1
|
Horiguchi Y, Yasuura M, Ashiba H, Tan ZL, Fukuda T. Simple Binding and Dissociation of a Sialoglycoprotein Using Boronic Acid-Modified Functional Interfaces on Microparticles. SENSORS (BASEL, SWITZERLAND) 2024; 24:1080. [PMID: 38400238 PMCID: PMC10891811 DOI: 10.3390/s24041080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Revised: 01/23/2024] [Accepted: 02/02/2024] [Indexed: 02/25/2024]
Abstract
An overexpression of sialic acid is an indicator of metastatic cancer, and selective detection of sialic acid shows potential for cancer diagnosis. Boronic acid is a promising candidate for this purpose because of its ability to specifically bind to sialic acid under acidic conditions. Notably, the binding strength can be easily modulated by adjusting the pH, which allows for a simple dissociation of the bound sialic acid. In this study, we developed 5-boronopicolinic acid (5-BPA)-modified magnetic particles (BMPs) to selectively capture sialic acid biomolecules. We successfully captured fetuin, a well-known sialoglycoprotein, on BMPs at >104 molecules/particle using an acetate buffer (pH 5.0). Facile dissociation then occurred when the system was changed to a pH 7.6 phosphate buffer. This capture-and-release process could be repeated at least five times. Moreover, this system could enrich fetuin by more than 20 times. In summary, BMPs are functional particles for facile purification and concentration through the selective capture of sialic acid proteins and can improve detection sensitivity compared with conventional methods. This technology shows potential for the detection of sialic acid overexpression by biological particles.
Collapse
Affiliation(s)
- Yukichi Horiguchi
- Sensing System Research Center (SSRC), Department of Electronics and Manufacturing, National Institute of Advanced Industrial Science and Technology (AIST), Central 5, 1-1-1 Higashi, Tsukuba 305-8565, Ibaraki, Japan; (M.Y.); (H.A.); (Z.L.T.); (T.F.)
| | | | | | | | | |
Collapse
|
2
|
Bhattacharjee N, Alonso-Cotchico L, Lucas MF. Enzyme immobilization studied through molecular dynamic simulations. Front Bioeng Biotechnol 2023; 11:1200293. [PMID: 37362217 PMCID: PMC10285225 DOI: 10.3389/fbioe.2023.1200293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 05/30/2023] [Indexed: 06/28/2023] Open
Abstract
In recent years, simulations have been used to great advantage to understand the structural and dynamic aspects of distinct enzyme immobilization strategies, as experimental techniques have limitations in establishing their impact at the molecular level. In this review, we discuss how molecular dynamic simulations have been employed to characterize the surface phenomenon in the enzyme immobilization procedure, in an attempt to decipher its impact on the enzyme features, such as activity and stability. In particular, computational studies on the immobilization of enzymes using i) nanoparticles, ii) self-assembled monolayers, iii) graphene and carbon nanotubes, and iv) other surfaces are covered. Importantly, this thorough literature survey reveals that, while simulations have been primarily performed to rationalize the molecular aspects of the immobilization event, their use to predict adequate protocols that can control its impact on the enzyme properties is, up to date, mostly missing.
Collapse
|
3
|
Mahynski NA, Shen VK. Symmetry-derived structure directing agents for two-dimensional crystals of arbitrary colloids. SOFT MATTER 2021; 17:7853-7866. [PMID: 34382053 PMCID: PMC9793339 DOI: 10.1039/d1sm00875g] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
We derive properties of self-assembling rings which can template the organization of an arbitrary colloid into any periodic symmetry in two Euclidean dimensions. By viewing this as a tiling problem, we illustrate how the shape and chemical patterning of these rings are derivable, and are explicitly reflected by the symmetry group's orbifold symbol. We performed molecular dynamics simulations to observe their self-assembly and found 5 different characteristics which could be easily rationalized on the basis of this symbol. These include systems which undergo chiral phase separation, are addressably complex, exhibit self-limiting growth into clusters, form ordered "rods" in only one-dimension akin to a smectic phase, and those from symmetry groups which are pluripotent and allow one to select rings which exhibit different behaviors. We discuss how the curvature of the ring's edges plays an integral role in achieving correct self-assembly, and illustrate how to obtain these shapes. This provides a method for patterning colloidal systems at interfaces without explicitly programming this information onto the colloid itself.
