In this paper, we explore the strategy increasingly used to improve the bioavailability of poorly water-soluble crystalline drugs by formulating their amorphous solid dispersions. We focus on the potential application of a low molecular weight excipient octaacetyl-maltose (acMAL) to prepare physically stable amorphous solid dispersions with ibuprofen (IBU) aimed at enhancing water solubility of the drug compared to that of its crystalline counterpart. We thoroughly investigate global and local molecular dynamics, thermal properties, and physical stability of the IBU+acMAL binary systems by using broadband dielectric spectroscopy and differential scanning calorimetry as well as test their water solubility and dissolution rate. The obtained results are extensively discussed by analyzing several factors considered to affect the physical stability of amorphous systems, including those related to the global mobility, such as plasticization/antiplasticization effects, the activation energy, fragility parameter, and the number of dynamically correlated molecules as well as specific intermolecular interactions like hydrogen bonds, supporting the latter by density functional theory calculations. The observations made for the IBU+acMAL binary systems and drawn recommendations give a better insight into our understanding of molecular mechanisms governing the physical stability of amorphous solid dispersions.
In this paper, we explore the strategy increasingly used to improve the bioavailability of poorly water-soluble crystalline drugs by formulating their amorphous solid dispersions. We focus on the potential application of a low molecular weight excipient octaacetyl-maltose (acMAL) to prepare physically stable amorphous solid dispersions with ibuprofen (IBU) aimed at enhancing water solubility of the drug compared to that of its crystalline counterpart. We thoroughly investigate global and local molecular dynamics, thermal properties, and physical stability of the IBU+acMAL binary systems by using broadband dielectric spectroscopy and differential scanning calorimetry as well as test their water solubility and dissolution rate. The obtained results are extensively discussed by analyzing several factors considered to affect the physical stability of amorphous systems, including those related to the global mobility, such as plasticization/antiplasticization effects, the activation energy, fragility parameter, and the number of dynamically correlated molecules as well as specific intermolecular interactions like hydrogen bonds, supporting the latter by density functional theory calculations. The observations made for the IBU+acMAL binary systems and drawn recommendations give a better insight into our understanding of molecular mechanisms governing the physical stability of amorphous solid dispersions.
Many pharmaceutical compounds in the crystalline
state are thermodynamically
stable materials; their properties are well-defined, but they often
have a low water solubility, leading to low dissolution rate and bioavailability.
One of many popular drugs, the crystalline form of which is practically
insoluble in water, is ibuprofen (IBU). Ibuprofen is a nonsteroidal
anti-inflammatory drug commonly used to reduce fever, pain, and stiffness.
According to the Biopharmaceutical Classification System (BCS), IBU
has been classified as a class II drug, which means that it has a
poor solubility despite the good permeability.[1] Thus, the low oral bioavailability of IBU is due to its solubility
and dissolution rate limitations.[2] Such
properties for a painkiller are unfavorable because the fastest possible
dissolution rate of an analgesic drug associated with its rapid onset
of action is essential in the case of pain situations (particularly
in rheumatoid, osteoarthritis, or dental pain). Considering the widespread
use of IBU, the improvement of water solubility and the dissolution
rate of the drug is a rational and ambitious challenge.Transformation
of the crystalline form of a drug into a less ordered
amorphous structure is one of the key formulation technologies in
the pharmaceutical industry because amorphous solids are usually characterized
by higher solubility and higher dissolution rate than corresponding
crystals.[3−12] Despite the obvious useful properties of amorphous drugs, so far,
only a few oral amorphous formulations have been available on the
market because of various problems. One of the most unfavorable aspects
of the amorphous formulations is their poor physical stability due
to higher internal energy and specific volume of the amorphous state
relative to the crystalline state.[13] The
molecular mobility is generally considered as a key attribute that
determines the physical stability of the amorphous drugs.[14−16] A relatively high molecular mobility in glassy systems can lead
to faster phase separation, drug nucleation, and crystal growth. Consequently,
amorphous drugs may spontaneously convert back to crystalline forms
during production, storage, and use of the product, losing the desired
properties associated with the disordered structure of the glasses.In recent years, many efforts have been put into finding effective
methods for improving the physical stability of amorphous pharmaceuticals.
A promising way to reduce the tendency of amorphous drugs to crystallize
and enhance their water solubility by formulating it as amorphous
solid dispersions with certain excipients, including polymers (polymeric
amorphous solid dispersion)[17] and low molecular
weight compounds such as saccharides,[18] amino sugars,[19] acetated saccharides,[10,20−22] urea,[23] amino acids,[24] organic acids,[25] or
other drugs (coamorphous solid dispersions).[26,27] The tendency of the drug to crystallize may be reduced in amorphous
solid dispersions mainly by interplaying two factors:[28−30] (i) specific intermolecular interactions between molecules of drug
and excipient or/and (ii) slowing down the global molecular mobility
in the mixture associated with the structural relaxation or/and local
molecular motion linked to secondary relaxations.Decreasing
the global molecular mobility may be achieved by mixing
an amorphous drug that has a low glass transition temperature Tg with a high Tg compound (usually with polymers). In such a binary mixture, a high Tg excipient is an antiplasticizer of a drug;
that is, it causes an increase in Tg of
the binary mixture (drug–excipient) compared with Tg of pure API. The increase in Tg of the binary composition is associated with a decrease in
the mobility of whole molecules of a pharmaceutical and, consequently,
with a reduction in the tendency to the drug crystallization in the
glassy solution. However, the antiplasticization is not always sufficient
to completely suppress the recrystallization,[31,20] and for some drugs, crystallization can be completely inhibited
without any antiplasticizing effect.[20] The
mechanism of crystallization inhibition in such cases is mainly related
to the specific intermolecular interactions between drug and excipient,
such as hydrogen bonds or ionic interactions. Molecules of an excipient,
which are able to specifically interact with the drug molecules, prevent
the recrystallization process of the drug.[10,31−33,22]In this context,
the amorphous solid dispersions of drugs with
the use of an acetylated derivative of sugars as crystallization inhibitors
are very interesting. Grzybowska and co-workers[10] were the first to use small molecular weight octaacetylmaltose
(acMAL) to effectively inhibit celecoxib (CEL) crystallization in
the binary glassy solution (CEL+acMAL). They found that even a small
content (10%) of acMAL in the solution completely counteracts the
recrystallization of the glassy state. In this system, the antiplasticization
effect does not play any role in this way of physical stabilization
of amorphous CEL because the values of Tg of both compounds (drug and excipient) are the same (Tg = 331 K). Indeed, no increase in Tg of the amorphous binary systems was found due to the addition
of acMAL to the drug, and even the values of Tg for the CEL-acMAL glassy solution were slightly lower than
that for pure celecoxib. Whereas, the stabilizing effect of acMAL
on the CEL has been correlated with the slowing down of local molecular
movements in the binary glassy solution (CEL+acMAL) reflected in the
dielectric secondary (β- and γ-) relaxations. It has been
established that significant suppression of local mobility of glassy
CEL in the acMAL matrix reflected in both the intermolecular (β-process)
and intramolecular (γ-process) is a result of strong hydrogen
bonds formed between CEL and the —C=O group of acMAL.
Moreover, the application of acMAL significantly enhanced not only
the physical stability but also the water solubility of CEL in the
binary glassy solutions (CEL+acMAL). The water solubility of pure
amorphous CEL was only 1.5 times better than its crystalline counterpart,
whereas the water solubility of the amorphous CEL systems containing
10 and 30 wt % of acMAL was, respectively, 6 and 12 times greater
than that for the crystalline drug. The pioneering application of
acMAL to effectively stabilize amorphous CEL and also to improve its
water solubility has inspired further successful attempts[21,22] at exploiting acetylated saccharides as crystallization inhibitors
of other amorphous pharmaceuticals. Kaminska et al. have shown that
acMAL might be very effective in stabilizing the amorphous form of
indomethacin (IMC).[22] The authors found
that strong interactions between the IMC and acMAL by forming hydrogen
bonds between molecules of both compounds led to the improvement in
the physical stability of amorphous API even at temperatures higher
than Tg of the binary systems. The water
solubility of amorphous IMC was also enhanced in solid dispersions
with acMAL. Another study also proved the stabilizing effect of different
acetylated saccharides, such as acetylated maltose, sucrose, glucose,
and galactose on nifedipine (NIF) in the binary glassy solutions.[21] It has been found that hydrogen bonds between
NIF and acetated disaccharides are stronger than H-bonds interactions
between NIF and acetated monosaccharides. It has been correlated with
a higher crystallization barrier for crystallization binary solid
dispersion of NIF with acetated disaccharides and, consequently, with
better stabilization of the drug in such binary systems both above
and below the glass transition temperature. Acetylated sugars like
maltose, sucrose, and glucose have also been used to increase the
chemical stability of furosemide,[34] which
easily degraded as a neat drug upon melting or cryogenic grinding.
Theoretical computations have indicated that H-bonds play an important
role in the destabilization mechanism of furosemide upon milling.
