Second harmonic generation (SHG) microscopy measurements indicate that inkjet-printed racemic solutions of amino acids can produce nanocrystals trapped in metastable polymorph forms upon rapid solvent evaporation. Polymorphism impacts the composition, distribution, and physico-kinetic properties of organic solids, with energetic arguments favoring the most stable polymorph. In this study, unfavored noncentrosymmetric crystal forms were observed by SHG microscopy. Polarization-dependent SHG measurement and synchrotron X-ray microdiffraction analysis of individual printed drops are consistent with formation of homochiral crystal production. Fundamentally, these results provide evidence supporting the ubiquity of Ostwald's Rule of Stages, describing the hypothesized transitioning of crystals between metastable polymorphic forms in the early stages of crystal formation. Practically, the presence of homochiral metastable forms has implications on chiral resolution and on solid form preparations relying on rapid solvent evaporation.
Second harmonic generation (SHG) microscopy measurements indicate that inkjet-printed racemic solutions of amino acids can produce nanocrystals trapped in metastable polymorph forms upon rapid solvent evaporation. Polymorphism impacts the composition, distribution, and physico-kinetic properties of organic solids, with energetic arguments favoring the most stable polymorph. In this study, unfavored noncentrosymmetric crystal forms were observed by SHG microscopy. Polarization-dependent SHG measurement and synchrotron X-ray microdiffraction analysis of individual printed drops are consistent with formation of homochiral crystal production. Fundamentally, these results provide evidence supporting the ubiquity of Ostwald's Rule of Stages, describing the hypothesized transitioning of crystals between metastable polymorphic forms in the early stages of crystal formation. Practically, the presence of homochiral metastable forms has implications on chiral resolution and on solid form preparations relying on rapid solvent evaporation.
The
crystalline form of a solid can profoundly affect its physical
and chemical properties, with both stable and metastable crystal polymorphs
potentially accessible during crystal formation. In a few relatively
rare cases, the time frame for polymorph transitioning can be long
enough to enable detection of the metastable intermediates using conventional
existing methods.[1−3] Perhaps the most famous example involves the case
of ritonavir (Norvir).[4−6] Only when a more thermodynamically stable Form II
polymorph of ritonavir first appeared in commercial Norvir gel caps
was it realized that the initial form was metastable. The more stable
Form II exhibited much slower dissolution kinetics, and the product
had to be withdrawn from the market and reformulated.Formation
of metastable polymorphs can be interpreted thermodynamically
according to the Ostwald–Lussac’s Rule of Stages, which
states that the form having the Gibbs free energy closest to the solvated
molecules in the mother liquor will crystallize first,[1,7,8] followed by adiabatic transitions
through increasingly more stable forms before ultimately arriving
at the most stable crystal form.[3] However,
this purely thermodynamic argument is based on an adiabatic limit.
In practice, direct observation of such polymorph transitions are
challenging given the rare and transient nature of crystal nucleation.
More than a century after the original hypothesis by Ostwald, methods
are now becoming available to systematically observe polymorphic transitions
experimentally according to the Ostwald Rule of Stages at the individual
building-block scale in a few model systems.[9−11] Studies of
colloidal crystal nucleation have provided a route for increasing
the size of the “molecule” to one large enough to observe
by conventional optical microscopy.[3,9] Experiments
of protein crystallization[12] and simulations
of relatively simple model systems[11,13−16] also support a multistep process for crystallogenesis. The most
compelling evidence for direct observation of rapid transitioning
according to the Ostwald Rule of Stages in a system with directional
bonding arguably comes from electron microscopy measurements of LiFePO4 nanocrystals.[3] In this study Chung
and co-workers observed at least four different polymorphic forms
of the inorganic crystal sequentially at atomic resolution during
high-temperature crystal formation. However, these atom/particle model
systems generally consist of relatively simple highly symmetric building
blocks with low barriers for interconversion between polymorphs and
correspondingly facile polymorph transitioning. More complex molecules
of low symmetry with greater conformational freedom generally can
be expected to exhibit larger entropic barriers for interconversion.
Consequently, studies working toward the broader goal of characterizing
complex molecular species have been limited primarily by the difficulties
in definitively isolating and characterizing the individual transient
structures at low concentration and small sizes generated during the
very earliest stages following crystal nucleogenesis.According
to classical nucleation theory, the rates of formation
and growth of crystal nuclei arise from an interplay between surface
free energy (ΔGS) and bulk free
energy (ΔGB).[10,12,17,18] The critical
cluster size for nucleation corresponds to the maximum in the total
free energy surface, as shown in Figure 1.
The polymorph with the lowest barrier for nucleation may not necessarily
correspond to the most thermodynamically stable bulk form. The transition
to the most stable form can arise from two mechanisms. First, the
relatively unstable polymorph can spontaneously convert to the alternative
form, which requires another solid-state nucleation event. Second,
the presence of crystallites of the stable polymorphic form elsewhere
within the mother liquor can grow at the expense of the metastable
forms through Ostwald ripening. In either case evidence of these polymorphic
transformations is difficult to obtain as crystal nucleation is intrinsically
a rare event and polymorphic changes upon nucleation are generally
expected to be short lived.
