Haiyang Zhang1, Tianwei Tan2, Csaba Hetényi3, Yongqin Lv2, David van der Spoel4. 1. Beijing Key Laboratory of Bioprocess, Department of Biochemical Engineering, Beijing University of Chemical Technology , Box 53, 100029 Beijing, China ; Uppsala Center for Computational Chemistry, Science for Life Laboratory, Department of Cell and Molecular Biology, Uppsala University , Husargatan 3, Box 596, SE-75124 Uppsala, Sweden. 2. Beijing Key Laboratory of Bioprocess, Department of Biochemical Engineering, Beijing University of Chemical Technology , Box 53, 100029 Beijing, China. 3. Molecular Biophysics Research Group, Hungarian Academy of Sciences , Pázmány sétány 1/C, H-1117 Budapest, Hungary. 4. Uppsala Center for Computational Chemistry, Science for Life Laboratory, Department of Cell and Molecular Biology, Uppsala University , Husargatan 3, Box 596, SE-75124 Uppsala, Sweden.
Abstract
Dimerization of cyclodextrin (CD) molecules is an elementary step in the construction of CD-based nanostructured materials. Cooperative binding of CD cavities to guest molecules facilitates the dimerization process and, consequently, the overall stability and assembly of CD nanostructures. In the present study, all three dimerization modes (head-to-head, head-to-tail, and tail-to-tail) of β-CD molecules and their binding to three isoflavone drug analogues (puerarin, daidzin, and daidzein) were investigated in explicit water surrounding using molecular dynamics simulations. Total and individual contributions from the binding partners and solvent environment to the thermodynamics of these binding reactions are quantified in detail using free energy calculations. Cooperative drug binding to two CD cavities gives an enhanced binding strength for daidzin and daidzein, whereas for puerarin no obvious enhancement is observed. Head-to-head dimerization yields the most stable complexes for inclusion of the tested isoflavones (templates) and may be a promising building block for construction of template-stabilized CD nanostructures. Compared to the case of CD monomers, the desolvation of CD dimers and entropy changes upon complexation prove to be influential factors of cooperative binding. Our results shed light on key points of the design of CD-based supramolecular assemblies. We also show that structure-based calculation of binding thermodynamics can quantify stabilization caused by cooperative effects in building blocks of nanostructured materials.
Dimerization of cyclodextrin (CD) molecules is an elementary step in the construction of CD-based nanostructured materials. Cooperative binding of CD cavities to guest molecules facilitates the dimerization process and, consequently, the overall stability and assembly of CD nanostructures. In the present study, all three dimerization modes (head-to-head, head-to-tail, and tail-to-tail) of β-CD molecules and their binding to three isoflavone drug analogues (puerarin, daidzin, and daidzein) were investigated in explicit water surrounding using molecular dynamics simulations. Total and individual contributions from the binding partners and solvent environment to the thermodynamics of these binding reactions are quantified in detail using free energy calculations. Cooperative drug binding to two CD cavities gives an enhanced binding strength for daidzin and daidzein, whereas for puerarin no obvious enhancement is observed. Head-to-head dimerization yields the most stable complexes for inclusion of the tested isoflavones (templates) and may be a promising building block for construction of template-stabilized CD nanostructures. Compared to the case of CD monomers, the desolvation of CD dimers and entropy changes upon complexation prove to be influential factors of cooperative binding. Our results shed light on key points of the design of CD-based supramolecular assemblies. We also show that structure-based calculation of binding thermodynamics can quantify stabilization caused by cooperative effects in building blocks of nanostructured materials.
Cyclodextrins (CDs)
are promising building blocks extensively used
in the construction of nanostructured materials with sophisticated
structures and functions.[1,2] CDs belong to a class
of cyclic oligosaccharides with more than six d-glucopyranose
residues linked together via α-1,4 glycosidic bonds and arrangement
of these residues in a ring endows CDs with a somewhat hydrophobic
cavity and a hydrophilic surface.[3,4] This property
permits association of varied guest molecules with suitable size to
form stable host–guest complexes or supramolecular assemblies,
which leads to a variety of fascinating applications in many fields
like pharmaceutical research.[5−7] In recent years, construction
of one- and multidimensional nanoarchitectures using CDs as building
blocks has attracted much attention, particularly due to their alluring
potential in molecular machines[8−10] and functional materials.[11−13] CD-based nanostructures integrate together a number of functional
groups that have been already captured by CD cavities. These functional
groups along with CD cavities provide multiple binding sites for substrates,
allowing one to mimic the cooperative multimode complexation existing
in biological systems widely. CD-based nanoarchitectures are therefore
acknowledged to be ideal candidates for drug or gene carriers[14−16] and artificial enzyme models.[17]Cooperative binding of at least two CD monomers to a template (also
known as guest) molecule is the driving force responsible for self-assembly
processes in the construction of CD-based nanoarchitectures. For the
case without template, the assembly is usually driven by hydrophobic
interactions between substituent arms of CD derivatives with the neighboring
cavities of other CDs.[1] The following text
will focus on the former case with template. Polymer chains such as
poly(ethylene glycol) (PEG) and poly(propylene glycol) (PPG) are often
used as a template to thread several CD cavities for the construction
of one-dimensional nanoarchitectures like (pseudo)polyrotaxanes.[2,14,18] Furthermore, CDs can be grafted
covalently to the polymer chain as a bulky stopper for polyrotaxanes,
and cooperative binding of two bulky CD cavities to one template molecule
(like C60)[19] allows construction
of long nanowires based on the polyrotaxanes. Starting from CD-based
polyrotaxanes, one can prepare nanotubes by covalent reactions of
neighboring CD units with short cross-linking agents such as epichlorohydrin,
followed by the cutoff of bulky ends and removal of the polymer thread.[20] These tubular polymers are capable of including
long guest molecules like 1,6-dimethylhexatriene inside the molecular
tube efficiently. Randomly cross-linked CDs without preassembly by
a polymer chain cannot form a tube easily and hence do not possess
such an inclusion ability.[2]Typical
CDs used as the building blocks contain 6, 7, and 8 glucopyranose
residues, denoted as α-, β-, and γ-CD, respectively.
