Vidar Aspelin1, Anna Lidskog2, Carlos Solano Arribas2, Stefan Hervø-Hansen1, Björn Stenqvist3, Richard Chudoba1, Kenneth Wärnmark2, Mikael Lund1,4. 1. Division of Theoretical Chemistry, Department of Chemistry, Lund University, Lund SE 221 00, Sweden. 2. Center for Analysis and Synthesis (CAS), Department of Chemistry, Lund University, Lund SE 221 00, Sweden. 3. Division of Physical Chemistry, Department of Chemistry, Lund University, Lund SE 221 00, Sweden. 4. Lund Institute of Advanced Neutron and X-ray Science (LINXS), Scheelevägen 19, Lund SE 223 70, Sweden.
Abstract
The consecutive binding of two potassium ions to a bis(18-crown-6) analogue of Tröger's base (BCETB) in water was studied by isothermal titration calorimetry using four different salts, KCl, KI, KSCN, and K2SO4. A counterintuitive result was observed: the enthalpy change associated with the binding of the second ion is more negative than that of the first (ΔHbind,2° < ΔHbind,1°). This remarkable finding is supported by continuum electrostatic theory as well as by atomic scale replica exchange molecular dynamics simulations, where the latter robustly reproduces experimental trends for all simulated salts, KCl, KI, and KSCN, using multiple force fields. While an enthalpic K+-K+ attraction in water poses a small, but fundamentally important, contribution to the overall interaction, the probability of the collapsed conformation (COL) of BCETB, where both crown ether moieties (CEs) of BCETB are bent in toward the cavity, was found to increase successively upon binding of the first and second potassium ions. The promotion of the COL conformation reveals favorable intrinsic interactions between the potassium coordinated CEs, which further contribute to the observation that ΔHbind,2° < ΔHbind,1°. While the observed trend is independent of the counterion, the origin of the significantly larger magnitude of the difference ΔHbind,2° - ΔHbind,1° observed experimentally for KSCN was studied in light of the weaker hydration of the thiocyanate anion, resulting in an enrichment of thiocyanate ions close to BCETB compared to the other studied counterions.
The consecutive binding of two potassium ions to a bis(18-crown-6) analogue of Tröger's base (BCETB) in water was studied by isothermal titration calorimetry using four different salts, KCl, KI, KSCN, and K2SO4. A counterintuitive result was observed: the enthalpy change associated with the binding of the second ion is more negative than that of the first (ΔHbind,2° < ΔHbind,1°). This remarkable finding is supported by continuum electrostatic theory as well as by atomic scale replica exchange molecular dynamics simulations, where the latter robustly reproduces experimental trends for all simulated salts, KCl, KI, and KSCN, using multiple force fields. While an enthalpic K+-K+ attraction in water poses a small, but fundamentally important, contribution to the overall interaction, the probability of the collapsed conformation (COL) of BCETB, where both crown ether moieties (CEs) of BCETB are bent in toward the cavity, was found to increase successively upon binding of the first and second potassium ions. The promotion of the COL conformation reveals favorable intrinsic interactions between the potassium coordinated CEs, which further contribute to the observation that ΔHbind,2° < ΔHbind,1°. While the observed trend is independent of the counterion, the origin of the significantly larger magnitude of the difference ΔHbind,2° - ΔHbind,1° observed experimentally for KSCN was studied in light of the weaker hydration of the thiocyanate anion, resulting in an enrichment of thiocyanate ions close to BCETB compared to the other studied counterions.
Receptors are proteins
located inside or on the surface of cells
that can receive and transduce chemical signals. Upon binding of an
external ligand, a conformational change is triggered in the receptor,
which in turn activates a physiological function.[1] Due to the abundance and importance of receptors in biological
systems, the development and application of synthetic receptors has
received much attention. One objective for the development of synthetic
receptors is to provide means to systematically study the fundamental
thermodynamic factors governing receptor/ligand associations.[2] This includes the investigation of concepts such
as entropy–enthalpy compensation[3,4] and binding
cooperativity,[5] concepts of fundamental
importance in biological receptors.One recognition motif commonly
utilized in synthetic receptors
is the crown ether (CE). Crown ethers are macrocyclic oligomers of
ethylene oxide capable of selectively binding cations.[6] By altering the size of the cavity, CEs can be tuned to
recognize ions of a certain size, and, as a result, they have found
applications in many areas within host–guest chemistry, including
the design of ion-selective electrodes,[7−9] recovery of cesium from
nuclear waste,[10,11] and drug delivery.[12−14]While the majority of the studies of CE-based synthetic receptors
concern receptors containing a single CE, we herein present a study
of the thermodynamics governing the binding of potassium ions to a
ditopic bis(18-crown-6) analogue of Tröger’s base (BCETB, Figure ).[15,16] The association of multiple cations to a single, multitopic receptor
represents an interesting thermodynamic system, with many different
factors contributing to the overall stability of the complex. Previous
studies of host–guest complexes containing two metal cations
have employed interaction models including cation–cation repulsion
and solvation effects to explain experimental observations.[17−19] Overall, considering also the interactions within the complex, the
absolute binding affinity of the cation relies on a balance between
the desolvation of the ion and the binding site and the subsequent
formation of intermolecular interactions when the ion is fixed in
the binding site, involving both interactions within the complex and
interactions between the complex and the solvent.
Figure 1
Sequential binding of
potassium ions to a bis(18-crown-6) analogue
of Tröger’s base (BCETB).
Sequential binding of
potassium ions to a bis(18-crown-6) analogue
of Tröger’s base (BCETB).We have here estimated the standard free energies and enthalpies
for the consecutive binding of two potassium ions to BCETB using isothermal
titration calorimetry (ITC).[20] The ITC
experiments were performed using KCl, KI, KSCN, and K2SO4 in order to account for the possible influence of the counterion
on the binding thermodynamics. To elucidate the origin of the observed
difference in the binding enthalpy of the first and second potassium
ion, we have employed continuum electrostatic theory and replica exchange
molecular dynamics (REMD) simulations.[21]
Results and Discussion
Isothermal Titration Calorimetry
Figure shows the
heat flow diagram and the normalized,
integrated heats obtained from the ITC experiments with potassium
chloride (the corresponding experimental data and fits from addition
of solutions of potassium iodide, potassium thiocyanate, and potassium
sulfate to BCETB in water are reported in the Supporing Information). Two different binding models were
employed: (i) the sequential binding sites model and (ii) the single
set of identical sites model.[22] In the
former model (i), two binding constants are estimated; K1 defines the equilibrium between the states with zero
and one potassium ion bound, whereas K2 corresponds to the binding of a second potassium ion. In the latter
model (ii), only one binding constant, K, is defined,
corresponding to the binding of a potassium ion to either of the sites
regardless of whether there is another ion already bound to the other
site.