Kaminska et al. shown that acylated saccharides like maltose, sucrose,
and glucose inhibit the chemical decomposition of furosemide during
the cryomilling of the binary mixtures. This effect was attributed
to the reduction in H-bonds formation between the API and the modified
carbohydrates. Moreover, furosemide cryomilled with acylated glucose,
acylated maltose, and acylated sucrose is much more soluble with respect
to the crystalline form of this active pharmaceutical ingredient (API).[34]In this work, we investigate the effects
of adding low molecular
weight octaacetyl-maltose (acMAL) on the molecular dynamics, thermal
properties, and the physical stability of ibuprofen (IBU) in the binary
mixtures (IBU+acMAL). Although acMAL has a low molecular weight, its
glass transition temperature Tg is much
higher than that for IBU. Thus, one can suppose that the excipient
will be a good antiplasticizer of IBU. By using the broadband dielectric
spectroscopy and differential scanning calorimetry, we check the role
of the antiplasticization effect of acMAL on the drug as well as other
molecular and thermodynamic factors on the enhancement of the physical
stability of IBU in binary mixtures (IBU+acMAL). Exploiting theoretical
calculations within the framework of the density functional theory
(DFT), we study specific interactions between molecules of both compounds
in the binary mixtures (IBU-acMAL) and their potential role in crystallization
inhibition of IBU by acMAL. Finally, we examine whether the excipient
acMAL in the binary mixtures (IBU-acMAL) improves the water solubility
of the drug. Such studies are essential for the evaluation of acMAL
as a potential excipient for manufacturing solid dosage forms of IBU
of improved bioavailability.
Experimental Methods
Materials
The
crystalline form of ibuprofen (IBU) of
the molecular mass of 206.28 g/mol and 98% purity was supplied from
Sigma-Aldrich. β-d-Maltose octaacetate (acMAL) of a
molecular mass of 678.59 g/mol was supplied from Iris Biotech GMBH
(Germany) in the crystalline form. Chemical structures of the examined
materials are presented in Chart .
Chart 1
Chemical Structures of Investigated Compounds
Method of Preparation of
Amorphous Solid Dispersions IBU with
acMAL
The amorphous binary systems IBU+acMAL with different
amounts of excipient (acMAL) were prepared by a quench-cooling of
the molten phase of the binary mixtures. Before preparing the binary
mixtures of IBU+acMAL with a small content of acMAL (≤30 wt
% of acMAL), the pure crystalline acMAL was vitrified and powdered
at room temperature, whereas the pure crystalline ibuprofen was heated
slightly above its melting point (up to 95 °C) on the heating
plate. Next, a sufficient amount of powdered amorphous acMAL was added
to the molten ibuprofen and intensively mixed until a homogeneous
binary mixture was obtained. For larger content of acMAL (≥30
wt %), the mixture became supersaturated and crystallized during the
maltose dissolving procedure in liquid ibuprofen. To obtain the binary
mixtures (IBU+acMAL) with a larger content of acMAL, the drug in the
crystalline form had to be dissolved in the molten phase of acMAL.
Isobaric
measurements of the dielectric permittivity ε*(ω)
= ε′(ω) – i′′(ω)
were performed using the Novocontrol Alpha dielectric spectrometer
over a frequency range (10–2–106 Hz ) and a temperature range (120–320 K) at ambient pressure.
Nonisothermal and isothermal dielectric measurements of IBU+acMAL
mixtures were performed in a parallel-plate cell immediately after
preparing the amorphous sample. The sample temperatures were controlled
by the Quatro System using a nitrogen gas cryostat. The temperature
stability was better than 0.1 K. To confirm the repeatability of measurements,
each measurement was repeated three times for newly prepared samples.
Differential Scanning Calorimetry (DSC)
Calorimetric
measurements of the investigated binary mixtures were carried out
by the Mettler-Toledo DSC apparatus equipped with a liquid nitrogen
cooling accessory and an HSS8 ceramic sensor (heat flux sensor with
120 thermocouples). Temperature and enthalpy calibrations were performed
by using indium and zinc standards. Each measurement at the given
heating rate was repeated 3 times. For each experiment, a new amorphous
sample was prepared.To obtain the accurate temperature dependences
of heat capacity Cp(T) for examined mixtures and temperature dependences of calorimetric
structural relaxation times for binary mixtures of IBU+acMAL, a stochastic
temperature-modulated differential scanning calorimetry (TMDSC) technique
implemented by Mettler-Toledo TOPEM has been exploited. The samples
were heated at a rate of 0.5 K/min. In the experiment, the temperature
amplitude of the pulses of 0.5 K was selected. To achieve a higher
accuracy of the heat capacity, we adjusted our evaluations using a
sapphire reference curve. The glass transition temperature Tg was determined as the temperature of the half
step height of the temperature dependences of the quasi-static heat
capacity Cp(T).
Computational
(DFT)
Theoretical studies were performed
within the framework of the density functional theory. DFT calculations
have been done using the B3LYP[35−37] functional and def2-TZVP basis
set.[38] The environment of molecular systems
was taken into account by applying the PCM continuum solvation model[39,40] with dielectric constant ε = 2.5. The molecular structures
of the IBU and acMAL monomers, IBU homodimer, and IBU+acMAL complex
were fully optimized without any constraints at the DFT level of theory.
Grimme’s D3 dispersion correction for a density functional[41] was applied in order to include intramolecular
and intermolecular dispersion interactions. The association energy
for IBU homodimer and IBU-acMAL heterodimer has been estimated using
the supermolecular approach. For IBU, to obtain the potential energy
curve (PEC) and dipole moments as a function of the selected rotation
coordinate, the single-point calculations were performed for four
selected torsion angles (see Figure ) in a range from 0 to 360 with a step size of 10 degrees.
In each point, corresponding torsion coordinates in the molecular
structure were frozen and excluded from optimization, and at once,
the remaining geometrical parameters were relaxed. All calculations
were performed using Gaussian 09 quantum-chemical software.[42]
Figure 12
(a) Molecular structure
of ibuprofen monomer. Geometry of structures
optimized at the DFT/B3LYP/Def2-TZVP level of theory. Rotation coordinates
are depicted: Φ1, Φ2, Φ3, and Φ4. (b–e) Energy (black line)
and dipole moment changes (red line) of ibuprofen molecule as a function
of rotation angle Φ1, Φ2, Φ3, and Φ4, respectively.
Solubility Test
The solubility studies
were performed
in purified water for binary mixtures of IBU with the large content
of acMAL (IBU+83 wt % acMAL, IBU+86 wt % acMAL, and IBU+87.5 wt %
acMAL). Each study was performed in 50 mL Erlenmeyer flasks. An excess
of drug or binary system was dispersed in 25 mL of the solvent. The
suspension was shaken at room temperature using the KS 130 Basic shaker
(IKA, Germany) for at least 24 h to achieve the equilibrium solubility.
Samples were centrifuged at 3600 rpm for 30 min in the MPW 221 apparatus
(MPW, Poland) and filtered through a 0.2 μm membrane filter.
The samples were assayed at 221 nm with the UV–vis spectrophotometer
V-500 (Shimazu UV1800, Japan). The reported data represents the averages
from three measurements.
Dissolution Studies
The IBU release
profile was tested
in the Hanson Research SR8PLUS dissolution station combined with Dissoette
II Autosampler and spectrophotometer UV/vis Jasco V530 for binary
mixtures of IBU with the large content of acMAL (IBU+83 wt % acMAL,
IBU+86 wt % acMAL, and IBU+87.5 wt % acMAL). The studies were performed
in Ph.Eur. app.2 at 50 rpm. The tested samples containing 50 mg of
IB were poured into vessels filled with 900 mL of purified water preheated
up to 37 ± 0.5 °C. The IBU concentration was determined
spectrophotometrically at 221 nm.
Results and Discussion
To determine the thermal properties of pure compounds (IBU and
acMAL) used to prepare binary mixtures, the standard calorimetric
measurements by means of differential scanning calorimetry (DSC) have
been performed (see Figure ). IBU has a low melting temperature, Tm = 76 °C, and a low glass transition temperature, Tg = −46 °C. Due to that, IBU after
vitrification is not an amorphous solid at ambient temperatures, but
it is a viscous, supercooled liquid. Therefore, under normal conditions,
IBU cannot be prepared as an amorphous oral solid dosage form (tablets)
without using appropriate excipients. Octaacetylmaltose (acMAL) is
characterized by a much higher Tg (=60
°C) than that for IBU. Mixing of two compounds characterized
by different glass transition temperatures typically results in a
higher Tg of the binary mixture (drug–excipient)
compared to Tg of pure API if the low Tg compound is the API. Thus, we may suppose
that acMAL will be a good antiplasticizer of IBU and significantly
increase Tg of the binary composition
(IB+acMAL) from that of the pure drug to obtain the amorphous solid
dispersion characterized by the high physical stability in ambient
conditions.
Figure 1
DSC thermograms of the pure IBU and acMAL obtained during heating
(10 K/min), their crystalline and amorphous forms. The first run was
performed for crystalline samples (dashed lines), whereas the second
one for amorphous samples (solid lines) was obtained by cooling the
fully melted crystals below the glass transition temperatures Tg (vitrification).
