Molecular Modeling and Simulation Tools in the Development of Peptide-Based Biosensors for Mycotoxin Detection: Example of Ochratoxin

Mycotoxin contamination of food and feed is now ubiquitous. Exposures to mycotoxin via contact or ingestion can potentially induce adverse health outcomes. Affordable mycotoxin-monitoring systems are highly desired but are limited by (a) the reliance on technically challenging and costly molecular recognition by immuno-capture technologies; and (b) the lack of predictive tools for directing the optimization of alternative molecular recognition modalities. Our group has been exploring the development of ochratoxin detection and monitoring systems using the peptide NFO4 as the molecular recognition receptor in fluorescence, electrochemical and multimodal biosensors. Using ochratoxin as the model mycotoxin, we share our perspective on addressing the technical challenges involved in biosensor fabrication, namely: (a) peptide receptor design; and (b) performance evaluation. Subsequently, the scope and utility of molecular modeling and simulation (MMS) approaches to address the above challenges are described. Informed and enabled by phage display, the subsequent application of MMS approaches can rationally guide subsequent biomolecular engineering of peptide receptors, including bioconjugation and bioimmobilization approaches to be used in the fabrication of peptide biosensors. MMS approaches thus have the potential to reduce biosensor development cost, extend product life cycle, and facilitate multi-analyte detection of mycotoxins, each of which positively contributes to the overall affordability of mycotoxin biosensor monitoring systems.

[1]  Christopher P. Toseland,et al.  Fluorescent labeling and modification of proteins , 2013, Journal of chemical biology.

[2]  Yaakov Levy,et al.  On the coupling between the dynamics of protein and water. , 2017, Physical chemistry chemical physics : PCCP.

[3]  B. Ninham,et al.  Specific ion effects: why the properties of lysozyme in salt solutions follow a Hofmeister series. , 2003, Biophysical journal.

[4]  W. Fang,et al.  Identification of a high-affinity monoclonal antibody against ochratoxin A and its application in enzyme-linked immunosorbent assay. , 2015, Toxicon : official journal of the International Society on Toxinology.

[5]  Ali Khademhosseini,et al.  Antibody Derived Peptides for Detection of Ebola Virus Glycoprotein , 2015, PloS one.

[6]  C. Blum,et al.  Controlling Protein Surface Orientation by Strategic Placement of Oligo-Histidine Tags , 2017, ACS nano.

[7]  R. Krska,et al.  Mycotoxin contamination of foods in Southern Africa: A 10-year review (2007–2016) , 2019, Critical reviews in food science and nutrition.

[8]  Aby A. Thyparambil,et al.  Parameterization of an interfacial force field for accurate representation of peptide adsorption free energy on high-density polyethylene. , 2015, Biointerphases.

[9]  Robert A Latour,et al.  Correlation between desorption force measured by atomic force microscopy and adsorption free energy measured by surface plasmon resonance spectroscopy for peptide-surface interactions. , 2010, Langmuir : the ACS journal of surfaces and colloids.

[10]  Joseph C. Hogan,et al.  Combinatorial chemistry in drug discovery , 1997, Nature Biotechnology.

[11]  Engineering the Abio-Bio Interface to Enable More than Moore in Functional Bioelectronics , 2013 .

[12]  Robert A Latour,et al.  Molecular simulation of protein-surface interactions: Benefits, problems, solutions, and future directions (Review) , 2008, Biointerphases.

[13]  Anthony Guiseppi-Elie,et al.  On the electrical conductivity of microbial nanowires and biofilms , 2011 .

[14]  M. Poór,et al.  Ochratoxin A: Molecular Interactions, Mechanisms of Toxicity and Prevention at the Molecular Level , 2016, Toxins.

[15]  Ruth Nussinov,et al.  Principles and Overview of Sampling Methods for Modeling Macromolecular Structure and Dynamics , 2016, PLoS Comput. Biol..

[16]  Debasis Samanta,et al.  Immobilization of bio-macromolecules on self-assembled monolayers: methods and sensor applications. , 2011, Chemical Society reviews.

[17]  V. Ostry,et al.  Ochratoxin A: 50 Years of Research , 2016, Toxins.

[18]  P. Cremer,et al.  The inverse and direct Hofmeister series for lysozyme , 2009, Proceedings of the National Academy of Sciences.

[19]  Zhengzhong Kang,et al.  Molecular simulation of flavin adenine dinucleotide immobilized on charged single-walled carbon nanotubes for biosensor applications. , 2012, Biomaterials.

