1
|
Eggers DK, Le JM, Nham NT, Pham DN, Castellano BM. Dual Effect of Secondary Solutes on Binding Equilibria: Contributions from Solute-Reactant Interactions and Solute-Water Interactions. ACS OMEGA 2024; 9:3017-3027. [PMID: 38250344 PMCID: PMC10795149 DOI: 10.1021/acsomega.3c09329] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Revised: 12/08/2023] [Accepted: 12/14/2023] [Indexed: 01/23/2024]
Abstract
This study examines the role of water in binding equilibria with a special focus on secondary solutes (cosolutes) that influence the equilibrium but are not constituents of the final product. Using a thermodynamic framework that includes an explicit term for the release of water molecules upon binding, this investigation reveals how solutes may alter equilibria by changing the activity of the reactants, reflected in ΔG°(obs), and by changing the chemical potential of the solvent, reflected in ΔGS. The framework is applied to four experimental binding systems that differ in the degree of electrostatic contributions. The model systems include the chelation of Ca2+ by EDTA and three host-guest reactions; the pairings of p-sulfonatocalix[4]arene with tetramethylammonium ion, cucurbit[7]uril with N-acetyl-phenylalanine-amide, and β-cyclodextrin with adamantane carboxylate are tested. Each reaction pair is examined by isothermal titration calorimetry at 25 °C in the presence of a common osmolyte, sucrose, and a common chaotrope, urea. Molar solutions of trehalose and phosphate were also tested with selected models. In general, cosolutes that enhance binding tend to reduce the solvation free energy penalty and cosolutes that weaken binding tend to increase the solvation free energy penalty. Notably, the nonpolar-nonpolar interaction between adamantane carboxylate and β-cyclodextrin is characterized by a ΔGS value near zero. The results with β-cyclodextrin, in particular, prompt further discussions of the hydrophobic effect and the biocompatible properties of trehalose. Other investigators are encouraged to test and refine the approach taken here to further our understanding of solvent effects on molecular recognition.
Collapse
Affiliation(s)
- Daryl K. Eggers
- Department of Chemistry, San José State University, San José, California 95192-0101, United
States
| | | | | | - Duc N. Pham
- Department of Chemistry, San José State University, San José, California 95192-0101, United
States
| | | |
Collapse
|
2
|
Bellotti D, Leveraro S, Remelli M. Metal-protein solution interactions investigated using model systems: Thermodynamic and spectroscopic methods. Methods Enzymol 2023; 687:279-341. [PMID: 37666636 DOI: 10.1016/bs.mie.2023.05.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/06/2023]
Abstract
The first-row D-block metal ions are essential for the physiology of living organisms, functioning as cofactors in metalloproteins or structural components for enzymes: almost half of all proteins require metals to perform the biological function. Understanding metal-protein interactions is crucial to unravel the mysteries behind molecular biology, understanding the effects of metal imbalance and toxicity or the diseases due to disorders in metal homeostasis. Metal-protein interactions are dynamic: they are noncovalent and affected by the environment to which the system is exposed. To reach a complete comprehension of the system, different conditions must be considered for the experimental investigation, in order to get information on the species distribution, the ligand coordination modes, complex stoichiometry and geometry. Thinking about the whole environment where a protein acts, investigations are often challenging, and simplifications are required to study in detail the mechanisms of metal interaction. This chapter is intended to help researchers addressing the problem of the complexity of metal-protein interactions, with particular emphasis on the use of peptides as model systems for the metal coordination site. The thermodynamic and spectroscopic methods most widely employed to investigate the interaction between metal ions and peptides in solution are here covered. These include solid-phase peptide synthesis, potentiometric titrations, calorimetry, electrospray ionization mass spectrometry, UV-Vis spectrophotometry, circular dichroism (CD), nuclear magnetic resonance (NMR) and electron paramagnetic resonance (EPR). Additional experimental methods, which can be employed to study metal complexes with peptides, are also briefly mentioned. A case-study is finally reported providing a practical example of the investigation of metal-protein interaction by means of thermodynamic and spectroscopic methods applied to peptide model systems.
Collapse
Affiliation(s)
- Denise Bellotti
- University of Ferrara, Department of Chemical, Pharmaceutical and Agricultural Sciences, via L. Borsari, Ferrara, Italy; Faculty of Chemistry, University of Wrocław, F. Joliot-Curie, Wrocław, Poland
| | - Silvia Leveraro
- University of Ferrara, Department of Chemical, Pharmaceutical and Agricultural Sciences, via L. Borsari, Ferrara, Italy
| | - Maurizio Remelli
- University of Ferrara, Department of Chemical, Pharmaceutical and Agricultural Sciences, via L. Borsari, Ferrara, Italy.
| |
Collapse
|
3
|
Slavkovic S, Johnson PE. Analysis of Aptamer-Small Molecule Binding Interactions Using Isothermal Titration Calorimetry. Methods Mol Biol 2023; 2570:105-118. [PMID: 36156777 DOI: 10.1007/978-1-0716-2695-5_8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Isothermal titration calorimetry (ITC) is a technique where the heat given off, or absorbed, during a binding event is measured and used to determine the binding thermodynamics and affinity associated with binding. This protocol focuses on ITC applications for studying aptamer interactions with small molecule ligands where ITC has the advantage of being a label-free solution-based technique. The limitation of ITC using a relatively large amount of material compared to other analytical techniques is not applicable here as large amounts of nucleic acids, especially DNA, can be readily obtained. In this chapter we describe how to use ITC methods to measure the thermodynamics and affinity of binding using the interaction of quinine with a DNA cocaine-binding aptamer as an example.
Collapse
Affiliation(s)
- Sladjana Slavkovic
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, Canada
| | - Philip E Johnson
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, Canada.
| |
Collapse
|
4
|
Tellinghuisen J. A (partial) resolution of binding enthalpy discrepancies in ITC studies of Ba2+crown ether complexation: The importance of calibration. Anal Biochem 2021; 642:114481. [PMID: 34843699 DOI: 10.1016/j.ab.2021.114481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2021] [Revised: 11/10/2021] [Accepted: 11/16/2021] [Indexed: 11/17/2022]
Abstract
By conducting binding experiments at a range of temperatures T using isothermal titration calorimetry (ITC), one can obtain two estimates of the binding enthalpy - calorimetric (ΔH°cal) from the experiments at each T, and van't Hoff (ΔH°vH) from the T dependence of the binding constant K°. From thermodynamics it is clear that these two must be identical, but early efforts to demonstrate this for ITC data indicated significant inconsistency. In an extensive 2004 study of the Ba2+ + 18-crown-6 ether complexation used in prior comparisons, Mizoue and Tellinghuisen found modest (10-20%) but statistically significant differences, which were tentatively attributed to problems converting the calorimetric estimates to their standard state values, as implied by the superscript ° in the notation. In the present work the 2004 results are reanalyzed using results obtained since then from temperature, heat, and volume calibration of the instrument and a better determination of the data variance function required for the weighted least-squares fitting of the data. The new results show consistency for temperatures 5-30 °C but persistent statistically significant differences from 35-46 °C. Several possible explanations for the remaining discrepancies are examined, with methods that include fitting the K and ΔHcal data together.
Collapse
Affiliation(s)
- Joel Tellinghuisen
- Department of Chemistry, Vanderbilt University, Nashville, TN, 37235, USA.
| |
Collapse
|
5
|
A multi-laboratory benchmark study of isothermal titration calorimetry (ITC) using Ca 2+ and Mg 2+ binding to EDTA. EUROPEAN BIOPHYSICS JOURNAL: EBJ 2021; 50:429-451. [PMID: 33864101 DOI: 10.1007/s00249-021-01523-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 03/16/2021] [Accepted: 03/22/2021] [Indexed: 10/21/2022]
Abstract
A small-scale ITC benchmarking study was performed involving 9 biophysics laboratories/facilities, to evaluate inter-laboratory and intra-laboratory basal levels of uncertainty. Our prime goal was to assess a number of important factors that can influence both the data gathered by this technique and the thermodynamic parameter values derived therefrom. In its first part, the study involved 5 laboratories and 13 different instruments, working with centrally prepared samples and the same experimental protocol. The second part involved 4 additional laboratories and 6 more instruments, where the users prepared their own samples according to provided instructions and did the experiments following the same protocol as in the first part. The study design comprised: (1) selecting a minimal set of laboratories; (2) providing very stable samples; (3) providing samples not requiring preparation or manipulation; and (4) providing a well-defined and detailed experimental protocol. Thus, we were able to assess: (i) the variability due to instrument and data analysis performed by each user on centrally prepared samples; (ii) the comparability of data retrieved when using 4 different software packages to analyze the same data, besides the data analysis carried out by the different users on their own experimental results; and (iii) the variability due to local sample preparation (second part of the study). Individual values, as well as averages and standard deviations for the binding parameters for EDTA-cation interaction, were used as metrics for comparing the equilibrium association constant (logK), enthalpy of interaction (ΔH), and the so-called "stoichiometry" (n), a concentration-correction factor.