DSC thermograms of the pure IBU and acMAL obtained during heating
(10 K/min), their crystalline and amorphous forms. The first run was
performed for crystalline samples (dashed lines), whereas the second
one for amorphous samples (solid lines) was obtained by cooling the
fully melted crystals below the glass transition temperatures Tg (vitrification).
Molecular
Dynamics of Binary Mixtures (IBU+acMAL)
Relaxation Processes at T > Tg
The broadband
dielectric spectroscopy (BDS)
measurements of pure compounds (IBU and acMAL), as well as their binary
mixtures with different content (5, 10, 20, and 30 wt %) of acMAL,
have been performed to check how a gradual adding acMAL to IBU affects
the molecular mobility of IBU and, consequently, its stability in
the wide temperature range. Representative dielectric loss spectra
for investigated systems measured at different temperatures during
heating of the samples from the glassy to the liquid state are presented
in Figure .
Figure 2
Dielectric
loss spectra for pure IBU (a) and for its binary mixtures
with 5 wt % (b), 10 wt % (c), 20 wt % (d), and 30 wt % (e) of acMAL
at several temperatures.
Dielectric
loss spectra for pure IBU (a) and for its binary mixtures
with 5 wt % (b), 10 wt % (c), 20 wt % (d), and 30 wt % (e) of acMAL
at several temperatures.It is clearly seen that
the dielectric spectra for the supercooled
liquid state of the examined mixtures (IBU+acMAL) are more complex
in comparison with spectra of most glass-forming liquids, for which
usually only a single relaxation process (i.e., structural α-relaxation)
with a large magnitude is observed at T > Tg. In the case of IBU+acMAL mixtures, above
their Tg, we can distinguish two well-resolved
relaxation processes with relatively large amplitudes. Based on TMDSC
measurements (the results of which will be shown later), we identify
the faster dielectric process as a structural α-relaxation of
the mixtures, associated with the glass transition of the investigated
binary systems. The peculiar dielectric process, slower than the α-relaxation,
has been called by us as an s-process. We noticed that the amplitude
of the s-process strongly depends on the content of acMAL in the mixture
in comparison with α-relaxation. This finding is clearly seen
in Figure , in which
the representative dielectric spectra are collected for pure IBU as
well as for its binary mixtures with different content of acMAL measured
at the same temperature (T = 259 K > Tg). If the content of acMAL in the mixture is low, the
amplitude of the s-process is much smaller than that for the α-process.
The gradual addition of acMAL to IBU results in an increase in dielectric
strength Δεs of s-process. If the amount of
acMAL in the mixture reaches ∼20 wt %, the amplitudes of both
processes (Δεα and Δεs) become comparable (see a representative example in the inset
to Figure ). The spectacular
increase in the dielectric strength Δεs of
the s-relaxation process with increasing acMAL content in the mixture
suggests that the s-relaxation reflects mainly the acMAL dynamics
in the (IBU+acMAL) mixture.
Figure 3
Dielectric loss spectra for pure IBU and for
its binary mixtures
with 5, 10, and 20 wt % of acMAL obtained at the same temperature, T = 259 K. The inset shows the dependence of the dielectric
strength of the α- and s-processes vs content of acMAL in the
binary mixtures (IBU+acMAL) at T = 259 K.
Dielectric loss spectra for pure IBU and for
its binary mixtures
with 5, 10, and 20 wt % of acMAL obtained at the same temperature, T = 259 K. The inset shows the dependence of the dielectric
strength of the α- and s-processes vs content of acMAL in the
binary mixtures (IBU+acMAL) at T = 259 K.Two relaxation processes detected in dielectric spectra above Tg may suggest inhomogeneity of the binary systems
and microphase separation.[43,22] Therefore, it is necessary
to verify whether the investigated binary mixtures IBU+acMAL are homogeneous,
and the s-process observed above Tg is
not a result of some phase separations of IBU and acMAL. Exploring
this issue, we have not observed any visual signs of phase separation
in the examined mixtures. Moreover, we checked whether the dielectric
spectrum of the freshly prepared sample of the binary mixture IBU+10
wt % acMAL changes with the time of the sample storage at a given
temperature. As can be seen in Figure , the dielectric spectrum of the mixture with 10 wt
% of acMAL does not change even after 9 h of the sample storage at T = 247 K. This result shows that there are no changes in
both the α- and s-relaxations, and consequently, there is no
phase separation in the binary mixtures IBU+acMAL at least during
the time-dependent dielectric experiment. This conclusion is also
supported by other experimental observations: (i) dielectric measurements
are repeatable for each newly prepared sample of a binary mixture;
(ii) in DSC thermograms obtained for each investigated binary mixtures,
we observed only a single glass transition (Tg sof IBU and acMAL differ significantly, ΔTg = 106 K, and therefore, in the case of phase separation
one may observe two well-distinguished glass transitions for each
compound in DSC thermograms). It is worth noting that a previous study
of water mixtures with some propylene glycol oligomers leads to the
conclusion that the occurrence of two relaxation peaks in dielectric
spectra above Tg of the binary systems
does not always have to mean the system inhomogeneity and microphase
separation. For those binary systems (i.e., tripropylene glycol+H2O and PPG 400+H2O), the components of which are
characterized by excellent miscibility, also two well-distinguished
relaxation peaks with large amplitudes were observed: the slower one
was the α-relaxation associated with the glass transition of
the binary system, whereas the faster one reflected the molecular
dynamics of water molecules in the mixtures.[44,45] Another interesting example of the relaxation spectra involving
two segmental processes of comparable amplitudes have been recently
reported by Vagelis et al. for perfectly miscible binary blends of
polystyrene with oligostyrene.[46]
Figure 4
Dielectric
loss spectra for a mixture of IBU+10 wt % acMAL obtained
immediately after sample preparation at T = 247 K
(black points) and after 9 h of its storage at the same temperature
(red points).
Dielectric
loss spectra for a mixture of IBU+10 wt % acMAL obtained
immediately after sample preparation at T = 247 K
(black points) and after 9 h of its storage at the same temperature
(red points).It is very interesting that the
broad and symmetric s-process in
the binary mixtures (IBU+acMAL) occurs in a similar frequency range
in which the Debye relaxation (D-process) is observed in pure IBU
(see Figure ). The
molecular origin of the D-process observed in pure IBU has already
been widely discussed.[47−51] Pure IBU has a big tendency to form H-bonded aggregates such as
dimers and trimers (linear and cyclic), and the molecular origin of
this process has been related to H-bonds dynamics. Correia and Affuard
showed that the D-process in pure IBU is dominated by the cis- to trans-transformation of the carboxyl
group (O=C—O—H) in IBU coupled to H-bonds dynamics.[50] Recently, Adrjanowicz and co-workers have established
that the D-process can be also observed in methylated IBU, which cannot
form H-bonds. It has been related to the analogous transformation
of a methylated carboxyl group from the synperiplanar to the antiperiplanar
conformation.[51] However, the amplitude
of the process in Me-IBU is considerably smaller than that in normal
IBU, which indicates that H-bonds strongly affect the D-process in
nonmethylated IBU. By using MD simulations, Correia and Affuard found
that although the synperiplanar to the antiperiplanar transformation
of carboxyl groups in the H-bonded aggregates of IBU molecules is
promoted by linear (single) H-bonds between IBU molecules, this transformation
is hindered by cyclic (double) H-bonds between the O=C—O—H
groups of IBU molecules.[50] Thus, the character
of H-bonds formed between the same molecular species (IBU···IBU)
and the different ones (IBU···acMAL) could be a hint
on the occurrence of the D-process originated from the synperiplanar
to the antiperiplanar transformation of carboxyl groups in IBU molecules
in the IBU+acMAL mixtures. To gain a better insight into the properties
of H-bonds that enable to form homodimers (IBU···IBU)
and heterodimers (IBU···acMAL), we have performed calculations
based on the density functional theory (DFT), details of which are
described later in the paper. As a result, we have determined that
the cyclic H-bonds between IBU and acMAL are stronger than those formed
between two IBU molecules (see Figure ). This conclusion can be drawn from the larger association
energy of the heterodimer IBU···acMAL (ΔEass (IBU···acMAL) = 73.4 kJ/mol)
than that of the homodimer IBU···IBU (ΔEass (IBU···IBU) = 66.6 kJ/mol).
It suggests that the cyclic heterodimers IBU···acMAL
may be easier formed than the cyclic homodimers IBU···IBU.