Collapse
Affiliation(s)
- Nathan A Mahynski
- Chemical Sciences Division, National Institute of Standards and Technology, Gaithersburg, Maryland 20899-8320, USA.
| | | |
Collapse
|
4
|
Smith AK, Soltani M, Wilkerson JW, Timmerman BD, Zhao EL, Bundy BC, Knotts TA. Coarse-grained simulation of PEGylated and tethered protein devices at all experimentally accessible surface residues on β-lactamase for stability analysis and comparison. J Chem Phys 2021; 154:075102. [PMID: 33607875 DOI: 10.1063/5.0032019] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
PEGylated and surface-tethered proteins are used in a variety of biotechnological applications, but traditional methods offer little control over the placement of the functionalization sites on the protein. Fortunately, recent experimental methods functionalize the protein at any location on the amino acid sequence, so the question becomes one of selecting the site that will result in the best protein function. This work shows how molecular simulation can be used to screen potential attachment sites for surface tethering or PEGylation. Previous simulation work has shown promise in this regard for a model protein, but these studies are limited to screening only a few of the surface-accessible sites or only considered surface tethering or PEGylation separately rather than their combined effects. This work is done to overcome these limitations by screening all surface-accessible functionalization sites on a protein of industrial and therapeutic importance (TEM-1) and to evaluate the effects of tethering and PEGylation simultaneously in an effort to create a more accurate screen. The results show that functionalization site effectiveness appears to be a function of super-secondary and tertiary structures rather than the primary structure, as is often currently assumed. Moreover, sites in the middle of secondary structure elements, and not only those in loops regions, are shown to be good options for functionalization-a fact not appreciated in current practice. Taken as a whole, the results show how rigorous molecular simulation can be done to identify candidate amino acids for functionalization on a protein to facilitate the rational design of protein devices.
Collapse
Affiliation(s)
- Addison K Smith
- Department of Chemical Engineering at Brigham Young University, Provo, Utah 84602, USA
| | - Mehran Soltani
- Department of Chemical Engineering at Brigham Young University, Provo, Utah 84602, USA
| | - Joshua W Wilkerson
- Department of Chemical Engineering at Brigham Young University, Provo, Utah 84602, USA
| | - Brandon D Timmerman
- Department of Chemical Engineering at Brigham Young University, Provo, Utah 84602, USA
| | - Emily Long Zhao
- Department of Chemical Engineering at Brigham Young University, Provo, Utah 84602, USA
| | - Bradley C Bundy
- Department of Chemical Engineering at Brigham Young University, Provo, Utah 84602, USA
| | - Thomas A Knotts
- Department of Chemical Engineering at Brigham Young University, Provo, Utah 84602, USA
| |
Collapse
|
5
|
Wilkerson JW, Smith AK, Wilding KM, Bundy BC, Knotts TA. The Effects of p-Azidophenylalanine Incorporation on Protein Structure and Stability. J Chem Inf Model 2020; 60:5117-5125. [PMID: 32966074 DOI: 10.1021/acs.jcim.0c00725] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Functionalization is often needed to harness the power of proteins for beneficial use but can cause losses to stability and/or activity. State of the art methods to limit these deleterious effects accomplish this by substituting an amino acid in the wild-type molecule into an unnatural amino acid, such as p-azidophenylalanine (pAz), but selecting the residue for substitution a priori remains an elusive goal of protein engineering. The results of this work indicate that all-atom molecular dynamics simulation can be used to determine whether substituting pAz for a natural amino acid will be detrimental to experimentally determined protein stability. These results offer significant hope that local deviations from wild-type structure caused by pAz incorporation observed in simulations can be a predictive metric used to reduce the number of costly experiments that must be done to find active proteins upon substitution with pAz and subsequent functionalization.
Collapse
Affiliation(s)
- Joshua W Wilkerson
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| | - Addison K Smith
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| | - Kristen M Wilding
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| | - Bradley C Bundy
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| | - Thomas A Knotts
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| |
Collapse
|
6
|
Tokhadzé N, Chennell P, Cueff R, Sautou V. Do bevacizumab solutions interact with silicone or polyurethane catheters during an infusion through implantable venous access ports? J R Soc Interface 2019; 16:20180721. [PMID: 31551048 DOI: 10.1098/rsif.2018.0721] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
This work aims to evaluate the possible impact of interactions between bevacizumab solutions and an implantable port equipped with a silicone or a polyurethane catheter after infusion through a complete infusion set-up in simulated use conditions. Physico-chemical and structural stability of bevacizumab solution was assessed by visual examination, subvisible particles counting, dynamic light scattering, size exclusion chromatography and ion exchange chromatography. Mechanical properties of the catheters were evaluated by measuring Shore A hardness, strain at break, strain at stress and Young's modulus. The physico-chemical surface state of the catheters was assessed by FTIR-ATR spectroscopy, scanning electron microscopy (SEM) and by water contact angle measurement. The analysis of the bevacizumab solution did not highlight any signs of instability or loss of active substance. Mechanical properties of both materials remained unchanged after the infusion. During material analysis, a decrease in water contact angle observed after infusion and was more pronounced for polyurethane catheters than for silicone, possibly due to bevacizumab adsorption or possible leachable extraction from the materials. Surface modifications were also noted at SEM. This study did not highlight any modifications that could alter the quality of the bevacizumab infusion, nor of the infusion catheter in polyurethane or silicone, despite a modification of surface hydrophilicity. Even if after a single infusion, implantable ports remained safe to use, they aim to be used for several infusion of various drugs during their lifetime, and further studies are needed to assess the impact of repeated infusions.