Harada and co-workers characterized topology structures of α-CD/PEG,
β-CD/PEG, and β-CD/PPG (pseudo)polyrotaxanes using X-ray
crystallography and reported that all CD monomers are oriented as
head-to-head (HH) and tail-to-tail (TT) dimers through threading onto
the polymer chain.[21−23] They indicated that secondary hydroxyl groups of
CDshydrogen-bond to each other forming a tight hydrogen-bonding network
and that the interactions between primary hydroxyls are weak. Mavridis
et al. observed an unusual crystal of β-CD trimers in HH and
head-to-tail (HT) fashions which cooperatively bind to two guest molecules.[24] HT orientations were found in the crystal packing
of γ-CDs as well.[25] Figure 1a depicts β-CD dimers in the three orientations
of HH, HT, and TT taken from Mavridis’s work;[24] head indicates the wide (secondary) rim of β-CD and
tail the narrow (primary) rim.
Figure 1
Molecular structure of (a) β-CD
dimers and (b) isoflavone
guests and possible [host:guest] binding modes with stoichiometric
ratios of (c) 1:1 and (d) 2:1. Head means the secondary rim of β-CD
and tail the primary rim. The guest molecules include puerarin (R1
= H, R2 = glucose), daidzin (R1 = glucose, R2 = H), and daidzein (R1
= H, R2 = H). A, B, and C denote relevant isoflavone rings. The arrow
indicates the guest molecule and the orientation that the guest penetrates
into β-CD cavity.
Molecular structure of (a) β-CD
dimers and (b) isoflavone
guests and possible [host:guest] binding modes with stoichiometric
ratios of (c) 1:1 and (d) 2:1. Head means the secondary rim of β-CD
and tail the primary rim. The guest molecules include puerarin (R1
= H, R2 = glucose), daidzin (R1 = glucose, R2 = H), and daidzein (R1
= H, R2 = H). A, B, and C denote relevant isoflavone rings. The arrow
indicates the guest molecule and the orientation that the guest penetrates
into β-CD cavity.Because of the outstanding performance of CD-based nanoarchitectures,
it is highly desirable to find out the mechanism underlying cooperative
effects of CD-based assemblies. Molecular dynamics simulation serves
as a powerful tool for exploring the mechanism associated with CD-based
systems and has contributed valuable explanations for experimental
observations.[26−30] Association of two CD monomers (i.e., dimer) is an essence for cooperative
binding of CD cavities. Many theoretical reports focused on the relative
stability of noncovalent CD dimers in HH, HT, and TT fashions (Figure 1a) and revealed that hydrogen-bonding (HB) interactions
between hydroxyl groups of adjacent CD monomers are a key factor determining
the dimer stability.[31−36] Cai and co-workers recently examined dimerization
of α-CDs onto a PEG chain using free energy calculations and
Monte Carlo simulations.[37] They indicated
that the dimerization is driven primarily by HB interactions between
two α-CDs and that HH is preferred over HT and TT. Pineiro et
al. evaluated α-, β-, and γ-CD complexes with sodium
dodecyl sulfate (SDS) in ratios of 1:2 and 2:1 through MD simulations
and reported that [CD2:SDS] in the HH orientation seems
a potential building block for nanotubular polymers.[27] Marrink and co-workers performed potential of mean force
(PMF) calculations to investigate the mechanism of cyclodextrin-mediated
extraction of cholesterol from model membranes.[38,39] In previous work, we investigated the dissociation of β-CD
HH dimer through PMF calculations and concluded that the dimer binding
depends on the guest and solvent properties.[40]Here we present an extensive free energy examination on cooperative
binding of β-CD dimers (HH, HT, and TT) to three isoflavone
analogues (puerarin, daidzin, and daidzein) through molecular dynamics
(MD) simulation. The three isoflavone components (guest molecules)
have potential use in medicinal therapies,[41,42] and a more efficient encapsulation of these drugs by β-CD
dimers promotes their practical applications. Also, structural properties
of the isoflavone skeleton with/without glucose motivated us to choose
them as template molecules to examine hydrophobic and hydrophilic
interactions that constitute the main driving forces responsible for
the construction of CD-based nanostructures. A number of free energy
calculations have been implemented to evaluate 1:1 and 2:1 [CD:guest]
complexes,[27,37−40,43−47] while few reports consider all possible cooperative binding of CD
cavities. In this work free energy profiles governing all possible
formation processes of [β-CD2:guest] complexes were
calculated with umbrella sampling.[48] Center
of mass (COM) pulling[49] was employed to
generate configuration sequences for umbrella sampling simulations.