Figure 2
Normalized, integrated heats upon consecutive additions of potassium
chloride solution (247 mM) to BCETB in water (0.39 mM) at 298.15 K
(symbols) and fits using two different binding models (solid lines):
the sequential binding sites model (B) and the single set of identical
sites model (C). The integrated heats are averages of the integrated
heats from three replicas of the experiment, and the white bars within
the symbols are the standard deviations. A heat flow diagram from
one of the replicas is included in the top (A). The parameters predicted
by each model are included as annotations, as well as the reduced
chi-squared statistic, χ2/υ.
Normalized, integrated heats upon consecutive additions of potassium
chloride solution (247 mM) to BCETB in water (0.39 mM) at 298.15 K
(symbols) and fits using two different binding models (solid lines):
the sequential binding sites model (B) and the single set of identical
sites model (C). The integrated heats are averages of the integrated
heats from three replicas of the experiment, and the white bars within
the symbols are the standard deviations. A heat flow diagram from
one of the replicas is included in the top (A). The parameters predicted
by each model are included as annotations, as well as the reduced
chi-squared statistic, χ2/υ.To determine the goodness of fit, the reduced chi-squared
statistic,
χ2/υ, was calculated, which gives the ratio
of the fitting error and the measurement error (see the Supporting Information). The sequential binding
sites model fits the data significantly better than the single sites
set of the identical sites model, as evident from the smaller value
of χ2/υ for the former (χ2/υ = 12.02 compared to χ2/υ = 318.80).
The introduction of more parameters in a model is associated with
the risk of overfitting, which is implied by a value of χ2/υ significantly less than unity.[25] This was not observed for either of the models, but due
to the significantly smaller value of χ2/υ,
we chose to describe the binding of potassium ions to BCETB using
the sequential binding sites model. The corresponding fits applied
to systems with three other potassium salts (KI, KSCN, and K2SO4) are reported in the Supporting Information.The binding constants K1 and K2 obtained from the
ITC experiments with BCETB
for each of the potassium salts are presented in Table . In general, the estimated
binding constants for the binding of the first potassium ion (K1) are similar to reported binding constants
for the binding between 18-crown-6 and potassium (107 ± 25[26] and 138 ± 7[27]). The binding constants for the binding of the second potassium
ion (K2) are lower than would be expected
for a ditopic receptor with two identical noninteracting binding sites.
The binding constants describing the consecutive binding of several
ligands to a receptor are related partly through statistical factors
that depend on the total number of binding sites and the number of
occupied binding sites (see the Supporting Information).[28,29] For a receptor with two binding sites, this
statistical factor gives that the binding constant for the binding
of the second ligand should be four times lower than the binding of
the first (referred to as statistical binding). If the relationship
between the two binding constants deviates from this ratio, the binding
sites are either not identical or behave cooperatively (i.e., the
binding of one ligand influences the binding affinity for the second
ligand). In our case, the binding constants for the binding of the
second potassium ion (K2) are lower than
the statistical binding, which indicates negative cooperativity. This
is also expressed by the calculated stepwise cooperativity parameters
(ρ, see Table ), which are defined so that ρ < 1 means that the binding
sites exhibit negative cooperativity.[23,24]
Table 1
Binding Constantsa and Cooperativity Parametersb Obtained
from ITC Experiments,c Continuum Electrostatic
Theory, and the MD Force Fields Using OPLS-AA, DFT Charges, and DFT
Charges (pol.), the Latter Using Polarized Charges on the Complexes
BCETB·K+ and K+·BCETB·K+
salt
method
K1
K2
ρ
KCl
ITC experiments
119 ± 9
17.2 ± 2.3
0.58 ± 0.09
MD, OPLS-AA charges
41.6 ± 10.3
6.55 ± 1.63
0.63 ± 0.22
MD, DFT charges
7000 ± 1700
700 ± 170
0.40 ± 0.14
MD, DFT charges (pol.)
(19.6 ± 5.9)× 10–3
∼0 ± ∼0
∼0 ± ∼0
KI
ITC experiments
103 ± 6
15.6 ± 0.6
0.61 ± 0.04
MD, DFT charges
2090 ± 380
385 ± 74
0.74 ± 0.20
KSCN
ITC experiments
139 ± 14
18.1 ± 1.7
0.52 ± 0.07
MD, DFT charges
1900 ± 340
543 ± 87
1.14 ± 0.28
K2SO4
ITC experiments
133 ± 6
15.9 ± 1.4
0.48 ± 0.05
The original binding
constants in
units of M–1 have been normalized with the standard
concentration 1 M yielding the dimensionless binding constants, K1 and K2, making
them directly related to the standard binding free energies through
ΔGbind° = −RT ln K (see Supporting Information).
The stepwise cooperativity
parameter
is calculated according to ρ = 4β2/β12, where β1 = K1 and β2 = K1K2.[23,24]
The parameters estimated
from ITC
experiments are based on the normalized, integrated heats averaged
over three replicas of each experiment. The associated errors are
the standard deviations of the parameters generated with each replica.
The original binding
constants in
units of M–1 have been normalized with the standard
concentration 1 M yielding the dimensionless binding constants, K1 and K2, making
them directly related to the standard binding free energies through
ΔGbind° = −RT ln K (see Supporting Information).The stepwise cooperativity
parameter
is calculated according to ρ = 4β2/β12, where β1 = K1 and β2 = K1K2.[23,24]The parameters estimated
from ITC
experiments are based on the normalized, integrated heats averaged
over three replicas of each experiment. The associated errors are
the standard deviations of the parameters generated with each replica.The standard free energies
and binding enthalpies estimated from
the ITC experiments are shown in Table and Table , respectively. While the binding of the first potassium ion
has a more negative free energy than the second (ΔΔGbind° > 0), the binding of the second ion is, surprisingly, enthalpically
favored (ΔΔHbind° < 0). In contrast
to the rather small difference in the binding free energy of the first
and second potassium ion (1.12–1.26 kcal/mol), the difference
in their binding enthalpies is surprisingly large in magnitude, ranging
from −2.64 to −5.27 kcal/mol, depending on the counterion.
Part of the less favorable binding free energy for the second potassium
ion can be attributed to the before-mentioned statistical factor (Figure
S4, Supporting Information). At room temperature,
this effect contributes with RT ln 4 ≈ 0.8
kcal/mol to ΔΔGbind°. For the ITC experiments performed
with potassium chloride, TΔΔSbind° =
ΔΔHbind° – ΔΔGbind° =
−3.78 kcal/mol, meaning that the process of binding the second
potassium ion is associated with an entropy decrease 3.78 kcal/mol
larger than that of the first. Of these 3.78 kcal/mol, 0.8 kcal/mol
is purely statistical, whereas the rest must be a consequence of additional,
system-specific entropic losses upon binding (e.g., reduced flexibility
of the complex or increased ordering of water in the solvation shells).