Figure 1
Change in Gibbs free energy change (ΔG)
as a function of the radius of the cluster. Solid lines are the net
free energy change of a cluster as a function of radius. Surface (dotted)
and bulk (dashed) free energy represent the positive and negative
contributions to the total energy. Critical radii (r*3D) and the corresponding (ΔG*3D) for two different polymorphs correspond to the maxima in
the solid traces.
Change in Gibbs free energy change (ΔG)
as a function of the radius of the cluster. Solid lines are the net
free energy change of a cluster as a function of radius. Surface (dotted)
and bulk (dashed) free energy represent the positive and negative
contributions to the total energy. Critical radii (r*3D) and the corresponding (ΔG*3D) for two different polymorphs correspond to the maxima in
the solid traces.The conditions most likely
to result in long-lived metastable polymorph
generation correspond to small, confined volumes and rapid desolvation
to reduce the possibility of ripening or interconversion. Inkjet printing,
which deposits picoliter dots of solutions on substrates, is well
matched to these requirements. In addition, inkjet printing can serve
as a model for other deposition techniques involving rapid solvent
evaporation, including spray drying, which is used routinely in the
preparation of high surface area APIs.[19]In the current study, piezoelectric inkjet printing was employed
to produce metastable polymorphs of proline and second harmonic generation
(SHG) microscopy used as a probe for identifying noncentrosymmetric
(metastable) crystal domain formation. Two algorithm approaches, principal
component analysis (PCA) and autocorrelation, have been used on the
polarization-dependent SHG images and X-ray diffraction images of
inkjet-printed dots to verify the presence of kinetically trapped
metastable polymorphs of proline upon rapid crystallization from racemic
solutions. The majority of the amino acids, including both proline
and serine, produce centrosymmetric racemic cocrystals when crystallized
from racemic aqueous solutions.[20−22] Consequently, any noncentrosymmetric
crystal forms prepared from such solutions would necessarily be metastable.
However, crystal polymorphism studies using conventional methods (e.g.,
diffraction, Raman, infrared spectroscopy, NMR, calorimetry, etc.)
typically do not have the sensitivity to selectively identify small
quantities of the rare, unfavored polymorphs in mixtures.[23]Second-harmonic generation can be used
as a contrast mechanism,
as it is highly selective for noncentrosymmetric submicrometer-sized
noncentrosymmetric (i.e., chiral) crystals[23] and produces no coherent SHG signal from liquids (even from a noncentrosymmetric
solution), gases, and amorphous solids.[20,23−26] Crystals grown from a racemic proline solution are expected to be
centrosymmetric, racemic cocrystals[22] and
should not produce any SHG signal. However, the presence of detectable
SHG signal from inkjet-printed microcrystals can serve as a simple
indicator of the presence or absence of metastable polymorphic forms.
Polarization-resolved SHG microscopy can further enhance the information
content of SHG measurements,[27,28] given the sensitivity
of the polarization dependence of SHG to crystal form and orientation.
SHG can also be used to rapidly identify regions of interest for X-ray
diffraction analysis, which in turn can be used to characterize polymorphism.[28−30] Here, we demonstrate the use of autocorrelation analysis of scattering
patterns to recover high signal-to-noise XRD “powder patterns”
from picograms to femtograms of material produced by piezoelectric
inkjet printing and use this approach for structural analysis of the
metastable forms.
Methods
d-Proline and l-proline, assay ≥ 99%,
were purchased from Sigma-Aldrich and used without any further purification.