Details on COM pulling and PMF techniques have been presented in refs (46 and 49−54). From PMF and entropy calculations, total and individual contributions
from enthalpy and entropy were quantified in detail using a recently
proposed method for 1:1 binding.[55] The
results exhibit a comprehensive thermodynamic and energetic characterization
for cooperative effects of CD dimers toward guest molecules. As a
fundamental step in the construction of nanostructures with cooperatively
bound units (like CDs), dimerization of CD molecules studied here
offers a generalized picture on molecular assemblies of CDs by cooperative
binding to a template. Implications for design of template molecules
and CD assembly models in building blocks of nanoarchitectures are
discussed at the end of this work.
Methods
The initial
coordinates of β-CD dimers (HH, HT, and TT) were
taken from the Cambridge Crystallographic Data Center (CCDC no. 648855)[24] where β-CD trimers formed a channel-like
structure (Figure 1a). Molecular structures
of isoflavone guests (puerarin, daidzin, and daidzein) are shown in
Figure 1b. All the binding modes of 1:1 and
2:1 [CD:guest] complexes are given in Figures 1c and 1d, respectively. The q4md-CD force
field[56] was used to model β-CD and
the generalized Amber force field (GAFF)[57] for the guests. The rigid model TIP3P[58] was used for water molecules. All the simulations were carried out
at 300 K with GROMACS (version 4.5.5).[59−61] System equilibrations
were performed in the NPT ensemble (P = 1 bar) and production simulations in the NVT ensemble.
Other simulation protocols were the same as in the refs (55 and 62).Each system contained
one β-CD dimer, one guest, and approximately
4100 water molecules in a simulation cell of 5 × 5 × 5 nm3. The dimer was centered in the box with Z-coordinates of its glycosidic oxygen atoms approximately located
at Z = −0.3 or +0.3 nm for the two monomers,
respectively, making the cavity axis of β-CD dimer parallel
to the Z-axis. The distance between the center of
mass (COM) of the B-ring of the guest and that of 14 glycosidic oxygens
of the dimer along the Z-axis was defined as the
reaction coordinate ξ. Figure 2 shows
the definition of ξ for the HT dimer with daidzein in the BHTS
mode (see Figure 1d for nomenclature). Glycosidic
oxygen atoms of β-CD dimers were harmonically restrained and
used as an immobile reference for pulling simulations. The B-ring
of the guest was pulled through the dimer cavity from the primary
(P) or secondary (S) rim along the Z-axis over 1
ns with a pulling rate of 0.005 nm ps–1. All the
pulling parameters were the same as in the ref (55) where the 1:1 binding
modes (BP and BS, Figure 1c) have been evaluated.
In this work, the guest sampled 5 nm covering the entire ξ of
[−2.5, 2.5], and a formation process for 2:1 inclusion complexes
was detected during the pulling simulation. We then selected 101 windows
in the [−2.5, 2.5] interval with a distance equal to 0.05 nm
between adjacent positions and these windows were used for umbrella
sampling simulations. Following the same procedure, we simulated three
guest molecules in the four binding modes of BHHP, BHTP, BHTS, and
BTTS (Figure 1d) and therefore obtained 12
PMF profiles in total. The total simulation time for a single PMF
was 1.01 μs. For each window the first 2 ns was removed for
equilibration, and the rest (2–10 ns) was used for all the
data analysis. Details on the calculation of thermodynamic parameters
(ΔG, ΔH, or −TΔS) are given in the Supporting Information.
Figure 2
Definition of the reaction
coordinate ξ for the BHTS mode
with daidzein.
Definition of the reaction
coordinate ξ for the BHTS mode
with daidzein.
Results
Binding Modes
PMF profiles for the formation process
of [β-CD2:guest] inclusion complexes with the three
isoflavone guests along ξ in the BHHP mode are shown in Figure 3a. The guest approaches the dimer from the primary
rim of β-CD, penetrates into the channel-like cavity, and then
gets out of the cavity along the +ξ direction. All the PMFs
on both sides of ξ amount to zero and level off corresponding
to the completely separated state of the binding partners.
Figure 3
(a) Potential
of mean force (PMF) profiles for the [β-CD2:guest]
complex formation in the BHHP binding mode and (b)
representative inclusion configurations along ξ. β-CD
dimer and guest molecules are shown with stick and space-filling models,
respectively. The glucose group of guest is colored in blue and isoflavone
skeletons in orange.
(a) Potential
of mean force (PMF) profiles for the [β-CD2:guest]
complex formation in the BHHP binding mode and (b)
representative inclusion configurations along ξ. β-CD
dimer and guest molecules are shown with stick and space-filling models,
respectively. The glucose group of guest is colored in blue and isoflavone
skeletons in orange.Representative configuration states (A–G) in the PMFs
are
marked in Figure 3a and given in Figure 3b. As the isoflavone skeletons (hydrophobic moieties)
of the guests get close to the β-CD cavity, the PMF curves drop
and become negative (i.e., thermodynamically favorable). When the
isoflavone skeleton is located inside the channel-like cavity, leaving
the glucose group (hydrophilic) outside, the most stable inclusion
configurations of [β-CD2:puerarin] and [β-CD2:daidzin] complexes are sampled, namely the A- and B-states
(Figure 3b), respectively. Approaching the
cavity for the hydrophilic glucose further results in an upward trend
for the PMFs (Figure 3a), revealing a thermodynamically
unfavorable state. The most unfavorable states (central maxima in
the PMFs) is that with the glucose group being entrapped inside the
cavity of one β-CD monomer, while the hydrophobic isoflavone
skeleton of the guest still interacts with the β-CD cavity,
as in the D- and E-states (Figure 3b). When
the hydrophilic glucose stays approximately in the center of mass
(COM) of β-CD dimer, such as the F- and G-states (Figure 3b), local favorable minima in the PMFs are observed,
indicating that the COM region of the dimer is somewhat hydrophilic.
