Differential Binding Models for Isothermal Titration Calorimetry:
Moving beyond the Wiseman Isotherm
Isaac Herrera and Mitchell A. Winnik*
Department of Chemistry, University of Toronto, 80 St. George Street, Toronto ON Canada M5S 3H6
* S Supporting Information
ABSTRACT: We present a set of model-independent differ-
ential 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·M
T
, where K is the binding constant and M
T
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.
1. INTRODUCTION
Isothermal titration calorimetry (ITC) is an analytical
technique to measure the heat of reaction from a binding
process between two or more species in solution.
1,2
Similar to
other titrimetric methods, the experiment is carried out by
injecting a small volume of titrant into an analyte solution while
a physical property of the system “signals” the binding event. In
ITC, the signal measured at each injection step is proportional
to the heat of reaction, a thermodynamic property. Therefore,
ITC allows for the direct determination of the enthalpy (ΔH),
the free energy (ΔG), and the entropy (ΔS) of the binding
process, in addition to the stoichiometry (n) and the binding
constant (K), giving a complete thermodynamic and
quantitative characterization of the system. There are several
reviews and reports about the characterization of receptor-
ligand interactions using ITC, most of which are aimed at the
characterization of biologically relevant receptors such as
proteins,
3
polysaccharides,
4
polynucleotides,
5
or amphiphilic
6
species with their respective ligand counterparts. In addition,
the major developments in ITC are reviewed on a yearly
basis,
7-9
which points to the growth of the field during the past
decade.
A crucial step in ITC is to analyze the binding data with a
mathematical model that describes (i) the binding mechanism
and (ii) the relation between the heat of reaction and the
amount of titrant added. Commonly, the analysis of ITC
experiments is carried out using the models embedded in the
analysis software of the calorimeter. These built-in models can
be applied to simple binding systems, but it is challenging to
apply them to receptors with multiple binding sites.
10
There are
some alternatives to analyze ITC experiments in the form of
commercial software,
11
free software,
12-16
or mathematical
models.
17-20
However, the binding models in these reports
were constrained to represent receptors with a finite number of
binding sites and specific binding interactions among the sites.
For this purpose, we derive a general set of differential
equations to analyze ITC experiments which can be applied to
receptors with multiple binding sites and different binding
interactions among the sites. The differential equations have the
form df/dx, where the term f is a variable related to the binding
species in solution and the term x is an independent variable
related to the progress of the titration experiment. We refer to
this type of differential equations to study ITC experiments as
differential binding models (DBMs).
The Wiseman isotherm (WI)
1
is the most well-known DBM,
and it has been extensively applied to ligand-into-receptor
Received: November 30, 2012
Revised: April 24, 2013
Published: July 10, 2013
Article
pubs.acs.org/JPCB
© 2013 American Chemical Society 8659 dx.doi.org/10.1021/jp311812a | J. Phys. Chem. B 2013, 117, 8659-8672