Homochiral solutions (0.7 M) of each were made in deionized water,
and racemic solution was prepared by obtaining an equal volume of
each. In order to produce thermodynamically controlled racemic proline
crystals, the racemic solution was kept on the hot plate with gentle
heat for 30 min to prepare a supersaturated solution and then cooled
to room temperature and kept in a fume hood overnight for spontaneous
crystallization. Fine white crystals were formed. Racemic mixtures
of dry proline crystals were prepared by crushing equal parts of the
two homochiral proline powders in a mortar and pestle.Homochiral
and racemic proline solutions were printed on hydrophobic
glass coverslips and on MiTeGen UV–vis 100 μm MicroTip
by a Fujifilm Dimatix Material printer DMP 2800. Proline solutions
were printed in dot matrix arrays with 80 μm periodicity between
spots and 120 μm periodicity between rows, respectively (10
× 10 array). A standard monopolar waveform with an average jetting
voltage of 33 V and nozzle temperature of 48 °C were used to
print the arrays. Deposited volumes of <8 and <2 fL were estimated
from the residual solid on the substrate in the array dots from homochiral
and racemic solutions. The average printing time of each pattern was
∼10–12 s.A built-in-house beam-scanning SHG microscope
was used to acquire
images. Beam scanning was performed with a resonant vibrating mirror
(∼8 kHz, EOPC) along the fast-axis scan and a galvanometer
(Cambridge) for slow-axis scanning. The 80 MHz Ti:sapphire pulsed
laser (Spectra-Physics Mai Tai) of 100 fs pulse width directed through
the scan mirrors and focused onto the sample using a 10× objective
of working distance 1.6 cm (Nikon, N.A. = 0.30). Under typical operating
conditions, the incident wavelength was 800 nm, with 80 mW laser power
recorded before the objective. In order to reduce 1/f noise in the
polarization-dependent measurements, a custom electro-optical modulator
(EOM, Conoptics) was positioned in the beam path, enabling high-frequency
(16 MHz) modulation of the polarization state of the beam. The laser
repetition rate was doubled by an orthogonal pulse pair generator,
in which the primary beam was split and recombined following a 6.25
ns delay to produce an interleaved pulse train of orthogonal polarizations
prior to the EOM.[31] Synchronous digitization
of each laser pulse with strict timing control was used to identify
the polarization dependence of each incident laser shot.[32] Polarized transmission SHG signals were collected,
with dichroic mirrors and narrow band-pass filters (Chroma HQ400/20
m-2p) centered around 400 nm placed prior to the photomultiplier tube
detectors (Burke, XP 2920PC). Matlab code was written in-house to
control the scanning mirrors and communication with the data acquisition
electronics. Concurrently with the transmission SHG detection, bright-field
images were acquired by measuring the extinction of the 800 nm beam
using a photodiode, also acquired in transmission. Bright-field and
SHG images were rendered and analyzed with Image J to produce a set
of 10 unique polarization-dependent images per detector, and “analyze
particles” options were used to measure the area of each dot
in bright field as well as SHG active regions.[33]X-ray microdiffraction measurements were acquired
at GM/CA beamline
23-ID-B with a 10 μm diameter, 12.0 keV X-ray beam with 1 s
exposure time, at a photon flux of 1.3 × 1010 photons
s–1 (5-fold attenuation) and detector distance of
150 mm, at the Advanced Photon Source within Argonne National Laboratory.[28−30] An SHG microscope built into the beamline and described previously
was used to discriminate between the SHG-active and -inactive dots
in inkjet-printed arrays and position them within a collimated 10
μm diameter X-ray beam.[30] Diffraction
patterns were collected from both SHG-active and -inactive dots of
racemic proline and from pure l-proline dot.Analysis
of the X-ray scattering images was performed by autocorrelation
over the azimuthal rotation angle for peak detection in order to suppress
diffuse scatter and improve the S/N of the diffraction measurements.
In brief, scattering images were transformed into polar coordinates
by use of python image processing,[34] followed
by autocorrelation along the φ axis which was performed by the
Wiener-Kmintchine method.[35,36] The differences between
the asymptotic mean of the azimuthal autocorrelogram and the mean
of the autocorrelogram over steps of 1–4 pixels were plotted
as a function of the radial 2θ angle. This algorithm served
to retain sharp features in the scattering pattern consistent with
diffraction while suppressing rolling features from diffuse scattering
arising from amorphous materials or through inelastic scattering events.
For comparative purposes, conventional powder XRD scattering patterns
were also produced simply by integration over all the azimuthal angles
and all regions probed by the X-ray beam.For the polarization-dependent
studies, principal component analysis
(PCA) was performed on 10 different input and output SHG polarization
combinations using R v.2.15 with the built-in PCA function (princomp).[28,37] Each pixel in the SHG images was treated as a “hyperspectral”
vector in a 10-dimensional polarization space.[27] PCA separates the data into the eigenvectors or principal
components that maximize the total variance in the data set, the first
few of which provide the greatest separation within the polarization-dependent
dimensions.
Results and Discussion
Laser transmittance
and SHG images of racemic proline crystals
produced by solvent evaporation from racemic solutions and physical
mixtures (1:1 mass ratio) of two homochiral powder are presented in
Figure 2. The crystals of homochiral proline
from aqueous solution adopt a P212121 space group as the thermodynamically favored
form,[38] which is SHG active. A physical
mixture of the two homochiral crystalline materials prepared by grinding
produced an ensemble that was racemic overall but still primarily
comprised of homochiral crystalline domains. SHG imaging of these
materials produced a strong signal. The disparity between the bright
regions in the SHG image and the optical transmittance images suggests
that scattering losses in the optically opaque regions attenuated
the SHG response, either through scattering of the fundamental and
the corresponding reduction of SHG or through the scattering of the
coherent SHG to angles outside the acceptance cone of the collection
objective. Alternatively, the darker regions could correspond to domains
in which the racemic solid dispersion has undergone phase transformation
to either an amorphous material or the racemic cocrystal.[39] The racemic proline cocrystal produced upon
crystallization of proline from a racemic solution adopts a P21/c space group[22] with a centrosymmetric lattice, which is forbidden
by symmetry from producing SHG.[24,26] Combining the results
from all of the considered cases, the SHG activity was >50-fold
in
the physical mixture of homochiral crystals than in the powders produced
upon crystallization from a racemic solution.