This is in line with previous examples found in the literature, where
negative cooperativity is usually found to be mainly entropy-driven
(i.e., the binding of ligands results in the loss of configurational
entropy).[30]
Table 2
Standard
Binding Free Energiesa Obtained from ITC Experiments,b Continuum Electrostatics, and the MD Force Fields
Using OPLS-AA,
DFT Charges, and DFT Charges (pol.), the Latter Using Polarized Charges
on the BCETB and K+
salt
method
ΔGbind,1° (kcal/mol)
ΔGbind,2° (kcal/mol)
ΔΔGbind° (kcal/mol)
KCl
ITC experiments
–2.83 ± 0.05
–1.69 ± 0.08
1.14 ± 0.09
MD, OPLS-AA charges
–2.2 ± 0.1
–1.1 ± 0.1
1.1 ± 0.1
MD, DFT charges
–5.2 ± 0.1
–3.9 ± 0.1
1.4 ± 0.1
MD, DFT charges (pol.)
2.3 ± 0.2
68.3 ± 0.2
66.0 ± 0.2
KI
ITC experiments
–2.74 ± 0.03
–1.63 ± 0.02
1.12 ± 0.04
MD, DFT charges
–4.5 ± 0.1
–3.5 ± 0.1
1.0 ± 0.1
KSCN
ITC experiments
–2.92 ± 0.06
–1.72 ± 0.05
1.21 ± 0.08
MD, DFT charges
–4.5 ± 0.1
–3.7 ± 0.1
0.7 ± 0.1
K2SO4
ITC experiments
–2.90 ± 0.03
–1.63 ± 0.05
1.26 ± 0.06
all
continuum electrostatics
0.37
The difference in the standard binding
free energies is calculated according to ΔΔGbind° =
ΔGbind,2° – ΔGbind,1° with
the exception of continuum electrostatic theory, where ΔΔGbind° = G++.
The parameters estimated from ITC
experiments are based on the normalized, integrated heats averaged
over three replicas of each experiment. The associated errors are
the standard deviations of the parameters generated with each replica.
Table 3
Standard Binding
Enthalpiesa According to the ITC Experiment,b Continuum Electrostatics, and the Force Fields
Employing
OPLS-AA and DFT Charges
salt
method
ΔHbind,1° (kcal/mol)
ΔHbind, 2° (kcal/mol)
ΔΔHbind° (kcal/mol)
KCl
ITC experiments
–4.12 ± 0.31
–6.76 ± 0.07
–2.64 ± 0.31
MD, OPLS-AA charges
–4.1 ± 2.4
–4.7 ± 2.6
–0.6 ± 2.4
MD, DFT charges
–3.1 ± 2.8
–4.8 ± 2.4
–1.7 ± 2.7
MD, DFT charges (pol.)
8.5 ± 3.1
69.7 ± 2.6
61.2 ± 3.1
KI
ITC experiments
–4.54 ± 0.19
–7.35 ± 0.27
–2.81 ± 0.33
MD, DFT charges
–1.8 ± 2.3
–2.2 ± 2.4
–0.5 ± 2.0
KSCN
ITC experiments
–3.61 ± 0.36
–8.88 ± 0.14
–5.27 ± 0.39
MD, DFT charges
–3.7 ± 2.0
–4.4 ± 1.6
–0.8 ± 2.2
K2SO4
ITC experiments
–3.83 ± −0.14
–7.62 ± −0.30
–3.79 ± −0.34
all
continuum electrostatics
–0.14
The difference in the standard binding
enthalpies is calculated according to ΔΔHbind° =
ΔHbind, 2° – ΔHbind,1° with
the exception of continuum electrostatic theory, where ΔΔHbind° = H++.
The parameters estimated from ITC
experiments are based on the normalized, integrated heats averaged
over three replicas of each experiment. The associated errors are
the standard deviations of the parameters generated with each replica.
The difference in the standard binding
free energies is calculated according to ΔΔGbind° =
ΔGbind,2° – ΔGbind,1° with
the exception of continuum electrostatic theory, where ΔΔGbind° = G++.The parameters estimated from ITC
experiments are based on the normalized, integrated heats averaged
over three replicas of each experiment. The associated errors are
the standard deviations of the parameters generated with each replica.The difference in the standard binding
enthalpies is calculated according to ΔΔHbind° =
ΔHbind, 2° – ΔHbind,1° with
the exception of continuum electrostatic theory, where ΔΔHbind° = H++.The parameters estimated from ITC
experiments are based on the normalized, integrated heats averaged
over three replicas of each experiment. The associated errors are
the standard deviations of the parameters generated with each replica.The trends that ΔΔGbind° > 0 and ΔΔHbind° < 0 are reproduced
for all of the potassium salts (Tables and 3), indicating that the
observed thermodynamic trends are independent
of the counterion. The absolute values of ΔΔGbind° are
similar for all potassium salts. However, whereas potassium chloride,
potassium iodide, and potassium sulfate show similar quantitative
values of ΔΔHbind°, the experiment with potassium
thiocyanate shows an even more pronounced negative ΔΔHbind° (−5.27 kcal/mol compared to −2.64 kcal/mol for potassium
chloride). One potential explanation for the observed differences
could be the difference in hydration, where the thiocyanate ion is
weakly hydrated in water and is known to possess a higher affinity
for apolar surfaces compared to the more strongly hydrated chloride,
iodide, and sulfate ions.[31,32] The pronounced enrichment
of thiocyanate ions around the receptor compared to the other counterions
could be expected to stabilize the positive charge that is accumulated
in the complex as the potassium ions bind to the receptor. However,
to fully elucidate the effect of anion accumulation around BCETB on
the magnitude of the negative ΔΔHbind°, detailed
analyses of where on BCETB the anions accumulate and of the type of
interactions causing this accumulation are needed. Due to the poor
convergence of such properties resulting from the low salt concentrations
in the systems studied herein, these types of analyses were not feasible
and are thus left for future studies.Since the thermodynamic
trends appear to be independent of the
counterion, and we are mainly interested in the origin of the negative
ΔΔHbind° value, the simulations and discussion
presented below are mainly focused on the binding between BCETB and
one of the salts, KCl.