The most stable configuration of [β-CD2:daidzein]
is similar to puerain and daidzein; see the C-state (Figure 3b) where daidzein is almost completely encapsulated
by the β-CD head-to-head dimer. Unlike puerarin and daidzin,
the PMF for daidzein however does not display an obvious central maximum
(Figure 3a). For convenience, the inclusion
models similar to A- and B-states are shortened for GO (glucose outside), to D- and E-states for GIM (glucose
inside monomer), and to F- and G-states for GID (glucose
inside dimer) in the forthcoming text.PMF profiles (ΔG) for all three guests in
the four binding modes of BHHP, BHTP, BHTS, and BTTS are presented
in Figure 4. In our simulations all the guests
are inserted into the dimer cavity from the primary or secondary rim
of β-CD along the +ξ or −ξ direction, respectively,
unless stated otherwise. In the PMFs a central maximum resulted from
inclusion of the glucose unit inside the β-CD cavity (model GIM) and a local minimum from inclusion of the glucose unit
in the dimer center (model GID) are observed for
all binding modes of puerarin (Figure 4, panels
a–d). Inclusion models for GIM are located
approximately at ξ = +0.5 nm or −0.5 nm for BHHP and
BHTP or BHTS and BTTS, respectively; models for GID at ξ = ∼1.0 nm or −1.0 nm. For BHHP and BHTP
the most stable states are similar to model GO (Figure 4, panels a and b), while for BHTS and BTTS the glucose
unit positioned in the COM region of the dimer (model GIM) form the most stable states (Figure 4, panels
c and d). Daidzin behaves similar to puerarin, while the most stable
states adopt a GO model for all binding modes (Figure 4, panels e–h). The PMFs of daidzein for all
binding modes do not show clear central maxima, and the inclusion
modes with the isoflavone skeleton completely enclosed in the dimer
are the most stable (Figure 4, panels i–l).
Figure 4
Thermodynamic
profiles (ΔG, ΔH, and
−TΔS) of the system
for the complex formation of β-CD dimers with
puerarin, daidzin, and daidzein in the binding modes of BHHP, BHTP,
BHTS, and BTTS.
Thermodynamic
profiles (ΔG, ΔH, and
−TΔS) of the system
for the complex formation of β-CD dimers with
puerarin, daidzin, and daidzein in the binding modes of BHHP, BHTP,
BHTS, and BTTS.
Binding Energetics
Enthalpy (ΔH) and entropy (ΔS) profiles of the system
for the [β-CD2:guest] complex formation along ξ
are also given in Figure 4. Here entropy is
given as −TΔS. These
profiles depict how enthalpy and entropy changes contribute to the
binding energy and assist in understanding the thermodynamics of binding.
For puerarin and daidzin clear enthalpy loss (positive ΔH) and entropy gain (positive ΔS)
are observed in most cases, particularly when the glucose unit of
the guest stays inside the β-CD cavity (Figure 4, panels a–h). In some cases the host–guest
complexation is enthalpy-driven (negative ΔH), like GO models of puerarin in BHTS and BTTS modes
(Figure 4, panels c and d). For daidzein, no
obvious entropy changes (ΔS) are observed,
and the binding seems to be exclusively driven by ΔH. Notice that the calculations force the guest artificially to access
some region of the binding sites that are thermodynamically unstable,
like the GIM model of puerarin (Figure 4, panels a–d), which allows us to sample the configuration
space as much as possible.Standard thermodynamic parameters
(ΔG0, ΔH0, and ΔS0) for all binding
modes of dimer and monomer are given in Table 1 (see eqs S1–S4 in the Suppporting Information for calculation of ΔG0, ΔH0, and ΔS0). For a quantitative evaluation these parameters are weighted by
their Boltzmann factors using eq 1where ΔE can be ΔG, ΔH or, –TΔS. The weighted values are listed in Table 1 as well. A good agreement between calculated and
experimental ΔG0 for 1:1 associations
have been shown in the ref (55), which validates the veracity of our calculations. No experimental
data for 2:1 associations are available for direct comparison with
the calculations yet. Similar to the monomer, the dimer binding to
its guest is predominantly enthalpy-driven, and entropy loss cancels
out about one-quarter of enthalpy gain. Cooperative binding of the
dimer to puerarin does not result in an obvious increase in the binding
strength and even in a decrease for the BHTP mode. However, cooperative
effects of the two monomers give a clear increase by ∼30% (for
daidzin) and 60% (daidzein) in binding free energies (ΔG0). BHHP seems the best mode for such guest
binding, followed by BHTS and by BHTP and BTTS.