Figure 2
Bright-field images of
laser transmittance (top row) and SHG images
(bottom row) of racemic proline, obtained from two different conditions.
The physical mixture (a and c) was made by grinding equal amounts
of d- and l-proline in a mortar and pestle. Overnight
crystallization of a saturated racemic proline solution produces white
racemic cocrystals (b and d), which was also crushed in a mortar and
pestle for imaging. Racemic crystals did not produce any detectable
SHG signals.
Bright-field images of
laser transmittance (top row) and SHG images
(bottom row) of racemic proline, obtained from two different conditions.
The physical mixture (a and c) was made by grinding equal amounts
of d- and l-proline in a mortar and pestle. Overnight
crystallization of a saturated racemic proline solution produces white
racemic cocrystals (b and d), which was also crushed in a mortar and
pestle for imaging. Racemic crystals did not produce any detectable
SHG signals.Inkjet-printing racemic
proline solutions on hydrophobic glass
slides produced markedly different results. Figure 3a and 3b are bright-field and SHG images
of inkjet-printed racemic proline solution, respectively. Seven out
of 12 printed dots produced SHG signal, while the other five did not
(red circles in Figure 3b) show any SHG activity.
Similar SHG activity was observed from multiple dot arrays (not shown)
with >60% of printed racemic dots exhibiting SHG activity. The
average
SHG photon counts of 45 ± 6 from racemic dots were comparable
to the average SHG counts of 45 ± 5 from BaTiO3 nanocrystals
(200 nm) in polyethylene glycol (PEG) from the same laser power. SHG
signals (Figure 3b) coincide qualitatively
with locations of laser extinction (Figure 3a), although extinction arose over quantitatively larger areas. From
the SHG intensity measurements (presented in Table 1), 82 ± 2% of the area within the homochiral dot was
SHG active, compared to just 58 ± 2% in the racemic dot exhibiting
SHG activity.
Figure 3
Bright-field (a) and SHG (b) images of dot matrix-printed
racemic
solution. There are 12 dots of racemic proline in the field of view.
Seven of them formed a round-shaped dot, while the remaining five
formed jagged shapes. Only the round-shaped dot generated substantial
amounts of SHG.
Table 1
Statistical
Details of Bright-Field
and SHG Images of Inkjet-Printed Dot Matrices of Proline Solution
(uncertainties correspond to 95% confidence intervals)
proline
average area
in bright field (pixels)
SHG active
area (pixels)
SHG active
area (%)
avg SHG intensity
(counts)
d-proline
375 ± 3
310 ± 3
83 ± 1
9 ± 2
l-proline
336 ± 4
270 ± 4
80 ± 2
6 ± 2
racemic proline
235 ± 4
137 ± 4
58 ± 2
45 ± 6
Bright-field (a) and SHG (b) images of dot matrix-printed
racemic
solution. There are 12 dots of racemic proline in the field of view.
Seven of them formed a round-shaped dot, while the remaining five
formed jagged shapes. Only the round-shaped dot generated substantial
amounts of SHG.Several possible origins of the observed SHG activity upon inkjet
printing were considered. SHG is well known to arise at interfaces
between centrosymmetric media from local symmetry breaking.[24,26] In heterogeneous dots, multiple interfaces between amorphous and/or
crystalline domains may be present, contributing to interfacial SHG.
The anticipated magnitude of the interfacial response can be estimated
based on the relative number of bulk versus interfacial molecules
producing signal. Assuming a ∼1 μm2 beam waist
and a similarly sized crystal, the number of interfacial molecules
is roughly 104-fold lower than the number of bulk molecules
within a crystalline lattice (assuming a ∼10 Å lattice
constant). Given the quadratic scaling of SHG with number density,
this difference corresponds to a ∼108-fold difference
in anticipated SHG from the interface of a centrosymmetric or amorphous
media versus a noncentrosymmetric crystalline lattice. The observation
of SHG activity comparable in brightness to the highly SHG-active
BaTiO3 nanoparticles suggests formation of bulk-allowed
noncentrosymmetric crystal domains within the dot and not SHG arising
from interfaces. In addition, SHG from impurities in the racemic solutions
is unlikely to serve as a major source of background, as those same
solutions were used to prepare the SHG-inactive samples by slow drying.