Collapse
|
6
|
Amponsah-Efah KK, Mistry P, Eisenhart R, Suryanarayanan R. The Influence of the Strength of Drug-Polymer Interactions on the Dissolution of Amorphous Solid Dispersions. Mol Pharm 2020; 18:174-186. [PMID: 33332132 DOI: 10.1021/acs.molpharmaceut.0c00790] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
In an earlier report, ionic interactions between ketoconazole (KTZ), a weakly basic drug, and poly(acrylic acid) (PAA), an anionic polymer, resulted in a dramatic decrease in molecular mobility as well as reduced crystallization propensity of amorphous solid dispersion (ASD) in the solid state. On the other hand, weaker dipole-dipole interactions between KTZ and polyvinylpyrrolidone (PVP) resulted in ASDs with higher crystallization propensity (Mistry Mol Pharm., 2015, 12 (9), 3339-3350). In this work, we investigated the behavior of the ketoconazole (KTZ) solid dispersions in aqueous media. In vitro dissolution tests showed that the PAA ASD maintained the level of supersaturation for a longer duration than the PVP ASD at low polymer contents (4-20% w/w polymer). Additionally, the PAA ASDs were more resistant to drug crystallization in aqueous medium when measured with synchrotron X-ray diffractometry. Two-dimensional 1H nuclear Overhauser effect spectroscopy (NOESY) NMR cross peaks between ketoconazole and PAA confirmed the existence of drug-polymer interactions in D2O. The interaction was accompanied by a reduced drug diffusivity as monitored by 2D diffusion ordered spectroscopy (DOSY) NMR and enthalpy-driven when characterized by isothermal titration calorimetry (ITC). On the other hand, drug-polymer interactions were not detected between ketoconazole and PVP in aqueous solution, with NOESY, DOSY, or ITC. The results suggest that interactions that stabilize ASDs in the solid state can also be relevant and important in sustaining supersaturation in solution.
Collapse
Affiliation(s)
- Kweku K Amponsah-Efah
- Department of Pharmaceutics, College of Pharmacy, University of Minnesota, 308 Harvard Street SE, Minneapolis, Minnesota 55455, United States
| | - Pinal Mistry
- Department of Pharmaceutics, College of Pharmacy, University of Minnesota, 308 Harvard Street SE, Minneapolis, Minnesota 55455, United States
| | - Reed Eisenhart
- Department of Chemistry, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Raj Suryanarayanan
- Department of Pharmaceutics, College of Pharmacy, University of Minnesota, 308 Harvard Street SE, Minneapolis, Minnesota 55455, United States
| |
Collapse
|
7
|
Schroffenegger M, Leitner NS, Morgese G, Ramakrishna SN, Willinger M, Benetti EM, Reimhult E. Polymer Topology Determines the Formation of Protein Corona on Core-Shell Nanoparticles. ACS NANO 2020; 14:12708-12718. [PMID: 32865993 PMCID: PMC7596783 DOI: 10.1021/acsnano.0c02358] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Accepted: 08/31/2020] [Indexed: 05/08/2023]
Abstract
Linear and cyclic poly(2-ethyl-2-oxazoline) (PEOXA) adsorbates provide excellent colloidal stability to superparamagnetic iron oxide nanoparticles (FexOy NPs) within protein-rich media. However, dense shells of linear PEOXA brushes cannot prevent weak but significant attractive interactions with human serum albumin. In contrast, their cyclic PEOXA counterparts quantitatively hinder protein adsorption, as demonstrated by a combination of dynamic light scattering and isothermal titration calorimetry. The cyclic PEOXA brushes generate NP shells that are denser and more compact than their linear counterparts, entirely preventing the formation of a protein corona as well as aggregation, even when the lower critical solution temperature of PEOXA in a physiological buffer is reached.
Collapse
Affiliation(s)
- Martina Schroffenegger
- Institute
for Biologically Inspired Materials, Department of Nanobiotechnology, University of Resources and Life Sciences, Muthgasse 11, A-1190 Vienna, Austria
| | - Nikolaus S. Leitner
- Institute
for Biologically Inspired Materials, Department of Nanobiotechnology, University of Resources and Life Sciences, Muthgasse 11, A-1190 Vienna, Austria
| | - Giulia Morgese
- Polymer
Surfaces Group, Laboratory for Surface Science and Technology, Department
of Materials, ETH Zürich, Vladimir-Prelog-Weg 1-5/10, CH-8093 Zürich, Switzerland
| | - Shivaprakash N. Ramakrishna
- Polymer
Surfaces Group, Laboratory for Surface Science and Technology, Department
of Materials, ETH Zürich, Vladimir-Prelog-Weg 1-5/10, CH-8093 Zürich, Switzerland
| | - Max Willinger
- Institute
for Biologically Inspired Materials, Department of Nanobiotechnology, University of Resources and Life Sciences, Muthgasse 11, A-1190 Vienna, Austria
| | - Edmondo M. Benetti
- Polymer
Surfaces Group, Laboratory for Surface Science and Technology, Department
of Materials, ETH Zürich, Vladimir-Prelog-Weg 1-5/10, CH-8093 Zürich, Switzerland
| | - Erik Reimhult
- Institute
for Biologically Inspired Materials, Department of Nanobiotechnology, University of Resources and Life Sciences, Muthgasse 11, A-1190 Vienna, Austria
| |
Collapse
|
8
|
Glöckner S, Klebe G. Simultaneous determination of thermodynamic and kinetic data by isothermal titration calorimetry. Biochim Biophys Acta Gen Subj 2020; 1865:129772. [PMID: 33191201 DOI: 10.1016/j.bbagen.2020.129772] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Revised: 10/13/2020] [Accepted: 10/20/2020] [Indexed: 12/16/2022]
Abstract
BACKGROUND Thermodynamic and binding kinetic data increasingly support and guide the drug optimization process. METHODS Because ITC thermograms contain binding thermodynamic and kinetic information, an efficient protocol for the simultaneous extraction of thermodynamic and kinetic data for 1:1 protein ligand reactions from AFFINImeter kinITC in one single experiment are presented. RESULTS The effort to apply this protocol requires the same time as for the standard protocol but increases the precision of both thermodynamic and kinetic data. CONCLUSIONS The protocol enables reliable extraction of both thermodynamic and kinetic data for 1:1 protein-ligand binding reactions with improved precision compared to the 'standard protocol'. GENERAL SIGNIFICANCE Thermodynamic and kinetic data are recorded under exactly the same conditions in solution without any labeling or immobilization from a protein sample that is not 100% active and would otherwise render the extraction of kinetic parameters impossible.
Collapse
Affiliation(s)
- Steffen Glöckner
- Philipps-University Marburg, Institute for Pharmaceutical Chemistry, Marbacher Weg 6, 35037 Marburg, Germany.
| | - Gerhard Klebe
- Philipps-University Marburg, Institute for Pharmaceutical Chemistry, Marbacher Weg 6, 35037 Marburg, Germany.
| |
Collapse
|
9
|
Wang Z, Landy D, Sizun C, Cézard C, Solgadi A, Przybylski C, de Chaisemartin L, Herfindal L, Barratt G, Legrand FX. Cyclodextrin complexation studies as the first step for repurposing of chlorpromazine. Int J Pharm 2020; 584:119391. [PMID: 32376444 DOI: 10.1016/j.ijpharm.2020.119391] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 04/27/2020] [Accepted: 04/28/2020] [Indexed: 01/07/2023]
Abstract
The antipsychotic drug chlorpromazine (CPZ) has potential for the treatment of acute myeloid leukemia, if central nervous system side-effects resulting from its passage through the blood-brain barrier can be prevented. A robust drug delivery system for repurposed CPZ would be drug-in-cyclodextrin-in-liposome that would redirect the drug away from the brain while avoiding premature release in the circulation. As a first step, CPZ complexation with cyclodextrin (CD) has been studied. The stoichiometry, binding constant, enthalpy, and entropy of complex formation between CPZ and a panel of CDs was investigated by isothermal titration calorimetry (ITC). All the tested CDs were able to include CPZ, in the form of 1:1, 1:2 or a mixture of 1:1 and 1:2 complexes. In particular, a substituted γ-CD, sugammadex (the octasodium salt of octakis(6-deoxy-6-S-(2-carboxyethyl)-6-thio)cyclomaltooctaose), formed exclusively 1:2 complexes with an extremely high association constant of 6.37 × 109 M-2. Complexes were further characterized by heat capacity changes, one- and two-dimensional (ROESY) nuclear magnetic resonance (NMR) spectroscopy and molecular dynamics simulations. Finally, protection of CPZ against photodegradation by CDs was assessed. This was accelerated rather than reduced by complexation with CD. Altogether these results provide a molecular basis for the use of CD in delayed release formulations for CPZ.
