letters.

[11]  H. Jennissen Hydrophobic interaction chromatography: harnessing multivalent protein-surface interactions for purification procedures. , 2005, Methods in molecular biology.

[12]  K. Brew,et al.  Structural evidence for the presence of a secondary calcium binding site in human alpha-lactalbumin. , 1998, Biochemistry.

[13]  M. Wirth,et al.  Mixed Self-Assembled Monolayers in Chemical Separations , 1997, Science.

[14]  Wai Keen Chung,et al.  Evaluation of protein adsorption and preferred binding regions in multimodal chromatography using NMR , 2010, Proceedings of the National Academy of Sciences.

[15]  Abraham M. Lenhoff,et al.  Influence of Structural Details in Modeling Electrostatically Driven Protein Adsorption , 1997 .

[16]  D. K. Schwartz,et al.  Intermittent molecular hopping at the solid-liquid interface. , 2013, Physical review letters.

[17]  Effects of stationary phase ligand density on high-performance ion-exchange chromatography of proteins , 1992 .

[18]  Shuichi Yamamoto,et al.  Theoretical background of monolithic short layer ion-exchange chromatography for separation of charged large biomolecules or bioparticles. , 2009, Journal of chromatography. A.

[19]  A. Zamith,et al.  A STOCHASTIC THEORY OF CHROMATOGRAPHY , 1958 .

[20]  E. Yeung,et al.  Long-range electrostatic trapping of single-protein molecules at a liquid-solid interface. , 1998, Science.

[21]  M. Wirth,et al.  Single-molecule probing of adsorption and diffusion on silica surfaces. , 2007, Annual review of physical chemistry.

[22]  A. J. Martin,et al.  A new form of chromatogram employing two liquid phases: A theory of chromatography. 2. Application to the micro-determination of the higher monoamino-acids in proteins. , 1977, The Biochemical journal.

[23]  D. K. Schwartz,et al.  Using the dynamics of fluorescent cations to probe and map charged surfaces , 2012 .

[24]  Henry Eyring,et al.  A Molecular Dynamic Theory of Chromatography , 1955 .

[25]  George M Whitesides,et al.  Polyvalent Interactions in Biological Systems: Implications for Design and Use of Multivalent Ligands and Inhibitors. , 1998, Angewandte Chemie.

[26]  D. Winzor,et al.  Effects of solute multivalency in quantitative affinity chromatography: evidence for cooperative binding of horse liver alcohol dehydrogenase to blue Sepharose. , 1985, Archives of biochemistry and biophysics.

[27]  Steven M. Cramer,et al.  Modeling non-linear elution of proteins in ion-exchange chromatography , 1995 .

[28]  C. Landes,et al.  Fluorescence correlation spectroscopy study of protein transport and dynamic interactions with clustered‐charge peptide adsorbents , 2012, Journal of molecular recognition : JMR.

[29]  D. Stuart,et al.  Alpha-lactalbumin possesses a novel calcium binding loop. , 1986, Nature.

[30]  Mounir Maaloum,et al.  Pore size of agarose gels by atomic force microscopy , 1997, Electrophoresis.

[31]  D. I. Stuart,et al.  α-Lactalbumin possesses a novel calcium binding loop , 1986, Nature.

[32]  Hao Shen,et al.  Quantitative super-resolution imaging uncovers reactivity patterns on single nanocatalysts. , 2012, Nature nanotechnology.

[33]  E. Yeung,et al.  Mobility-based wall adsorption isotherms for comparing capillary electrophoresis with single-molecule observations. , 2007, Analytical chemistry.

[34]  M. Wirth,et al.  Single-molecule resolution and fluorescence imaging of mixed-mode sorption of a dye at the interface of C18 and acetonitrile/water. , 2002, Analytical Chemistry.

[35]  M. Novotny Recent Developments in Analytical Chromatography , 1989, Science.

[36]  Michael J Rust,et al.  Sub-diffraction-limit imaging by stochastic optical reconstruction microscopy (STORM) , 2006, Nature Methods.

[37]  Achim Zielesny,et al.  From Curve Fitting to Machine Learning - An Illustrative Guide to Scientific Data Analysis and Computational Intelligence , 2011, Intelligent Systems Reference Library.

[38]  E. M. Peterson,et al.  Microscopic rates of peptide-phospholipid bilayer interactions from single-molecule residence times. , 2012, Journal of the American Chemical Society.