Therefore, the SHG activity from inkjet printing of the racemic solutions
was attributed to noncentrosymmetric crystal formation.Inkjet-printed
homochiral proline samples were also studied, prepared
from the same stock solutions used to produce the racemic solutions,
producing representative SHG micrographs shown in Figure 4. The top row are laser transmittance images, and
the bottom row are SHG images of inkjet-printed homochiral (d and l) proline. The average areas of the homochiral dots
were larger than the racemic dots, possibly attributed to a lower
surface tension, higher contact angle, and more spherical initial
droplet of a homochiral proline solution compared to that of the racemic
solution. Secondary dot formation adjacent to the main drop, known
as satellites, was observed from nonuniform ejection of the ink dot
from the cartridge from nonideal matching of the ink to the jetting
waveform, incorrect voltages, or high surface tension. No surfactant
was used in these studies, which introduced additional challenges
in control proper drop formation. The observation of clearly detectable
SHG activity from each dot (Figure 4c and 4d) is consistent with formation of the known thermodynamically
favored and SHG-active P212121 space group[38,40] adopted by homochiral
proline upon crystallization from aqueous solution.
Figure 4
Bright-field (a and b)
and SHG image of inkjet-printed d- and l-proline
(c and d) are shown for comparing the bright-field
and SHG images; all dots in the field of view are SHG active.
Bright-field (a and b)
and SHG image of inkjet-printed d- and l-proline
(c and d) are shown for comparing the bright-field
and SHG images; all dots in the field of view are SHG active.The disparities between the total
printed areas of the dot and
the fraction of them that exhibited SHG activity suggest that a significant
amorphous content remained following printing. For the dot prepared
from homochiral solutions, all published polymorphs of proline identified
by the authors fall into space groups that are allowed for SHG.[38,41] Therefore, it is reasonable to assign the SHG-inactive area to regions
containing either amorphous proline or nanocrystalline proline with
crystal sizes falling below the detection limits of SHG (i.e., SHG
amorphous). In the racemic dot, the SHG-inactive domains could correspond
to either amorphous proline or SHG-inactive racemic cocrystals. If
it is assumed that 20% of the area corresponds to amorphous material
as in the homochiral dot, then the inactive co-crystal may potentially
occupy 22% area of the remaining 80% area. However, this SHG-inactive
fraction represents the minor constituent within the dot, rather than
the major. Both the cross-sectional area of the dot exhibiting SHG
activity and the integrated brightness of the racemic dot (the SHG
active racemic crystals were 2–3 times brighter than crystals
in either homochiral dot) suggest that the majority of the printed
volume corresponds to an SHG-active metastable polymorphic form.In order to confirm that the SHG-active domains were indeed from
metastable crystal forms, SHG-active inkjet-printed dots prepared
from racemic solutions were rehydrated by extended exposure to 100%
relative humidity and reanalyzed (Supporting Information). The rehydrated dots exhibited SHG activities that were reduced
5-fold (18%) compared to the initially prepared dots after 24 h in
100% relative humidity, which is consistent with interconversion to
more stable crystal forms.While the simple SHG intensity measurements
summarized in Figures 3 and 4 indicate the presence
of SHG-active crystals produced from the racemic solution, the SHG
intensity alone provides little meaningful information on the forms
of the crystals produced. The observation of SHG activity could potentially
be arising from either homochiral crystallization, from generation
of noncentrosymmetric racemic cocrystals with both enantiomers present
within the lattice, or some combination of the two.Polarization-dependent
SHG measurements were acquired and interpreted
using principal component analysis (PCA) to aid in assessing the crystal
forms produced upon inkjet printing the racemic solutions. A set of
10 polarization-dependent micrographs was used to define a 10-dimensional
“polarization space”, with PCA used to reduce the majority
of the relevant polarization-dependent information to a few key principal
components containing the majority of the intrinsic information content
in the polarization-dependent data set. PCA results from the 10 different
polarization combination images of inkjet-printed racemic proline
solution and a histogram of all the dot are presented in Figure 5. Together, PC1 and PC2 contain 96% of the total
signal variance. The first principal component, PC1, was dominated
by differences in overall intensity as a function of location.[28,42,43] Therefore, PC2 carried the majority
of the polarization dependence of the measurements. This interpretation
is also consistent with previous work designed to detect different
crystal domains by SHG imaging demonstrating that PC2 carries the
majority of the polarization-dependent information.[28] Figure 5g is the histogram of PC2
values averaged within each dot.
Figure 5
(a–c and d–f) Images of
the first two principle components
of proline. (g) Histogram of all SHG active d-proline, l-proline, and racemic proline crystals. PC1 corresponds mostly
to overall signal intensity, and PC2 corresponds mostly to the polarization-dependent
SHG response. d and l crystals give similar overall
intensity and were separable only in their polarization-dependent
response. Racemic proline had a less characteristic polarization-dependent
response but was characteristically brighter than d and l crystals.