Collapse
Affiliation(s)
- Zhiqiang Wang
- Université Paris-Saclay, CNRS, Institut Galien Paris-Saclay, 92290 Châtenay-Malabry, France
| | - David Landy
- Unité de Chimie Environnementale et Interactions sur le Vivant (UCEIV, EA 4492), SFR Condorcet FR CNRS 3417, Université du Littoral Côte d'Opale, 59140 Dunkerque, France
| | - Christina Sizun
- Université Paris-Saclay, CNRS, Institut de Chimie des Substances Naturelles, UPR 2301, 91198 Gif-sur-Yvette, France
| | - Christine Cézard
- Laboratoire de Glycochimie, des Antimicrobiens et des Agroressources, CNRS UMR 7378, Université de Picardie Jules Verne, 80000 Amiens, France
| | - Audrey Solgadi
- Université Paris-Saclay, Inserm, CNRS, Ingénierie et Plateformes au Service de l'Innovation Thérapeutique, 92290 Châtenay-Malabry, France
| | - Cédric Przybylski
- Institut Parisien de Chimie Moléculaire, CNRS UMR 8232, Sorbonne Université, 75005 Paris, France
| | - Luc de Chaisemartin
- Service d'Immunologie, Hôpital Bichat-Claude-Bernard, Assistance Publique-Hôpitaux de Paris, 75018 Paris, France; Université Paris-Saclay, Inserm, Inflammation, Microbiome and Immunosurveillance, 92290 Châtenay-Malabry, France
| | - Lars Herfindal
- Department of Clinical Science, University of Bergen, Jonas Lies Vei 87, 5009 Bergen, Norway
| | - Gillian Barratt
- Université Paris-Saclay, CNRS, Institut Galien Paris-Saclay, 92290 Châtenay-Malabry, France
| | - François-Xavier Legrand
- Université Paris-Saclay, CNRS, Institut Galien Paris-Saclay, 92290 Châtenay-Malabry, France.
| |
Collapse
|
10
|
Busca G, Gervasini A. Solid acids, surface acidity and heterogeneous acid catalysis. ADVANCES IN CATALYSIS 2020. [DOI: 10.1016/bs.acat.2020.09.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
|
11
|
Diab M, Floquet S, Haouas M, Abramov PA, López X, Landy D, Damond A, Falaise C, Guérineau V, Touboul D, Naoufal D, Cadot E. Encapsulation of Chaotropic
closo
‐Decahydrodecaborate Clusters Within Cyclodextrins: Synthesis, Solution Studies, and DFT Calculations. Eur J Inorg Chem 2019. [DOI: 10.1002/ejic.201900602] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Manal Diab
- Institut Lavoisier de Versailles, CNRS, UVSQ Université Paris‐Saclay 45 av. des Etats‐Unis 78035 Versailles France
- Laboratory of Organometallic and Coordination Chemistry, LCIO Lebanese University, Faculty of Sciences I Hadath Lebanon
| | - Sébastien Floquet
- Institut Lavoisier de Versailles, CNRS, UVSQ Université Paris‐Saclay 45 av. des Etats‐Unis 78035 Versailles France
| | - Mohamed Haouas
- Institut Lavoisier de Versailles, CNRS, UVSQ Université Paris‐Saclay 45 av. des Etats‐Unis 78035 Versailles France
| | - Pavel A. Abramov
- Nikolaiev Institute of Inorganic Chemistry SB RAS 630090 Novosibirsk Russia
- Novosibirsk State University 630090 Novosibirsk Russia
| | - Xavier López
- Departament de Química Física i Inorgànica Universitat Rovira i Virgili Marcel.lí Domingo 1 43007 Tarragona Spain
| | - David Landy
- Unité de Chimie Environnementale et Interactions sur le Vivant (UCEIV, EA 4492), ULCO Dunkerque France
| | - Aurélie Damond
- Institut Lavoisier de Versailles, CNRS, UVSQ Université Paris‐Saclay 45 av. des Etats‐Unis 78035 Versailles France
| | - Clément Falaise
- Institut Lavoisier de Versailles, CNRS, UVSQ Université Paris‐Saclay 45 av. des Etats‐Unis 78035 Versailles France
| | - Vincent Guérineau
- Institut de Chimie des Substances Naturelles CNRS UPR2301 Université Paris‐Sud, Université Paris‐Saclay Avenue de la Terrasse 91198 Gif‐sur‐Yvette Cedex France
| | - David Touboul
- Institut de Chimie des Substances Naturelles CNRS UPR2301 Université Paris‐Sud, Université Paris‐Saclay Avenue de la Terrasse 91198 Gif‐sur‐Yvette Cedex France
| | - Daoud Naoufal
- Laboratory of Organometallic and Coordination Chemistry, LCIO Lebanese University, Faculty of Sciences I Hadath Lebanon
| | - Emmanuel Cadot
- Institut Lavoisier de Versailles, CNRS, UVSQ Université Paris‐Saclay 45 av. des Etats‐Unis 78035 Versailles France
| |
Collapse
|
12
|
Jones CP, Piszczek G, Ferré-D'Amaré AR. Isothermal Titration Calorimetry Measurements of Riboswitch-Ligand Interactions. Methods Mol Biol 2019; 1964:75-87. [PMID: 30929236 DOI: 10.1007/978-1-4939-9179-2_6] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
One of the many ways by which bacteria control gene expression is through cis-acting regulatory mRNA elements called riboswitches. By specifically binding to small molecules or metabolites and pairing the binding event to an RNA structure change, riboswitches link a metabolic input to a transcriptional or translational output. For over a decade, isothermal titration calorimetry (ITC) has been used to investigate how riboswitches interact with small molecules. We present methods for assaying RNA-ligand interactions using ITC and analyzing resulting data to estimate thermodynamic parameters associated with binding.
Collapse
Affiliation(s)
- Christopher P Jones
- Biochemistry and Biophysics Center, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Grzegorz Piszczek
- Biophysics Core Facility, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Adrian R Ferré-D'Amaré
- Biochemistry and Biophysics Center, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD, USA.
| |
Collapse
|
13
|
Paketurytė V, Linkuvienė V, Krainer G, Chen WY, Matulis D. Repeatability, precision, and accuracy of the enthalpies and Gibbs energies of a protein–ligand binding reaction measured by isothermal titration calorimetry. EUROPEAN BIOPHYSICS JOURNAL: EBJ 2018; 48:139-152. [DOI: 10.1007/s00249-018-1341-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2017] [Revised: 10/18/2018] [Accepted: 12/03/2018] [Indexed: 12/11/2022]
|
14
|
Povar I, Spinu O, Pintilie B. Expressions for Enthalpies of Concurrent Polynuclear Complex Formation Reactions in Two-Phase Aqueous Systems. J SOLUTION CHEM 2018. [DOI: 10.1007/s10953-018-0802-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
|
15
|
Nguyen TH, Rustenburg AS, Krimmer SG, Zhang H, Clark JD, Novick PA, Branson K, Pande VS, Chodera JD, Minh DDL. Bayesian analysis of isothermal titration calorimetry for binding thermodynamics. PLoS One 2018; 13:e0203224. [PMID: 30212471 PMCID: PMC6136728 DOI: 10.1371/journal.pone.0203224] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2018] [Accepted: 08/16/2018] [Indexed: 12/04/2022] Open
Abstract
Isothermal titration calorimetry (ITC) is the only technique able to determine both the enthalpy and entropy of noncovalent association in a single experiment. The standard data analysis method based on nonlinear regression, however, provides unrealistically small uncertainty estimates due to its neglect of dominant sources of error. Here, we present a Bayesian framework for sampling from the posterior distribution of all thermodynamic parameters and other quantities of interest from one or more ITC experiments, allowing uncertainties and correlations to be quantitatively assessed. For a series of ITC measurements on metal:chelator and protein:ligand systems, the Bayesian approach yields uncertainties which represent the variability from experiment to experiment more accurately than the standard data analysis. In some datasets, the median enthalpy of binding is shifted by as much as 1.5 kcal/mol. A Python implementation suitable for analysis of data generated by MicroCal instruments (and adaptable to other calorimeters) is freely available online.
Collapse
Affiliation(s)
- Trung Hai Nguyen
- Department of Chemistry, Illinois Institute of Technology, Chicago, IL, United States of America
| | - Ariën S. Rustenburg
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, United States of America
- Graduate Program in Physiology, Biophysics, and Systems Biology, Weill Cornell Medical College, New York, NY, United States of America
| | - Stefan G. Krimmer
- Department of Pharmaceutical Chemistry, University of Marburg, Marbacher Weg 6, Marburg, Germany
| | - Hexi Zhang
- Department of Chemistry, Illinois Institute of Technology, Chicago, IL, United States of America
| | - John D. Clark
- Department of Chemistry, Illinois Institute of Technology, Chicago, IL, United States of America
| | - Paul A. Novick
- Department of Chemistry, Stanford University, Stanford, CA, United States of America
| | - Kim Branson
- Department of Chemistry, Stanford University, Stanford, CA, United States of America
| | - Vijay S. Pande
- Department of Chemistry, Stanford University, Stanford, CA, United States of America
| | - John D. Chodera
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, United States of America
- * E-mail: (JDC); (DDLM)
| | - David D. L. Minh
- Department of Chemistry, Illinois Institute of Technology, Chicago, IL, United States of America
- * E-mail: (JDC); (DDLM)
| |
Collapse
|
16
|
Tellinghuisen J. Critique of methods for estimating heats in isothermal titration calorimetry. Anal Biochem 2018; 563:79-86. [PMID: 30149027 DOI: 10.1016/j.ab.2018.08.015] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2018] [Revised: 08/17/2018] [Accepted: 08/17/2018] [Indexed: 11/30/2022]
Abstract
Isothermal titration calorimetry data recorded on a MicroCal/Malvern VP-ITC instrument for water-water blanks and for dilution of aqueous solutions of BaCl2 and Ba(NO3)2 are analyzed using Origin software, the freeware NITPIC program, and in-house algorithms, to compare precisions for estimating the heat per injection q. The data cover temperatures 6-47 °C, injection volumes 4-40 μL, and average heats 0-200 μcal. For water-water blanks, where baseline noise limits precision, NITPIC and the in-house algorithm achieve precisions of 0.05 μcal, which is better than Origin by a factor of 4. The precision differences decrease with increasing |q|, becoming insignificant for |q| > 200 μcal. In its default mode, NITPIC underestimates |q| for peaks with incomplete return to baseline, but the shortfall can be largely corrected by overriding the default injection time parameter. The variance estimates from 26 dilution experiments are used to assess the data variance function. The results determine the conditions under which weighted least squares should be used to estimate thermodynamic parameters from ITC data.