Table 1
Thermodynamic Parameters (kJ/mol)
Calculated at 300 K for the Guests Studied
dimer
monomera
⟨ΔE⟩b
guest
energy
BHHP
BHTP
BHTS
BTTS
BP
BS
dimer
monomer
puerarin
ΔG0
–30
–19
–31
–27
–26
–32
–30
–32
ΔH0
–43
–21
–41
–39
–36
–41
–41
–41
–TΔS0
13
2
10
12
10
9
11
9
daidzin
ΔG0
–38
–31
–36
–29
–24
–29
–37
–28
ΔH0
–49
–45
–52
–38
–32
–38
–50
–37
–TΔS0
11
14
16
9
8
9
13
9
daidzein
ΔG0
–35
–18
–20
–18
–19
–22
–35
–21
ΔH0
–48
–28
–33
–26
–28
–29
–48
–29
–TΔS0
13
10
13
8
9
7
13
8
Taken from ref (55).
Weighted on all binding modes using
eq 1.
Taken from ref (55).Weighted on all binding modes using
eq 1.
Decomposition of Energy Terms
For a deeper insight
into the enthalpy and entropy profiles, ΔH and
ΔS are decomposed into individual contributions
from the binding partners and solvent environment. The decomposition
refers to eqs S6 and S7 in the Supporting Information. Figure 5 shows the ΔH decomposition for [β-CD2:guest] complexes with
puerarin, daidzin, and daidzein along ξ in the BHHP mode. ΔHhost and ΔHguest are bonded interactions (torsion energies of bond angle and dihedral
angle) of host and guest molecules (indicated by black and red lines),
respectively. ΔHhost–host and ΔHguest–guest (green
and blue) belong to intramolecular nonbonded interactions of the binding
partners. These four items quantify the changes in potential energies
of host and guest resulting from the fluctuations in atomic positions.
Bonded interactions of the rigid TIP3P[58] water amount to zero and ΔHsol-sol (cyan) thus contains nonbonded intra- and intermolecular interactions
between water molecules only. The other three terms, ΔHhost–guest, ΔHhost–sol, and ΔHguest–sol (magenta, dark yellow, and orange), describe nonbonded intermolecular
interactions between different kinds of molecules.
Figure 5
Enthalpy decomposition
for the complex formation of β-CD
dimers with (a) puerarin, (b) daidzin, and (c) daidzein in the BHHP
mode.
Enthalpy decomposition
for the complex formation of β-CD
dimers with (a) puerarin, (b) daidzin, and (c) daidzein in the BHHP
mode.As shown in Figure 5a, the bonded items
(ΔHhost and ΔHguest) tend to disfavor [β-CD2:puerarin]
complexation (positive values), while the nonbonded ones of the binding
partners (ΔHhost–host and
ΔHguest–guest) in contrast
favor the complexation (negative). By inclusion of puerarin, the interaction
between host and guest is strengthened (negative ΔHhost–guest), and both host and guest molecules
are desolvated, as indicated by more positive ΔHhost–sol and ΔHguest–sol. Water molecules are shown to gain enthalpy (negative ΔHsol–sol) favoring the binding. Similar
observations were found for daidzin (Figure 5b) and daidzein (Figure 5c). Without the glucose
unit (Figure 1b), daidzein shows more symmetric
profiles and a relatively small change in ΔHguest–sol, ΔHhost–guest, and ΔHsol–sol (Figure 5c).Considering Figures 3 and 5, the most stable [β-CD2:guest] complexes
with puerarin or daidzin (model GO, ξ = 0.0–0.2
nm) do not correspond to the states where the global minima of ΔHhost–guest and ΔHsol–sol are achieved (ξ = 0.5–1.0
nm). At ξ = 0.5–1.0 nm, the contributions from the unfavorable
enthalpy items of ΔHhost, ΔHguest, ΔHhost–sol, and ΔHguest–sol seem to
be maximized and reduce the enthalpy gain (Figure 5, panels a and b). The most unstable complexes at ξ
= 0.4 nm (puerarin) or 0.76 nm (daidzin), such as the D- and E-states
(model GIM) in Figure 3, occur
in coincidence with the states in which the host desolvation (ΔHhost–sol) reaches its maximum. For the
most stable [β-CD2:daidzein] complex all enthalpy
components get very close to their maximum or minimum values, either
favoring the complexation or not.Figure 6 presents the ΔS decomposition for puerarin
(Figure 6a), daidzin
(Figure 6b), and daidzein (Figure 6c) in the BHHP binding mode. Here configurational
entropies of host and guest molecules were calculated from the covariance
matrices of atomic fluctuations using the quasi-harmonic approximation.[63] A length of at least 8 ns is needed for our
simulations to ensure the convergence of such entropy calculations,
as shown in Figures S1 and S2 of the Supporting
Information. An obvious entropy loss of the host (positive
−TΔS) and compensating
entropy gain of the solvent (negative −TΔS) is observed. When included inside the CD cavity, daidzin
shows a significant entropy loss (Figure 6b),
but this is not observed for puerarin (Figure 6a) and daidzein (Figure 6c). As discussed
in previous work on the monomer binding,[55] the glucose rotation of daidzin was affected much more than that
of puerarin when entrapped inside the CD cavity, and daidzein did
not display any obvious entropy change due to its structural rigidity.
In this work, similar entropy changes for these three guests inside
the dimer were found (Figure 6). Daidzein gives
more symmetric ΔS profiles than either of puerarin
or daidzin. As can be seen from Figures 3 and 6, configurational changes of β-CD are greatly
affected by guest inclusion (in particular, when the glucose unit
of the guest stays inside the cavity), and the most stable complexes
(those with the lowest ΔG) do not correspond
to the states with maximum or minimum values of the three ΔS components.
Figure 6
Entropy decomposition for the complex formation
of β-CD dimers
with (a) puerarin, (b) daidzin, and (c) daidzein in the BHHP mode.