Collapse
Affiliation(s)
- Nicolas Tokhadzé
- Universite Clermont Auvergne, CHU Clermont Ferrand, CNRS, Sigma Clermont, ICCF, 63000 Clermont-Ferrand, France
| | - Philip Chennell
- Universite Clermont Auvergne, CHU Clermont Ferrand, CNRS, Sigma Clermont, ICCF, 63000 Clermont-Ferrand, France
| | - Régis Cueff
- Universite Clermont Auvergne, CNRS, SIGMA Clermont, ICCF, 63000 Clermont-Ferrand, France
| | - Valérie Sautou
- Universite Clermont Auvergne, CHU Clermont Ferrand, CNRS, Sigma Clermont, ICCF, 63000 Clermont-Ferrand, France
| |
Collapse
|
7
|
Bush DB, Knotts TA. The effects of antigen size, binding site valency, and flexibility on fab-antigen binding near solid surfaces. J Chem Phys 2018; 149:165102. [PMID: 30384722 DOI: 10.1063/1.5045356] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Next generation antibody microarray devices have the potential to outperform current molecular detection methods and realize new applications in medicine, scientific research, and national defense. However, antibody microarrays, or arrays of antibody fragments ("fabs"), continue to evade mainstream use in part due to persistent reliability problems despite improvements to substrate design and protein immobilization strategies. Other factors could be disrupting microarray performance, including effects resulting from antigen characteristics. Target molecules embody a wide range of sizes, shapes, number of epitopes, epitope accessibility, and other physical and chemical properties. As a result, it may not be ideal for microarray designs to utilize the same substrate or immobilization strategy for all of the capture molecules. This study investigates how three antigen properties, such as size, binding site valency, and molecular flexibility, affect fab binding. The work uses an advanced, experimentally validated, coarse-grain model and umbrella sampling to calculate the free energy of ligand binding and how this energy landscape is different on the surface compared to in the bulk. The results confirm that large antigens interact differently with immobilized fabs compared to smaller antigens. Analysis of the results shows that despite these differences, tethering fabs in an upright orientation on hydrophilic surfaces is the best configuration for antibody microarrays.
Collapse
Affiliation(s)
- Derek B Bush
- Department of Chemical Engineering, Brigham Young University Provo, Provo, Utah 84602, USA
| | - Thomas A Knotts
- Department of Chemical Engineering, Brigham Young University Provo, Provo, Utah 84602, USA
| |
Collapse
|
8
|
Grawe RW, Knotts TA. The effects of tether placement on antibody stability on surfaces. J Chem Phys 2018; 146:215102. [PMID: 28576081 DOI: 10.1063/1.4983705] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Despite their potential benefits, antibody microarrays have fallen short of performing reliably and have not found widespread use outside of the research setting. Experimental techniques have been unable to determine what is occurring on the surface of an atomic level, so molecular simulation has emerged as the primary method of investigating protein/surface interactions. Simulations of small proteins have indicated that the stability of the protein is a function of the residue on the protein where a tether is placed. The purpose of this research is to see whether these findings also apply to antibodies, with their greater size and complexity. To determine this, 24 tethering locations were selected on the antibody Protein Data Bank (PDB) ID: 1IGT. Replica exchange simulations were run on two different surfaces, one hydrophobic and one hydrophilic, to determine the degree to which these tethering sites stabilize or destabilize the antibody. Results showed that antibodies tethered to hydrophobic surfaces were in general less stable than antibodies tethered to hydrophilic surfaces. Moreover, the stability of the antibody was a function of the tether location on hydrophobic surfaces but not hydrophilic surfaces.