Collapse
Affiliation(s)
- Joel Tellinghuisen
- Department of Chemistry, Vanderbilt University, Nashville, TN, 37235, USA.
| |
Collapse
|
17
|
Tellinghuisen J. Can you trust the parametric standard errors in nonlinear least squares? Yes, with provisos. Biochim Biophys Acta Gen Subj 2017; 1862:886-894. [PMID: 29289616 DOI: 10.1016/j.bbagen.2017.12.016] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2017] [Revised: 12/14/2017] [Accepted: 12/27/2017] [Indexed: 11/18/2022]
Abstract
BACKGROUND Questions about the reliability of parametric standard errors (SEs) from nonlinear least squares (LS) algorithms have led to a general mistrust of these precision estimators that is often unwarranted. METHODS The importance of non-Gaussian parameter distributions is illustrated by converting linear models to nonlinear by substituting eA, ln A, and 1/A for a linear parameter a. Monte Carlo (MC) simulations characterize parameter distributions in more complex cases, including when data have varying uncertainty and should be weighted, but weights are neglected. This situation leads to loss of precision and erroneous parametric SEs, as is illustrated for the Lineweaver-Burk analysis of enzyme kinetics data and the analysis of isothermal titration calorimetry data. RESULTS Non-Gaussian parameter distributions are generally asymmetric and biased. However, when the parametric SE is <10% of the magnitude of the parameter, both the bias and the asymmetry can usually be ignored. Sometimes nonlinear estimators can be redefined to give more normal distributions and better convergence properties. CONCLUSION Variable data uncertainty, or heteroscedasticity, can sometimes be handled by data transforms but more generally requires weighted LS, which in turn require knowledge of the data variance. GENERAL SIGNIFICANCE Parametric SEs are rigorously correct in linear LS under the usual assumptions, and are a trustworthy approximation in nonlinear LS provided they are sufficiently small - a condition favored by the abundant, precise data routinely collected in many modern instrumental methods.
Collapse
Affiliation(s)
- Joel Tellinghuisen
- Department of Chemistry, Vanderbilt University Nashville, TN 37235, USA.
| |
Collapse
|
18
|
Amano R, Takada K, Tanaka Y, Nakamura Y, Kawai G, Kozu T, Sakamoto T. Kinetic and Thermodynamic Analyses of Interaction between a High-Affinity RNA Aptamer and Its Target Protein. Biochemistry 2016; 55:6221-6229. [PMID: 27766833 DOI: 10.1021/acs.biochem.6b00748] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
AML1 (RUNX1) protein is an essential transcription factor involved in the development of hematopoietic cells. Several genetic aberrations that disrupt the function of AML1 have been frequently observed in human leukemia. AML1 contains a DNA-binding domain known as the Runt domain (RD), which recognizes the RD-binding double-stranded DNA element of target genes. In this study, we identified high-affinity RNA aptamers that bind to RD by systematic evolution of ligands by exponential enrichment. The binding assay using surface plasmon resonance indicated that a shortened aptamer retained the ability to bind to RD when 1 M potassium acetate was used. A thermodynamic study using isothermal titration calorimetry (ITC) showed that the aptamer-RD interaction is driven by a large enthalpy change, and its unfavorable entropy change is compensated by a favorable enthalpy change. Furthermore, the binding heat capacity change was identified from the ITC data at various temperatures. The aptamer binding showed a large negative heat capacity change, which suggests that a large apolar surface is buried upon such binding. Thus, we proposed that the aptamer binds to RD with long-range electrostatic force in the early stage of the association and then changes its conformation and recognizes a large surface area of RD. These findings about the biophysics of aptamer binding should be useful for understanding the mechanism of RNA-protein interaction and optimizing and modifying RNA aptamers.
Collapse
Affiliation(s)
- Ryo Amano
- Department of Life and Environmental Sciences, Faculty of Engineering, Chiba Institute of Technology , 2-17-1 Tsudanuma, Narashino, Chiba 275-0016, Japan
| | - Kenta Takada
- Department of Life and Environmental Sciences, Faculty of Engineering, Chiba Institute of Technology , 2-17-1 Tsudanuma, Narashino, Chiba 275-0016, Japan
| | - Yoichiro Tanaka
- Facility for RI Research and Education, Instrumental Analysis Center, Yokohama National University , 79-5 Tokiwadai, Hodogaya-ku, Yokohama 240-8501, Japan
| | - Yoshikazu Nakamura
- Department of Basic Medical Sciences, Institute of Medical Science, University of Tokyo , Shirokanedai, Minato-ku, Tokyo 108-8639, Japan.,Ribomic Inc. , 3-16-13 Shirokanedai, Minato-ku, Tokyo 108-0071, Japan
| | - Gota Kawai
- Department of Life and Environmental Sciences, Faculty of Engineering, Chiba Institute of Technology , 2-17-1 Tsudanuma, Narashino, Chiba 275-0016, Japan
| | - Tomoko Kozu
- Research Institute for Clinical Oncology , Saitama Cancer Center, Ina, Saitama 362-0806, Japan
| | - Taiichi Sakamoto
- Department of Life and Environmental Sciences, Faculty of Engineering, Chiba Institute of Technology , 2-17-1 Tsudanuma, Narashino, Chiba 275-0016, Japan
| |
Collapse
|
19
|
Lanza V, Travaglia A, Malgieri G, Fattorusso R, Grasso G, Di Natale G, Zito V, Arena G, Milardi D, Rizzarelli E. Ubiquitin Associates with the N-Terminal Domain of Nerve Growth Factor: The Role of Copper(II) Ions. Chemistry 2016; 22:17767-17775. [PMID: 27759905 DOI: 10.1002/chem.201603650] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2016] [Indexed: 11/10/2022]
Abstract
Many biochemical pathways involving nerve growth factor (NGF), a neurotrophin with copper(II) binding abilities, are regulated by the ubiquitin (Ub) proteasome system. However, whether NGF binds Ub and the role played by copper(II) ions in modulating their interactions have not yet been investigated. Herein NMR spectroscopy, circular dichroism, ESI-MS, and titration calorimetry are employed to characterize the interactions of NGF with Ub. NGF1-14 , which is a short model peptide encompassing the first 14 N-terminal residues of NGF, binds the copper-binding regions of Ub (KD =8.6 10-5 m). Moreover, the peptide undergoes a random coil-polyproline type II helix structural conversion upon binding to Ub. Notably, copper(II) ions inhibit NGF1-14 /Ub interactions. Further experiments performed with the full-length NGF confirmed the existence of a copper(II)-dependent association between Ub and NGF and indicated that the N-terminal domain of NGF was a valuable paradigm that recapitulated many traits of the full-length protein.
Collapse
Affiliation(s)
- Valeria Lanza
- Istituto di Biostrutture e Bioimmagini, Consiglio Nazionale delle Ricerche, Via P. Gaifami18, 95126, Catania, Italy
| | - Alessio Travaglia
- Center for Neural Science, New York University, 4 Washington Pl, New York, NY, 10003, USA
| | - Gaetano Malgieri
- Dipartimento di Scienze e Tecnologie Ambientali, Biologiche e Farmaceutiche, Seconda Università di Napoli, Via Vivaldi 43, 81100, Caserta, Italy
| | - Roberto Fattorusso
- Dipartimento di Scienze e Tecnologie Ambientali, Biologiche e Farmaceutiche, Seconda Università di Napoli, Via Vivaldi 43, 81100, Caserta, Italy
| | - Giuseppe Grasso
- Dipartimento di Scienze Chimiche, Università degli Studi di Catania, V.le A.Doria 6, 95125, Catania, Italy
| | - Giuseppe Di Natale
- Istituto di Biostrutture e Bioimmagini, Consiglio Nazionale delle Ricerche, Via P. Gaifami18, 95126, Catania, Italy
| | - Valeria Zito
- Istituto di Biostrutture e Bioimmagini, Consiglio Nazionale delle Ricerche, Via P. Gaifami18, 95126, Catania, Italy
| | - Giuseppe Arena
- Dipartimento di Scienze Chimiche, Università degli Studi di Catania, V.le A.Doria 6, 95125, Catania, Italy
| | - Danilo Milardi
- Istituto di Biostrutture e Bioimmagini, Consiglio Nazionale delle Ricerche, Via P. Gaifami18, 95126, Catania, Italy
| | - Enrico Rizzarelli
- Istituto di Biostrutture e Bioimmagini, Consiglio Nazionale delle Ricerche, Via P. Gaifami18, 95126, Catania, Italy.,Dipartimento di Scienze Chimiche, Università degli Studi di Catania, V.le A.Doria 6, 95125, Catania, Italy
| |
Collapse
|
20
|
Kantonen SA, Henriksen NM, Gilson MK. Evaluation and Minimization of Uncertainty in ITC Binding Measurements: Heat Error, Concentration Error, Saturation, and Stoichiometry. Biochim Biophys Acta Gen Subj 2016; 1861:485-498. [PMID: 27599357 DOI: 10.1016/j.bbagen.2016.09.002] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2016] [Revised: 08/27/2016] [Accepted: 09/02/2016] [Indexed: 01/05/2023]
Abstract
BACKGROUND Isothermal titration calorimetry (ITC) is uniquely useful for characterizing binding thermodynamics, because it straightforwardly provides both the binding enthalpy and free energy. However, the precision of the results depends on the experimental setup and how thermodynamic results are obtained from the raw data. METHODS Experiments and Monte Carlo analysis are used to study how uncertainties in injection heat and concentration propagate to binding enthalpies in various scenarios. We identify regimes in which it is preferable to fix the stoichiometry parameter, N, and evaluate the reliability of uncertainties provided by the least squares method. RESULTS The noise in the injection heat is mainly proportional in character, with ~1% and ~3% uncertainty at 27C and 65C, respectively; concentration errors are ~1%. Simulations of experiments based on these uncertainties delineate how experimental design and curve fitting methods influence the uncertainty in the final results. CONCLUSIONS In most cases, experimental uncertainty is minimized by using more injections and by fixing N at its known value. With appropriate technique, the uncertainty in measured binding enthalpies can be kept below ~2% under many conditions, including low C values. GENERAL SIGNIFICANCE We quantify uncertainties in ITC data due to heat and concentration error, and identify practices to minimize these uncertainties. The resulting guidelines are important when ITC data are used quantitatively, such as to test computer simulations of binding. Reproducibility and further study are supported by free distribution of the new software developed here.