Taking into account the results of DFT calculations as well as the
observed position of s-process and the increase in its amplitude with
increasing acMAL content (see Figure ) in the case of the investigated binary mixtures,
we suppose another effect of the cyclic H-bonds between different
species, acMAL, and IBU molecules than those between IBU molecules
on the synperiplanar to the antiperiplanar transformation of carboxyl
groups in IBU molecules. It seems that the heterocyclic H-bonds may
promote this transformation, which can be reflected in the s-process
in dielectric spectra. Nevertheless, the presented scenario requires
further investigations to its confirmation. As mentioned, the larger
tendency to form the cyclic H-bonds between two different molecular
species than those between two IBU molecules in the IBU+acMAL mixtures
has been argued by exploiting our DFT calculations for two isolated
molecules. For example, MD simulations of the binary IBU+acMAL mixtures
would be useful to consider the effect of surrounding molecules on
hydrogen bonding and to perform such statistical analysis of linear
(single) and cyclic (double) H-bonds that enable the formation of
homodimers (IBU···IBU) and heterodimers (IBU···acMAL),
and consequently evaluate populations of molecular conformations,
as it was carried out by Ottou Abe et al.[49] for hydrogen bonding in the case of pure ibuprofen and pure ketoprofen
and their molecular conformations.
Figure 5
Molecular structure of the ibuprofen homodimer
(a) and ibuprofen-acMal
complex (b). Geometry of structures optimized at the DFT/B3LYP/Def2-TZVP
level of theory.
Molecular structure of the ibuprofen homodimer
(a) and ibuprofen-acMal
complex (b). Geometry of structures optimized at the DFT/B3LYP/Def2-TZVP
level of theory.
Nonisothermal Crystallization
at T > Tg
On the basis of the dielectric study,
we found that both the pure IBU and its binary mixtures with 5, 10,
20, and 30 wt % of acMAL are not physically stable and crystallize
under nonisothermal conditions during their heating above Tg. As can be seen in Figure , the molecular mobility of investigated
supercooled binary systems strongly depends on temperature (see Figure ). When the sample
is heated, both relaxation peaks (s- and α-) shift together
to higher frequencies, which indicates that the time scale of molecular
motions reflected in both relaxations becomes shorter with an increase
in temperature. It should be noted that, at some temperature, a sudden
drop in the amplitude of both s- and α-relaxation peaks occurs
for all investigated systems due to a decreasing number of relaxing
dipoles as a result of their immobilization during the crystallization
process. The onset of the rapid decrease in the amplitude of structural
relaxation indicates the beginning of the drug crystallization. Figure shows that even
30 wt % of acMAL does not fully suppress IBU against the nonisothermal
crystallization. It is interesting that the crystallization of all
investigated systems occurs at a similar time scale of molecular mobility
reflected in α-relaxation (i.e., τα ∼
1.5 μs) regardless of acMAL content in the mixtures. It means
that the global (structural) molecular mobility in the binary mixtures
(IBU+acMAL) at such a characteristic time scale promotes the start
of crystallization under nonisothermal conditions. However, it is
clearly seen that temperatures of onset crystallization increase with
increasing acMAL content, which may suggest that the physical stability
of the systems with larger amounts of the excipient is improved. Since
our binary systems differ in Tg, to properly
estimate the degree of stability improvement of IBU by acMAL in the
supercooled liquid state, we used the reduced crystallization temperature Tred as the normalized measure of the tendency
to nonisothermal cold crystallization. The reduced crystallization
temperature Tred has been defined by Zhou
et al.[52] as the ratio of the temperature
range between crystallization onset and glass transition (Tcrystonset – Tg) to the temperature range between melting point and glass transition
of a system (Tm – Tg):Tred can take
values in the range from 0 to 1 and indicates how far above Tg the supercooled liquid may be heated before
the cold crystallization occurs. If Tred tends to 1, the system is more resistant to the cold crystallization
under nonisothermal conditions.We found that Tred increases with increasing content of acMAL for IBU+acMAL
systems, which indicates that acMAL gradually improves the physical
stability of supercooled IBU in the binary mixture (see black stars
in Figure ). For concentrations
of acMAL larger than cw > 10 wt %,
we
observe a more rapid than linear growth of Tred, which suggests that the more effective stabilization of
IBU begins from this concentration of acMAL. To assess the degree
of the potential of acMAL to improve the physical stability of various
drugs, we compare dependences of Tred as
a function of the content of acMAL in binary mixtures with several
pharmaceuticals: IBU, celecoxib (CEL), and nifedipine (NIF) (see Figure ). From these plots,
we evaluated crystallization parameters (CP) proposed by Bhugra et
al.[53] within the range of small concentrations
of the acMAL (0–10 wt %) in mixtures for which the dependences
of Tred are linear (see Table ). The values of CP (defined
as the slopes of the linear fits) suggest that the potential of acMAL
to retard the crystallization of drugs follows the rank order CEL
> NIF > IBU.
Figure 6
Reduced crystallization temperature Tred as a function of acMAL concentration in binary mixtures
with different
drugs: ibuprofen (black stars), celecoxib (red points), and nifedipine
(blue points are calculated on the basis of data from ref (21)).
Table 1
Values of the Crystallization Parameters
CP and the Coefficients of Determination (R2) for Binary Mixtures of Different Drugs (CEL, IBU, and NIF) with
the Same Excipient (acMAL)
material
CP (slope
of the linear fit)
R2
CEL+acMAL
0.0050
1.0
NIF+acMAL
0.0035
1.0
IBU+acMAL
0.0027
0.9
Reduced crystallization temperature Tred as a function of acMAL concentration in binary mixtures
with different
drugs: ibuprofen (black stars), celecoxib (red points), and nifedipine
(blue points are calculated on the basis of data from ref (21)).Moreover, from Figure , it is clearly seen that values of Tred for the IBU+acMAL mixture (especially for smaller
amounts
of the excipient) are significantly smaller than those evaluated for
CEL+acMAL and NIF+acMAL. It means that, among analyzed systems, the
mixtures of IBU+acMAL are characterized by the weakest physical stability,
whereas the mixtures of CEL+acMAL are the most resistant to the nonisothermal
crystallization (the binary mixture of IBU with concentrations of
acMAL larger than 30 wt % reaches the degree of the physical stability
of pure CEL). The results of the analysis of Tred for investigated binary mixtures show that acMAL not very
effectively acts as the crystallization inhibitor of IBU under nonisothermal
conditions.
Isothermal Crystallization at T > Tg
In addition to nonisothermal
crystallization
investigations, the isothermal crystallization kinetics study of the
pure supercooled IBU and its mixture with 10 wt % of acMAL at temperatures
at which the systems have the same structural relaxation times, i.e.,
τα ≈ 2 μs (see Figure a), were also carried out.
If we have two systems which differ in Tg (like it is in the case of pure IBU and IBU+10 wt % acMAL), the
crystallization time τcryst established for the same
time scale of the global molecular mobility or the same viscosity
of these systems seems to be the most appropriate measure of the tendency
to isothermal crystallization of investigated systems. From the static
dielectric permittivity collected during isothermal crystallization
of both the systems (IBU and IBU+10 wt % acMAL) at the same structural
relaxation time (see Figures b,c), we evaluated time dependences of the degree of crystallization
(see Figure d). The
increase in the crystallization degree with time is expressed by the
normalized real permittivity εN′ given by the following formula:where ε′(0)
is the static dielectric
permittivity at the beginning of crystallization, ε′(∞)
is the long-time limiting value of the dielectric permittivity, and
ε′(t) is the value of the dielectric
permittivity at a given time of crystallization, t.
Figure 7
(a) Dielectric loss spectra for pure IBU and IBU+10 wt % acMAL
obtained at temperatures 263 and 269 K, respectively, at which structural
relaxation times for both systems are the same τα = 2 μs. Dielectric spectra of the real part of the complex
dielectric permittivity collected during an isothermal crystallization
of (b) pure IBU and (c) IBU+10 wt % acMAL at the same α-relaxation
times τα ≈ 2 μs. (d) Time dependence
of normalized real permittivity εN′ for pure IBU and its binary mixture
IBU+10 wt % acMAL, obtained during the isothermal storage of these
systems at different temperatures T = 263 K and T = 269 K, but at the same α-relaxation times τα ≈ 2 μs for both of the systems.
(a) Dielectric loss spectra for pure IBU and IBU+10 wt % acMAL
obtained at temperatures 263 and 269 K, respectively, at which structural
relaxation times for both systems are the same τα = 2 μs. Dielectric spectra of the real part of the complex
dielectric permittivity collected during an isothermal crystallization
of (b) pure IBU and (c) IBU+10 wt % acMAL at the same α-relaxation
times τα ≈ 2 μs. (d) Time dependence
of normalized real permittivity εN′ for pure IBU and its binary mixture
IBU+10 wt % acMAL, obtained during the isothermal storage of these
systems at different temperatures T = 263 K and T = 269 K, but at the same α-relaxation times τα ≈ 2 μs for both of the systems.From the crystallization kinetics curves presented
in Figure d, we established
that the crystallization process for IBU with 10 wt % acMAL is significantly
longer than that for the pure drug. While the two systems have the
same structural molecular mobility in the supercooled liquid state,
the crystallization time of the mixture IBU+10 wt % acMAL is 18 h
longer than that for neat IBU, which means that acMAL stabilizes IBU
in the supercooled binary mixtures against the isothermal crystallization
in isochronal conditions.The enhancement of the physical stability
of IBU by acMAL under
isothermal and nonisothermal conditions can be related to H-bonds
formed between IBU and acMAL molecules. Previous studies suggested
that the cyclic H-bonds between IBU molecules favor the crystallization
of the pure drug.[49] As already mentioned,
acMAL molecules form stronger H-bonds with IBU molecules than those
between molecules of the drug. Thus, we can suspect that the population
of cyclic H-bonds between IBU molecules decreases at the expense of
an increasing population of H-bonds between different molecular species
in the binary mixtures (IBU+acMAL). In this way, the crystallization
tendency of IBU is smaller due to the additive of acMAL.