Collapse
Affiliation(s)
- Rebecca W Grawe
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84606, USA
| | - Thomas A Knotts
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84606, USA
| |
Collapse
|
9
|
Wilding KM, Smith AK, Wilkerson JW, Bush DB, Knotts TA, Bundy BC. The Locational Impact of Site-Specific PEGylation: Streamlined Screening with Cell-Free Protein Expression and Coarse-Grain Simulation. ACS Synth Biol 2018; 7:510-521. [PMID: 29295615 DOI: 10.1021/acssynbio.7b00316] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Although polyethylene glycol (PEG) is commonly used to improve protein stability and therapeutic efficacy, the optimal location for attaching PEG onto proteins is not well understood. Here, we present a cell-free protein synthesis-based screening platform that facilitates site-specific PEGylation and efficient evaluation of PEG attachment efficiency, thermal stability, and activity for different variants of PEGylated T4 lysozyme, including a di-PEGylated variant. We also report developing a computationally efficient coarse-grain simulation model as a potential tool to narrow experimental screening candidates. We use this simulation method as a novel tool to evaluate the locational impact of PEGylation. Using this screen, we also evaluated the predictive impact of PEGylation site solvent accessibility, conjugation site structure, PEG size, and double PEGylation. Our findings indicate that PEGylation efficiency, protein stability, and protein activity varied considerably with PEGylation site, variations that were not well predicted by common PEGylation guidelines. Overall our results suggest current guidelines are insufficiently predictive, highlighting the need for experimental and simulation screening systems such as the one presented here.
Collapse
Affiliation(s)
- Kristen M. Wilding
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| | - Addison K. Smith
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| | - Joshua W. Wilkerson
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| | - Derek B. Bush
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| | - Thomas A. Knotts
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| | - Bradley C. Bundy
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, United States
| |
Collapse
|
10
|
Orientation and characterization of immobilized antibodies for improved immunoassays (Review). Biointerphases 2017; 12:02D301. [DOI: 10.1116/1.4978435] [Citation(s) in RCA: 202] [Impact Index Per Article: 28.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
|
11
|
Basconi JE, Carta G, Shirts MR. Effects of protein properties on adsorption and transport in polymer‐grafted ion exchangers: A multiscale modeling study. AIChE J 2017. [DOI: 10.1002/aic.15798] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Joseph E. Basconi
- Dept. of Chemical EngineeringUniversity of VirginiaCharlottesville VA22904
| | - Giorgio Carta
- Dept. of Chemical EngineeringUniversity of VirginiaCharlottesville VA22904
| | - Michael R. Shirts
- Dept. of Chemical and Biological EngineeringUniversity of Colorado BoulderBoulder CO80309
| |
Collapse
|
12
|
Bush DB, Knotts TA. Probing the effects of surface hydrophobicity and tether orientation on antibody-antigen binding. J Chem Phys 2017; 146:155103. [DOI: 10.1063/1.4980083] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Affiliation(s)
- Derek B. Bush
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, USA
| | - Thomas A. Knotts
- Department of Chemical Engineering, Brigham Young University, Provo, Utah 84602, USA
| |
Collapse
|
13
|
Liuzzi R, Gallier S, Ringler S, Caserta S, Guido S. Visualization of choline-based phospholipids at the interface of oil/water emulsions with TEPC-15 antibody. Immunofluorescence applied to colloidal systems. RSC Adv 2016. [DOI: 10.1039/c6ra13775j] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Phospholipids, which are amphiphilic biomolecules composed of a polar head group and two nonpolar fatty acid tails, play a central role in cellular and body functions.
Collapse
Affiliation(s)
- R. Liuzzi
- Dipartimento di Ingegneria Chimica dei Materiali e della Produzione Industriale (DICMAPI)
- Università di Napoli Federico II
- Napoli
- Italy
| | - S. Gallier
- Danone Nutricia Research
- Utrecht 3584 CT
- The Netherlands
| | - S. Ringler
- Danone Nutricia Research
- Utrecht 3584 CT
- The Netherlands
| | - S. Caserta
- Dipartimento di Ingegneria Chimica dei Materiali e della Produzione Industriale (DICMAPI)
- Università di Napoli Federico II
- Napoli
- Italy
- Consorzio Interuniversitario Nazionale per la Scienza e Tecnologia dei Materiali (INSTM)
| | - S. Guido
- Dipartimento di Ingegneria Chimica dei Materiali e della Produzione Industriale (DICMAPI)
- Università di Napoli Federico II
- Napoli
- Italy
- Consorzio Interuniversitario Nazionale per la Scienza e Tecnologia dei Materiali (INSTM)
| |
Collapse
|