Collapse
Affiliation(s)
- Samuel A Kantonen
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, California 92093-0736, USA
| | - Niel M Henriksen
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, California 92093-0736, USA
| | - Michael K Gilson
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, California 92093-0736, USA.
| |
Collapse
|
21
|
Tellinghuisen J. Analysis of multitemperature isothermal titration calorimetry data at very low c: Global beats van't Hoff. Anal Biochem 2016; 513:43-46. [PMID: 27567993 DOI: 10.1016/j.ab.2016.08.024] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2016] [Revised: 08/06/2016] [Accepted: 08/23/2016] [Indexed: 10/21/2022]
Abstract
Isothermal titration calorimetry data for very low c (≡K[M]0) must normally be analyzed with the stoichiometry parameter n fixed - at its known value or at any reasonable value if the system is not well characterized. In the latter case, ΔH° (and hence n) can be estimated from the T-dependence of the binding constant K, using the van't Hoff (vH) relation. An alternative is global or simultaneous fitting of data at multiple temperatures. In this Note, global analysis of low-c data at two temperatures is shown to estimate ΔH° and n with double the precision of the vH method.
Collapse
Affiliation(s)
- Joel Tellinghuisen
- Department of Chemistry, Vanderbilt University, Nashville, TN 37235, United States.
| |
Collapse
|
22
|
HypCal, a general-purpose computer program for the determination of standard reaction enthalpy and binding constant values by means of calorimetry. Anal Bioanal Chem 2016; 408:6413-22. [PMID: 27423194 DOI: 10.1007/s00216-016-9759-6] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2016] [Revised: 06/18/2016] [Accepted: 07/01/2016] [Indexed: 10/21/2022]
|
23
|
Isothermal Titration Calorimetry: Assisted Crystallization of RNA-Ligand Complexes. Methods Mol Biol 2016; 1320:127-43. [PMID: 26227041 DOI: 10.1007/978-1-4939-2763-0_9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/29/2023]
Abstract
The success rate of nucleic acids/ligands co-crystallization can be significantly improved by performing preliminary biophysical analyses. Among suitable biophysical approaches, isothermal titration calorimetry (ITC) is certainly a method of choice. ITC can be used in a wide range of experimental conditions to monitor in real time the formation of the RNA- or DNA-ligand complex, with the advantage of providing in addition the complete binding profile of the interaction. Following the ITC experiment, the complex is ready to be concentrated for crystallization trials. This chapter describes a detailed experimental protocol for using ITC as a tool for monitoring RNA/small molecule binding, followed by co-crystallization.
Collapse
|
24
|
Nagar M, Bearne SL. An additional role for the Brønsted acid-base catalysts of mandelate racemase in transition state stabilization. Biochemistry 2015; 54:6743-52. [PMID: 26480244 DOI: 10.1021/acs.biochem.5b00982] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Mandelate racemase (MR) catalyzes the interconversion of the enantiomers of mandelate and serves as a paradigm for understanding the enzyme-catalyzed abstraction of an α-proton from a carbon acid substrate with a high pKa. The enzyme utilizes a two-base mechanism with Lys 166 and His 297 acting as Brønsted acid and base catalysts, respectively, in the R → S reaction direction. In the S → R reaction direction, their roles are reversed. Using isothermal titration calorimetry (ITC), MR is shown to bind the intermediate/transition state (TS) analogue inhibitor benzohydroxamate (BzH) in an entropy-driven process with a value of ΔCp equal to -358 ± 3 cal mol(-1) K(-1), consistent with an increased number of hydrophobic interactions. However, MR binds BzH with an affinity that is ∼2 orders of magnitude greater than that predicted solely on the basis of hydrophobic interactions [St. Maurice, M., and Bearne, S. L. (2004) Biochemistry 43, 2524], suggesting that additional specific interactions contribute to binding. To test the hypothesis that cation-π/NH-π interactions between the side chains of Lys 166 and His 297 and the aromatic ring and/or the hydroxamate/hydroximate moiety of BzH contribute to the binding of BzH, site-directed mutagenesis was used to generate the MR variants K166M, K166C, H297N, and K166M/H297N and their binding affinity for various ligands determined using ITC. Comparison of the binding affinities of these MR variants with the intermediate/TS analogues BzH and cyclohexanecarbohydroxamate revealed that cation-π/NH-π interactions between His 297 and the hydroxamate/hydroximate moiety and the phenyl ring of BzH contribute approximately 0.26 and 0.91 kcal/mol to binding, respectively, while interactions with Lys 166 contribute approximately 1.74 and 1.74 kcal/mol, respectively. Similarly, comparison of the binding affinities of these mutants with substrate analogues revealed that Lys 166 contributes >2.93 kcal/mol to the binding of (R)-atrolactate, and His 297 contributes 2.46 kcal/mol to the binding of (S)-atrolactate. These results are consistent with Lys 166 and His 297 playing dual roles in catalysis: they act as Brønsted acid-base catalysts, and they stabilize both the enolate moiety and phenyl ring of the altered substrate in the TS.
Collapse
Affiliation(s)
- Mitesh Nagar
- Department of Biochemistry and Molecular Biology, Dalhousie University , Halifax, NS B3H 4R2, Canada
| | - Stephen L Bearne
- Department of Biochemistry and Molecular Biology, Dalhousie University , Halifax, NS B3H 4R2, Canada.,Department of Chemistry, Dalhousie University , Halifax, NS B3H 4R2, Canada
| |
Collapse
|
25
|
Tellinghuisen J. Optimizing isothermal titration calorimetry protocols for the study of 1:1 binding: Keeping it simple. Biochim Biophys Acta Gen Subj 2015; 1860:861-867. [PMID: 26477875 DOI: 10.1016/j.bbagen.2015.10.011] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2015] [Revised: 09/12/2015] [Accepted: 10/13/2015] [Indexed: 11/18/2022]
Abstract
BACKGROUND Successful ITC experiments require conversion of cell reagent (titrand M) to product and production or consumption of heat. These conditions are quantified for 1:1 binding, M+X ⇔ MX. METHODS Nonlinear least squares is used in error-propagation mode to predict the precisions with which the key quantities - binding constant K, reaction enthalpy ΔH°, and stoichiometry number n - can be estimated over a wide range of the dimensionless quantity that governs isotherm shape, c=K[M]0. The measurement precision σq is estimated from analysis of water-water blanks. RESULTS When the product conversion exceeds 90%, the parameter relative standard errors are proportional to σq/qtot, where the total heat qtot ≈ ΔH° [M]0V0. Specifically, σK/K×qtot/σq ≈ 25 for c=10(-3)-10, ≈ 11 c(1/3) for c=10-10(4). For c>1, n and ΔH° are more precise than K; this holds also at smaller c for the product n×ΔH° and for ΔH° when n can be held fixed. Use of as few as 10 titrant injections can outperform the customary 20-40 while also improving productivity. CONCLUSION These principles are illustrated in experiment design using the program ITC-PLANNER15. GENERAL SIGNIFICANCE Simple quantitative guidelines replace the "c rules" that have dominated the literature for decades.
Collapse
Affiliation(s)
- Joel Tellinghuisen
- Department of Chemistry, Vanderbilt University,Nashville,Tennessee 37235.
| |
Collapse
|
26
|
Thermodynamics of protein–ligand interactions as a reference for computational analysis: how to assess accuracy, reliability and relevance of experimental data. J Comput Aided Mol Des 2015; 29:867-83. [DOI: 10.1007/s10822-015-9867-y] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2015] [Accepted: 09/05/2015] [Indexed: 12/11/2022]
|
27
|
Yennawar NH, Fecko JA, Showalter SA, Bevilacqua PC. A High-Throughput Biological Calorimetry Core: Steps to Startup, Run, and Maintain a Multiuser Facility. Methods Enzymol 2015; 567:435-60. [PMID: 26794364 PMCID: PMC6474912 DOI: 10.1016/bs.mie.2015.07.024] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Many labs have conventional calorimeters where denaturation and binding experiments are setup and run one at a time. While these systems are highly informative to biopolymer folding and ligand interaction, they require considerable manual intervention for cleaning and setup. As such, the throughput for such setups is limited typically to a few runs a day. With a large number of experimental parameters to explore including different buffers, macromolecule concentrations, temperatures, ligands, mutants, controls, replicates, and instrument tests, the need for high-throughput automated calorimeters is on the rise. Lower sample volume requirements and reduced user intervention time compared to the manual instruments have improved turnover of calorimetry experiments in a high-throughput format where 25 or more runs can be conducted per day. The cost and efforts to maintain high-throughput equipment typically demands that these instruments be housed in a multiuser core facility. We describe here the steps taken to successfully start and run an automated biological calorimetry facility at Pennsylvania State University. Scientists from various departments at Penn State including Chemistry, Biochemistry and Molecular Biology, Bioengineering, Biology, Food Science, and Chemical Engineering are benefiting from this core facility. Samples studied include proteins, nucleic acids, sugars, lipids, synthetic polymers, small molecules, natural products, and virus capsids. This facility has led to higher throughput of data, which has been leveraged into grant support, attracting new faculty hire and has led to some exciting publications.