Molecular
Factors Determining Physical Stability at T > Tg
To obtain the
relaxation map for all investigated systems, reflecting times scales
of molecular motions in the wide temperature range, the complex permittivity
ε(ω) of investigated mixtures has been described by means
of the Havriliak–Negami (HN) formula:[54,55]where k indicates a relaxation
process, Δε is the relaxation strength, τ is the
HN relaxation time, γ and δ represent symmetric and asymmetric
broadening of the loss curve, and ε∞ is the
high-frequency limit permittivity. When δ = 1, the Cole–Cole
(CC) function is generated. It should be noted that the shape of the
s-relaxation peak in the binary mixtures is symmetrical but broad,
and it cannot be described by the Debye formula (for which δ
= 1, γ = 1 in eq ) like it was for the D-process in pure IBU. Therefore, dielectric
spectra obtained for mixtures (at T > Tg) were fitted by means of the superposition
of the HN
(α-process) and the CC (s-process) functions. From this analysis
of dielectric spectra, the relaxation maps for investigated systems
above their Tg’s were obtained
(see Figure )
Figure 8
Relaxation
map obtained at T > Tg for pure IBU and pure acMAL and for their binary mixtures
(IBU+acMAL) with different concentrations of acMAL. Circle and triangle
points indicate the dielectric α- and s-relaxation times, respectively,
whereas stars denote calorimetric α-relaxation times evaluated
from TMDSC data.
Relaxation
map obtained at T > Tg for pure IBU and pure acMAL and for their binary mixtures
(IBU+acMAL) with different concentrations of acMAL. Circle and triangle
points indicate the dielectric α- and s-relaxation times, respectively,
whereas stars denote calorimetric α-relaxation times evaluated
from TMDSC data.The temperature dependences
of relaxation times for both the processes
(α and s) are nonlinear and have been fitted to the Vogel–Fulcher–Tammann
(VFT) formula:[56−58]where τ∞, T0, and D are fitting parameters.As can be seen in Figure , both the α- and s-processes rapidly slow down in the
case of all examined systems during their vitrification. To identify
which of them is indeed the structural relaxation related to the glass
transition of the investigated binary systems, the stochastic temperature-modulated
DSC study (TOPEM) has been performed. From the temperature and frequency
dependences of the complex heat capacity, the calorimetric relaxation
times as a function of temperature have been determined near Tg (see the star points in Figure ). It is clearly seen that the faster process
from dielectric measurements is certainly the structural α-relaxation
of the binary mixtures because dielectric relaxation times of this
process can be successfully extrapolated to the calorimetric α-relaxation
times (calorimetric data lies along the VFT fit curve extrapolated
from the dielectric data).
Antiplasticization
Based on the
temperature dependences
of the dielectric α-relaxation times, the values of the glass
transition temperature Tg, defined at τα(Tg) =100 s, were determined for all examined systems and plotted as
a function of acMAL content in the binary mixtures and compared with
those from DSC experiments. It is worth noting (see Figure ) that the values of Tg from different experiments (i.e., dielectric,
TMDSC, and standard DSC measurements) are approximately the same.
Figure 9
Plot of Tg values of the binary mixtures
(IBU+acMAL) from dielectric and calorimetric measurements as a function
of acMAL concentration. The red line indicates the fit curve of experimental
data to eq with the
fixed-parameter K = 0.90 evaluated from DSC data,
whereas the blue line shows the free fit curve of the experimental
data to eq for which
the parameter K = 0.35 deviates significantly from
that determined from DSC.
Plot of Tg values of the binary mixtures
(IBU+acMAL) from dielectric and calorimetric measurements as a function
of acMAL concentration. The red line indicates the fit curve of experimental
data to eq with the
fixed-parameter K = 0.90 evaluated from DSC data,
whereas the blue line shows the free fit curve of the experimental
data to eq for which
the parameter K = 0.35 deviates significantly from
that determined from DSC.The enhancement of the physical stability of IBU by acMAL in the
supercooled binary mixtures is associated with some antiplasticization
effect of the excipient on IBU, which is the consequence of the slowdown
in the global molecular mobility of these systems. However, as can
be seen in Figure , the increase in Tg of binary mixtures
with adding acMAL is much weaker than the Couchman and Karasz (CK)
prediction:[59]where wIBU and wacMAL are the mass fractions of each component
and TgIBU and TgacMAL are their corresponding Tg values. The
constant K in the CK model (eq ) is related to the ratio of the change in
heat capacity at Tg of the two components
of investigated binary mixtures (K = ΔCpacMAL/ΔCpIBU). For IBU+acMAL mixtures, the parameter K = 0.90
was determined using values of ΔCp_acMAL = 0.38 J/(gK) and ΔCp_IBU = 0.42
J/(gK) measured by TOPEM.The experimental dependence of Tg vs
acMAL concentration (blue line in Figure ) described by the CK equation with the free
fitting parameter K = 0.35 shows a negative deviation
from the CK prediction (red line in Figure ) that assumes an ideal mixing. An analogous
pattern of the behavior of Tg vs content
of mixture components for different binary systems has been thoroughly
analyzed by Shamblin et al.[60] They have
argued that such a deviation from the CK prediction (due to the experimental Tg values lower than the expected ones) occurs
if the total energy of interactions between molecules of different
molecular species is less than that between molecules of the same
molecular species. In case of mixtures containing some polymer blends,
the authors considered that the decrease in Tg below the CK curve can be caused by a net loss in the degree
of hydrogen bonding on mixing, which means the fewer number and/or
strength H-bonds between molecules of different molecular species
relative to the H-bonds between molecules of the same molecular species.
In the case of the investigated binary mixtures (IBU+acMAL), H-bonds
formed between IBU and acMAL molecules should be stronger than those
formed between two IBU molecules, as we have already discussed herein
based on our DFT calculations. Thus, the negative deviation from the
CK prediction for IBU+acMAL mixtures may indicate that there are some
steric constraints caused by acMAL molecules in the binary mixtures,
which hinder the formation of H-bonds between IBU molecules, and/or
the strength of H-bonds formed between IBU and acMAL molecules may
slightly weaken, if a molecule of acMAL accepts a few IBU molecules,
whereas the contribution of van der Waals interactions between acMAL
molecules to molecular dynamics of the binary mixtures increases.
It is worth noting that the number of H-bonds formed between IBU and
acMAL molecules reaches a saturation level at which almost all IBU
molecules are hydrogen bonded by acMAL molecules. Invoking our DFT
calculations, one can assume that the saturation level for hydrogen
bonds in the IBU+acMAL systems is characterized by three or even four
H-bonds effectively formed by each acMAL with IBU molecules, which
corresponds to the mole fraction of acMAL xw ≈ 0.2. Then, the increasing acMAL content in the binary mixtures
(IBU+acMAL) results in a gradually dominating role of van der Waals
interactions between acMAL molecules in the systems.Moreover,
from Figure , one
can see some disadvantages of IBU+acMAL binary systems
from the application point of view. To obtain the amorphous solid
dispersion (ASD) of IBU+acMAL at room temperature TRT, a large content of acMAL excipient (more than >85
wt %) is necessary. Binary mixtures of IBU with smaller content of
acMAL than 85 wt % are not solid at TRT but very viscous liquids. Due to the need to use a large concentration
of acMAL for ASD preparation, acMAL is not the best candidate that
could give a satisfactory formulation for IBU.
Fragility
Another factor associated with the temperature
dependences of the global molecular mobility and very often used to
predict the physical stability of amorphous systems is isobaric fragility
parameter mp defined by the following
formula:The fragility parameter is closely
related
to the apparent activation energy for α-relaxation ΔEa determined at Tg, mp = ΔEa(Tg)/Tg, where R is the gas constant and ΔEa is defined[61] at
a constant pressure as follows:The fragile liquids
are characterized by a
higher ratio ΔEa (Tg)/Tg in comparison with strong
materials. The fragility parameter is a measure of the sensitivity
of molecular dynamics of supercooled liquids to changes in temperature
near the glass transition. In terms of the value of mp, glass-forming liquids are classified as strong (mp ≤ 30), moderately fragile (30 < mp < 100), and fragile (mp ≥ 100). A large value of mp indicates that small temperature fluctuations near Tg cause significant changes in molecular mobility
that may lead to stable nuclei or to attach to a growing crystal face,
which is the reason for a large tendency of material crystallization.