(a–c and d–f) Images of
the first two principle components
of proline. (g) Histogram of all SHG active d-proline, l-proline, and racemic proline crystals. PC1 corresponds mostly
to overall signal intensity, and PC2 corresponds mostly to the polarization-dependent
SHG response. d and l crystals give similar overall
intensity and were separable only in their polarization-dependent
response. Racemic proline had a less characteristic polarization-dependent
response but was characteristically brighter than d and l crystals.Interestingly, the histogram
of PC2 values indicates reasonable
separation between d- and l-proline by polarization-dependent
SHG microscopy. This result is somewhat surprising given that SHG
is not predicted to enable discrimination between the two enantiomers
from an isotropic population of crystal orientations (analogous to
hyper-Rayleigh scattering). The ability to resolve the two therefore
suggests preferred crystal orientation (e.g., from heterogeneous templating
by the solid interface). It is even more remarkable that the influence
of absolute chirality appears to provide a greater inherent variance
in the SHG measurements than changes related to the random population
of azimuthal orientations of the crystals. Both effects can be seen
by inspection of the PC2 images in Figure 5, in which the PC2 values varied significantly within the individual
dot (attributed to a population of oriented crystals), but integration
over the dots nevertheless produced overall darker spots for the d-proline and vice versa for the l-proline.Dot
arrays prepared from printing the racemic solution produced
PC2 values intermediate between the two homochiral crystal results.
These observations are consistent with formation of a population
of homochiral crystals within the dot generated from printing the
racemic solution. However, several alternative possibilities were
also considered. First, the SHG activity could be emerging from a
noncentrosymmetric polymorph that still includes both enantiomers
within the unit cell. No such forms are known for proline but could
still be formed under kinetic control. It would be coincidental for
the polarization dependence of such a form to lie between the two
homochiral poles in the histogram within Figure 5, but the possibility cannot be definitively excluded based solely
on the SHG measurements.X-ray microdiffraction measurements
using synchrotron radiation
were also performed to characterize the structures produced upon inkjet
printing of proline solutions (Figure 6). Figure 6a and 6b shows the bright-field
and SHG images of l-proline printed onto an X-ray microtip,
respectively. Using a microfocused beam only 10 μm in diameter
to reduce background scatter, diffraction analysis could be performed
on each individual printed dot. A representative scattering pattern
is shown in Figure 6c. The small probed volume
and even smaller crystal sizes associated with the diffraction measurements
placed them between the two extreme limits of single-crystal diffraction
and powder X-ray diffraction (PXRD), in which a statistical population
of crystal sizes and orientations are probed. The conditions of the
current experiments preclude the ability to obtain large single crystals
from inkjet-printed drops; however, they also do not produce enough
microcrystals to approximate all possible crystal orientations. Consequently,
an autocorrelation-based approach was developed to recover a powder-like
pattern from the spots present in the scattering image, illustrated
in Figure 6. First, the scattering image was
transformed from Cartesian coordinates to radial coordinates, after
first performing calibration to place the center of the undiffracted
beam within one pixel of the center of the 4096 × 4096 element
X-ray detection array. Following this transformation, the diffuse
rings circling the beam stop in the initial image appear as vertical
swaths in radial coordinates. Next, autocorrelation was performed
along the azimuthal axis (vertical axis in Figure 6d). From the autocorrelogram at each radial 2θ distance,
integration was performed over the short-lived features (1–4
pixels) corresponding to spots in the original scattering image, followed
by subtraction of the asymptotic baseline arising from the diffuse
scattering background. Autocorrelation provides no discrimination
based on absolute azimuthal position, recovering a one-dimensional
diffraction pattern analogous to what one might obtain by powder XRD
(Figure 6e). Similar analyses were performed
on several printed dots of the racemic solution (both SHG active and
SHG inactive) as well as a printed dot of homochiral l-proline.
Figure 6
(a and
b) Laser bright-field and SHG images of inkjet-printed l-proline
on a microtip, respectively. White spots in b are
the SHG active inkjet-printed drops. (c) X-ray diffraction image of
a single 10 × 10 μm spot obtained from the center of the
corresponding SHG active droplet. Dark spots in this diffraction image
correspond to high signal-to-noise diffraction peaks arising from
the crystal. (d) Diffraction image remapped into polar coordinates,
in which ϕ is the azimuthal rotation angle and 2θ is the
proportional to the distance from the image center, corresponding
to the location of the undiffracted beam. The powder-like pattern
shown in e was produced by autocorrelation along the azimuthal direction
to select for sharp diffraction spots, followed by integration over
the baseline-subtracted autocorrelogram. High signal-to-noise of the
diffracted peak is shown in the inset.