Collapse
Affiliation(s)
- Neela H Yennawar
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Julia A Fecko
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Scott A Showalter
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA; Department of Chemistry, The Pennsylvania State University, University Park, Pennsylvania, USA; Department of Biochemistry and Molecular Biology, The Pennsylvania State University, University Park, Pennsylvania, USA; Center for RNA Molecular Biology, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Philip C Bevilacqua
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA; Department of Chemistry, The Pennsylvania State University, University Park, Pennsylvania, USA; Department of Biochemistry and Molecular Biology, The Pennsylvania State University, University Park, Pennsylvania, USA; Center for RNA Molecular Biology, The Pennsylvania State University, University Park, Pennsylvania, USA.
| |
Collapse
|
28
|
Olesen NE, Westh P, Holm R. Determination of thermodynamic potentials and the aggregation number for micelles with the mass-action model by isothermal titration calorimetry: A case study on bile salts. J Colloid Interface Sci 2015; 453:79-89. [PMID: 25978555 DOI: 10.1016/j.tca.2014.04.028] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2015] [Revised: 03/28/2015] [Accepted: 03/30/2015] [Indexed: 05/28/2023]
Abstract
The aggregation number (n), thermodynamic potentials (ΔG, ΔH, ΔS) and critical micelle concentration (CMC) for 6 natural bile salts were determined on the basis of both original and previously published isothermal titration calorimetry (ITC) data. Different procedures to estimate parameters of micelles with ITC were compared to a mass-action model (MAM) of reaction type: n⋅S⇌Mn. This analysis can provide guidelines for future ITC studies of systems behaving in accordance with this model such as micelles and proteins that undergo self-association to oligomers. Micelles with small aggregation numbers, as those of bile salts, are interesting because such small aggregates cannot be characterized as a separate macroscopic phase and the widely applied pseudo-phase model (PPM) is inaccurate. In the present work it was demonstrated that the aggregation number of micelles was constant at low concentrations enabling determination of the thermodynamic potentials by the MAM. A correlation between the aggregation number and the heat capacity was found, which implies that the dehydrated surface area of bile salts increases with the aggregation number. This is in accordance with Tanford's principles of opposing forces where neighbouring molecules in the aggregate are better able to shield from the surrounding hydrophilic environment when the aggregation number increases.
Collapse
Affiliation(s)
- Niels Erik Olesen
- Biologics and Pharmaceutical Science, H. Lundbeck A/S, Ottiliavej 9, DK-2500 Valby, Denmark; NSM, Research Unit for Functional Biomaterials, Roskilde University, Universitetsvej 1, DK-4000 Roskilde, Denmark
| | - Peter Westh
- NSM, Research Unit for Functional Biomaterials, Roskilde University, Universitetsvej 1, DK-4000 Roskilde, Denmark
| | - René Holm
- Biologics and Pharmaceutical Science, H. Lundbeck A/S, Ottiliavej 9, DK-2500 Valby, Denmark.
| |
Collapse
|
29
|
Dönges M, Amberg M, Niebergall M, Hartung J. Activating tert-butyl hydroperoxide by chelated vanadates for stereoselectively preparing sidechain-functionalized tetrahydrofurans. J Inorg Biochem 2015; 147:204-20. [PMID: 25958253 DOI: 10.1016/j.jinorgbio.2015.04.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2014] [Revised: 04/13/2015] [Accepted: 04/14/2015] [Indexed: 11/25/2022]
Abstract
tert-Butyl hydroperoxide (TBHP) stereoselectively oxidizes substituted 4-pentenols, when activated by (ethyl)[cis-(piperidine-2,6-diyl)dimethyl] vanadates. The reaction affords (tetrahydrofuran-2-yl)methanols in up to 89% yield, and in stereoselectivity ranging between moderate (cis:trans=32:68) to excellent (>99:1). Correlating structures of 4-pentenols, differing by substitution at tetragonal and trigonal stereocenters, to configuration of products obtained from oxidative cyclization provides a reaction model explaining the origin of stereoselectivity by (i) intramolecular oxygen atom transfer to (ii) a chair-like folded alkenol, being (iii) hydrogen-bonded to one of the two aminodiolate oxygens of the chelated vanadate, having (iv) substituents in the chair-like transition structure preferentially aligned equatorially. Substituents at trigonal stereocenters improve 2,5-cis- and 2,4-trans-selectivity for oxidative 4-pentenol cyclization in case of (Z)-configuration. An (E)-substituent does not alter selectivity exerted by a terminal (Z)-substituent of similar steric size. Larger (E)-groups increase the fraction of 2,5-trans-cyclized products. The reaction model additionally implements results from vanadium-51 NMR spectroscopy and density functional theory. According to theory, the (dialkoxy)(oxo)vanadium substituent exerts in the preferred end-on conformation almost no effect on structure and bonding of the peroxide group in tert-butylperoxy vanadates. Changing conformation to a higher in energy side-on arrangement puts the vanadate-bound tert-butylperoxy group into a position to serve in a concerted reaction as combined electron acceptor and oxygen atom donor.
Collapse
Affiliation(s)
- Maike Dönges
- Fachbereich Chemie, Organische Chemie, Technische Universität Kaiserslautern, Erwin-Schrödinger-Straße, D-67663 Kaiserslautern, Germany
| | - Matthias Amberg
- Fachbereich Chemie, Organische Chemie, Technische Universität Kaiserslautern, Erwin-Schrödinger-Straße, D-67663 Kaiserslautern, Germany
| | - Mark Niebergall
- Fachbereich Chemie, Organische Chemie, Technische Universität Kaiserslautern, Erwin-Schrödinger-Straße, D-67663 Kaiserslautern, Germany
| | - Jens Hartung
- Fachbereich Chemie, Organische Chemie, Technische Universität Kaiserslautern, Erwin-Schrödinger-Straße, D-67663 Kaiserslautern, Germany.
| |
Collapse
|
30
|
Boudker O, Oh S. Isothermal titration calorimetry of ion-coupled membrane transporters. Methods 2015; 76:171-182. [PMID: 25676707 PMCID: PMC4912014 DOI: 10.1016/j.ymeth.2015.01.012] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2014] [Revised: 01/20/2015] [Accepted: 01/21/2015] [Indexed: 11/17/2022] Open
Abstract
Binding of ligands, ranging from proteins to ions, to membrane proteins is associated with absorption or release of heat that can be detected by isothermal titration calorimetry (ITC). Such measurements not only provide binding affinities but also afford direct access to thermodynamic parameters of binding--enthalpy, entropy and heat capacity. These parameters can be interpreted in a structural context, allow discrimination between different binding mechanisms and guide drug design. In this review, we introduce advantages and limitations of ITC as a methodology to study molecular interactions of membrane proteins. We further describe case studies where ITC was used to analyze thermodynamic linkage between ions and substrates in ion-coupled transporters. Similar type of linkage analysis will likely be applicable to a wide range of transporters, channels, and receptors.
Collapse
Affiliation(s)
- Olga Boudker
- Department of Physiology & Biophysics, Weill Cornell Medical College, New York 10021, USA.
| | - SeCheol Oh
- Department of Physiology & Biophysics, Weill Cornell Medical College, New York 10021, USA.
| |
Collapse
|
31
|
Bertaut E, Landy D. Improving ITC studies of cyclodextrin inclusion compounds by global analysis of conventional and non-conventional experiments. Beilstein J Org Chem 2014; 10:2630-41. [PMID: 25550724 PMCID: PMC4273236 DOI: 10.3762/bjoc.10.275] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2014] [Accepted: 10/22/2014] [Indexed: 12/19/2022] Open
Abstract
The study of 1:1 cyclodextrin inclusion compounds by isothermal titration calorimetry was explored in a theoretical and experimental point of view to compare the efficiency of conventional and non-conventional experiments. All direct and competitive protocols were described and evaluated in terms of accuracy on both binding constant and inclusion enthalpy. Significant improvement in the calorimetric characterization may be obtained by means of the global analysis of non-conventional experiments coupled to the standard titration protocol. While the titration-release approach proved to be the most accurate strategy for classical complexations, the valuable contribution of other non-conventional experiments was demonstrated for issues concerning weak stability, enthalpy, or solubility.
Collapse
Affiliation(s)
- Eléonore Bertaut
- Univ Lille Nord de France, F-59000 Lille, France ; ULCO, UCEIV, F-59140 Dunkerque, France
| | - David Landy
- Univ Lille Nord de France, F-59000 Lille, France ; ULCO, UCEIV, F-59140 Dunkerque, France
| |
Collapse
|
32
|
Grüner S, Neeb M, Barandun LJ, Sielaff F, Hohn C, Kojima S, Steinmetzer T, Diederich F, Klebe G. Impact of protein and ligand impurities on ITC-derived protein–ligand thermodynamics. Biochim Biophys Acta Gen Subj 2014; 1840:2843-50. [DOI: 10.1016/j.bbagen.2014.04.018] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2014] [Revised: 04/23/2014] [Accepted: 04/25/2014] [Indexed: 11/28/2022]
|
33
|
Pinkin NK, Waters ML. Development and mechanistic studies of an optimized receptor for trimethyllysine using iterative redesign by dynamic combinatorial chemistry. Org Biomol Chem 2014; 12:7059-67. [DOI: 10.1039/c4ob01249f] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Iterative monomer redesign leads to a Kme3-peptide receptor with 10-fold tighter affinity and 5-fold improved selectivity over Kme2 than the original receptor. Thermodynamic analysis provides insight into this improvement.