Therefore, it is regarded that more fragile drugs have a larger tendency
to crystallize, whereas the physical stability is better for stronger
liquids (i.e., for smaller values of mp) in both the supercooled liquid and glassy states. However, there
are known exceptions for this correlation for pure drugs.[62−64] Although most drugs are classified as fragile or moderately fragile,
these systems nevertheless are characterized by a completely different
tendency to crystallization.Recently, we have tested whether
this correlation is fulfilled for some binary systems. We have found
that the better physical stability correlates with the decrease in
the fragility parameter with increasing content of excipient in a
mixture for CEL+acMAL and CEL+PVP binary systems.[20] A similar correlation has also been reported for the binary
mixtures of indomethacin (IND) with acMAL[22] (see Figure a).
Figure 10
Dependences
of acMAL mole fraction on different molecular factors
for binary mixtures (drug+acMAL): (a) isobaric fragilities (data for
binary mixtures indomethacin (IND), nifedipine (NIF), and celecoxib
(CEL) with acMAL were taken from refs (22), (21), and (10), respectively),
(b) activation energy Ea of dielectric
α-relaxation at Tg of the binary
systems (the inset shows glass transition temperatures for IBU+acMAL
and CEL+acMAL as a function of weight concentration of acMAL), (c)
numbers of dynamically correlated molecules Nα at Tg evaluated from Donth
model (eq ) based on
temperature dependences of the heat capacity Cp of investigated systems showed in the inset, (d) the change
in the heat capacity ΔCp at Tg of investigated systems of IBU+acMAL derived
from data showed in the inset of panel c.
Dependences
of acMAL mole fraction on different molecular factors
for binary mixtures (drug+acMAL): (a) isobaric fragilities (data for
binary mixtures indomethacin (IND), nifedipine (NIF), and celecoxib
(CEL) with acMAL were taken from refs (22), (21), and (10), respectively),
(b) activation energy Ea of dielectric
α-relaxation at Tg of the binary
systems (the inset shows glass transition temperatures for IBU+acMAL
and CEL+acMAL as a function of weight concentration of acMAL), (c)
numbers of dynamically correlated molecules Nα at Tg evaluated from Donth
model (eq ) based on
temperature dependences of the heat capacity Cp of investigated systems showed in the inset, (d) the change
in the heat capacity ΔCp at Tg of investigated systems of IBU+acMAL derived
from data showed in the inset of panel c.In the case of the IBU+acMAL binary mixtures examined here, we
have established the opposite correlation of fragility with the physical
stability of the systems. As can be seen in Figure a, the fragility parameter for IBU+acMAL
significantly increases with increasing content of the excipient in
the mixture despite the increasing improvement of IBU stability in
the binary systems. It is worth noting that Kaminska and co-workers
also found such an opposite correlation for binary mixtures of nifedipine
with several acetylated saccharides.[21] This
indicates that the fragility parameter does not always correctly predict
the stability of amorphous drugs. Thus, we cannot recommend the use
of the fragility parameter to predict the tendency of drugs to crystallization.
Activation Energy of α-Relaxation
In addition
to the fragility parameter, the activation energy is one of the most
fundamental characteristics of structural relaxation and glass transition.
Therefore, we checked whether the activation energy Ea of the α-relaxation determined at Tg of IBU+acMAL and CEL+acMAL binary mixtures also exhibits
different patterns of behavior as a function of the molar fraction
of the excipient (see Figure b). Molecular rearrangements reflected in structural relaxation
need some amount of activation energy Ea to overcome the thermodynamic potential barriers. Thus, this dynamic
factor can be helpful in the study of the physical stability of amorphous
drugs. As can be seen in Figure b, the dependences of the activation energy for IBU+acMAL
and CEL+acMAL vs the molar fraction xw of acMAL reveal a similar pattern of behavior as we found for mp. It is very interesting that the dependence
for IBU+acMAL monotonically increases from very small values of Ea with increasing content of acMAL, whereas
the function of Ea (xw) for CEL+acMAL is nonmonotonic (initially, the addition
of acMAL to CEL results in a decrease in Ea of the binary mixture, whereas the values of Ea become increasing for xw >
0.2).
The values of Ea for pure drugs (IBU and
CEL) differ significantly (by around 300 kJ/mol), but they converge
and become nearly the same for xw >
0.2.
These findings for mp and Ea are intriguing because molecular interactions in both
the binary systems are similar: molecules of pure drugs can form H-bonds
(IBU···IBU and CEL···CEL), as well as
molecules of drugs, and may form H-bonds with the excipient molecules
(IBU···acMAL and CEL···acMAL), whereas
only van der Waals interactions are relevant between molecules of
acMAL. It indicates that H-bonded supramolecular structures are different
in both the binary systems, which influences their global molecular
dynamics. We have also observed that the dependences of the activation
energy Ea at Tg on the acMAL content in the binary mixtures correlate with the plasticization/antiplasticization
effects of the excipient on the drugs (IBU and CEL). Small amounts
of acMAL plasticize CEL (see the upper inset in Figure b); that is, the molecular
mobility reflected in the structural relaxation of the CEL+acMAL mixture
at Tg increases, which corresponds to
the decrease in Ea of the global relaxation.
On the contrary, above 30 wt % of acMAL in the CEL+acMAL mixture,
the antiplasticization effect is observed; that is, the structural
molecular mobility begins to grow, which is correlated with the increase
in Ea at Tg. However, in the case of the IBU+acMAL binary system, acMAL exerts
only an antiplasticization effect on IBU for any content of the excipient
(see the lower inset in Figure b), which is reflected in the monotonic growth of Ea with adding acMAL to IBU.
Dynamic
Heterogeneity
One of the fundamental problems
is how different kinds of molecular interactions affect the dynamic
heterogeneity of the global molecular dynamics of the supercooled
liquids and, consequently, their physical stability?The concept
of dynamic heterogeneity has been firmly established in the glass
transition physics since 1965, when the Adam–Gibbs model was
formulated.[65] Within this model, the molecular
mobility near the glass transition is characterized by correlated
motions of neighboring molecules, which results in the appearance
of cooperatively rearranging regions (CRR) defined as a subsystem
that can rearrange into another configuration independently of its
environment upon a sufficient thermal fluctuation.[66] Hence, the rapid slowdown in molecular dynamics observed
near the glass transition has been attributed to an increasing size
of CRRs, reflecting that the molecular dynamics of a supercooled liquid
becomes more and more heterogeneous in both time and space domains
when approaching the glass transition. The experimental and evaluation
ways to find a characteristic number of dynamically correlated molecules Nα, which determines the characteristic
size of dynamic heterogeneity, are still debated.[67] Since direct measurements of Nα are very difficult, various estimates are applied to quantify Nα. Among them, the commonly used ones
are the estimates based on the fluctuation–dissipation theorem,
which have been proposed separately for the entropy fluctuations by
Donth[68,69] and the enthalpy fluctuations by Berthier
et al.[70] In contrast to the latter, the
Donth estimate requires experimental data collected only by using
a single measurement technique that provides a temperature dependence
of the specific heat capacity Cp measured
within the temperature range in which the glass transition occurs.
The width of the step in the temperature dependence Cp(T) at the glass transition has been
related to the size of temperature fluctuations.[71] Consequently, the number of dynamically correlated particles, N(Tg), or the corresponding volume of the area occupied by the
dynamically correlated molecules, V(Tg) = N(Tg)/ρ, can
be estimated by the following equation:where Tg is the
glass transition temperature, ρ is the material density, kB is the Boltzmann constant, M is the molar mass, Cpglass and Cpliquid are the isobaric
heat capacities of glass and liquid at Tg, and δT is the average temperature fluctuation,
which is related to the dynamic glass transition. The Donth formula
was originally derived[68] in the NVT statistical
ensemble. However, eq is its representation in the NPT statistical ensemble,[72] which is suitable to use in typical experimental
conditions.We have applied the Donth model to determine the
number of dynamically
correlated molecules at Tg, exploiting
the results of TOPEM measurements for pure compounds (IBU, CEL, and
acMAL) and for investigated binary systems (IBU+acMAL and CEL+acMAL)
with different content of acMAL. To our best knowledge, such analyses
of the dynamic heterogeneity have not been made in mixtures until
now. As can be seen in Figure c, in contrast to the activation energy and fragility
of the binary systems (IBU+acMAL and CEL+acMAL), the number of dynamically
correlated molecules Nα rapidly
decreases with increasing acMAL content in the entire range of acMAL
mole fraction xw.The dramatic decreasing
dependences Nα(xw) reflect the already discussed changes
in the character of molecular interactions from H-bonded to van der
Waals systems when adding acMAL to both the drugs. The numbers of
dynamically correlated molecules drop from the largest values for
H-bonded pure drugs to the smallest one for acMAL interacting via
van der Waals forces. It should be noted that Nα for IBU is larger than that for pure CEL (195 and 105
molecules, respectively). It is probably related to the more complex
H-bonding rearrangements in the case of pure IBU compared to pure
CEL or/and the stronger H bonds formed between IBU molecules than
those between CEL molecules (as established from our DFT calculations
performed herein for IBU systems and previously for CEL systems).[10] All findings depicted in Figure c seem to be significant to the glass transition
physics because they suggest that there is a correlation between Nα and changes in the H-bonded supramolecular
structures in the system, which requires, however, further investigations
of other H-bonded systems to verify whether it is a rule or not. This
issue is very interesting, especially since a similar rapid decrease
in Nα due to the changing character
of intermolecular interactions from supercooled liquids dominated
by dipole–dipole interactions to their counterparts dominated
by ionic interactions has been recently established from the comparative
analysis of selected drugs formed as bases and their protic ionic
counterparts.[73]It should be emphasized
that the Donth method enables the evaluation
of the dynamic property Nα only
based on thermodynamic parameters (eq ). One of them is the jump in the heat capacity ΔCp at Tg, which reflects
a change in molecular mobility during the glass transition. It is
interesting that ΔCp rapidly decreases
when adding acMAL to IBU similarly to Nα (see Figure d).