Continuum Electrostatic Theory
The
consecutive binding
of cationic metal ions to a single, ditopic receptor entails a contribution
from the free energy of interaction between the cations, G++(r, T), limiting the
stability of the final complex. Intuitively, this interaction is repulsive
for any (finite) cation separation, r, and can be
preliminarily estimated using Coulomb’s law, which for two
monovalent ions of equal charge yieldswhere e is the
elementary
charge, NAv is the Avogadro constant,
ϵ0 is the vacuum permittivity, ϵr is the relative dielectric constant of the solvent, and r is the ion separation. The relative dielectric constant,
ϵr(T), contains all rotational and
translational degrees of freedom of the solvent and is therefore a
temperature-dependent quantity,[33] whereby G++(r, T) should
be regarded as a free energy. The enthalpy of interaction (for full
derivation, see the Supporting Information) is hence given asWater
shows a particularly large, negative
temperature response, and at T = 25 °C, ,[34] whereby the
enthalpy of interaction takes the opposite sign compared to the free
energy of interaction: H++(r, 25 °C) = −0.37G++(r, 25 °C). The temperature derivative of the relative
dielectric constant () is obtained from experiments[34] and is
thus an average measure of how the dielectric
properties of water change with temperature. Hence, the model captures
the temperature dependence of the water-mediated electrostatic interaction
between two charges in the solution bulk.G++(⟨r⟩)
and H++(⟨r⟩),
calculated according to eqs and 2 with ⟨r⟩ = 11.5 Å (the average distance between the potassium
ions in BCETB as determined in the simulations), yields the same signs
as the corresponding experimental values (ΔΔGbind° >
0 and ΔΔHbind° < 0, Table and Table ). However, the magnitudes of the thermodynamic parameters
are underestimated compared to the experimentally estimated values.
The positive sign of ΔΔGbind° (G++(⟨r⟩)) is due
to the entropic penalty of bringing the two potassium ions closer
(from infinite separation to the average distance between the binding
sites in BCETB). The model further correctly predicts a negative,
however small, enthalpic contribution (H++(⟨r⟩) = ΔΔHbind° =
−0.14 kcal/mol) to the difference in the binding free energies.
The negative sign is a pure consequence of the dielectric property
of water (), and the behavior is thus only observed
in solvents where this is fulfilled (in vacuo, ϵr = 1 and and in some solvents with a less pronounced
dielectric temperature response, ). Continuum electrostatics also predict
a decrease in entropy as the two cations approach
each other: – TΔΔSbind° =
ΔΔGbind° – ΔΔHbind° =
0.51 kcal/mol (from Table and Table ). Although small, the enthalpy and entropy changes upon bringing
the potassium ions from infinite separation (or bulk) to their average
separation in BCETB (ΔΔHbind° = −0.14
kcal/mol and – TΔΔSbind° =
0.51 kcal/mol) can explain parts of the experimentally estimated values
(for KCl, ΔΔHbind° = −2.64 kcal/mol and −TΔΔSbind° = 3.78 kcal/mol)
Replica Exchange
Molecular Dynamics
To gain a more
detailed, molecular understanding of the mechanisms underlying the
binding thermodynamics, we performed REMD simulations. Due to the
lack of reliable force fields for divalent ions such as the sulfate
ion, we included only the monovalent ions (chloride, iodide, and thiocyanate)
in the simulation studies. For the system with BCETB and potassium
chloride, we studied the conformational dynamics of BCETB, which enabled
us to investigate the role of BCETB in the binding process. In addition,
we have analyzed the water in the vicinity of the binding sites to
elucidate its structural response to the binding of K+.
Finally, to gain insight into the impact of the counterion, we have
computed the relative affinities of chloride, iodide, and thiocyanate
to BCETB.For the purpose of the REMD simulations, starting
from the OPLS-AA force field,[35] we developed
two different force fields, one using partial charges on BCETB according
to the assigned OPLS-AA atom types and the other using charges determined
from density functional theory (DFT)[36] calculations
(Table S2, Supporting Information). By
employing these two different force fields, we enable a more robust
comparison between experiments and simulations while simultaneously
probing the impact of the partial charges on BCETB on the determined
binding free energies and enthalpies. The force fields were validated
by comparing the differences ΔΔGbind° = ΔGbind,2° – ΔGbind,1° and ΔΔHbind° =
ΔHbind,2° – ΔHbind,1° obtained
from simulation with those estimated from ITC experiments, with emphasis
on the agreement in the latter. The best-performing force field was
subsequently used to analyze changes in the conformational ensemble
of BCETB and the solvent response upon binding of the first and second
potassium ion. In addition, we tested a force field where the charges
on BCETB were determined from DFT calculations, but for the bound
states the charges for the bound potassium ion(s) and BCETB were determined
simultaneously. This approach allows for charge transfer between the
BCETB and bound potassium ion(s) and gives three sets of charges for
the different complexes: the free BCETB, BCETB with one potassium
ion bound, and BCETB with two potassium ions bound. By employing these
charges in REMD simulations, we tested the effect of polarization
of the complex upon the sequential binding of two potassium ions.In Figure , simulated
values of ln K = −ΔGbind,°/(RT) for the system with potassium
chloride, obtained with the force field using DFT charges, are plotted
against 1/T, where i denotes the
number in the series of the two binding events and the green and purple
colors correspond to i = 1 (first K+)
and i = 2 (second K+), respectively. To
account for the effect related to the difference in the degree of
degeneracy for the states with zero, one, and two K+ bound,
these free energies have been corrected with the factors RT ln 1/2 and RT ln 2, respectively, to obtain the
standard binding free energies. For the relative standard binding
free energy (ΔΔG°), this degeneracy
effect contributes with a factor RT ln 4 (see Supporting Information). The slope of the linear
least-squares fit obtained gives −ΔHbind,°/R according to the linear van’t
Hoff equation.[37]
Figure 3
Standard binding free
energies as a function of temperature obtained
with DFT charges from REMD simulations with potassium chloride. The
symbols are simulated points, the lines are linear fits used to calculate
the standard binding enthalpies, and the shaded areas are the standard
errors of the slopes, yielding the error estimates for the binding
enthalpies. Green and purple color show the results obtained for the
first and second binding event, respectively.