[20]  Robert A Latour,et al.  Perspectives on the simulation of protein-surface interactions using empirical force field methods. , 2014, Colloids and surfaces. B, Biointerfaces.

[21]  N. Engel,et al.  Point-of-Care Testing for Infectious Diseases: Diversity, Complexity, and Barriers in Low- And Middle-Income Countries , 2012, PLoS medicine.

[22]  Chandra K Dixit,et al.  Site-selective orientated immobilization of antibodies and conjugates for immunodiagnostics development. , 2017, Methods.

[23]  Aby A. Thyparambil,et al.  Evaluation of Ochratoxin Recognition by Peptides Using Explicit Solvent Molecular Dynamics , 2017, Toxins.

[24]  Z. Altintas,et al.  Computational Design of Peptide Ligands for Ochratoxin A , 2013, Toxins.

[25]  Giovanni Bussi,et al.  Enhanced Sampling in Molecular Dynamics Using Metadynamics, Replica-Exchange, and Temperature-Acceleration , 2013, Entropy.

[26]  Mark J Biggs,et al.  Free energy of adsorption for a peptide at a liquid/solid interface via nonequilibrium molecular dynamics. , 2013, Langmuir : the ACS journal of surfaces and colloids.

[27]  A. Laio,et al.  Substrate binding mechanism of HIV-1 protease from explicit-solvent atomistic simulations. , 2009, Journal of the American Chemical Society.

[28]  Carole C Perry,et al.  Peptide adsorption on silica nanoparticles: evidence of hydrophobic interactions. , 2012, ACS nano.

[29]  Zak E. Hughes,et al.  What makes a good graphene-binding peptide? Adsorption of amino acids and peptides at aqueous graphene interfaces. , 2015, Journal of materials chemistry. B.

[30]  Qiuming Wang,et al.  Effect of Surface Crowding and Surface Hydrophilicity on the Activity, Stability and Molecular Orientation of a Covalently Tethered Enzyme. , 2017, Langmuir : the ACS journal of surfaces and colloids.

[31]  Jeremy A. Yancey,et al.  Development of a Tuned Interfacial Force Field Parameter Set for the Simulation of Protein Adsorption to Silica Glass , 2012, Biointerphases.

[32]  J. Marty,et al.  Aptamers: A Promosing Tool for Ochratoxin A Detection in Food Analysis , 2013, Toxins.

[33]  Mikael Lund,et al.  Patchy proteins, anions and the Hofmeister series , 2008 .

[34]  K. Dill,et al.  Binding of small-molecule ligands to proteins: "what you see" is not always "what you get". , 2009, Structure.

[35]  T. Ha Recent Advances for the Detection of Ochratoxin A , 2015, Toxins.

[36]  P. Cremer,et al.  Specific ion effects on interfacial water structure near macromolecules. , 2007, Journal of the American Chemical Society.

[37]  A. Guiseppi-Elie,et al.  Sorption of his-tagged Protein G and Protein G onto chitosan/divalent metal ion sorbent used for detection of microcystin-LR , 2015, Environmental Science and Pollution Research.

[38]  F. Moussy,et al.  Diagnostic tools and technologies for infectious and non-communicable diseases in low-and-middle-income countries , 2013 .

[39]  K. Rischka,et al.  Influences of the pH on the adsorption properties of an antimicrobial peptide on titanium surfaces , 2015, Applied Adhesion Science.

[40]  Anthony Guiseppi-Elie,et al.  Monitoring systems and quantitative measurement of biomolecules for the management of Trauma , 2013, Biomedical microdevices.

[41]  K A Dill,et al.  Local and nonlocal interactions in globular proteins and mechanisms of alcohol denaturation , 1993, Protein science : a publication of the Protein Society.

[42]  A. Laio,et al.  A bias-exchange approach to protein folding. , 2007, The journal of physical chemistry. B.

[43]  S. Claridge,et al.  Peptide interfaces with graphene: an emerging intersection of analytical chemistry, theory, and materials , 2016, Analytical and Bioanalytical Chemistry.

[44]  Gibum Kim,et al.  The Vroman effect: a molecular level description of fibrinogen displacement. , 2003, Journal of the American Chemical Society.

[45]  Marc R. Knecht,et al.  Biointerface Structural Effects on the Properties and Applications of Bioinspired Peptide-Based Nanomaterials. , 2017, Chemical reviews.

[46]  C. Baggiani,et al.  Peptide-based affinity media for solid-phase extraction of Ochratoxin A from wine samples: Effect of the solid support on binding properties. , 2015, Talanta.