Entropy decomposition for the complex formation
of β-CD dimers
with (a) puerarin, (b) daidzin, and (c) daidzein in the BHHP mode.
Hydrogen Bonding
Polar moieties of the guests like
the glucose units are observed to hydrogen bond to β-CD dimers.
The number of hydrogen bonds (HBs) between the binding partners along
ξ was analyzed to explore the role of HBs in the complex formation
(Figure 7).
Figure 7
Hydrogen bonding strength during the complex
formation of β-CD
dimers with (a) puerarin, (b) daidzin, and (c) daidzein in the BHHP
mode. The bold black lines represent trend curves smoothed by 10-point-window
adjacent averaging.
Hydrogen bonding strength during the complex
formation of β-CD
dimers with (a) puerarin, (b) daidzin, and (c) daidzein in the BHHP
mode. The bold black lines represent trend curves smoothed by 10-point-window
adjacent averaging.Here we use a geometrical
criterion for HB definition, based on
distance and angle cutoffs of 0.35 nm and 30°.[64] No obvious HB interactions are observed at ξ <
−0.5 nm (Figure 7) where the B-ring
of the guest approaches the dimer cavity step by step, implying that
the hydroxyl group connected to the B-ring contributes little to the
binding. For puerarin and daidzin, the most stable states (Figure 3a) have just one HB (ξ = 0.0–0.5 nm
in Figure 7, panels a and b). This HB is formed
between the glucose unit of guest and the primary rim of β-CD.
At the central region of the dimer (ξ = 1.0–1.5 nm),
a stronger HB interaction (about two HBs) is observed for puerarin
and daidzin (Figure 7, panels a and b) due
to efficient contacts between polar moieties of the binding partners.
These HB interactions are expected to contribute to the overall stabilization
process by lowering down the PMF curves somewhat.[65] Few influences of HBs on the binding are detected for daidzein
(Figure 7c). It should be noted, however, that
the stability of HBs, which is the activation energy needed to break
HBs, is virtually independent of the environment.[66]
Comparison of Monomer with Dimer
PMF profiles for inclusion
complexes of the β-CD monomer in the BP and BS modes and of
β-CD dimer in the BHHP mode with the studied guests along ξ
are shown in Figure 8. Here the guest passes
through the host cavity along +ξ from the primary rim of β-CD
for BP and BHHP modes and from the secondary rim for BS. Because of
differences in the definition of ξ between the monomer and dimer
systems, the PMFs for BP and BS are shifted by 0.3 nm along −ξ
and +ξ, respectively, allowing for direct comparison with the
dimer. The most stable states for puerarin complexes with the β-CD
monomer (BP) and dimer (BHHP) are located approximately in the same
position of ξ = ∼0.0 nm, and the dimer only gives a small
increase in the binding strength (Figure 8a).
However, there exists an obvious enhancement in the binding affinity
of the head-to-head dimer to daidzin (Figure 8b) and daidzein (Figure 8c).
Figure 8
PMF comparison of β-CD
monomer in the BP and BS modes with
the dimer in the BHHP mode for the complex formation with (a) puerarin,
(b) daidzin, and (c) daidzein. PMFs for BP and BS were taken from
ref (55).
PMF comparison of β-CD
monomer in the BP and BS modes with
the dimer in the BHHP mode for the complex formation with (a) puerarin,
(b) daidzin, and (c) daidzein. PMFs for BP and BS were taken from
ref (55).The cavity of one β-CD monomer does not encapsulate
an isoflavone
skeleton efficiently, leaving the skeleton in part exposed to the
aqueous environment (Figure 3b). The presence
of another monomer donating its hydrophobic cavity allows enclosing
the exposed moieties of guest. Two β-CD monomers seem enough
for encapsulation of such an isoflavone skeleton and cooperative binding
of the two monomers forms a more stable inclusion complex (Figures 3 and 8). As seen from panels
a and b in Figure 8, approaching the β-CD
cavity for the glucose unit of puerarin and daidzin is disfavored
thermodynamically (indicated by the central maxima), either in complexation
with the monomer or with the dimer, whereas inclusion of the glucose
unit inside the cavity seems somewhat favorable (indicated by the
local minima). The energy barrier that prevents the glucose unit from
further entering the β-CD cavity is higher for puerarin than
for daidzin (Figure 8, panels a and b). No
significant energy barriers for daidzein binding are detected (Figure 8c).For evaluation of individual contributions
to the binding affinity,
the ΔH and ΔS components
(see eqs S6 and S7 in the Supporting Information) are weighted by their Boltzmann factors using eq 1 and listed in Table 2. Increment factors
(I) relative to the monomer are computed and given
in Table 2 as well for comparison. I = 0 means that there is no significant difference between
monomer and dimer; I = 1 that the energy contribution
is exactly doubled. As shown in Table 2, ΔHhost and ΔHhost–host for the dimer are strengthened significantly with an increment factor
(I) larger than 2 in most cases, indicating that
atomic positions of host molecules changes obviously (i.e., the host
molecule adjusts its configuration for a better encapsulation of its
guest), in line with the observed entropy changes of the host (−TΔShost, I = 1.6–8.3). Configurations of guest molecules do not change
that much upon complexation and smaller values for ΔHguest, ΔHguest–guest, and −TΔSguest are observed (Table 2).