Standard binding free
energies as a function of temperature obtained
with DFT charges from REMD simulations with potassium chloride. The
symbols are simulated points, the lines are linear fits used to calculate
the standard binding enthalpies, and the shaded areas are the standard
errors of the slopes, yielding the error estimates for the binding
enthalpies. Green and purple color show the results obtained for the
first and second binding event, respectively.The binding constants, standard binding free energies, and standard
binding enthalpies determined from the REMD simulations are presented
in Tables –3. For the system containing BCETB and potassium
chloride, the thermodynamic parameters were determined using each
of the three different force fields: OPLS-AA, DFT charges, and DFT
charges (pol.). In general, both the force field using OPLS-AA and
DFT charges reproduce the experimentally estimated trends in the thermodynamic
parameters (ΔGbind,1°, ΔGbind,2°, ΔHbind,1°, ΔHbind,2°, and ΔΔHbind° <
0, whereas ΔΔGbind° > 0, Tables and 3). For the force
field using polarized DFT charges on BCETB (DFT charges (pol.)), the
agreement with experimental values is poor, with inversed signs for
all thermodynamic parameters except ΔΔGbind°,
which in turn is significantly overestimated (66.0 kcal/mol compared
to 1.14 kcal/mol from experiments, Table ). Hence, we chose to exclude this force
field in further analysis and discussion. The inversed signs of the
binding free energies and enthalpies might be a result of the net
positive charge accumulated in BCETB during the charge transfer from
the bound potassium ions (Table S3, Supporting Information), introducing repulsion between the receptor and
bound ions. This is also reflected in the large binding site volume
determined from the mean-squared positional fluctuation of the potassium
ion in the binding site (Table S5, Supporting Information). We anticipate that to more correctly include
the effect of polarization upon binding, DFT charges on the free BCETB
and the complexes with one and two potassium ions bound determined
in the presence of explicit water could be used.For the other
simulated salts (KI and KSCN), only the force field
using DFT charges was employed due to its better performance in determining
ΔΔHbind° for KCl (−1.7 kcal/mol compared
to −0.6 kcal/mol from the force field using OPLS-AA charges, Table ). For all of the
three tested force fields, the binding free energy predictions are
associated with fairly low standard deviations (0.1–0.2 kcal/mol),
whereas the binding enthalpies show higher uncertainties (1.6–3.1
kcal/mol), resulting from the amplification of errors when performing
the least-squares fit to obtain ΔHbind,° from the slope (Figure ). The enthalpy predictions from simulation should
thus be treated as qualitative rather than a quantitative predictions.
As seen in Table ,
although the values of ΔHbind,1°, ΔHbind,2°, and ΔΔHbind° determined from the force field
using DFT charges are underestimated compared to our experiments,
the experimental trends are reproduced in terms of correct signs and
orders of magnitude, for all simulated salts.
Perturbation
in Conformational Space
It has previously
been shown that 18-crown-6 itself predominantly adopts four distinct
conformations.[38] To elucidate the conformational
dynamics of BCETB, we performed principal component analyses (PCA)
on the simulated conformations of the free BCETB and the complexes
with one and two potassium ions obtained with the force field using
DFT charges.Resulting from the PCAs performed on the simulated
conformations of BCETB in the system with potassium chloride, four
well-defined conformations separated by notable energy barriers are
distinguished. These conformations are characterized by having the
CEs either bent out from the cavity or in toward the cavity (Figure S11). One of the conformations is more
extended with both CEs bent out (EXT), whereas another appears collapsed
with both CEs bent in (COL). The two other conformations appear as
skewed, with one CE bent out and one bent in (SK1 and SK2). Due to
the C2 symmetry of BCETB, the SK1 and
SK2 conformations are identical (and hence the same conformation)
for the free BCETB and the complex with two potassium ions bound.
However, for the complex with one potassium ion bound, the C2 symmetry is broken. In this case, SK1 is defined
as the conformation where the potassium ion is bound to the CE that
is bent out, and SK2 is defined as the conformation where the potassium
ion is bound to the CE that is bent in toward the cavity.The
probabilities for each conformation (pEXT, pCOL, pSK1, and pSK2) were obtained by
integrating the sampled points in the PCA space within each of the
drawn ellipses enclosing the minima (Figure S10). These probabilities are illustrated in Figure , showing that with no potassium ions bound,
BCETB adopts the EXT conformation with highest probability, whereas
the COL conformation exhibits the lowest probability among the four
conformations. The conformations with one CE bent in and the other
bent out (SK1 and SK2) exhibit intermediate and overlapping probabilities.
Due to the C2 symmetry of BCETB, this
is expected in the case of the free BCETB and the complex with two
potassium ions bound. Surprisingly, the probabilities of the SK1 and
SK2 conformations are found to be equal also for the complex with
one potassium ion bound. Any difference in the solvation free energy
of these conformations would favor one of them. On the other hand,
the binding site separation is equal for these conformations, which
implies that the interaction between the binding sites is not altered
much when the complex switches from the SK1 to the SK2 conformation.
The probability of the COL conformation increases successively upon
binding of the first and second potassium ion. The stabilization of
the conformation indicates that there is some favorable interaction
introduced when the ions bind, either between water and BCETB in its
collapsed state (i.e., increased solvation of this conformation upon
binding) or between the binding sites.
Figure 4
Integrated probabilities
for the conformations in the vicinity
of the four free energy minima (SK2 (gray), EXT (blue), SK1 (red),
and COL (green)) obtained using DFT charges for the free BCETB and
for complexes with one and two potassium ions bound (left, middle,
and right) in the system with potassium chloride. The radius of each
sphere equals the standard error of the corresponding probability.
Integrated probabilities
for the conformations in the vicinity
of the four free energy minima (SK2 (gray), EXT (blue), SK1 (red),
and COL (green)) obtained using DFT charges for the free BCETB and
for complexes with one and two potassium ions bound (left, middle,
and right) in the system with potassium chloride. The radius of each
sphere equals the standard error of the corresponding probability.The relatively large magnitudes of the experimentally
estimated
and the simulated binding enthalpies (Table ) indicate strong attractive interactions
between the potassium ion and the CE moiety of BCETB. It is thus plausible
that the increased probability of the collapsed state is due to additional,
stabilizing interactions introduced between the bound potassium ion
and the opposite, free CE when the binding sites come closer. The
additional increase of the probability of the collapsed conformer
when the second K+ binds indicates further stabilizing
interactions between the two CE·K+ groups. This is
in line with the prediction from continuum electrostatics, and the
seemingly attractive CE·K+–CE·K+ interaction could be responsible for an additional contribution
to the large negative ΔΔHbind° observed
in the ITC experiments. Even though the predictions of ΔΔHbind° from simulation show large overlapping errors (Table ) and should be evaluated with
care, the force field using DFT charges predicts a more negative ΔΔHbind° compared to the force field using OPLS-AA charges, and a plausible
explanation could be the more favorable CE·K+–CE·K+ interactions depicted by the former. The force field using
DFT charges entails (on average) more negative charges on the oxygens
in the CEs, which in turn can explain the more favorable CE·K+–CE·K+ interactions.
Internal
Energies of the Complexes and the Conformations
Any enthalpy
change observed in experiments is related to the internal
energy change of the studied system, ΔUsys, through ΔHsys = ΔUsys + Δ(PV), where P and V are the pressure and volume of
the system, respectively. From the PCA analysis, it is apparent that
the binding of potassium ions to BCETB favors the COL conformation,
whereas the probability of the EXT conformation decreases upon binding
of the first potassium ion (Figure ). To isolate the contribution from internal energies
within the BCETB complexes (U0, U1, and U2 for the
free BCETB and the complexes with one and two potassium ions bound,
respectively) to ΔΔH°, we have analyzed
the changes in internal potential energies of the complexes upon coordinating
a first and a second potassium ion. The internal potential energies
are calculated as average energies of the simulated configurations
generated in the REMD simulations, excluding water and counterions.
These energies thus include the bonded and nonbonded interactions
within BCETB (including the interaction between the binding sites)
and the nonbonded interactions between BCETB and bound potassium ions.