Collapse
|
34
|
Schaly A, Belda R, García-España E, Kubik S. Selective Recognition of Sulfate Anions by a Cyclopeptide-Derived Receptor in Aqueous Phosphate Buffer. Org Lett 2013; 15:6238-41. [DOI: 10.1021/ol4030919] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Affiliation(s)
- Astrid Schaly
- Fachbereich Chemie - Organische Chemie, Technische Universität Kaiserslautern, Erwin-Schrödinger-Strasse, D-67663 Kaiserslautern, Germany, and Departamento de Química, Inorgánica, Universidad de Valencia, Instituto de Ciencia Molecular, C/Catedrático José Beltrán 2, 46980, Paterna (Valencia), Spain
| | - Raquel Belda
- Fachbereich Chemie - Organische Chemie, Technische Universität Kaiserslautern, Erwin-Schrödinger-Strasse, D-67663 Kaiserslautern, Germany, and Departamento de Química, Inorgánica, Universidad de Valencia, Instituto de Ciencia Molecular, C/Catedrático José Beltrán 2, 46980, Paterna (Valencia), Spain
| | - Enrique García-España
- Fachbereich Chemie - Organische Chemie, Technische Universität Kaiserslautern, Erwin-Schrödinger-Strasse, D-67663 Kaiserslautern, Germany, and Departamento de Química, Inorgánica, Universidad de Valencia, Instituto de Ciencia Molecular, C/Catedrático José Beltrán 2, 46980, Paterna (Valencia), Spain
| | - Stefan Kubik
- Fachbereich Chemie - Organische Chemie, Technische Universität Kaiserslautern, Erwin-Schrödinger-Strasse, D-67663 Kaiserslautern, Germany, and Departamento de Química, Inorgánica, Universidad de Valencia, Instituto de Ciencia Molecular, C/Catedrático José Beltrán 2, 46980, Paterna (Valencia), Spain
| |
Collapse
|
35
|
Herrera I, Winnik MA. Differential binding models for isothermal titration calorimetry: moving beyond the Wiseman isotherm. J Phys Chem B 2013; 117:8659-72. [PMID: 23841823 DOI: 10.1021/jp311812a] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
We present a set of model-independent differential equations to analyze isothermal titration calorimetry (ITC) experiments. In contrast with previous approaches that begin with specific assumptions about the number of binding sites and the interactions among them (e.g., sequential, independent, cooperative), our derivation makes more general assumptions, such that a receptor with multiple sites for one type of ligand species (homotropic binding) can be studied with the same analytical expression. Our approach is based on the binding polynomial formalism, and the resulting analytical expressions can be extended to account for any number of binding sites and any type of binding interaction among them. We refer to the set of model-independent differential equations to study ITC experiments as a differential binding model (DBM). To demonstrate the flexibility of our DBM, we present the analytical expressions to study receptors with one or two binding sites. The DBM for a receptor with one site is equivalent to the Wiseman isotherm but with a more intuitive representation that depends on the binding polynomial and the dimensionless parameter c = K·MT, where K is the binding constant and MT the total receptor concentration. In addition, we show how to constrain the general DBM for a receptor with two sites to represent sequential, independent, or cooperative binding interactions between the sites. We use the sequential binding model to study the binding interaction between Gd(III) and citrate anions. In addition, we simulate calorimetry titrations of receptors with positive, negative, and noncooperative interactions between the two binding sites. Finally, we derive a DBM for titrations of receptors with n-independent binding sites.
Collapse
Affiliation(s)
- Isaac Herrera
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto ON Canada M5S 3H6
| | | |
Collapse
|
36
|
Rajarathnam K, Rösgen J. Isothermal titration calorimetry of membrane proteins - progress and challenges. BIOCHIMICA ET BIOPHYSICA ACTA-BIOMEMBRANES 2013; 1838:69-77. [PMID: 23747362 DOI: 10.1016/j.bbamem.2013.05.023] [Citation(s) in RCA: 70] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2013] [Revised: 05/16/2013] [Accepted: 05/20/2013] [Indexed: 11/20/2022]
Abstract
Integral membrane proteins, including G protein-coupled receptors (GPCR) and ion channels, mediate diverse biological functions that are crucial to all aspects of life. The knowledge of the molecular mechanisms, and in particular, the thermodynamic basis of the binding interactions of the extracellular ligands and intracellular effector proteins is essential to understand the workings of these remarkable nanomachines. In this review, we describe how isothermal titration calorimetry (ITC) can be effectively used to gain valuable insights into the thermodynamic signatures (enthalpy, entropy, affinity, and stoichiometry), which would be most useful for drug discovery studies, considering that more than 30% of the current drugs target membrane proteins. This article is part of a Special Issue entitled: Structural and biophysical characterisation of membrane protein-ligand binding.
Collapse
Affiliation(s)
- Krishna Rajarathnam
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX 77555, USA; Sealy Center for Structural Biology and Molecular Biophysics, The University of Texas Medical Branch, Galveston, TX 77555, USA.
| | | |
Collapse
|
37
|
Chodera JD, Mobley DL. Entropy-enthalpy compensation: role and ramifications in biomolecular ligand recognition and design. Annu Rev Biophys 2013; 42:121-42. [PMID: 23654303 PMCID: PMC4124006 DOI: 10.1146/annurev-biophys-083012-130318] [Citation(s) in RCA: 362] [Impact Index Per Article: 32.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Recent calorimetric studies of interactions between small molecules and biomolecular targets have generated renewed interest in the phenomenon of entropy-enthalpy compensation. In these studies, entropic and enthalpic contributions to binding are observed to vary substantially and in an opposing manner as the ligand or protein is modified, whereas the binding free energy varies little. In severe examples, engineered enthalpic gains can lead to completely compensating entropic penalties, frustrating ligand design. Here, we examine the evidence for compensation, as well as its potential origins, prevalence, severity, and ramifications for ligand engineering. We find the evidence for severe compensation to be weak in light of the large magnitude of and correlation between errors in experimental measurements of entropic and enthalpic contributions to binding, though a limited form of compensation may be common. Given the difficulty of predicting or measuring entropic and enthalpic changes to useful precision, or using this information in design, we recommend ligand engineering efforts instead focus on computational and experimental methodologies to directly assess changes in binding free energy.
Collapse
Affiliation(s)
- John D. Chodera
- Computational Biology Center, Memorial Sloan-Kettering Cancer Center, New York, New York 10065
- Department of Pharmaceutical Sciences, University of California, Irvine, CA 92697
| | - David L. Mobley
- Computational Biology Center, Memorial Sloan-Kettering Cancer Center, New York, New York 10065
- Department of Pharmaceutical Sciences, University of California, Irvine, CA 92697
| |
Collapse
|
38
|
|
39
|
Norvaišas P, Petrauskas V, Matulis D. Thermodynamics of Cationic and Anionic Surfactant Interaction. J Phys Chem B 2012; 116:2138-44. [DOI: 10.1021/jp2095888] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Povilas Norvaišas
- Department of Biothermodynamics and
Drug Design, Vilnius University Institute of Biotechnology, V. A. Graiciuno 8, LT-02241 Vilnius, Lithuania
| | - Vytautas Petrauskas
- Department of Biothermodynamics and
Drug Design, Vilnius University Institute of Biotechnology, V. A. Graiciuno 8, LT-02241 Vilnius, Lithuania
| | - Daumantas Matulis
- Department of Biothermodynamics and
Drug Design, Vilnius University Institute of Biotechnology, V. A. Graiciuno 8, LT-02241 Vilnius, Lithuania
| |
Collapse
|
40
|
Freiburger LA, Auclair K, Mittermaier AK. Van't Hoff global analyses of variable temperature isothermal titration calorimetry data. THERMOCHIMICA ACTA 2012; 527:148-157. [PMID: 28018008 PMCID: PMC5179259 DOI: 10.1016/j.tca.2011.10.018] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Isothermal titration calorimetry (ITC) can provide detailed information on the thermodynamics of biomolecular interactions in the form of equilibrium constants, KA , and enthalpy changes, ΔHA . A powerful application of this technique involves analyzing the temperature dependences of ITC-derived KA and ΔHA values to gain insight into thermodynamic linkage between binding and additional equilibria, such as protein folding. We recently developed a general method for global analysis of variable temperature ITC data that significantly improves the accuracy of extracted thermodynamic parameters and requires no prior knowledge of the coupled equilibria. Here we report detailed validation of this method using Monte Carlo simulations and an application to study coupled folding and binding in an aminoglycoside acetyltransferase enzyme.