[47]  Bo Chen,et al.  Ochratoxin A mimotope from second-generation peptide library and its application in immunoassay. , 2013, Analytical chemistry.

[48]  P. Cremer,et al.  The Effects of Hofmeister Cations at Negatively Charged Hydrophilic Surfaces , 2012 .

[49]  David Chandler,et al.  Fluctuations of water near extended hydrophobic and hydrophilic surfaces. , 2009, The journal of physical chemistry. B.

[50]  Martin Gruebele,et al.  An extended dynamical hydration shell around proteins , 2007, Proceedings of the National Academy of Sciences.

[51]  J. Onuchic,et al.  Water mediation in protein folding and molecular recognition. , 2006, Annual review of biophysics and biomolecular structure.

[52]  Giacomo Fiorin,et al.  Using collective variables to drive molecular dynamics simulations , 2013 .

[53]  Ruhong Zhou,et al.  Surface Curvature Relation to Protein Adsorption for Carbon-based Nanomaterials , 2015, Scientific Reports.

[54]  Ariela Vergara-Jaque,et al.  Predicting Adsorption Affinities of Small Molecules on Carbon Nanotubes Using Molecular Dynamics Simulation. , 2015, ACS nano.

[55]  J. Swenson,et al.  Properties of hydration water and its role in protein dynamics , 2007 .

[56]  Jean-Louis Marty,et al.  Impact of pH on the Stability and the Cross-Reactivity of Ochratoxin A and Citrinin , 2013, Toxins.

[57]  W. Wenzel,et al.  Experimental characterization and simulation of amino acid and peptide interactions with inorganic materials , 2018, Engineering in life sciences.

[58]  C. González,et al.  Peptide binding to ochratoxin A mycotoxin: a new approach in conception of biosensors. , 2013, Biosensors & bioelectronics.

[59]  H. Frauenfelder,et al.  A unified model of protein dynamics , 2009, Proceedings of the National Academy of Sciences.

[60]  Y. Ghayeb,et al.  Effect of chirality, length and diameter of carbon nanotubes on the adsorption of 20 amino acids: a molecular dynamics simulation study , 2014 .

[61]  P. Cremer,et al.  Chemistry of Hofmeister anions and osmolytes. , 2010, Annual review of physical chemistry.

[62]  Sapna Sarupria,et al.  MOLECULAR DYNAMICS SIMULATIONS OF PEPTIDE–SWCNT INTERACTIONS RELATED TO ENZYME CONJUGATES FOR BIOSENSORS AND BIOFUEL CELLS , 2013 .

[63]  Andreas Bender,et al.  Recognizing Pitfalls in Virtual Screening: A Critical Review , 2012, J. Chem. Inf. Model..

[64]  P. Cremer,et al.  Interactions between macromolecules and ions: The Hofmeister series. , 2006, Current opinion in chemical biology.

[65]  Saurabh Srivastava,et al.  Nanomaterial-Based Biosensors for Food Toxin Detection , 2014, Applied Biochemistry and Biotechnology.

[66]  Dominik Horinek,et al.  Reversed anionic Hofmeister series: the interplay of surface charge and surface polarity. , 2010, Langmuir : the ACS journal of surfaces and colloids.

[67]  D. P. Siantar,et al.  Ochratoxin A in Wine: Survey by Antibody- and Polymeric-based SPE Columns Using HPLC/Fluorescence Detection , 2003, American Journal of Enology and Viticulture.

[68]  B. Piro,et al.  Comparison of Electrochemical Immunosensors and Aptasensors for Detection of Small Organic Molecules in Environment, Food Safety, Clinical and Public Security , 2016, Biosensors.

[69]  P. Cremer,et al.  Specific ion effects on the water solubility of macromolecules: PNIPAM and the Hofmeister series. , 2005, Journal of the American Chemical Society.

[70]  Diwakar Shukla,et al.  To milliseconds and beyond: challenges in the simulation of protein folding. , 2013, Current opinion in structural biology.

[71]  Xiaolin Huang,et al.  Phage-free peptide ELISA for ochratoxin A detection based on biotinylated mimotope as a competing antigen. , 2016, Talanta.

[72]  Ray H. Baughman,et al.  Direct electron transfer of glucose oxidase on carbon nanotubes , 2002 .

[73]  D. Palms,et al.  High-resolution in situ x-ray study of the hydrophobic gap at the water–octadecyl-trichlorosilane interface , 2006, Proceedings of the National Academy of Sciences.