It suggests that the change of some molecular motions related to the
jump of the heat capacity ΔCp during
the glass transition is larger for systems with H-bonded supramolecular
structures than that for van der Waals glass-forming liquids.It is very tempting to find a correlation between Nα and the tendency to crystallization. Such attempts
have been earlier made for some simulation models[74−76] and a few neat
drugs.[77,78] For neat sildenafil, it has been found that
the improvement of physical stability is correlated with an increase
in Nα. In the case of the compared
binary systems (IBU+acMAL and CEL+acMAL), we obtained the opposite
dependence; i.e., Nα, as well as
the tendency to crystallization, decreases when adding acMAL to the
drugs (in the range 0 < xw < 0.2).
Although it has been suggested that a net loss in hydrogen bonding
occurs when adding acMAL to the mixtures, which seems to be revealed
in the drop in Nα, we need to remember
that the population of H-bonded heteroclusters (IBU···acMAL,
and CEL···acMAL) increases at the expense of H-bonded
homoclusters of medicines (IBU···IBU and CEL···CEL)
up to a saturation level at which almost all drug molecules are hydrogen
bonded by acMAL molecules (at xw ≈
0.2). The formation of such H-bonded supramolecular heterostructures
is considered in both the binary mixtures IBU+acMAL and CEL+acMAL
as a molecular mechanism, improving the physical stability of the
systems. However, Nα reflects the
average dynamic heterogeneity of a binary mixture coming from H-bonded
homoclusters, H-bonded heteroclusters, and van der Waals interactions.
Thus, we are not able to distinguish the contribution to the dynamic
heterogeneity coming from only such H-bonded heterostructures, improving
the physical stability of the drugs in the binary mixtures with acMAL.
Nevertheless, we can suppose that the population of H-bonded heteroclusters,
which increases relative to the population of H-bonded homoclusters
(with increasing content of acMAL in the range 0 < xw < 0.2), should result in a relative increase in the
number of dynamically correlated molecules involved in the H-bonded
heteroclusters, and this increase could be relevant to the improvement
of the physical stability of the binary mixtures.
Relaxation
Processes at T < Tg
It has been often considered that local molecular
motions reflected in secondary relaxations can be responsible for
nucleation and consequently crystallization of drugs in the glassy
state.[16,79,80] The secondary
processes are typically classified into Johari–Goldstein (JG)
and non-JG relaxations. The JG relaxation has a local intermolecular
character (small-angle rotations of entire molecules) and is regarded
as a precursor of the molecular mobility of the cooperative α-relaxation,
whereas non-JG relaxations reflect some intramolecular motions of
some parts of molecules.[81] Secondary relaxations
of pure IBU have already been thoroughly analyzed both under ambient
and elevated pressure.[48,47] It has been found that pure IBU
exhibits two secondary relaxations (β and γ). The fast
γ-process of pure IBU is insensitive to pressure changes, and
it was classified as an intramolecular non-JG relaxation.[48] Whereas the slower β-relaxation has been
assessed as the local intermolecular JG process based on the Coupling
Model analysis,[47] which has been later
confirmed by finding its sensitivity to pressure changes.[48] However, pure acMAL exhibits only one secondary
relaxation, called the μ-process, which originates from the
intramolecular rotations of the acetyl moiety (C–O–(COCH3)) in the acMAL molecule.[10]As can be seen in Figure a, the μ-process of pure acMAL and the β-process
of pure IBU are observed within the same frequency range, but the
μ-process of the excipients has a considerably larger magnitude
than the β-relaxation of the drug. Consequently, when acMAL
is added to IBU, we observe a significant increase in the contribution
of the μ-process to dielectric spectra of the binary mixtures.
The magnitude of the (βμ)-process in the binary mixtures,
which is a superposition of β- and μ-processes of the
pure compounds, increases with an increasing amount of acMAL in the
mixture. It indicates that the molecular dynamics of mixtures in the
glassy state is gradually dominated by acMAL. Nevertheless, the significant
increase in the dielectric strength of the (βμ)-process
is accompanied by only a slight slowdown in the relaxation and a small
decrease in its activation energy when adding acMAL to the drug (see Figure b in which dielectric
loss spectra are shown at T = 218 K as a representative
example and Table ). Therefore, the molecular motions reflected in the JG relaxation
do not seem to influence the physical stability of the IBU+acMAL binary
mixtures.
Figure 11
(a) Comparison of dielectric spectra for pure IBU, acMAL, and binary
mixtures of IBU with acMAL obtained in the glassy state of investigated
systems at the same temperature (218 K) at which secondary relaxations
are observed. (b) Temperature dependences of structural (α)
and secondary (β, (βμ), μ, and γ) relaxations
times for pure IBU, acMAL, and binary mixtures of IBU with acMAL.
Table 2
Values of the Activation Energy of
Secondary Relaxations Observed in Pure IBU, acMAL, and Binary Mixtures
IBU+acMAL Derived Using the Arrhenius Law
material
ΔEβ [kJ/mol]
ΔE(βμ) [kJ/mol]
ΔEμ [kJ/mol]
ΔEγ [kJ/mol]
pure IBU
51
26
IBU+10%
acMAL
44
26
IBU+20% acMAL
44
26
pure
acMAL
41
(a) Comparison of dielectric spectra for pure IBU, acMAL, and binary
mixtures of IBU with acMAL obtained in the glassy state of investigated
systems at the same temperature (218 K) at which secondary relaxations
are observed. (b) Temperature dependences of structural (α)
and secondary (β, (βμ), μ, and γ) relaxations
times for pure IBU, acMAL, and binary mixtures of IBU with acMAL.Analyzing
the non-JG γ-process in IBU, we have found that
its dielectric strength is nearly invariable when adding acMAL to
the drug. The insensitivity of the γ-relaxation to acMAL is
also represented by the same values of the activation energy and relaxation
times for the γ-process in pure IBU and its binary mixtures
with acMAL (see Figure b and Table ). Thus, we should exclude any role of the γ-relaxation in
the enhancement of the physical stability of IBU by mixing with acMAL.
To find the origin of the intramolecular dielectric γ-process
in IBU, we have performed DFT calculations for the drug molecule.
In the DFT simulation, we have considered four different intramolecular
rotations in the IBU molecule: Ph–C2H4COOH (Φ1), Ph–CH2C3H7 (Φ2), PhC2H4–COOH (Φ3), PhCH2–C3H7 (Φ4) presented in Figure a. The energy and
dipole moment changes of IBU molecule as a function of rotation angles
Φ1, Φ2, Φ3, and
Φ4 are shown in Figure b–e, respectively.
On the basis of the DFT analyses, we have established that the rotation
around the axis PhCH2–C3H7 with respect to the angle Φ4 has the highest activation
energy (ΔE = 21 kJ/mol) among all the examined
intramolecular rotations. This value is close to the activation energy
(ΔEγ = 26 kJ/mol) of the γ-relaxation,
which suggests that the secondary dielectric process originates from
the PhCH2–C3H7 reorientations.
It is worth noting that the rotation PhCH2–C3H7 reflected in the γ-relaxation (not involved
in improving the physical stability of IBU) cannot be affected by
hydrogen bonding. It reinforces our previous consideration of the
important role of H-bonds dynamics in reducing the tendency of IBU
to crystallization in the binary systems with acMAL.(a) Molecular structure
of ibuprofen monomer. Geometry of structures
optimized at the DFT/B3LYP/Def2-TZVP level of theory. Rotation coordinates
are depicted: Φ1, Φ2, Φ3, and Φ4. (b–e) Energy (black line)
and dipole moment changes (red line) of ibuprofen molecule as a function
of rotation angle Φ1, Φ2, Φ3, and Φ4, respectively.
Water Solubility and Dissolution Rate Study
Finally,
we studied the water solubility and the dissolution rate
of IBU in the binary systems with large amounts of acMAL, which are
amorphous solid dispersions (ASDs) in normal conditions. The solubility
of the drug was tested in distilled water at room temperature. The
equilibrium solubilities have been measured after 48 h. We found that
although acMAL improves the physical stability of amorphous IBU in
the binary mixtures, it does not significantly improve the solubility
of the drug in water from the ASDs. The equilibrium water solubility
of IBU from ASD with the large contents of acMAL (IBU+83 wt % acMAL,
IBU+86 wt % acMAL, and IBU+87.5 wt % acMAL) is only ∼10% higher
in comparison with the water solubility of the pure crystalline IBU
(see Figure ). It
should be noted that the IBU mixtures with small acMAL content, which
are supercooled viscous liquid at room temperature, immediately recrystallized
during the contact with water.