The bonded interactions include harmonic bonds, angular potentials,
and dihedral potentials in BCETB, whereas the nonbonded potentials
include Coulomb electrostatics and Lennard-Jones interactions, as
defined in the simulations.In Figure , internal potential energies (U0, U1, and U2) of the complexes with no, one, and two potassium ions
bound using DFT charges are presented. The top plot (A) shows that
both the energy of adding a first potassium ion (ΔU0–1 = U1 – U0) and the energy of adding a second potassium
ion (ΔU1–2 = U2 – U1) are negative
with similar magnitude. The relatively large magnitude (∼100
kcal/mol) is a result of the strong, attractive CE–K+ interactions formed when introducing a potassium ion in the binding
site. In the bottom plot (Figure B), ΔU0–1 and
ΔU1–2 are plotted together,
showing the difference in the change in internal energy upon fixation
of a second potassium ion compared to that of the first (ΔΔU = ΔU1–2 –
ΔU0–1). This can be interpreted
as a measure of the contribution to the potential energy solely from
the interaction between the sites, CE·K+–CE·K+, and the negative ΔΔU (Table ) indicates that favorable
interactions between the sites are contributing to the overall negative
ΔΔH° that is observed in both experiment
and simulations (Table ). While the same result is predicted by continuum electrostatics
(H++ < 0) where the enthalpic stabilization
is a result of the dielectric properties of water () and thus is a solvent effect, we here
exclude the water and thus calculate the interaction energy within
the complex in vacuo. The enthalpy of interaction
between two positive charges in vacuo is positive,
and thus the negative sign of ΔΔU must
be a result of attractive interactions within the complex, overcompensating
for the electrostatic ion–ion repulsion.
Figure 5
Internal potential energies
of the complexes alone (water and chloride
counterions excluded) averaged over all conformations using DFT charges
with zero, one, and two potassium ions bound (A) and the differences
in energy upon fixation of a first and a second potassium ion (B).
Table 4
Internal Potential Energy Changes
of the Complex upon Binding of a First and a Second K+,
ΔU0–1 and ΔU1–2, and the Difference between Those,
ΔΔU = ΔU1–2 – ΔU0–1, Using DFT
Charges
force field
ΔU0–1 (kcal/mol)
ΔU1–2 (kcal/mol)
ΔΔU (kcal/mol)
DFT charges
–103.75 ± 0.07
–103.94 ± 0.07
–0.19 ± 0.13
Internal potential energies
of the complexes alone (water and chloride
counterions excluded) averaged over all conformations using DFT charges
with zero, one, and two potassium ions bound (A) and the differences
in energy upon fixation of a first and a second potassium ion (B).To understand the origin of the negative ΔΔU, we decomposed it into contributions from the four different
conformations (SK2, EXT, SK1, and COL). Figure shows the product pU for the different conformations with no, one, and two bound
K+ obtained using DFT charges, where p is the probability of conformation j obtained from the PCA analysis and U is the average internal potential energy
of conformation j. In this way, the internal potential
energy of each conformation and bound state is weighted with its corresponding
probability in order to quantify its contribution to the internal
potential energy of that bound state: U = ∑pU, where i denotes the bound state
(free BCETB, one K+ bound, or two K+ bound)
and j denotes the conformation (SK2, EXT, SK1, COL,
or the rest). In the same way, the contributions to ΔU0–1, ΔU1–2, and ΔΔU were calculated by expressing
them as the sums ∑ Δ(pU)0–1, ∑ Δ(pU)1–2, and
∑ ΔΔ(pU), respectively. Figure shows that the product pU decreases upon
binding of both a first and a second potassium ion for all conformations j. However, the magnitude of the decrease differs depending
on conformation and bound state. The largest differences are observed
for the EXT and COL conformations, where the former shows Δ(pEXTUEXT)1–2 > Δ(pEXTUEXT)0–1, whereas the latter shows the opposite:
Δ(pCOLUCOL)1–2 < Δ(pCOLUCOL)0–1.
Figure 6
Measures of
the probability-weighted potential energy, pU, for
each conformation with zero, one, and two potassium
ions bound using DFT charges for the system with potassium chloride.
The differences in pU upon binding of a first and
a second K+ are plotted as arrows. The annotations within
parentheses included in each plot indicate the conformation.
Measures of
the probability-weighted potential energy, pU, for
each conformation with zero, one, and two potassium
ions bound using DFT charges for the system with potassium chloride.
The differences in pU upon binding of a first and
a second K+ are plotted as arrows. The annotations within
parentheses included in each plot indicate the conformation.The differences observed between the different
conformations were
quantified by calculating ΔΔ(pU)
= Δ(pU)1–2 – Δ(pU)0–1. These are depicted as arrows
in Figure A, and the
running sum, ∑ ΔΔ(pU), is the sum of arrows as a function of the conformations
accounted for. All conformations except the COL conformation yield
positive contributions to ΔΔU (indicated
by green arrows), and the EXT conformation shows a particularly large
contribution (ΔΔ(pEXTUEXT) = 14.1 kcal/mol). On the contrary, the
COL conformation is responsible for a large negative contribution (ΔΔ(pCOLUCOL) = −15.1 kcal/mol), which overcompensates
for all of the positive contributions from the other conformations
and makes ΔΔU negative (Figure B).
Figure 7
Running sum of contributions ΔΔ(pU) from the different conformations j to ΔΔU (A) and ΔΔU (B) using DFT
charges. Red and green arrows indicate negative and positive contributions,
respectively, and the width of each arrow has been scaled with the
magnitude of the contribution for illustrative purposes. Note the
broken y-axis in plot A.
Running sum of contributions ΔΔ(pU) from the different conformations j to ΔΔU (A) and ΔΔU (B) using DFT
charges. Red and green arrows indicate negative and positive contributions,
respectively, and the width of each arrow has been scaled with the
magnitude of the contribution for illustrative purposes. Note the
broken y-axis in plot A.
Solvent Response
As previously discussed, continuum
electrostatics predict that the presence of solvent results in an
enthalpic attraction between two cations in water. To gain further
insight into the effect of solvent reorganization upon binding, we
have analyzed the solvation shell correlations between the two binding
sites.Figure shows the distributions of angles between the dipole moment of water
molecules in the solvation shells around each binding site, calculated
using the force field with DFT charges. The clusters are defined as
the four closest water molecules around each binding site. Some changes
can be identified; upon binding of the first potassium ion, the distribution
is slightly shifted toward smaller angles between the dipoles of the
water clusters. However, these changes are subtle and the average
angle between the dipoles varies only little (96°, 89°,
and 90° for the states with no K+, one K+, and two K+ bound, respectively). Thus, alignment of
the solvation water around the two sites upon binding of the first
potassium ion is likely a minor contribution to the enthalpically
more favorable binding of the second potassium ion. We performed the
same analysis on larger clusters (8 and 12 water molecules), again
with subtle correlations between the two solvation shells (see Figure
S12 in the Supporting Information). This
analysis is congruent with the fact that the negative ΔΔH++(r) predicted by continuum
electrostatics is small. The small contribution is expected since
the average distance between the sites in BCETB, ⟨r⟩ = 11.5 Å, is significantly larger than the Bjerrum
length, λB, which is the distance at which the electrostatic
energy between two charges is comparable to the thermal energy, kBT, where kB is the Boltzmann constant (λB = e2/(4πε0εrkBT) ≈ 7 Å for water at 25 °C).