[74]  T. Walsh Pathways to Structure-Property Relationships of Peptide-Materials Interfaces: Challenges in Predicting Molecular Structures. , 2017, Accounts of chemical research.

[75]  Shirley J. Gee,et al.  Immunochemical techniques for multianalyte analysis of chemical residues in food and the environment: A review , 2017 .

[76]  J. Cruz-Aguado,et al.  Determination of ochratoxin a with a DNA aptamer. , 2008, Journal of agricultural and food chemistry.

[77]  Jiawei Shen,et al.  Conformational Mobility of GOx Coenzyme Complex on Single-Wall Carbon Nanotubes , 2008, Sensors.

[78]  S. Nihonyanagi,et al.  Water hydrogen bond structure near highly charged interfaces is not like ice. , 2010, Journal of the American Chemical Society.

[79]  Laura Anfossi,et al.  Man-Made Synthetic Receptors for Capture and Analysis of Ochratoxin A , 2015, Toxins.

[80]  Qi Zhang,et al.  Mycotoxin Determination in Foods Using Advanced Sensors Based on Antibodies or Aptamers , 2016, Toxins.

[81]  C. Schütte,et al.  Supplementary Information for “ Constructing the Equilibrium Ensemble of Folding Pathways from Short Off-Equilibrium Simulations ” , 2009 .

[82]  Sandro Carrara,et al.  Implantable enzyme amperometric biosensors. , 2012, Biosensors & bioelectronics.

[83]  F. Noé,et al.  Protein conformational plasticity and complex ligand-binding kinetics explored by atomistic simulations and Markov models , 2015, Nature Communications.

[84]  E. Novotná,et al.  Ochratoxin A: developmental and reproductive toxicity-an overview. , 2013, Birth defects research. Part B, Developmental and reproductive toxicology.

[85]  H. Waldmann,et al.  Chemical strategies for generating protein biochips. , 2008, Angewandte Chemie.

[86]  Leandro C. Fonseca,et al.  Topography-driven bionano-interactions on colloidal silica nanoparticles. , 2014, ACS applied materials & interfaces.

[87]  Albert Rimola,et al.  Silica surface features and their role in the adsorption of biomolecules: computational modeling and experiments. , 2013, Chemical reviews.

[88]  Yaoxin Li,et al.  Engineering and Characterization of Peptides and Proteins at Surfaces and Interfaces: A Case Study in Surface-Sensitive Vibrational Spectroscopy. , 2016, Accounts of chemical research.

[89]  F. Bruni,et al.  Water-peptide site-specific interactions: a structural study on the hydration of glutathione. , 2014, Biophysical journal.

[90]  Zhou Yu,et al.  An immunoassay for ochratoxin A without the mycotoxin , 2007 .

[91]  P. Cremer,et al.  Investigations of Lysozyme Adsorption at the Air/Water and Quartz/Water Interfaces by Vibrational Sum Frequency Spectroscopy , 2002 .

[92]  Barry W. Ninham,et al.  ‘Zur Lehre von der Wirkung der Salze’ (about the science of the effect of salts): Franz Hofmeister's historical papers , 2004 .

[93]  Jianzhong Shen,et al.  Immunoassays for the detection of macrocyclic lactones in food matrices – A review , 2017 .

[94]  A. Guiseppi-Elie,et al.  Molecularly engineered p(HEMA)-based hydrogels for implant biochip biocompatibility. , 2005 .

[95]  K. Audenaert,et al.  Biodegradation of Mycotoxins: Tales from Known and Unexplored Worlds , 2016, Front. Microbiol..

[96]  C. Baggiani,et al.  Solid-phase extraction of ochratoxin A from wine based on a binding hexapeptide prepared by combinatorial synthesis. , 2007, Journal of chromatography. A.

[97]  A. Guiseppi-Elie,et al.  Peptide conjugated chitosan foam as a novel approach for capture-purification and rapid detection of hapten--example of ochratoxin A. , 2015, Biosensors & bioelectronics.

[98]  Susana Campuzano,et al.  Electrochemical Affinity Biosensors in Food Safety , 2017 .

[99]  C. Giromini,et al.  Mycotoxin Contamination in the EU Feed Supply Chain: A Focus on Cereal Byproducts , 2016, Toxins.

[100]  A. Guiseppi-Elie,et al.  Microfabricated biosensor for the simultaneous amperometric and luminescence detection and monitoring of Ochratoxin A. , 2016, Biosensors & bioelectronics.