[39]  F. Arnold,et al.  Review: Multipoint binding and heterogeneity in immobilized metal affinity chromatography. , 1995, Biotechnology and bioengineering.

[40]  F. Regnier,et al.  High-performance liquid chromatography of biopolymers. , 1983, Science.

[41]  Steven M Cramer,et al.  Molecular simulations of multimodal ligand-protein binding: elucidation of binding sites and correlation with experiments. , 2011, The journal of physical chemistry. B.

[42]  G. W. Jack,et al.  Precipitation of nucleic acids with polyethyleneimine and the chromatography of nucleic acids and proteins on immobilised polyethyleneimine. , 1973, Biochimica et biophysica acta.

[43]  B. Sébille,et al.  Ion-Exchange Chromatographic Supports Obtained by Formation of Polyelectrolyte Multi-Layers for the Separation of Proteins , 2003 .

[44]  Zhaowei Liu,et al.  Super-resolution imaging by random adsorbed molecule probes. , 2008, Nano letters.

[45]  H. Jennissen Hydrophobic Interaction Chromatography , 2005 .

[46]  R. Tilton,et al.  Adsorption of poly(ethylene glycol)-modified lysozyme to silica. , 2005, Langmuir : the ACS journal of surfaces and colloids.

[47]  D. Roush,et al.  Presence of a preferred anion-exchange binding site on cytochrome b5: structural and thermodynamic considerations. , 1994, Journal of chromatography. A.

[48]  Dylan T Burnette,et al.  Bleaching/blinking assisted localization microscopy for superresolution imaging using standard fluorescent molecules , 2011, Proceedings of the National Academy of Sciences.

[49]  A. Cavazzini,et al.  Chromatography as Lévy stochastic process. , 2006, Journal of chromatography. A.

[50]  Stefan W. Hell,et al.  Supporting Online Material Materials and Methods Figs. S1 to S9 Tables S1 and S2 References Video-rate Far-field Optical Nanoscopy Dissects Synaptic Vesicle Movement , 2022 .

[51]  C. Landes,et al.  Dye diffusion at surfaces: charge matters. , 2010, Langmuir.

[52]  L. Jendeberg,et al.  Kinetic analysis of the interaction between protein a domain variants and human Fc using plasmon resonance detection , 1995, Journal of molecular recognition : JMR.

[53]  Gary Walsh,et al.  Biopharmaceutical benchmarks 2010 , 2010, Nature Biotechnology.

[54]  P. Cuatrecasas,et al.  Protein purification by affinity chromatography. Derivatizations of agarose and polyacrylamide beads. , 1970, The Journal of biological chemistry.

[55]  Suliana Manley,et al.  Putting super-resolution fluorescence microscopy to work , 2008, Nature Methods.

[56]  S. Hell,et al.  Fluorescence microscopy with diffraction resolution barrier broken by stimulated emission. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[57]  Robert Walder,et al.  Super-resolution surface mapping using the trajectories of molecular probes. , 2011, Nature communications.

[58]  M. Gustafsson Nonlinear structured-illumination microscopy: wide-field fluorescence imaging with theoretically unlimited resolution. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[59]  J. Lippincott-Schwartz,et al.  Imaging Intracellular Fluorescent Proteins at Nanometer Resolution , 2006, Science.

[60]  Frances H. Arnold,et al.  Metal-Affinity Separations: A New Dimension in Protein Processing , 1991, Bio/Technology.

[61]  R. Willson,et al.  Nucleic acid affinity of clustered-charge anion exchange adsorbents: effects of ionic strength and ligand density. , 2011, Journal of chromatography. A.

[62]  Robert Walder,et al.  Identifying mechanisms of interfacial dynamics using single-molecule tracking. , 2012, Langmuir : the ACS journal of surfaces and colloids.

[63]  W E Moerner,et al.  New directions in single-molecule imaging and analysis , 2007, Proceedings of the National Academy of Sciences.

[64]  E. Boschetti Advanced sorbents for preparative protein separation purposes , 1994 .

[65]  E. Yeung,et al.  Real-time dynamics of single-DNA molecules undergoing adsorption and desorption at liquid-solid interfaces. , 2001, Analytical chemistry.

[66]  Richard C. Willson,et al.  Protein Adsorption Kinetics Drastically Altered by Repositioning a Single Charge , 1995 .

[67]  George M. Whitesides,et al.  Designing a polyvalent inhibitor of anthrax toxin , 2001, Nature Biotechnology.