(a and
b) Laser bright-field and SHG images of inkjet-printed l-proline
on a microtip, respectively. White spots in b are
the SHG active inkjet-printed drops. (c) X-ray diffraction image of
a single 10 × 10 μm spot obtained from the center of the
corresponding SHG active droplet. Dark spots in this diffraction image
correspond to high signal-to-noise diffraction peaks arising from
the crystal. (d) Diffraction image remapped into polar coordinates,
in which ϕ is the azimuthal rotation angle and 2θ is the
proportional to the distance from the image center, corresponding
to the location of the undiffracted beam. The powder-like pattern
shown in e was produced by autocorrelation along the azimuthal direction
to select for sharp diffraction spots, followed by integration over
the baseline-subtracted autocorrelogram. High signal-to-noise of the
diffracted peak is shown in the inset.Even with the autocorrelation analysis, the small volumes
within
each printed dot did not allow for statistical sampling of crystal
orientations, complicating quantitative determination of crystal form
directly from the relative intensities of the diffracted peaks. Therefore,
the positions of peaks with S/N > 100 were used as the primary
factor
for structural assignment. A comparison of these peak intensities
is presented in Figure 7. The integrated intensities
under these similar diffraction peaks were calculated along with total
area under each peak in between 10° and 28° diffraction
angles. Results indicate that 64% of the integrated peak intensity
from SHG-active racemic dot corresponded to 2θ locations also
present for l-proline, while only 5% of the area under the
peak is present for SHG-silent racemic proline. These results further
support the polarization-dependent SHG analyses, suggesting that the
homochiral metastable crystal polymorph forms upon rapid inkjet printing
from an aqueous solution.
Figure 7
Comparison of the XRD peak positions for a racemic
dot exhibiting
no SHG activity (top row), racemic dots that were bright for SHG (middle
row), and a SHG-active dot of l-proline. Peaks correspond
to locations of diffraction exhibiting S/N > 100. Intensities were
omitted as orientational affects make these nontrivial to compare.
Purple shading indicates regions where l-proline peaks match
the SHG inactive racemate spots, green highlights where l-proline and the SHG active racemate spots match, and orange highlights
where the two racemates share peaks missing from the l-proline
samples.
Comparison of the XRD peak positions for a racemic
dot exhibiting
no SHG activity (top row), racemic dots that were bright for SHG (middle
row), and a SHG-active dot of l-proline. Peaks correspond
to locations of diffraction exhibiting S/N > 100. Intensities were
omitted as orientational affects make these nontrivial to compare.
Purple shading indicates regions where l-proline peaks match
the SHG inactive racemate spots, green highlights where l-proline and the SHG active racemate spots match, and orange highlights
where the two racemates share peaks missing from the l-proline
samples.Interestingly, about one-third
of the diffracted intensity within
the SHG-active racemic dot did not overlap with diffraction peaks
observed in either the homochiral dot or the racemic SHG-inactive
dot. This disparity could arise from undersampling of the homochiral
dot, such that not all 2θ diffraction locations were adequately
sampled within the limited number of dots analyzed. Alternatively,
additional crystal forms may be present that do not correspond to
constituents of either of the other two sets of dots (i.e., homochiral
and racemic SHG inactive). Nevertheless, it appears that the homochiral
metastable crystals comprise the majority composition of the racemic
SHG-active dots based on X-ray microdiffraction analysis. Consequently,
the SHG-active domains are attributed to homochiral crystalline domains,
with an equal probability of forming from the d- or l-enantiomers on a single nanocrystal basis.In addition to
the SHG and XRD analyses, confocal Raman measurements
within individual inkjet-printed dots were acquired by signal integration
for 1.5 h in a single inkjet confocal volume positioned within the
printed dots and compared with Raman spectra of the pure powders generated
with 10 s integration times (summarized in the Supporting Information). For dots printed from the homochiral
solutions, spectral features qualitatively similar to those observed
from the racemic powder were observed. However, interpretation of
the spectra was complicated by preferred orientation effects, as the
relative intensities of the different Raman features are markedly
different for the inkjet-printed proline versus the powder spectra.
Attempts were made to obtain confocal Raman spectra of the SHG-active
dots produced from racemic solutions, but no sharp spectral features
consistent with crystalline lysine were observable, prohibiting meaningful
assessment of crystal polymorphism by Raman. The absence of detectable
Raman is attributed to the relatively weak Raman cross-section of
proline, the trace quantities of crystalline material present, and
the relatively high detection limits of Raman microscopy compared
to both SHG and the minibeam synchrotron XRD method developed in this
work. The S/N of the most prominent Raman peak was 16 after 1.5 h
of signal averaging, compared to a S/N of >3000 from the synchrotron
XRD measurements for a 1 s XRD integration time per pixel and 250
μs per pixel integration time for SHG.The phase diagram
of proline provides a framework for describing
the thermodynamic driving factors underpinning crystallization (Figure 8). Klussmann, Blackmond, and co-workers presented
a framework for predicting the anticipated eutectic points from combined
solubility measurements of the enantiopure homochiral form and the
racemic cocrystal.[44−46] Using this model, the solid lines for the phase boundaries
were calculated using just the solubilities of the racemic and homochiral
solutions. In the case of proline crystallizing from an aqueous solution,
the solubilities of the two crystal forms are similar, with a solubility
ratio of α = [racemic]sat/[enantiopure]sat = 0.78, resulting in an anticipated eutectic point corresponding
to a 0.89 mol fraction of pure enantiomer (or equivalently, and enantiomeric
excess of 0.74). These results are in good qualitative agreement with
previous studies of the crystallization of proline from hydrophobic
solvents (CHCl3 and CHCl3/MeOH mixtures), in
which the racemic form was found to exhibit substantially lower solubility
than the enantiopure form and indicating a strong preference for formation
of the racemic cocrystal.[44,46] However, the measured
phase diagram in Figure 8 is in better qualitative
agreement with the previous crystallizations in DMSO yielding a solubility
ratio closer to 1. Quantitatively the solubility ratio in DMSO was
reported to be α = 1.155,[44] while
the measurements presented here indicate α = 0.78 in H2O. Overall, the slightly lower solubility of the racemic form suggests
that both crystal forms are energetically accessible under the conditions
of the experiment, but the racemic cocrystal is clearly the thermodynamically
favored crystal produced from a racemic solution. Therefore, observation
of SHG-active forms emerging from a racemic solution indicates that
crystallization is proceeding under kinetic control.