[101]  A. Roda,et al.  Progress in chemical luminescence-based biosensors: A critical review. , 2016, Biosensors & bioelectronics.

[102]  Zak E Hughes,et al.  Efficient simulations of the aqueous bio-interface of graphitic nanostructures with a polarisable model. , 2014, Nanoscale.

[103]  M. Dorywalska,et al.  Location matters: site of conjugation modulates stability and pharmacokinetics of antibody drug conjugates. , 2013, Chemistry & biology.

[104]  R. Nussinov,et al.  The role of dynamic conformational ensembles in biomolecular recognition. , 2009, Nature chemical biology.

[105]  S. Onaizi,et al.  Tethering antimicrobial peptides: current status and potential challenges. , 2011, Biotechnology advances.

[106]  D. Bojanic,et al.  Impact of high-throughput screening in biomedical research , 2011, Nature Reviews Drug Discovery.

[107]  C. Brooks,et al.  Effects of Peptide Immobilization Sites on the Structure and Activity of Surface-Tethered Antimicrobial Peptides , 2015 .

[108]  Christopher B. Barrett,et al.  Review: Food loss and waste in Sub-Saharan Africa , 2017, Food policy.

[109]  Zak E. Hughes,et al.  Binding affinities of amino acid analogues at the charged aqueous titania interface: implications for titania-binding peptides. , 2014, Langmuir : the ACS journal of surfaces and colloids.

[110]  Anthony Guiseppi-Elie,et al.  Impact of surface chemistry and blocking strategies on DNA microarrays. , 2003, Nucleic acids research.

[111]  J. Heyda,et al.  Reversal of Hofmeister ordering for pairing of NH4(+) vs alkylated ammonium cations with halide anions in water. , 2010, The journal of physical chemistry. B.

[112]  Aby A. Thyparambil,et al.  Site of Tagging Influences the Ochratoxin Recognition by Peptide NFO4: A Molecular Dynamics Study , 2017, J. Chem. Inf. Model..

[113]  J. Marty,et al.  New biorecognition molecules in biosensors for the detection of toxins. , 2017, Biosensors & bioelectronics.

[114]  Steven J. Stuart,et al.  Cluster analysis of molecular simulation trajectories for systems where both conformation and orientation of the sampled states are important , 2016, J. Comput. Chem..

[115]  A. Laio,et al.  Optimizing the performance of bias-exchange metadynamics: folding a 48-residue LysM domain using a coarse-grained model. , 2010, The journal of physical chemistry. B.

[116]  A. Guiseppi-Elie,et al.  Design considerations in the use of interdigitated microsensor electrode arrays (IMEs) for impedimetric characterization of biomimetic hydrogels , 2011, Biomedical microdevices.

[117]  M. DeRosa,et al.  Comparison of In-Solution Biorecognition Properties of Aptamers against Ochratoxin A , 2016, Toxins.

[118]  Lin Sun,et al.  An empirical analysis of the impact of EU’s new food safety standards on china’s tea export , 2010 .

[119]  P. Cremer,et al.  Organization of water layers at hydrophilic interfaces. , 2003, Chemphyschem : a European journal of chemical physics and physical chemistry.

[120]  Jeremy C. Smith,et al.  The role of dynamics in enzyme activity. , 2003, Annual review of biophysics and biomolecular structure.

[121]  L. Bingle,et al.  Comparative Ochratoxin Toxicity: A Review of the Available Data , 2015, Toxins.

[122]  P. Cremer,et al.  Specific anion effects on water structure adjacent to protein monolayers. , 2010, Langmuir : the ACS journal of surfaces and colloids.

[123]  A. Guiseppi-Elie,et al.  Bio-smart hydrogels: co-joined molecular recognition and signal transduction in biosensor fabrication and drug delivery. , 2002, Biosensors & bioelectronics.

[124]  S. Creager,et al.  Determination of the surface pK of carboxylic- and amine-terminated alkanethiols using surface plasmon resonance spectroscopy. , 2008, Langmuir : the ACS journal of surfaces and colloids.

[125]  S. H. A. Chen,et al.  Observation of fragile-to-strong dynamic crossover in protein hydration water. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[126]  Jong-in Hahm,et al.  Fundamentals of Nanoscale Polymer–Protein Interactions and Potential Contributions to Solid-State Nanobioarrays , 2014, Langmuir : the ACS journal of surfaces and colloids.

[127]  P. Cremer,et al.  On the mechanism of the hofmeister effect. , 2004, Journal of the American Chemical Society.