Figure 13
Equilibrium water solubilities of the
pure crystalline IBU and
amorphous IBU in ASDs with large contents of acMAL (i.e., for IBU+83
wt % acMAL, IBU+86 wt % acMAL, and IBU+87.5 wt % acMAL) at room temperature.
Equilibrium water solubilities of the
pure crystalline IBU and
amorphous IBU in ASDs with large contents of acMAL (i.e., for IBU+83
wt % acMAL, IBU+86 wt % acMAL, and IBU+87.5 wt % acMAL) at room temperature.Additionally, we analyzed the dissolution profiles
of IBU from
ASD with the large contents of acMAL (i.e., for IBU+83 wt % acMAL,
IBU+86 wt % acMAL, and IBU+87.5 wt % acMAL) in the water at a human
body temperature (37 °C). We observed that the dissolution rate
of pure crystalline IBU is much higher than that for ASD with acMAL.
It indicates that acMAL negatively affects IBU, significantly retarding
the rate of release of the drug from ASD (Figure ).
Figure 14
Dissolution profiles in water for the pure
crystalline IBU and
amorphous IBU from ASDs with various amounts of acMAL at 37 °C.
Dissolution profiles in water for the pure
crystalline IBU and
amorphous IBU from ASDs with various amounts of acMAL at 37 °C.These results are interesting because there are
several examples
of drugs (e.g., celecoxib[10] and indomethacine[22]) for which the water solubility considerably
is improved by acMAL in ASD. However, these drugs are characterized
by much higher values of Tg than that
of IBU, and consequently, the values of Tg of their ASDs with acMAL are higher than 40 °C. Whereas in
the case of ASD of IBU with acMAL, despite the huge content of acetylmaltose
in the ASDs, the values of Tg of the binary
mixtures of IBU with acMAL are very low, close to room temperature
(see Figure ). The
poor dissolution rate of the ASD of IBU with acMAL is probably associated
with the fact that the temperature of the dissolution medium (i.e.,
water) was higher (like the temperature of the human body) than Tg of all of the tested systems. Consequently,
the binary mixtures (IBU+acMAL) at a human body temperature become
rubbery and stuck into agglomerates of limited surface area, reducing
their dissolution rate in water. Therefore, we recommend formulating
the ASDs of much higher Tg than the temperature
of the human body (ca. 37 °C) to avoid some agglomerations of
sticky particles prior to starting dissolution.
Conclusions
Two
dielectric processes (i.e., the slow s-relaxation and α-structural
relaxation) have been observed above Tg of the binary mixtures IBU+acMAL. Nevertheless, our study has not
confirmed any inhomogeneity and microphase separation of the investigated
binary systems. The amplitude of the s-process increases rapidly with
increasing content of acMAL in the mixture in a much more intensive
manner than the α-structural relaxation peak. After considering
the dielectric behavior of the s-process, our DFT calculations, and
earlier published reports on neat IBU, we suppose that the origin
of s-process may come from the synperiplanar to the antiperiplanar
transformation of carboxyl groups in IBU molecules, which is possibly
promoted by heterocyclic H-bonds between IBU and acMAL molecules,
but this scenario requires further investigations to its confirmation.Based on isothermal and nonisothermal crystallization investigations,
we have found that acMAL improves the physical stability of supercooled
IBU, which has a big tendency to crystallize above Tg as a pure compound. However, we have evaluated that
the stabilization effectiveness of acMAL is less for IBU than that
for celecoxib or nifedipine. The enhancement of physical stability
of IBU in the binary systems with acMAL is due to interplaying mainly
two factors: specific intermolecular interactions between IBU and
acMAL by strong H-bonds and some antiplasticization effect of acMAL
on IBU. Heteroclusters formed by IBU and acMAL molecules through H-bonds
hinder the formation of double H-bonds between IBU molecules and consequently
prevent the drug crystallization. The glass transition temperature Tg of the binary mixtures increases with adding
acMAL. However, this antiplasticization effect, related to the slowdown
in the global molecular mobility, is much weaker than that predicted
by the Couchman–Karasz equation. It can affect stabilization
effectiveness. The negative deviation of the experimental dependence
of Tg on the content of acMAL from the
CK prediction can be caused by a net loss of hydrogen bonding, suspected
in the tested binary systems when adding this excipient.We
have also examined other important parameters often considered
as molecular factors of the tendency to crystallization such as the
fragility parameter mp, the activation
energy for structural relaxation Ea, and
the average number of dynamically correlated molecules, quantifying
the dynamic heterogeneity of the investigated systems, Nα. The thorough analyses of the parameters mp, Ea, and Nα, evaluated at the glass transition temperatures
of the binary mixtures of IBU with acMAL have enabled us to formulate
a few observations on the utility of these parameters to predict the
physical stability of the binary pharmaceutical systems with acMAL.
(i) We have established that the fragility parameter inversely correlates
with the crystallization tendency of the IBU+acMAL binary mixtures,
which is opposite to the expected correlation. Thus, we cannot recommend
the fragility to use as a universal parameter to predict the tendency
of drugs to crystallization. (ii) The dependence of the activation
energy Ea for structural relaxation at Tg on the content of acMAL in the binary mixtures
is qualitatively the same as that for mp and exhibit different monotonicities for two kinds of binary systems
(IBU+acMAL) and (CEL+acMAL). For these reasons, none of these parameters
can be exploited separately as a reliable factor of the physical stability
of the amorphous pharmaceutical systems. However, we have found that
the changes in mp and Ea correlate with the plasticization/antiplasticization
effects of acMAL on the drugs (IBU and CEL). (iii) Only the dependence
of the dynamically correlated molecules Nα on the content of acMAL xw has the same
monotonicity in both kinds of binary mixtures (IBU+acMAL) and (CEL+acMAL).
The decreasing dependences Nα(xw) can be caused by changes in the character
of intermolecular interactions in these binary systems with increasing
acMAL content, which transform the initially strongly H-bonded supramolecular
structures to the systems dominated by van der Waals interactions.
This finding seems to be significant to the glass transition physics
and requires further verifications by studying other H-bonded systems.
However, a straightforward correlation between the physical stability
and the dynamic heterogeneity quantified by Nα cannot be established because the estimate of Nα reflects the average dynamic heterogeneity
of the binary mixture coming from H-bonded homoclusters (API···API),
H-bonded heteroclusters (API···acMAL), and van der
Waals interactions, whereas the improvement of the drug physical stability
by acMAL is mainly associated with the formation of heteroclusters
(API···acMAL).Comparing the secondary relaxation
processes in pure IBU and its
binary mixtures with acMAL in the glassy state, we have found that
the activation energy and the relaxation times of the JG process only
slightly vary when adding acMAL to the drug, and these quantities
are even invariant in the case of the non-JG relaxation. Thus, the
molecular motions reflected in the JG (βμ)- and non-JG
γ-processes observed in the glassy state of the IBU+acMAL mixtures
do not seem to influence the physical stability of these binary systems.Our study of the water solubility as well as the dissolution rate
of IBU in the binary systems with a large amount of acMAL, which form
amorphous solid dispersions (ASDs) in normal conditions, has revealed
that acMAL unfavorably affects these properties of IBU. The water
solubility of such ASDs at room temperature is slightly improved compared
to pure crystalline IBU, and acMAL significantly retards the release
rate of the drug from ASDs at human body temperatures. The latter
negative effect is most probably caused by forming some agglomerations
of sticky particles prior to starting dissolution. To avoid such inconveniences,
we may recommend that Tg of ASDs should
be much higher than the human body temperature.Our research
shows that acMAL is not a universal excipient for
any amorphous API that improves its properties. The binary compositions
of IBU and acMAL examined herein in the supercooled liquid and glassy
states are the first examples of the application of acMAL to stabilize
the ASDs, which are not recommended to use due to their poor water
solubility and dissolution rate as well as relatively small stabilization
effectiveness. Nevertheless, this case provides us with valuable advice
on how one should combine drugs and their crystallization inhibitors
to prepare physically stable ASDs characterized by a better water
solubility and dissolution rate in the therapeutically relevant temperature
range.
Authors: C Dalle-Ferrier; C Thibierge; C Alba-Simionesco; L Berthier; G Biroli; J-P Bouchaud; F Ladieu; D L'Hôte; G Tarjus Journal: Phys Rev E Stat Nonlin Soft Matter Phys Date: 2007-10-29
Authors: E Kaminska; M Tarnacka; P Wlodarczyk; K Jurkiewicz; K Kolodziejczyk; M Dulski; D Haznar-Garbacz; L Hawelek; K Kaminski; A Wlodarczyk; M Paluch Journal: Mol Pharm Date: 2015-07-07 Impact factor: 4.939