Table 2
Individual Contributions (kJ/mol)
of ΔH and ΔS Weighted
by Boltzmann Factors for the BHHP Binding Mode (Standard Deviations
in Parentheses)
puerarin
daidzin
daidzein
⟨ΔE⟩a
BHHP
Ib
BHHP
Ib
BHHP
Ib
ΔHhost
23(3)
14.0
18(3)
17.0
28(4)
27.0
ΔHguest
–3(1)
0.0
3(1)
0.0
0(1)
0.0
ΔHhost–host
–58(6)
2.9
–11(2)
0.3
–37(4)
2.9
ΔHguest–guest
4(2)
5.0
–2(1)
0.0
0(1)
0.0
ΔHsol–sol
–214(9)
0.6
–181(9)
0.5
–203(10)
1.0
ΔHhost–guest
–238(6)
0.4
–254(8)
0.6
–215(8)
0.7
ΔHhost–sol
333(9)
1.1
243(8)
0.7
291(10)
1.4
ΔHguest–sol
165(8)
0.3
152(6)
0.3
131(7)
0.5
–TΔShost
102(5)
2.1
49(3)
1.6
107(6)
8.3
–TΔSguest
17(3)
2.1
32(4)
0.8
13(2)
12.0
–TΔSsol
–181(6)
2.9
–128(4)
2.2
–152(6)
10.7
Weighted on all complex states along
the entire ξ of [−2.5, 2.5] using eq 1.
Increment I = (d – m)/|m| where d is the energy item for dimer
and m the
value averaged on monomers BP and BS. Values for the monomers were
taken from ref (55).
Weighted on all complex states along
the entire ξ of [−2.5, 2.5] using eq 1.Increment I = (d – m)/|m| where d is the energy item for dimer
and m the
value averaged on monomers BP and BS. Values for the monomers were
taken from ref (55).Water–water enthalpy
(ΔHsol–sol) increases by
∼50% for puerarin and daidzin and doubles for
daidzein (I = 1). The cooperative effects of two
monomers does not make the interaction between host and guest molecules
(ΔHhost–guest) exactly twice
as large, with an increment factor of I = 0.4–0.7.
Upon binding, two β-CD monomers in the dimer are desolvated
more intensively (ΔHhost–sol, I = 1.6–8.3), while the guests just show
small desolvation increments (ΔHguest–sol, I = 0.3–0.5). As a result of the desolvation,
the water entropy increases correspondingly (−TΔSsol, I = 2.2–10.7).
Discussion
Cyclodextrin (CD) dimer is a basic building block
for the construction
of diversified nanoarchitectures such as inclusion complexes, molecular
necklaces, nanotubes, nanowires, and vesicles.[2,8,67−69] The cooperative binding
of guest molecules to CD cavities is one of the most important driving
forces in the assembly and stabilization of these architectures. In
order to achieve such a cooperative effect, two CD monomers can be
bridged together by a linker,[47,70−73] mostly through covalent reactions of primary hydroxyls with the
linker. Bridged bis(CD)s with functional linkers lead to an increase
in the binding strength and molecular selectivity compared to native
CD monomers.[72] Here we focused on the noncovalent
case of 2:1 stoichiometry [CD:guest] complexes, which reveals a thermodynamic
background for the stabilization of CD assemblies by cooperative binding
of CD cavities to a guest (template) molecule.Three isoflavone
analogues (puerarin, daidzin, and daidzein) were
tested as template molecules in this work. The former two are isomers
belonging to isoflavone glycosides; puerarin is 8-C-glucoside of daidzein and daidzin 7-O-glucoside
of daidzein (Figure 1b). The differences in
the position of the glucose unit result in different molecule shapes
and hence in different binding affinities to the β-CD dimer.
Puerarin displays as a branch-like structure and daidzin a stick-like
one. The glucose unit induces a high-energy barrier and hinders the
tested template from further penetrating into the CD cavity, as indicated
by the barriers in the PMFs (Figures 3, 4, and 7). As shown in Table 1 and Figure 8, there is no
obvious increase in the binding strength of the dimer to puerarin,
indicating that a second monomer is not necessary if a stable inclusion
of puerarin is of interest. For daidzin and daidzein, further penetration
into another monomer’s cavity is indeed essential for increased
stability. Stick-like template molecules are therefore recommended
to induce cooperative effects of CD cavities and to offer a stronger
binding force for dimerization of CD monomers. The calculated PMFs
detect local minima where the glucose unit locates in the COM region
of the dimer. Hydrogen bonds (HB) may induce these favorable minima
and hence favor the binding to some extent (Figure 7). Hydroxyl groups of adjacent CDs face each other in this
region, yielding a somewhat hydrophilic environment. Thus, a hydrophobic
stick-like template with a central hydrophilic moiety is expected
to give enhanced binding to CD dimers.For such isoflavone binding,
head-to-head (HH) dimer outperforms
the other two orientations of head-to-tail (HT) and tail-to-tail (TT).