Collapse
Affiliation(s)
- Lee A. Freiburger
- Department of Chemistry, McGill University, 801 Sherbrooke Street West, Montréal, Québec, Canada, H3A 2K6
| | - Karine Auclair
- Department of Chemistry, McGill University, 801 Sherbrooke Street West, Montréal, Québec, Canada, H3A 2K6
| | - Anthony K. Mittermaier
- Department of Chemistry, McGill University, 801 Sherbrooke Street West, Montréal, Québec, Canada, H3A 2K6
| |
Collapse
|
41
|
Tellinghuisen J. Designing isothermal titration calorimetry experiments for the study of 1:1 binding: problems with the "standard protocol". Anal Biochem 2012; 424:211-20. [PMID: 22306472 DOI: 10.1016/j.ab.2011.12.035] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2011] [Revised: 12/17/2011] [Accepted: 12/22/2011] [Indexed: 11/18/2022]
Abstract
Literature recommendations for designing isothermal titration calorimetry (ITC) experiments to study 1:1 binding, M+X -->/<-- MX, are not consistent and have persisted through time with little quantitative justification. In particular, the "standard protocol" employed by most workers involves 20 to 30 injections of titrant to a final titrant/titrand mole ratio (R(m)) of ~ 2-a scheme that can be far from optimal and can needlessly limit applicability of the ITC technique. These deficiencies are discussed here along with other misconceptions. Whether a specific binding process can be studied by ITC is determined less by c (the product of binding constant K and titrand concentration [M](0)) than by the total detectable heat q(tot) and the extent to which M can be converted to MX. As guidelines, with 90% conversion to MX, K can be estimated within 5% over the range 10 to 10(8)M(-1) when q(tot)/σ(q)≈700, where σ(q) is the standard deviation for estimation of q. This ratio drops to ~150 when the stoichiometry parameter n is treated as known. A computer application for modeling 1:1 binding yields realistic estimates of parameter standard errors for use in protocol design and feasibility assessment.
Collapse
Affiliation(s)
- Joel Tellinghuisen
- Department of Chemistry, Vanderbilt University, Nashville, TN 37235, USA.
| |
Collapse
|
42
|
Ondo D, Tkadlecová M, Dohnal V, Rak J, Kvíčala J, Lehmann JK, Heintz A, Ignatiev N. Interaction of Ionic Liquids Ions with Natural Cyclodextrins. J Phys Chem B 2011; 115:10285-97. [DOI: 10.1021/jp205039g] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
| | | | | | | | | | - Jochen K. Lehmann
- Department of Physical Chemistry, University of Rostock, Hermannstrasse 14, D-18055 Rostock, Germany
| | - Andreas Heintz
- Department of Physical Chemistry, University of Rostock, Hermannstrasse 14, D-18055 Rostock, Germany
| | - Nikolai Ignatiev
- PC-RL ILs, Merck KGaA, Frankfurterstrasse 250, D-64293 Darmstadt, Germany
| |
Collapse
|
43
|
Tellinghuisen J, Chodera JD. Systematic errors in isothermal titration calorimetry: concentrations and baselines. Anal Biochem 2011; 414:297-9. [PMID: 21443854 DOI: 10.1016/j.ab.2011.03.024] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2011] [Revised: 03/21/2011] [Accepted: 03/22/2011] [Indexed: 11/30/2022]
Abstract
In the study of 1:1 binding by isothermal titration calorimetry, reagent concentration errors are fully absorbed in the data analysis, giving incorrect values for the key parameters--K, ΔH, and n--with no effect on the least-squares statistics. Reanalysis of results from an interlaboratory study of a selected biochemical process demonstrates that concentration errors are likely responsible for most of the overall statistical error in these parameters. The concentration errors are approximately 10%, greatly exceeding expected levels. Furthermore, examination of selected data sets reveals a surprising sensitivity to the baseline, suggesting a need for great care in treating dilution heats.
Collapse
Affiliation(s)
- Joel Tellinghuisen
- Department of Chemistry, Vanderbilt University, Nashville, TN 37235, USA.
| | | |
Collapse
|
44
|
Wu J, Bauer CE. RegB kinase activity is controlled in part by monitoring the ratio of oxidized to reduced ubiquinones in the ubiquinone pool. mBio 2010; 1:e00272-10. [PMID: 21157513 PMCID: PMC3000548 DOI: 10.1128/mbio.00272-10] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2010] [Accepted: 11/10/2010] [Indexed: 01/08/2023] Open
Abstract
RegB is a membrane-spanning sensor kinase responsible for redox regulation of a wide variety of metabolic processes in numerous proteobacterial species. Here we show that full-length RegB purified from Escherichia coli membranes contains bound ubiquinone. Four conserved residues in the membrane-spanning domain of RegB are shown to have important roles in ubiquinone binding in vitro and redox sensing in vivo. Isothermal titration calorimetry measurements, coupled with kinase assays under oxidizing and reducing conditions, indicate that RegB weakly binds both oxidized ubiquinone and reduced ubiquinone (ubiquinol) with nearly equal affinity and that oxidized ubiquinone inhibits kinase activity without promoting a redox reaction. We propose a model in which ubiquinone/ubiquinol bound to RegB readily equilibrates with ubiquinones/ubiquinols in the membrane, allowing the kinase activity to be tuned by the redox state of the ubiquinone pool. This noncatalytic role of ubiquinone in controlling RegB activity is distinct from that of other known ubiquinone-binding proteins, which use ubiquinone as an electron donor or acceptor.
Collapse
Affiliation(s)
- Jiang Wu
- Department of Molecular and Cellular Biochemistry, Indiana University, Bloomington, Indiana, USA
| | | |
Collapse
|
45
|
Hansen LD, Fellingham GW, Russell DJ. Simultaneous determination of equilibrium constants and enthalpy changes by titration calorimetry: Methods, instruments, and uncertainties. Anal Biochem 2010; 409:220-9. [PMID: 21073852 DOI: 10.1016/j.ab.2010.11.002] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2010] [Revised: 10/28/2010] [Accepted: 11/03/2010] [Indexed: 11/16/2022]
Abstract
Calorimetric methods have been used to determine equilibrium constants since 1937, but no comprehensive review of the various calorimeters and methods has been done previously. This article reports methods for quantitative comparison of the capabilities of calorimeters for simultaneous determination of equilibrium constants and enthalpy changes, for determining optimal experimental conditions, and for assessing the effects of systematic and random errors on the accuracy and precision of equilibrium constants and enthalpy changes determined by this method.
Collapse
Affiliation(s)
- Lee D Hansen
- Department of Chemistry and Biochemistry, Brigham Young University, Provo, UT 84602, USA.
| | | | | |
Collapse
|
46
|
Yegambaram K, Kingston RL. The feet of the measles virus polymerase bind the viral nucleocapsid protein at a single site. Protein Sci 2010; 19:893-9. [PMID: 20143306 DOI: 10.1002/pro.354] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Measles virus has a single-stranded RNA genome that is organized into a helical complex by the viral N protein. The resulting structure is termed the nucleocapsid and is traversed by the viral polymerase during RNA synthesis. The P protein, the noncatalytic subunit of the polymerase, provides the "legs and feet" that allow the polymerase to walk along its protein-RNA template. The polymerase feet are very simple three-helix bundles, only 50 amino acids in size. Previously, we have shown that these feet grasp the viral N protein during movement by attaching to a short sequence (amino acids 487-503) within the disordered and surface-exposed tail of N, causing it to fold into a helix. The result is a weak-affinity complex with a short lifetime, which would allow the polymerase to take rapid steps forward. The structure of the complex was determined using X-ray crystallography. This simple model of binding was challenged by a paper in this journal, claiming that a downstream sequence in the tail of N (amino acids 517-525) was also critical for the association. Its presence was reported to enhance the overall affinity of the polymerase feet for N by three orders of magnitude. We have, therefore, examined binding of the polymerase foot domain to amino acids 477-525 of N using quantitative biophysical techniques, and compared the results to our previous binding studies, performed using amino acids 477-505 of N. We find no evidence that the sequence downstream of amino acid 505 influences binding, validating the original single-site binding model.
Collapse
Affiliation(s)
- Kavestri Yegambaram
- School of Biological Sciences, The University of Auckland, Auckland, New Zealand
| | | |
Collapse
|
47
|
Grossoehme NE, Spuches AM, Wilcox DE. Application of isothermal titration calorimetry in bioinorganic chemistry. J Biol Inorg Chem 2010; 15:1183-91. [PMID: 20725755 DOI: 10.1007/s00775-010-0693-3] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2010] [Accepted: 08/02/2010] [Indexed: 11/30/2022]
Affiliation(s)
- Nicholas E Grossoehme
- Department of Chemistry, 6128 Burke Laboratory, Dartmouth College, Hanover, NH 03755, USA
| | | | | |
Collapse
|
48
|
Freiburger LA, Auclair K, Mittermaier AK. Elucidating protein binding mechanisms by variable-c ITC. Chembiochem 2010; 10:2871-3. [PMID: 19856370 DOI: 10.1002/cbic.200900614] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Lee A Freiburger
- Department of Chemistry, McGill University, Montréal, Québec, Canada
| | | | | |
Collapse
|
49
|
Thermodynamics of the protein translocation. Methods Enzymol 2009. [PMID: 21609866 DOI: 10.1016/s0076-6879(09)66012-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
Abstract
Many proteins synthesized in bacteria are secreted from the cytoplasm into the periplasm to function in the cell envelope or in the extracellular medium. The Sec translocase is a primary and evolutionary conserved secretion pathway in bacteria. It catalyzes the translocation of unfolded proteins across the cytoplasmic membrane via the pore-forming SecYEG complex. This process is driven by the proton motive force and ATP hydrolysis facilitated by the SecA motor protein. Current insights in the mechanism of protein translocation are largely based on elaborate multidisciplinary studies performed during the last three decades. To understand the process dynamics, the thermodynamic principles of translocation and the subunit interactions need to be addressed. Isothermal titration calorimetry has been widely applied to study thermodynamics of biological interactions, their stability, and driving forces. Here, we describe the examples that exploit this method to investigate key interactions among components of the Sec translocase and suggest further potential applications of calorimetry.
Collapse
|
50
|
Characterisation of dihydrodipicolinate synthase (DHDPS) from Bacillus anthracis. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2009; 1794:1510-6. [DOI: 10.1016/j.bbapap.2009.06.020] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2009] [Revised: 06/05/2009] [Accepted: 06/25/2009] [Indexed: 11/20/2022]
|