Figure 8
Probability density of
angles between the dipoles of two water
clusters, one at each binding site, using DFT charges for the system
with potassium chloride. Each cluster is defined as the four closest
water molecules to the binding site. The range of angles on the x-axis has been binned into subranges, where each marker
represents the probability density within angles ±15° from
the x-position of the marker (e.g., the leftmost
markers show the probability densities of angles between 0° and
30°). The lines connecting the markers are merely guides, and
the shaded areas show the interpolated errors between the probability
densities for each subrange.
Probability density of
angles between the dipoles of two water
clusters, one at each binding site, using DFT charges for the system
with potassium chloride. Each cluster is defined as the four closest
water molecules to the binding site. The range of angles on the x-axis has been binned into subranges, where each marker
represents the probability density within angles ±15° from
the x-position of the marker (e.g., the leftmost
markers show the probability densities of angles between 0° and
30°). The lines connecting the markers are merely guides, and
the shaded areas show the interpolated errors between the probability
densities for each subrange.
Affinity of Anions to BCETB
Experimentally, the system
with potassium thiocyanate yielded a significantly more negative ΔΔHbind° value compared to the systems with the other potassium salts (Table ). This indicates
that there are specific counterion effects involved in the binding
of KSCN to BCETB, where the thiocyanate anion enthalpically favors
the binding of a second potassium ion compared to when chloride, iodide,
or sulfate is the counterion. In order to further investigate this
observation, the distributions of the counterions around the BCETB
surface were analyzed. Figure shows local/bulk partition coefficients of the different
counterions with respect to the BCETB surface defined as[39]Here, d is the distance from
the BCETB surface, ⟨nsurf,ion(d)⟩ and ⟨nsurf,water(d)⟩ are the average numbers of counterions
and water molecules, respectively, populating a region within [0, d] from the BCETB surface, whereas Nion and Nwater are the total numbers
of counterions and water molecules, respectively, in the simulation
box. For thiocyanate, we calculated Kp(d) for the individual atoms separately, to get
insight into the relative affinities of the sulfur, nitrogen, and
carbon atoms to BCETB. For water, the oxygen atom was chosen as the
reference atom. Figure shows that while all counterions are enriched around BCETB compared
to water, the atoms in thiocyanate accumulate more than chloride and
iodide. The average distance from the atoms in thiocyanate to BCETB
follows the order S < C < N, implying a preferential orientation
where the sulfur atom points toward BCETB. This is in agreement with
previously observed higher affinities of the thiocyanate ion to apolar
surfaces compared to more strongly hydrated anions.[31,32] As previously mentioned, the enrichment of thiocyanate ions around
BCETB compared to the other counterions could contribute to the stabilization
of the complex with one or two potassium ions bound.
Figure 9
Local/bulk partition
coefficients, Kp(d),
for chloride (Cl–), iodide
(I–), and the atoms in thiocyanate (S, C, and N)
as functions of the distance, d, to the BCETB surface.
The inset shows an example of a volume V(d) around BCETB for which the cumulative ion/water radial
distributions are calculated.
Local/bulk partition
coefficients, Kp(d),
for chloride (Cl–), iodide
(I–), and the atoms in thiocyanate (S, C, and N)
as functions of the distance, d, to the BCETB surface.
The inset shows an example of a volume V(d) around BCETB for which the cumulative ion/water radial
distributions are calculated.
Conclusions
We have discovered counterintuitive thermodynamics
governing the
binding of potassium ions to a ditopic bis(18-crown-6) receptor. By
means of ITC, we have found that the binding of a second potassium
ion is enthalpically favored over that of the first, ΔΔHbind° < 0, despite the electrostatic repulsion one might expect is
introduced upon binding of the second ion. The experimentally observed
enthalpic stabilization is supported by continuum electrostatic theory
involving the temperature derivative of the dielectric constant. The
experimentally estimated positive ΔΔGbind° results
from a much larger entropic penalty associated with the binding of
a second K+ compared to that of a first, which compensates
for the experimentally estimated negative ΔΔHbind°.
Comparison of the experimentally estimated binding constants (K1 and K2) also revealed
negative cooperativity between the two binding sites in BCETB (ρ
< 0).The observed thermodynamic trends (ΔΔHbind° < 0 and ΔΔGbind° > 0) were found to
be
independent of the counterions investigated. However, thiocyanate
further enhances the negative value of ΔΔHbind° compared
to chloride, iodide, and sulfate ions. A possible explanation for
this is the relatively higher affinity of the weakly hydrated thiocyanate
ion to apolar surfaces compared to more hydrated anions.[31,32] This was further supported by the analysis of the distribution of
counterions around BCETB with one or two potassium ions bound, where
we found a significant enrichment of thiocyanate close to BCETB compared
to the other counterions.Through the analysis of the REMD simulation
trajectories using
DFT-derived partial charges, we have provided further insight into
the molecular mechanisms underlying the experimental observations.
In particular, we have analyzed the conformational space of the free
BCETB and its complexes with one and two potassium ions bound from
simulations with potassium chloride, revealing four distinct conformations.
The probability of the most compact conformation with both CEs bending
inward (denoted COL) was found to increase successively upon binding
of the first and second potassium ion. By analyzing the internal potential
energies within the complexes with no, one, and two potassium ions
bound (ΔΔU), we found that these energies
alone are responsible for a negative contribution to ΔΔHbind°. By further weighting the individual internal potential energies
of the different conformations with their respective probabilities,
we found that the negative ΔΔU is resulting
primarily from the increasingly populated COL conformation upon binding,
overcompensating for positive contributions to ΔΔU from the rest of the conformations.While previous
studies have found the apparent attraction between
metal cations bound to neutral receptors to primarily be a result
of the decreased solvation free energy of the whole complex,[17−19] we found only a subtle solvent response upon binding of the potassium
ions to BCETB. Instead, we found that the specific interactions within
the complex result in increased attraction between the binding sites
upon binding of potassium ions, as manifested by the promotion of
the COL conformation. The increased probability of the COL conformation
upon binding was further found to result in a significant contribution
to the negative ΔΔHbind° by calculating probability-weighted
internal potential energies of the complexes. We anticipate that to
further elucidate the origin of the pronounced enthalpic stabilization
observed for the complex with two potassium ions bound, the role of
the counterion in the binding process needs to be studied further.