For HH, the two wide rims of β-CDs associate together face to
face, thereby maximizing the hydrophobic cavity and allowing efficient
encapsulation of template molecules. Thus, BHHP gives the strongest
binding. BHTP and BTTS modes disfavor the binding to some extent because
the guests encounter two narrow and hydrophilic rims of β-CDs
(Figure 1d) when forming an inclusion complex
and therefore a barrier to entry which means lower kon in case binding rates are of importance. Moreover,
the wide rim of CDs makes the template binding easier than the narrow
rim and template stabilization of CD dimerization using two wide rims
is more thermodynamically favorable. The head-to-head packing therefore
appears as a better model for building blocks of CD-based nanostructured
materials, in line with Pineiro’s report.[27]The free energy of head-to-head dimerization of β-CDs
in
water was calculated to be −12 kJ/mol using the same force
field as in this work;[40] this value is
very close to Lopez’s work of −14 kJ/mol (although the
force fields used were different).[39] Considering
the thermodynamic cycle for the binding reaction in Scheme 1, we calculated the binding free energy for each
step (Table 3). An obvious cooperative effect
for binding of daidzin and daidzein is observed (negative values for
ΔG4 – ΔG1 = ΔG2 – ΔG3 in Table 3). To assess
whether the guest (G) is indeed a template for the preferred formation
of the CD dimer, one can compare the situation of 2 [CD:G] complexes
versus [CD2:G] complex + G. As shown in the last column
of Table 3, we come to a conclusion that only
daidzein has a templating effect (ΔG1 + ΔG2 – 2ΔG3 = −5), although an enhanced binding
strength was observed for all the three guests in some cases.
Scheme 1
Thermodynamic Cycle for CD Dimer Binding Reactions
Table 3
Binding Free Energy (kJ/mol) for the
Thermodynamic Cycle in Scheme 1
ΔG1a
ΔG2b
ΔG3c
ΔG4
ΔG4 – ΔG1d
ΔG1 + ΔG2 – 2ΔG3e
puerarin
–12
–30
–32
–10
2
22
daidzin
–38
–28
–22
–10
6
daidzein
–35
–21
–26
–14
–5
HH dimerization.
BHHP binding.
1:1 binding.
Cooperative effect.
Templating effect.
HH dimerization.BHHP binding.1:1 binding.Cooperative effect.Templating effect.Template stabilization of CD assemblies can be quantified by the
structure-based calculation of binding, which reveals the thermodynamic
foundation of the cooperative effects induced by adjacent CD cavities.
Upon host–guest complexation CD and template molecules adjust
their configurations to minimize the global free energy, leading to
fluctuations in atomic positions. For the binding partner, the bonded
and torsion energy terms disfavor the complexation, whereas nonbonded
interactions tend to favor the binding. The movements of both CD and
template molecules are restricted when associated together, leading
to entropy loss. For both 1:1 and 2:1 cases, the simulation captured
restricted rotations of glucose unit of the guest inside the CD cavity
and showed that entropy contributions from the change in flexibility
of the molecules in the binding are of crucial importance for proper
prediction of free energy differences. Entropic effects are ubiquitous
in molecular assembly; however, reliable estimation of entropy for
complex systems remains a challenge.[74] In
order to establish whether there is any correlation between the free
energy and entropy changes, we plot ΔG versus
−TΔShost, −TΔSguest, and −TΔSsol as well as −TΔSguest versus −TΔShost for [β-CD2:daidzin] in the BHHP
mode, as shown in Figures S3a–d,
respectively. It is found that the entropy contribution is not correlated
to the binding free energy (R2 = 0.2).
The weak correlation of −TΔShost with −TΔSguest (R2 = 0.4) seems to
agree with the finding that entropy loss of guest molecules is accompanied
by entropy loss of host molecules, and vice versa (Figure 6).Desolvation of the binding partner upon
binding occurs as well
and induces an enthalpy loss (positive ΔHhost–sol and ΔHguest–sol). Water molecules that are entrapped inside CD cavity or participate
in host and guest solvation are released to the bulk media, yielding
a favorable ΔHsol–sol. The
liberation of solvent molecules also allows a greater degree of freedom
for water movements and hence an increased ΔSsol. Both these findings are in agreement with the common
principle of hydrophobic effect.[75,76] By comparison
of the monomer with the dimer, the enthalpic contributions resulting
from structural changes and desolvation of host molecules and the
entropy contributions from the binding partners and the solvation
environment constitute the crucial factors that affect cooperative
binding of β-CD dimers to the template molecules, as indicated
by the higher increments in Table 2. These
factors need to be considered carefully in the design of CD-based
supramolecular assemblies based upon cooperative binding.Thermodynamic
analysis on the tested templates shows that the most
stable binding states with β-CD dimers do not always correspond
to the states where all (un)favorable energy terms achieve their maxima
or minima, which confirms our previous conclusion that calculations
neglecting flexibility of the binding partners and/or employing implicit
solvent will not be able to predict the thermodynamics of complex
binding systematically.[40,55] This finding highlights
the complexity in molecular assembly and disassembly of CDs in general
and is conducive to the regulation of CD-involved aggregates by e.g.
template molecules. An in-depth thermodynamic analysis of the binding
process described in the present study sets a theoretical foundation
for cooperative binding in building blocks of CD-based nanoarchitectures.
Such calculations can readily be applied in the design and construction
of nanostructures with cooperatively bound units.
Authors: Sander Pronk; Szilárd Páll; Roland Schulz; Per Larsson; Pär Bjelkmar; Rossen Apostolov; Michael R Shirts; Jeremy C Smith; Peter M Kasson; David van der Spoel; Berk Hess; Erik Lindahl Journal: Bioinformatics Date: 2013-02-13 Impact factor: 6.937
Authors: Yan-Li Zhao; William R Dichtel; Ali Trabolsi; Sourav Saha; Ivan Aprahamian; J Fraser Stoddart Journal: J Am Chem Soc Date: 2008-08-02 Impact factor: 15.419