Figure 8
Ternary phase diagram
of d-proline, l-proline,
and H2O at 25 °C. Experimental data points (red circles)
are plotted in this triplot according to their mass percentage, and
it is assumed that the data points are symmetric about the vertical
axis. Solid lines connecting points DER and RE′L represent
the saturated solution, and E, E′ are the eutectic composition.
The eutectic mass percentage was found to be 74%, calculated from
the solubility of homochiral and racemic proline.
Ternary phase diagram
of d-proline, l-proline,
and H2O at 25 °C. Experimental data points (red circles)
are plotted in this triplot according to their mass percentage, and
it is assumed that the data points are symmetric about the vertical
axis. Solid lines connecting points DER and RE′L represent
the saturated solution, and E, E′ are the eutectic composition.
The eutectic mass percentage was found to be 74%, calculated from
the solubility of homochiral and racemic proline.The presence of transient SHG-active polymorphic forms can
be understood
qualitatively from classical nucleation theory. Homogeneous crystal
nucleation is driven by the interplay between an interfacial free
energy cost and a volume free energy gain under conditions of supersaturation
(Figure 1). Polymorphic forms with different
interfacial free energy costs and volume gains have the potential
to exhibit lower barriers for initial nucleation.[8,17] Under
adiabatic conditions, curve crossing between different polymorphic
forms can arise to ultimately favor growth of the most thermodynamically
stable crystal form. However, curve crossing may be avoided under
nonadiabatic conditions of rapid solvent evaporation, promoting continued
growth of kinetically trapped metastable polymorphs. If the SHG-active
polymorphs are comprised of homochiral crystalline domains, transitioning
to the more stable racemic cocrystal would require significant changes
in the fundamental composition of the lattice, which may explain the
presence of a relatively large kinetic barrier to interconversion.
Conclusion
The rapid drying of inkjet-printed dots
of racemic proline solutions
on substrates produce SHG-active domains. These domains were attributed
to the presence of metastable polymorphic forms kinetically trapped
during rapid solvent desolvation, which supports Ostwald’s
conjecture of polymorph transitioning during crystallogenesis. Given
the ubiquity of inkjet printing and the related approach of spray
drying as a preparative method for pharmaceutical ingredients combined
with the impact of crystal polymorphism on bioavailability, these
findings may help guide future API formulation strategies that involve
inkjet printing and spray drying.For example, the possibility
of a kinetic route to enable homochiral
resolution has potential implications in pharmaceutical syntheses
and preparation of final dosage forms. While crystallization is arguably
the most energy-efficient means of resolving homochiral compounds
from an enantiomeric mixture, the process is only currently viable
in the absence of resolving agents (e.g., chiral salts) under conditions
in which the homochiral polymorph is the thermodynamically most stable
form. Unfortunately, homochiral crystallization is often found to
be the exception rather than the rule, with most compounds favoring
racemic cocrystal production as in proline. However, if the emerging
crystal form can be placed under kinetic control rather than thermodynamic
control, a host of new possible options and architectures emerge for
efficient chiral resolution through crystallization. SHG imaging may
help enable such developments by rapidly identifying and optimizing
potentially promising conditions.
Authors: Martin Klussmann; Hiroshi Iwamura; Suju P Mathew; David H Wells; Urvish Pandya; Alan Armstrong; Donna G Blackmond Journal: Nature Date: 2006-06-01 Impact factor: 49.962
Authors: Emma L DeWalt; Victoria J Begue; Judith A Ronau; Shane Z Sullivan; Chittaranjan Das; Garth J Simpson Journal: Acta Crystallogr D Biol Crystallogr Date: 2012-12-20
Authors: Ronald D Wampler; David J Kissick; Christopher J Dehen; Ellen J Gualtieri; Jessica L Grey; Hai-Feng Wang; David H Thompson; Ji-Xin Cheng; Garth J Simpson Journal: J Am Chem Soc Date: 2008-10-03 Impact factor: 15.419
Authors: Peter Ouma Okeyo; Oleksii Ilchenko; Roman Slipets; Peter Emil Larsen; Anja Boisen; Thomas Rades; Jukka Rantanen Journal: Sci Rep Date: 2019-05-17 Impact factor: 4.379