While we herein limited ourselves to only report the relative affinities
of the counterions to BCETB, further details about the interactions
causing thiocyanate to accumulate around BCETB could reveal counterion-specific
contributions to the stabilities of the found principal conformations
of the potassium–BCETB complexes.In summary, in this
study we have aimed to elucidate the different
contributions to the overall interaction between potassium ions bound
to a ditopic receptor. By studying the binding process from three
different perspectives—experiment, continuum theory, and atomistic
simulation—we have investigated the influence of different
factors such as solvation, conformational changes, and the counterion.
The discovered perturbation of the conformational ensemble of BCETB
upon binding of one or two potassium ions provides insight into the
role of the receptor in host–guest chemistry, and we anticipate
that this work can be of importance for the design of synthetic receptors.
From continuum electrostatics, the negative enthalpic contribution
to the interaction between bound cations resulting from the dielectric
temperature response of water is a fundamentally important result
that can hopefully contribute to our understanding of electrostatic
interactions between charged molecules in solution.
Materials and Methods
Materials
BCETB was synthesized
following a previously
reported procedure.[15] Potassium chloride
(99.0–100.5%) and potassium thiocyanate (99.0%) were purchased
from Sigma-Aldrich. Potassium iodide (99.0%) was purchased from Acros
Organics. Potassium sulfate (99.0%) was purchased from Merck. The
salts were dried in an oven overnight prior to weighing. All solutions
were prepared in volumetric flasks using deionized water.
Isothermal
Titration Calorimetry
The isothermal titration
calorimetry experiments were performed using a MicroCal VP-ITC instrument
having a cell volume of 1.4631 mL. Prior to each titration, the solutions
of titrand and analyte were degassed for 5 min at 20 °C using
a Thermovac instrument. The ITC experiments were performed at 25 °C,
with 307 rpm stirring and the reference power set to 25 μcal/s.
The titrations were performed by injecting 10 μL portions of
the titrant ([K+] = 147–247 mM) into a 0.39–0.40
mM solution of BCETB, with a 300 s delay between each injection. An
initial injection of 4 μL was discarded from each data set in
order to remove the effect of the titrant diffusing across the syringe
tip during the prerun equilibration process. Heats of dilution determined
in the absence of receptor were subtracted from the titration data
prior to curve fitting. Each titration experiment was performed in
triplicate. The raw data were analyzed using Python 3, using both
a one-site and sequential binding sites curve fitting model. Further
details regarding the ITC experiments are given in the Supporting Information.
Density Functional Theory
Partial charges on the atoms
in BCETB were obtained using DFT[36] calculations
in Gaussian.[40] To generate the input, BCETB
was energy minimized in Avogadro, followed by minor adjustments of
the atom positions to make the molecule C2 symmetric. The symmetric structure was used as input to Gaussian,
followed by geometry optimization. From the optimized structure, charges
were obtained by fitting to the electrostatic potential using the
Merz–Singh–Kollman scheme,[41,42] employing the B3LYP functional[43,44] and the 6-31+G
basis set. Partial charges were calculated for both the free BCETB
and the complexes with one and two potassium ions bound in order to
take into account polarization upon binding.
Replica Exchange Molecular
Dynamics
Replica exchange
molecular dynamics simulations were performed using GROMACS 2019/4.[45] Energies of the initial configurations were
minimized using the steepest descent algorithm. From the minimized
configurations, the system was equilibrated in two steps, and from
the equilibrated configuration production runs were performed. For
both equilibration and production runs, a leapfrog stochastic dynamics
integrator[46] was used, implicitly handling
the temperature coupling, and the time step was set to 0.002 ps. In
the first equilibration step, the system was run in the NVT ensemble for 20 ps, with an inverse friction constant of 1.0 ps–1 and a heat bath temperature of 298.15 K. In the second
step, the system was equilibrated in the NPT ensemble
for 1 ns using the Berendsen barostat[47] with a relaxation time of 0.5 ps and a reference pressure of 1 bar.
Production runs were performed in the NPT ensemble
using the Parrinello–Rahman barostat,[48] with a relaxation time of 1.0 ps and isothermal compressibility
of 4.5 × 10–5 bar–1. For
the solvation process, 30 ns production runs were performed, whereas
the simulation time was extended to 50 ns for the complexation processes
in order to sample enough of the different regions of the conformational
space of BCETB. In all simulations, a cubic simulation box was used
with initial dimensions of 4.0 × 4.0 × 4.0 nm3 (prior to NPT equilibration). For potassium, chloride,
and iodide, we used charges and Lennard-Jones (LJ) parameters from
the OPLS-AA force field.[49−52] For thiocyanate, we used charges and LJ parameters
from a recently developed force field.[32] For BCETB, we applied LJ parameters according to the OPLS-AA force
field, whereas the charges were assigned using three different approaches.
In the first approach, we assigned partial charges according to the
OPLS-AA force field, where the partial charges were equally shifted
on all atoms in order to make the compound electroneutral. In the
second approach, we used partial charges obtained from DFT calculations
on the free BCETB. In the third approach, three sets of partial charges
obtained from DFT calculations were used during the creation of the
first and second potassium ion in the binding sites: the charges on
the free BCETB and the charges on BCETB with one and two potassium
ions bound, respectively (Figure S7 and
Table S2 in the Supporting Information).
The latter approach allowed us to include the effect of polarization
of the complexes upon binding. All simulations were run using the
SPC/E[53] water model.Due to the large
conformational space of BCETB, replica exchange was utilized in an
attempt to achieve more efficient sampling. Simulations were performed
at six different temperatures in the range 298.15–318.15 K.
The temperature spacing was chosen to be 4 K, which has previously
been suggested in order to achieve optimal exchange probabilities
in the NPT ensemble.[54] The range of temperatures simulated also enabled the estimation
of binding enthalpies. To obtain free energy differences, the GROMACS
implementation of the Bennett acceptance ratio[55] was used. Soft-core interactions were applied to both electrostatics
and Lennard-Jones interactions to prevent the system from having overlapping
particles as it is decoupled, with a soft-core α of 0.5, a soft-core
power of 1.0, and a soft-core σ of 0.3 nm. In addition to the
fully decoupled and the fully coupled state, 31 intermediate states
were simulated in order to make the histograms of acceptance probabilities
overlapping and reduce the errors to a satisfactorily degree.For the analyses of the conformational space of BCETB, internal
potential energies within the complexes, solvent response, and counterion
affinity, longer simulations of 100 ns were performed.
Authors: David Van Der Spoel; Erik Lindahl; Berk Hess; Gerrit Groenhof; Alan E Mark; Herman J C Berendsen Journal: J Comput Chem Date: 2005-12 Impact factor: 3.376